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 1235154039 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: 39.407001 Memcpy Classifiers: 0.598000 Memcpy Instances: 11.368000 Kernel 1: 0.083000 Kernel 2: 115.026001 Copyback: 0.023000 Sum: 0.016000 Initial population average accuracy1:0.006820 accuracy2:0.294996 Initialization: 6.856000 Memcpy Classifiers: 0.530000 Memcpy Instances: 9.260000 Kernel 1: 0.023000 Kernel 2: 121.236000 Copyback: 0.018000 Sum: 0.023000 It 0,Best ac:0.015555 0.663636 fi:0.432793. Ave ac:0.013645,0.018284 Initialization: 6.869000 Memcpy Classifiers: 0.545000 Memcpy Instances: 9.252000 Kernel 1: 0.024000 Kernel 2: 126.383003 Copyback: 0.018000 Sum: 0.024000 It 1,Best ac:0.005328 0.781250 fi:0.318639. Ave ac:0.016699,0.018766 Initialization: 6.945000 Memcpy Classifiers: 0.507000 Memcpy Instances: 9.291000 Kernel 1: 0.022000 Kernel 2: 122.903000 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.007032 0.750000 fi:0.349313. Ave ac:0.016443,0.017069 Initialization: 7.329000 Memcpy Classifiers: 0.551000 Memcpy Instances: 9.590000 Kernel 1: 0.024000 Kernel 2: 124.754997 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.005966 0.777778 fi:0.321895. Ave ac:0.015399,0.015105 Initialization: 6.767000 Memcpy Classifiers: 0.558000 Memcpy Instances: 9.242000 Kernel 1: 0.024000 Kernel 2: 123.853996 Copyback: 0.017000 Sum: 0.026000 It 4,Best ac:0.010228 0.800000 fi:0.298231. Ave ac:0.013759,0.013978 Initialization: 6.933000 Memcpy Classifiers: 0.503000 Memcpy Instances: 9.227000 Kernel 1: 0.024000 Kernel 2: 122.324997 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.005753 0.900000 fi:0.199745. Ave ac:0.013363,0.013036 Initialization: 6.788000 Memcpy Classifiers: 0.504000 Memcpy Instances: 9.342000 Kernel 1: 0.025000 Kernel 2: 119.575996 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005754 0.900000 fi:0.199745. Ave ac:0.010976,0.009507 Initialization: 6.895000 Memcpy Classifiers: 0.467000 Memcpy Instances: 9.246000 Kernel 1: 0.024000 Kernel 2: 117.186996 Copyback: 0.018000 Sum: 0.030000 It 7,Best ac:0.007671 0.878049 fi:0.221048. Ave ac:0.009402,0.008477 Initialization: 6.850000 Memcpy Classifiers: 0.459000 Memcpy Instances: 9.330000 Kernel 1: 0.023000 Kernel 2: 112.559998 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.005968 0.875000 fi:0.224673. Ave ac:0.010026,0.009095 Initialization: 6.859000 Memcpy Classifiers: 0.503000 Memcpy Instances: 9.214000 Kernel 1: 0.022000 Kernel 2: 110.321999 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.006181 0.906250 fi:0.193351. Ave ac:0.008831,0.008332 Iteration 10:MDL fitness activated Error 0.193351 TL 0.033594 MDL Theory Length Weight: 1.9185055598 (1) Initialization: 6.910000 Memcpy Classifiers: 0.421000 Memcpy Instances: 9.232000 Kernel 1: 0.024000 Kernel 2: 108.753998 Copyback: 0.018000 Sum: 0.032000 It 10,Best ac:0.005539 0.962963 fi:0.208960. Ave ac:0.009553,0.007967 Initialization: 6.845000 Memcpy Classifiers: 0.464000 Memcpy Instances: 9.306000 Kernel 1: 0.029000 Kernel 2: 106.473000 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.008736 0.911111 fi:0.239152. Ave ac:0.009727,0.007635 Initialization: 6.850000 Memcpy Classifiers: 0.405000 Memcpy Instances: 9.234000 Kernel 1: 0.025000 Kernel 2: 100.945999 Copyback: 0.018000 Sum: 0.033000 It 12,Best ac:0.006394 0.882353 fi:0.260978. Ave ac:0.009466,0.007823 Initialization: 7.222000 Memcpy Classifiers: 0.409000 Memcpy Instances: 9.231000 Kernel 1: 0.024000 Kernel 2: 100.817001 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.005966 0.965517 fi:0.218259. Ave ac:0.011383,0.009630 Initialization: 6.960000 Memcpy Classifiers: 0.444000 Memcpy Instances: 9.273000 Kernel 1: 0.024000 Kernel 2: 99.630997 Copyback: 0.021000 Sum: 0.036000 It 14,Best ac:0.007458 0.945946 fi:0.223901. Ave ac:0.012205,0.011207 Initialization: 6.749000 Memcpy Classifiers: 0.453000 Memcpy Instances: 10.357000 Kernel 1: 0.023000 Kernel 2: 101.290001 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.005114 0.960000 fi:0.201813. Ave ac:0.011535,0.009019 Initialization: 6.905000 Memcpy Classifiers: 0.458000 Memcpy Instances: 9.278000 Kernel 1: 0.021000 Kernel 2: 100.204002 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.005327 0.925926 fi:0.227549. Ave ac:0.013096,0.010888 Initialization: 6.921000 Memcpy Classifiers: 0.459000 Memcpy Instances: 9.266000 Kernel 1: 0.024000 Kernel 2: 98.061996 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.007245 1.000000 fi:0.158607. Ave ac:0.011030,0.008960 Initialization: 6.852000 Memcpy Classifiers: 0.454000 Memcpy Instances: 9.243000 Kernel 1: 0.025000 Kernel 2: 97.566002 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.004689 1.000000 fi:0.203177. Ave ac:0.011646,0.008808 Initialization: 6.884000 Memcpy Classifiers: 0.406000 Memcpy Instances: 9.261000 Kernel 1: 0.024000 Kernel 2: 92.846001 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.005328 1.000000 fi:0.158876. Ave ac:0.009403,0.008459 Initialization: 6.783000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.243000 Kernel 1: 0.026000 Kernel 2: 93.450996 Copyback: 0.018000 Sum: 0.032000 It 20,Best ac:0.005752 0.964286 fi:0.184630. Ave ac:0.010650,0.007974 Initialization: 7.355000 Memcpy Classifiers: 0.438000 Memcpy Instances: 9.357000 Kernel 1: 0.023000 Kernel 2: 91.907997 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.007884 1.000000 fi:0.154803. Ave ac:0.009739,0.007545 Initialization: 6.929000 Memcpy Classifiers: 0.443000 Memcpy Instances: 9.271000 Kernel 1: 0.029000 Kernel 2: 91.697998 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.007245 0.971429 fi:0.167453. Ave ac:0.010269,0.007547 Initialization: 6.907000 Memcpy Classifiers: 0.444000 Memcpy Instances: 9.254000 Kernel 1: 0.024000 Kernel 2: 90.712997 Copyback: 0.018000 Sum: 0.031000 It 23,Best ac:0.009165 1.000000 fi:0.155588. Ave ac:0.009274,0.006474 Initialization: 7.316000 Memcpy Classifiers: 0.439000 Memcpy Instances: 9.533000 Kernel 1: 0.024000 Kernel 2: 89.514000 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.004901 1.000000 fi:0.169372. Ave ac:0.007966,0.005938 Initialization: 6.884000 Memcpy Classifiers: 0.413000 Memcpy Instances: 9.350000 Kernel 1: 0.024000 Kernel 2: 89.407997 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.006819 0.969697 fi:0.193740. Ave ac:0.008876,0.006956 Initialization: 6.848000 Memcpy Classifiers: 0.438000 Memcpy Instances: 9.279000 Kernel 1: 0.026000 Kernel 2: 89.462997 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.008308 1.000000 fi:0.152793. Ave ac:0.009879,0.006795 Initialization: 6.856000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.373000 Kernel 1: 0.025000 Kernel 2: 88.592003 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.005327 1.000000 fi:0.149900. Ave ac:0.008280,0.005354 Initialization: 6.862000 Memcpy Classifiers: 0.440000 Memcpy Instances: 9.263000 Kernel 1: 0.025000 Kernel 2: 86.792000 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.005115 0.960000 fi:0.196006. Ave ac:0.007556,0.005313 Initialization: 6.840000 Memcpy Classifiers: 0.410000 Memcpy Instances: 9.329000 Kernel 1: 0.025000 Kernel 2: 87.875999 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.005328 1.000000 fi:0.144178. Ave ac:0.007601,0.005372 Initialization: 6.907000 Memcpy Classifiers: 0.458000 Memcpy Instances: 9.266000 Kernel 1: 0.025000 Kernel 2: 91.114998 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.005753 0.964286 fi:0.182735. Ave ac:0.008120,0.005292 Initialization: 6.892000 Memcpy Classifiers: 0.459000 Memcpy Instances: 9.238000 Kernel 1: 0.023000 Kernel 2: 92.724998 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.005753 1.000000 fi:0.161486. Ave ac:0.008863,0.006180 Initialization: 6.846000 Memcpy Classifiers: 0.388000 Memcpy Instances: 9.354000 Kernel 1: 0.025000 Kernel 2: 88.233002 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.007460 1.000000 fi:0.142519. Ave ac:0.009693,0.006777 Initialization: 6.977000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.312000 Kernel 1: 0.025000 Kernel 2: 87.889000 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.008951 0.976744 fi:0.163670. Ave ac:0.009012,0.006389 Initialization: 21.740000 Memcpy Instances: 466.479004 Memcpy Classifiers: 0.077000 Kernel 1: 0.029000 Kernel 2: 452.092010 Copyback: 0.369000 Sum: 0.014000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 447.002991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.019000 Kernel 2: 443.877991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 435.630005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 449.783997 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 441.925995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 451.931000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 457.407990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.018000 Kernel 2: 464.968994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 447.362000 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 452.364990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 465.484985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.082000 Kernel 1: 0.013000 Kernel 2: 455.864990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 446.898010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 260.683014 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005519 0.920398 fi:0.231109. Ave ac:0.009134,0.033261 Best acc 0.005519 0.920398 Initialization: 6.960000 Memcpy Classifiers: 0.646000 Memcpy Instances: 9.248000 Kernel 1: 0.025000 Kernel 2: 110.588997 Copyback: 0.018000 Sum: 0.038000 Initial population average accuracy1:0.005081 accuracy2:0.281179 Initialization: 6.854000 Memcpy Classifiers: 0.642000 Memcpy Instances: 9.276000 Kernel 1: 0.025000 Kernel 2: 116.162003 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.006179 0.659091 fi:0.440510. Ave ac:0.010161,0.013454 Initialization: 6.880000 Memcpy Classifiers: 0.466000 Memcpy Instances: 9.265000 Kernel 1: 0.025000 Kernel 2: 119.498001 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.006819 0.640000 fi:0.459385. Ave ac:0.013701,0.017335 Initialization: 6.843000 Memcpy Classifiers: 0.546000 Memcpy Instances: 9.281000 Kernel 1: 0.024000 Kernel 2: 122.262001 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.008523 0.754717 fi:0.344093. Ave ac:0.015969,0.016880 Initialization: 6.933000 Memcpy Classifiers: 0.487000 Memcpy Instances: 10.271000 Kernel 1: 0.024000 Kernel 2: 117.882004 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.010865 0.739130 fi:0.358887. Ave ac:0.015428,0.015863 Initialization: 6.908000 Memcpy Classifiers: 0.465000 Memcpy Instances: 9.320000 Kernel 1: 0.024000 Kernel 2: 113.578003 Copyback: 0.018000 Sum: 0.031000 It 4,Best ac:0.006392 0.750000 fi:0.349529. Ave ac:0.014078,0.015889 Initialization: 6.986000 Memcpy Classifiers: 0.466000 Memcpy Instances: 9.249000 Kernel 1: 0.022000 Kernel 2: 112.661003 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.021952 0.757353 fi:0.336915. Ave ac:0.012559,0.012954 Initialization: 6.934000 Memcpy Classifiers: 0.464000 Memcpy Instances: 9.244000 Kernel 1: 0.023000 Kernel 2: 112.816002 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.005754 0.843750 fi:0.255995. Ave ac:0.012219,0.013370 Initialization: 6.910000 Memcpy Classifiers: 0.445000 Memcpy Instances: 9.265000 Kernel 1: 0.023000 Kernel 2: 112.081001 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.008099 0.883721 fi:0.215231. Ave ac:0.010298,0.011615 Initialization: 6.846000 Memcpy Classifiers: 0.465000 Memcpy Instances: 9.258000 Kernel 1: 0.025000 Kernel 2: 112.238998 Copyback: 0.018000 Sum: 0.032000 It 8,Best ac:0.007245 0.894737 fi:0.204504. Ave ac:0.011709,0.011677 Initialization: 7.212000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.205000 Kernel 1: 0.024000 Kernel 2: 109.053001 Copyback: 0.018000 Sum: 0.027000 It 9,Best ac:0.006179 0.906250 fi:0.193351. Ave ac:0.010137,0.011250 Iteration 10:MDL fitness activated Error 0.193351 TL 0.034643 MDL Theory Length Weight: 1.8604221241 (1) Initialization: 7.070000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.204000 Kernel 1: 0.024000 Kernel 2: 107.948997 Copyback: 0.018000 Sum: 0.027000 It 10,Best ac:0.005327 0.925926 fi:0.242964. Ave ac:0.011359,0.012655 Initialization: 6.782000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.226000 Kernel 1: 0.023000 Kernel 2: 104.848000 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.005968 0.933333 fi:0.235264. Ave ac:0.011558,0.010496 Initialization: 6.903000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.309000 Kernel 1: 0.023000 Kernel 2: 100.352997 Copyback: 0.019000 Sum: 0.033000 It 12,Best ac:0.005753 0.900000 fi:0.251380. Ave ac:0.010472,0.008198 Initialization: 6.918000 Memcpy Classifiers: 0.384000 Memcpy Instances: 9.278000 Kernel 1: 0.024000 Kernel 2: 100.643997 Copyback: 0.018000 Sum: 0.028000 It 13,Best ac:0.007884 0.948718 fi:0.214924. Ave ac:0.011033,0.008717 Initialization: 7.307000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.537000 Kernel 1: 0.024000 Kernel 2: 101.277000 Copyback: 0.017000 Sum: 0.026000 It 14,Best ac:0.006179 0.966667 fi:0.215826. Ave ac:0.009245,0.006850 Initialization: 6.809000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.339000 Kernel 1: 0.024000 Kernel 2: 100.281998 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.006606 0.939394 fi:0.220079. Ave ac:0.008317,0.007017 Initialization: 6.841000 Memcpy Classifiers: 0.385000 Memcpy Instances: 9.235000 Kernel 1: 0.025000 Kernel 2: 99.828003 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.007033 0.916667 fi:0.241741. Ave ac:0.008640,0.007140 Initialization: 6.902000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.201000 Kernel 1: 0.023000 Kernel 2: 98.253998 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.005115 1.000000 fi:0.167954. Ave ac:0.010588,0.011114 Initialization: 6.750000 Memcpy Classifiers: 0.370000 Memcpy Instances: 9.327000 Kernel 1: 0.023000 Kernel 2: 95.959999 Copyback: 0.018000 Sum: 0.031000 It 18,Best ac:0.005114 0.960000 fi:0.211958. Ave ac:0.009752,0.010663 Initialization: 6.806000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.697000 Kernel 1: 0.024000 Kernel 2: 96.237999 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.005327 1.000000 fi:0.148834. Ave ac:0.009525,0.008861 Initialization: 6.734000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.235000 Kernel 1: 0.025000 Kernel 2: 94.195999 Copyback: 0.018000 Sum: 0.032000 It 20,Best ac:0.007032 0.916667 fi:0.231591. Ave ac:0.008098,0.006060 Initialization: 6.939000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.769000 Kernel 1: 0.023000 Kernel 2: 92.711998 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.007460 1.000000 fi:0.153936. Ave ac:0.009959,0.008086 Initialization: 7.218000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.205000 Kernel 1: 0.025000 Kernel 2: 95.431999 Copyback: 0.018000 Sum: 0.029000 It 22,Best ac:0.005966 1.000000 fi:0.158916. Ave ac:0.009588,0.007404 Initialization: 6.841000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.435000 Kernel 1: 0.024000 Kernel 2: 90.310997 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.005115 0.960000 fi:0.212029. Ave ac:0.008549,0.007501 Initialization: 6.877000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.255000 Kernel 1: 0.023000 Kernel 2: 88.967003 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.005540 1.000000 fi:0.153232. Ave ac:0.009688,0.009681 Initialization: 6.928000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.296000 Kernel 1: 0.024000 Kernel 2: 89.888000 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.005328 1.000000 fi:0.153809. Ave ac:0.008207,0.007997 Initialization: 6.628000 Memcpy Classifiers: 0.857000 Memcpy Instances: 9.517000 Kernel 1: 0.023000 Kernel 2: 86.782997 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.006819 0.969697 fi:0.191677. Ave ac:0.009101,0.007435 Initialization: 6.928000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.215000 Kernel 1: 0.025000 Kernel 2: 87.099998 Copyback: 0.018000 Sum: 0.030000 It 27,Best ac:0.005754 1.000000 fi:0.145266. Ave ac:0.008202,0.006496 Initialization: 6.882000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.264000 Kernel 1: 0.025000 Kernel 2: 84.720001 Copyback: 0.018000 Sum: 0.030000 It 28,Best ac:0.010870 1.000000 fi:0.141047. Ave ac:0.008431,0.005119 Initialization: 7.332000 Memcpy Classifiers: 0.366000 Memcpy Instances: 9.204000 Kernel 1: 0.026000 Kernel 2: 85.653000 Copyback: 0.018000 Sum: 0.030000 It 29,Best ac:0.005754 1.000000 fi:0.160288. Ave ac:0.007584,0.005230 Initialization: 6.752000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.282000 Kernel 1: 0.024000 Kernel 2: 84.575996 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.005966 1.000000 fi:0.160238. Ave ac:0.007588,0.005602 Initialization: 6.736000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.630000 Kernel 1: 0.025000 Kernel 2: 83.275002 Copyback: 0.018000 Sum: 0.035000 It 31,Best ac:0.005115 1.000000 fi:0.139623. Ave ac:0.009856,0.006892 Initialization: 6.934000 Memcpy Classifiers: 0.369000 Memcpy Instances: 9.668000 Kernel 1: 0.024000 Kernel 2: 81.801003 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.005327 1.000000 fi:0.161879. Ave ac:0.007277,0.005654 Initialization: 6.885000 Memcpy Classifiers: 0.324000 Memcpy Instances: 9.229000 Kernel 1: 0.025000 Kernel 2: 83.053001 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.005326 0.961538 fi:0.179149. Ave ac:0.008758,0.006940 Initialization: 22.726000 Memcpy Instances: 461.420990 Memcpy Classifiers: 0.054000 Kernel 1: 0.026000 Kernel 2: 438.727997 Copyback: 0.015000 Sum: 0.010000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 439.700989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 429.917999 Copyback: 0.367000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 438.143005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 423.968994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 433.018005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 429.871002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 437.785004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 430.450989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 436.075989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 434.750000 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 423.988007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 436.210999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 426.894012 Copyback: 0.015000 Sum: 0.000000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 255.809998 Copyback: 0.022000 Sum: 0.001000 It 34,Best ac:0.005344 0.886846 fi:0.273581. Ave ac:0.009861,0.036055 Best acc 0.005344 0.886846 Rule:Att PSSM_-2_7 is [-6.825883,-0.426295]|Att PSSM_-1_4 is [<-2.064312]|Att PSSM_-1_13 is [-1.851872,7.047347]|Att PSSM_0_12 is [<-3.617661]|Att PSSM_0_20 is [>1.163450]|Att PSSM_1_2 is [<-3.615691]|Att PSSM_2_2 is [-6.988458,-1.905197]|Att PSSM_2_13 is [<4.737791]|1 Accuracy : 0.704332 0 1 163968 112 69263 1295 Removed 1407 instances. 233231 Instances left. Acc of rule 0.005519-0.920398 Initialization: 6.841000 Memcpy Classifiers: 0.560000 Memcpy Instances: 9.141000 Kernel 1: 0.026000 Kernel 2: 115.212997 Copyback: 0.017000 Sum: 0.034000 Initial population average accuracy1:0.005433 accuracy2:0.264594 Initialization: 6.798000 Memcpy Classifiers: 0.507000 Memcpy Instances: 9.154000 Kernel 1: 0.025000 Kernel 2: 117.897003 Copyback: 0.018000 Sum: 0.044000 It 0,Best ac:0.006001 0.682927 fi:0.416710. Ave ac:0.010640,0.015097 Initialization: 6.783000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.208000 Kernel 1: 0.025000 Kernel 2: 120.227997 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.004930 0.741935 fi:0.359191. Ave ac:0.015076,0.016940 Initialization: 6.882000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.185000 Kernel 1: 0.024000 Kernel 2: 115.728996 Copyback: 0.369000 Sum: 0.030000 It 2,Best ac:0.010932 0.653846 fi:0.444100. Ave ac:0.015339,0.018409 Initialization: 6.684000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.620000 Kernel 1: 0.023000 Kernel 2: 112.435997 Copyback: 0.032000 Sum: 0.030000 It 3,Best ac:0.008791 0.745455 fi:0.353226. Ave ac:0.012298,0.015491 Initialization: 6.820000 Memcpy Classifiers: 0.400000 Memcpy Instances: 10.282000 Kernel 1: 0.026000 Kernel 2: 113.278999 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004503 0.807692 fi:0.371597. Ave ac:0.011912,0.012661 Initialization: 6.857000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.196000 Kernel 1: 0.024000 Kernel 2: 110.318001 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.010506 0.803279 fi:0.294814. Ave ac:0.012264,0.013097 Initialization: 7.607000 Memcpy Classifiers: 0.419000 Memcpy Instances: 9.558000 Kernel 1: 0.024000 Kernel 2: 109.119003 Copyback: 0.020000 Sum: 0.034000 It 6,Best ac:0.007288 0.850000 fi:0.249196. Ave ac:0.011219,0.015051 Initialization: 6.764000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.183000 Kernel 1: 0.025000 Kernel 2: 113.547997 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.010075 0.839286 fi:0.258954. Ave ac:0.010635,0.010790 Initialization: 6.708000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.137000 Kernel 1: 0.026000 Kernel 2: 115.036003 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.004931 0.884615 fi:0.216511. Ave ac:0.012099,0.012740 Initialization: 6.824000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.161000 Kernel 1: 0.024000 Kernel 2: 115.334000 Copyback: 0.017000 Sum: 0.026000 It 9,Best ac:0.004717 1.000000 fi:0.140208. Ave ac:0.010043,0.009649 Iteration 10:MDL fitness activated Error 0.140208 TL 0.047342 MDL Theory Length Weight: 0.9872016995 (1) Initialization: 6.768000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.146000 Kernel 1: 0.025000 Kernel 2: 118.871002 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.004929 0.884615 fi:0.250160. Ave ac:0.010988,0.012014 Initialization: 7.274000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.155000 Kernel 1: 0.024000 Kernel 2: 115.737000 Copyback: 0.020000 Sum: 0.030000 It 11,Best ac:0.004716 0.956522 fi:0.223553. Ave ac:0.011383,0.012200 Initialization: 6.809000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.186000 Kernel 1: 0.024000 Kernel 2: 114.102997 Copyback: 0.018000 Sum: 0.031000 It 12,Best ac:0.009432 0.977778 fi:0.151213. Ave ac:0.012134,0.011887 Initialization: 6.824000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.198000 Kernel 1: 0.026000 Kernel 2: 112.509003 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.005359 0.925926 fi:0.211814. Ave ac:0.010045,0.012457 Initialization: 6.783000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.237000 Kernel 1: 0.024000 Kernel 2: 112.419998 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.005359 0.961538 fi:0.179813. Ave ac:0.010246,0.010426 Initialization: 6.799000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.166000 Kernel 1: 0.026000 Kernel 2: 108.571999 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.012007 0.903226 fi:0.219321. Ave ac:0.010101,0.009534 Initialization: 6.837000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.194000 Kernel 1: 0.023000 Kernel 2: 112.280998 Copyback: 0.018000 Sum: 0.029000 It 16,Best ac:0.006644 0.939394 fi:0.189072. Ave ac:0.009046,0.007923 Initialization: 6.843000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.140000 Kernel 1: 0.026000 Kernel 2: 107.855003 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.004931 0.958333 fi:0.177497. Ave ac:0.010318,0.009375 Initialization: 6.957000 Memcpy Classifiers: 0.474000 Memcpy Instances: 9.535000 Kernel 1: 0.025000 Kernel 2: 110.907997 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.005360 0.961538 fi:0.177050. Ave ac:0.009080,0.008040 Initialization: 6.855000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.311000 Kernel 1: 0.024000 Kernel 2: 111.502998 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.005360 1.000000 fi:0.141974. Ave ac:0.009800,0.007260 Initialization: 6.889000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.157000 Kernel 1: 0.024000 Kernel 2: 112.495003 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.005359 0.961538 fi:0.162784. Ave ac:0.008051,0.006927 Initialization: 6.706000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.211000 Kernel 1: 0.025000 Kernel 2: 110.071999 Copyback: 0.018000 Sum: 0.031000 It 21,Best ac:0.005359 0.961538 fi:0.168746. Ave ac:0.009600,0.006626 Initialization: 7.907000 Memcpy Classifiers: 0.369000 Memcpy Instances: 9.225000 Kernel 1: 0.025000 Kernel 2: 113.030998 Copyback: 0.018000 Sum: 0.028000 It 22,Best ac:0.005789 0.964286 fi:0.168373. Ave ac:0.007893,0.006009 Initialization: 6.800000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.212000 Kernel 1: 0.025000 Kernel 2: 112.862999 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.006647 0.968750 fi:0.161195. Ave ac:0.008444,0.006523 Initialization: 6.889000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.193000 Kernel 1: 0.026000 Kernel 2: 112.948997 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.005146 0.960000 fi:0.172565. Ave ac:0.008892,0.005704 Initialization: 6.829000 Memcpy Classifiers: 0.368000 Memcpy Instances: 9.217000 Kernel 1: 0.026000 Kernel 2: 110.679001 Copyback: 0.018000 Sum: 0.030000 It 25,Best ac:0.005573 1.000000 fi:0.127639. Ave ac:0.007869,0.005687 Initialization: 6.862000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.141000 Kernel 1: 0.026000 Kernel 2: 112.222000 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.004503 0.954545 fi:0.253876. Ave ac:0.006208,0.004389 Initialization: 6.687000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.136000 Kernel 1: 0.026000 Kernel 2: 108.196999 Copyback: 0.018000 Sum: 0.028000 It 27,Best ac:0.005789 1.000000 fi:0.133674. Ave ac:0.007244,0.004577 Initialization: 6.873000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.147000 Kernel 1: 0.025000 Kernel 2: 108.515999 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.006003 0.965517 fi:0.166960. Ave ac:0.008911,0.006592 Initialization: 6.886000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.151000 Kernel 1: 0.027000 Kernel 2: 109.744003 Copyback: 0.018000 Sum: 0.031000 It 29,Best ac:0.006218 0.966667 fi:0.163289. Ave ac:0.008841,0.005624 Initialization: 7.997000 Memcpy Classifiers: 0.355000 Memcpy Instances: 9.490000 Kernel 1: 0.023000 Kernel 2: 113.598999 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.007075 1.000000 fi:0.129697. Ave ac:0.007933,0.005262 Initialization: 6.853000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.144000 Kernel 1: 0.025000 Kernel 2: 109.078003 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.005573 0.962963 fi:0.171429. Ave ac:0.007823,0.005050 Initialization: 6.958000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.189000 Kernel 1: 0.025000 Kernel 2: 114.067001 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.007717 0.972973 fi:0.147667. Ave ac:0.007288,0.004500 Initialization: 6.778000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.188000 Kernel 1: 0.026000 Kernel 2: 112.397003 Copyback: 0.018000 Sum: 0.032000 It 33,Best ac:0.005360 1.000000 fi:0.133554. Ave ac:0.007891,0.004381 Initialization: 21.358999 Memcpy Instances: 459.390015 Memcpy Classifiers: 0.056000 Kernel 1: 0.025000 Kernel 2: 525.716003 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 518.254028 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 522.289978 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 523.934998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 527.387024 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 528.578979 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 536.775024 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 534.197021 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 539.013977 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 532.312012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 527.096985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 525.489014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 516.505981 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 505.458008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 315.342987 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005964 0.881496 fi:0.252119. Ave ac:0.007481,0.026639 Best acc 0.005964 0.881496 Initialization: 7.117000 Memcpy Classifiers: 0.525000 Memcpy Instances: 9.208000 Kernel 1: 0.024000 Kernel 2: 112.195999 Copyback: 0.017000 Sum: 0.036000 Initial population average accuracy1:0.005614 accuracy2:0.278342 Initialization: 6.905000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.132000 Kernel 1: 0.028000 Kernel 2: 122.582001 Copyback: 0.017000 Sum: 0.059000 It 0,Best ac:0.009434 0.637681 fi:0.460779. Ave ac:0.011753,0.016216 Initialization: 6.860000 Memcpy Classifiers: 0.489000 Memcpy Instances: 10.512000 Kernel 1: 0.023000 Kernel 2: 122.928001 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.018650 0.669231 fi:0.426072. Ave ac:0.014991,0.017608 Initialization: 6.831000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.302000 Kernel 1: 0.023000 Kernel 2: 117.450996 Copyback: 0.018000 Sum: 0.033000 It 2,Best ac:0.011147 0.753623 fi:0.344250. Ave ac:0.017696,0.018984 Initialization: 6.794000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.173000 Kernel 1: 0.025000 Kernel 2: 112.195999 Copyback: 0.018000 Sum: 0.035000 It 3,Best ac:0.007931 0.755102 fi:0.343874. Ave ac:0.016546,0.018695 Initialization: 6.821000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.315000 Kernel 1: 0.024000 Kernel 2: 112.775002 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.007931 0.740000 fi:0.358974. Ave ac:0.016212,0.018144 Initialization: 6.839000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.145000 Kernel 1: 0.026000 Kernel 2: 108.416000 Copyback: 0.019000 Sum: 0.031000 It 5,Best ac:0.005575 0.866667 fi:0.233115. Ave ac:0.013465,0.016450 Initialization: 6.775000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.621000 Kernel 1: 0.022000 Kernel 2: 110.646004 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.010504 0.890909 fi:0.207184. Ave ac:0.015311,0.014984 Initialization: 6.749000 Memcpy Classifiers: 0.423000 Memcpy Instances: 9.283000 Kernel 1: 0.025000 Kernel 2: 108.086998 Copyback: 0.018000 Sum: 0.033000 It 7,Best ac:0.005573 0.928571 fi:0.171212. Ave ac:0.012469,0.012505 Initialization: 6.917000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.140000 Kernel 1: 0.025000 Kernel 2: 107.557999 Copyback: 0.018000 Sum: 0.030000 It 8,Best ac:0.004931 0.920000 fi:0.181127. Ave ac:0.011097,0.012498 Initialization: 6.933000 Memcpy Classifiers: 0.366000 Memcpy Instances: 9.213000 Kernel 1: 0.026000 Kernel 2: 103.822998 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.004931 0.920000 fi:0.181127. Ave ac:0.010196,0.009857 Iteration 10:MDL fitness activated Error 0.181127 TL 0.029290 MDL Theory Length Weight: 2.0613044831 (3) Initialization: 6.855000 Memcpy Classifiers: 0.409000 Memcpy Instances: 9.138000 Kernel 1: 0.025000 Kernel 2: 102.624001 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.006217 0.935484 fi:0.210854. Ave ac:0.010060,0.011972 Initialization: 6.766000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.310000 Kernel 1: 0.021000 Kernel 2: 101.318001 Copyback: 0.018000 Sum: 0.034000 It 11,Best ac:0.007288 0.944444 fi:0.212663. Ave ac:0.009714,0.008616 Initialization: 6.781000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.180000 Kernel 1: 0.024000 Kernel 2: 100.614998 Copyback: 0.018000 Sum: 0.037000 It 12,Best ac:0.005359 1.000000 fi:0.163848. Ave ac:0.009991,0.009564 Initialization: 6.822000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.178000 Kernel 1: 0.023000 Kernel 2: 96.910004 Copyback: 0.018000 Sum: 0.034000 It 13,Best ac:0.005572 0.962963 fi:0.195234. Ave ac:0.008936,0.008853 Initialization: 6.877000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.151000 Kernel 1: 0.024000 Kernel 2: 98.084999 Copyback: 0.018000 Sum: 0.031000 It 14,Best ac:0.005573 0.962963 fi:0.196894. Ave ac:0.008587,0.008225 Initialization: 7.346000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.341000 Kernel 1: 0.023000 Kernel 2: 96.320999 Copyback: 0.018000 Sum: 0.030000 It 15,Best ac:0.007288 0.918919 fi:0.228679. Ave ac:0.010416,0.009691 Initialization: 6.876000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.287000 Kernel 1: 0.023000 Kernel 2: 93.873001 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.006431 0.967742 fi:0.197513. Ave ac:0.011713,0.009980 Initialization: 7.012000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.660000 Kernel 1: 0.025000 Kernel 2: 93.522003 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.005575 1.000000 fi:0.150937. Ave ac:0.009290,0.014822 Initialization: 6.898000 Memcpy Classifiers: 0.329000 Memcpy Instances: 10.920000 Kernel 1: 0.024000 Kernel 2: 93.379997 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.005145 0.960000 fi:0.172604. Ave ac:0.010193,0.010333 Initialization: 6.769000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.164000 Kernel 1: 0.024000 Kernel 2: 94.690002 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.004930 1.000000 fi:0.160852. Ave ac:0.011533,0.010964 Initialization: 6.727000 Memcpy Classifiers: 0.301000 Memcpy Instances: 9.856000 Kernel 1: 0.025000 Kernel 2: 95.026001 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.004930 0.958333 fi:0.184175. Ave ac:0.010843,0.016530 Initialization: 6.917000 Memcpy Classifiers: 0.357000 Memcpy Instances: 9.193000 Kernel 1: 0.023000 Kernel 2: 91.834000 Copyback: 0.018000 Sum: 0.029000 It 21,Best ac:0.007287 0.971429 fi:0.176821. Ave ac:0.010303,0.011127 Initialization: 6.833000 Memcpy Classifiers: 0.326000 Memcpy Instances: 9.309000 Kernel 1: 0.024000 Kernel 2: 91.614998 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.006861 0.941176 fi:0.194285. Ave ac:0.011512,0.011700 Initialization: 6.815000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.663000 Kernel 1: 0.024000 Kernel 2: 91.116997 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.009861 0.958333 fi:0.185620. Ave ac:0.013136,0.010461 Initialization: 6.805000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.191000 Kernel 1: 0.025000 Kernel 2: 88.197998 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.005359 0.925926 fi:0.227750. Ave ac:0.010074,0.009328 Initialization: 6.790000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.175000 Kernel 1: 0.027000 Kernel 2: 87.762001 Copyback: 0.018000 Sum: 0.031000 It 25,Best ac:0.005145 0.960000 fi:0.189397. Ave ac:0.008960,0.008040 Initialization: 6.785000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.145000 Kernel 1: 0.026000 Kernel 2: 86.823997 Copyback: 0.018000 Sum: 0.032000 It 26,Best ac:0.005360 1.000000 fi:0.148571. Ave ac:0.009704,0.007654 Initialization: 6.842000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.139000 Kernel 1: 0.026000 Kernel 2: 88.739998 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.006217 0.966667 fi:0.178909. Ave ac:0.011500,0.010241 Initialization: 6.788000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.239000 Kernel 1: 0.024000 Kernel 2: 87.805000 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.005146 1.000000 fi:0.149338. Ave ac:0.010293,0.008558 Initialization: 6.788000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.172000 Kernel 1: 0.026000 Kernel 2: 87.847000 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.006432 0.909091 fi:0.228166. Ave ac:0.008084,0.008185 Initialization: 6.849000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.172000 Kernel 1: 0.026000 Kernel 2: 85.972000 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.005359 0.961538 fi:0.186239. Ave ac:0.011173,0.008275 Initialization: 6.802000 Memcpy Classifiers: 0.334000 Memcpy Instances: 9.138000 Kernel 1: 0.027000 Kernel 2: 86.775002 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.006431 1.000000 fi:0.136752. Ave ac:0.008818,0.006860 Initialization: 6.859000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.179000 Kernel 1: 0.024000 Kernel 2: 85.815002 Copyback: 0.018000 Sum: 0.028000 It 32,Best ac:0.005360 0.961538 fi:0.177330. Ave ac:0.009057,0.006941 Initialization: 6.780000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.724000 Kernel 1: 0.024000 Kernel 2: 82.769997 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.007504 0.972222 fi:0.178720. Ave ac:0.008228,0.007818 Initialization: 21.323000 Memcpy Instances: 459.382996 Memcpy Classifiers: 0.052000 Kernel 1: 0.029000 Kernel 2: 432.321014 Copyback: 0.016000 Sum: 0.008000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 441.962006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 430.854004 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 442.863007 Copyback: 0.020000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.021000 Kernel 2: 434.817993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 427.949005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 444.679993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.019000 Kernel 2: 428.454010 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 435.860992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 436.666992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 431.097992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.016000 Kernel 2: 449.209991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 432.106995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.012000 Kernel 2: 431.442993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 260.596985 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005840 0.886719 fi:0.250235. Ave ac:0.008034,0.029255 Best acc 0.005840 0.886719 Rule:Att PSSM_-2_7 is [<-2.377047]|Att PSSM_-1_4 is [-7.329782,-2.670218]|Att PSSM_0_2 is [<-4.222546]|Att PSSM_0_10 is [>-2.886458]|Att PSSM_2_12 is [<-3.463686]|1 Accuracy : 0.709395 0 1 163794 286 67901 2657 Removed 1536 instances. 231695 Instances left. Acc of rule 0.005840-0.886719 Initialization: 6.789000 Memcpy Classifiers: 0.540000 Memcpy Instances: 10.256000 Kernel 1: 0.024000 Kernel 2: 111.209999 Copyback: 0.018000 Sum: 0.032000 Initial population average accuracy1:0.006880 accuracy2:0.290173 Initialization: 6.855000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.094000 Kernel 1: 0.025000 Kernel 2: 119.228996 Copyback: 0.018000 Sum: 0.042000 It 0,Best ac:0.007121 0.589286 fi:0.509934. Ave ac:0.013880,0.018359 Initialization: 6.721000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.190000 Kernel 1: 0.023000 Kernel 2: 119.941002 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.004748 0.846154 fi:0.276960. Ave ac:0.019551,0.022247 Initialization: 6.664000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.111000 Kernel 1: 0.023000 Kernel 2: 116.308998 Copyback: 0.018000 Sum: 0.030000 It 2,Best ac:0.009711 0.750000 fi:0.348321. Ave ac:0.020096,0.023795 Initialization: 6.757000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.088000 Kernel 1: 0.025000 Kernel 2: 107.966003 Copyback: 0.025000 Sum: 0.031000 It 3,Best ac:0.005395 0.714286 fi:0.385533. Ave ac:0.015393,0.016757 Initialization: 6.774000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.180000 Kernel 1: 0.023000 Kernel 2: 103.545998 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.006690 0.861111 fi:0.238258. Ave ac:0.015347,0.020190 Initialization: 7.344000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.117000 Kernel 1: 0.023000 Kernel 2: 100.707001 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.009281 0.796296 fi:0.302175. Ave ac:0.012079,0.018237 Initialization: 6.803000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.069000 Kernel 1: 0.025000 Kernel 2: 103.345001 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.005611 0.928571 fi:0.171172. Ave ac:0.015881,0.022607 Initialization: 6.784000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.093000 Kernel 1: 0.023000 Kernel 2: 108.353996 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004963 0.884615 fi:0.215353. Ave ac:0.015636,0.022340 Initialization: 6.798000 Memcpy Classifiers: 0.375000 Memcpy Instances: 9.106000 Kernel 1: 0.025000 Kernel 2: 113.389000 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.006258 0.935484 fi:0.164035. Ave ac:0.018054,0.023941 Initialization: 7.771000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.138000 Kernel 1: 0.025000 Kernel 2: 119.843002 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.004964 0.958333 fi:0.141635. Ave ac:0.013814,0.015597 Iteration 10:MDL fitness activated Error 0.141635 TL 0.030823 MDL Theory Length Weight: 1.5317272245 (1) Initialization: 6.811000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.087000 Kernel 1: 0.024000 Kernel 2: 118.319000 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.004963 0.920000 fi:0.232380. Ave ac:0.010387,0.011315 Initialization: 6.786000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.149000 Kernel 1: 0.025000 Kernel 2: 119.046997 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.008848 0.953488 fi:0.204005. Ave ac:0.014007,0.018609 Initialization: 6.692000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.272000 Kernel 1: 0.024000 Kernel 2: 114.392998 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.006044 1.000000 fi:0.137395. Ave ac:0.010751,0.014836 Initialization: 6.855000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.076000 Kernel 1: 0.023000 Kernel 2: 110.762001 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.005395 0.961538 fi:0.188578. Ave ac:0.011622,0.017053 Initialization: 6.815000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.083000 Kernel 1: 0.023000 Kernel 2: 110.054001 Copyback: 0.017000 Sum: 0.040000 It 14,Best ac:0.006905 0.941176 fi:0.205586. Ave ac:0.007860,0.010607 Initialization: 6.759000 Memcpy Classifiers: 0.426000 Memcpy Instances: 9.128000 Kernel 1: 0.024000 Kernel 2: 110.628998 Copyback: 0.017000 Sum: 0.282000 It 15,Best ac:0.007984 0.948718 fi:0.204358. Ave ac:0.010684,0.011279 Initialization: 6.831000 Memcpy Classifiers: 0.832000 Memcpy Instances: 9.232000 Kernel 1: 0.023000 Kernel 2: 109.602997 Copyback: 0.018000 Sum: 0.031000 It 16,Best ac:0.006042 0.933333 fi:0.206236. Ave ac:0.009038,0.008507 Initialization: 6.725000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.081000 Kernel 1: 0.025000 Kernel 2: 115.442001 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.006690 1.000000 fi:0.137214. Ave ac:0.009822,0.008254 Initialization: 6.696000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.171000 Kernel 1: 0.025000 Kernel 2: 109.948997 Copyback: 0.018000 Sum: 0.029000 It 18,Best ac:0.004963 0.958333 fi:0.184249. Ave ac:0.007931,0.006466 Initialization: 6.715000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.066000 Kernel 1: 0.027000 Kernel 2: 108.570000 Copyback: 0.018000 Sum: 0.030000 It 19,Best ac:0.004963 0.958333 fi:0.176409. Ave ac:0.007558,0.005178 Initialization: 6.746000 Memcpy Classifiers: 0.366000 Memcpy Instances: 9.074000 Kernel 1: 0.027000 Kernel 2: 106.223000 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.007769 0.947368 fi:0.179364. Ave ac:0.007697,0.005458 Initialization: 6.884000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.099000 Kernel 1: 0.025000 Kernel 2: 106.782997 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.006042 0.933333 fi:0.193982. Ave ac:0.007393,0.006318 Initialization: 6.804000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.084000 Kernel 1: 0.026000 Kernel 2: 106.343002 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.005395 1.000000 fi:0.139535. Ave ac:0.007877,0.009602 Initialization: 6.712000 Memcpy Classifiers: 0.352000 Memcpy Instances: 10.214000 Kernel 1: 0.023000 Kernel 2: 106.273003 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.004963 0.958333 fi:0.174344. Ave ac:0.005939,0.004222 Initialization: 6.763000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.070000 Kernel 1: 0.026000 Kernel 2: 102.677002 Copyback: 0.018000 Sum: 0.032000 It 24,Best ac:0.008416 0.928571 fi:0.219128. Ave ac:0.005944,0.005238 Initialization: 6.780000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.202000 Kernel 1: 0.026000 Kernel 2: 103.181999 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.006258 0.966667 fi:0.168660. Ave ac:0.008380,0.006552 Initialization: 6.767000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.528000 Kernel 1: 0.025000 Kernel 2: 104.112999 Copyback: 0.018000 Sum: 0.032000 It 26,Best ac:0.006042 0.903226 fi:0.219509. Ave ac:0.007671,0.007383 MDL Theory Length Weight: 1.3785545021 (10) Initialization: 7.081000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.074000 Kernel 1: 0.026000 Kernel 2: 102.167999 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.006905 0.969697 fi:0.164513. Ave ac:0.009245,0.006853 Initialization: 7.892000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.096000 Kernel 1: 0.025000 Kernel 2: 101.182999 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.006042 0.903226 fi:0.232005. Ave ac:0.006590,0.007085 Initialization: 6.821000 Memcpy Classifiers: 0.385000 Memcpy Instances: 9.074000 Kernel 1: 0.026000 Kernel 2: 103.788002 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.006042 0.965517 fi:0.172656. Ave ac:0.009290,0.007394 Initialization: 6.796000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.096000 Kernel 1: 0.025000 Kernel 2: 99.280998 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.006690 0.911765 fi:0.220152. Ave ac:0.006811,0.004908 Initialization: 6.774000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.115000 Kernel 1: 0.027000 Kernel 2: 104.192001 Copyback: 0.019000 Sum: 0.034000 It 31,Best ac:0.006259 0.966667 fi:0.165400. Ave ac:0.006894,0.005179 Initialization: 6.806000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.594000 Kernel 1: 0.023000 Kernel 2: 98.785004 Copyback: 0.018000 Sum: 0.030000 It 32,Best ac:0.005179 1.000000 fi:0.141182. Ave ac:0.008894,0.008623 Initialization: 6.756000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.134000 Kernel 1: 0.025000 Kernel 2: 97.179001 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.005179 0.923077 fi:0.224938. Ave ac:0.007557,0.005537 Initialization: 22.997000 Memcpy Instances: 457.119995 Memcpy Classifiers: 0.061000 Kernel 1: 0.028000 Kernel 2: 535.698975 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 524.146973 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 520.031982 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 543.677979 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 517.302002 Copyback: 0.023000 Sum: 0.005000 Memcpy Classifiers: 0.066000 Kernel 1: 0.022000 Kernel 2: 523.286011 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 533.966980 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 556.770020 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.018000 Kernel 2: 554.106995 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 541.716980 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 525.900024 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 515.255005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 534.017029 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 523.142029 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 198.391006 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.006673 0.861761 fi:0.270161. Ave ac:0.008504,0.030384 Best acc 0.006673 0.861761 Initialization: 7.040000 Memcpy Classifiers: 0.541000 Memcpy Instances: 9.073000 Kernel 1: 0.026000 Kernel 2: 110.709999 Copyback: 0.018000 Sum: 0.031000 Initial population average accuracy1:0.006095 accuracy2:0.287424 Initialization: 6.806000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.791000 Kernel 1: 0.023000 Kernel 2: 118.853996 Copyback: 0.017000 Sum: 0.052000 It 0,Best ac:0.009711 0.750000 fi:0.348321. Ave ac:0.012160,0.019201 Initialization: 6.749000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.633000 Kernel 1: 0.023000 Kernel 2: 117.580002 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.004963 0.851852 fi:0.248117. Ave ac:0.017205,0.024619 Initialization: 6.773000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.601000 Kernel 1: 0.023000 Kernel 2: 117.845001 Copyback: 0.018000 Sum: 0.028000 It 2,Best ac:0.007769 0.750000 fi:0.348995. Ave ac:0.018388,0.025303 Initialization: 6.803000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.139000 Kernel 1: 0.024000 Kernel 2: 113.962997 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.005611 0.896552 fi:0.203192. Ave ac:0.014779,0.016592 Initialization: 6.715000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.535000 Kernel 1: 0.026000 Kernel 2: 114.047997 Copyback: 0.018000 Sum: 0.027000 It 4,Best ac:0.005611 0.812500 fi:0.287244. Ave ac:0.013864,0.017209 Initialization: 6.790000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.095000 Kernel 1: 0.024000 Kernel 2: 112.987999 Copyback: 0.018000 Sum: 0.031000 It 5,Best ac:0.007121 0.846154 fi:0.253066. Ave ac:0.015580,0.018083 Initialization: 6.721000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.081000 Kernel 1: 0.024000 Kernel 2: 112.829002 Copyback: 0.018000 Sum: 0.030000 It 6,Best ac:0.008200 0.883721 fi:0.215124. Ave ac:0.013502,0.012273 Initialization: 6.824000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.141000 Kernel 1: 0.025000 Kernel 2: 111.727997 Copyback: 0.018000 Sum: 0.029000 It 7,Best ac:0.005179 0.888889 fi:0.211005. Ave ac:0.011808,0.010143 Initialization: 6.794000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.113000 Kernel 1: 0.023000 Kernel 2: 110.625000 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.005395 0.961538 fi:0.138280. Ave ac:0.011670,0.014153 Initialization: 6.803000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.096000 Kernel 1: 0.024000 Kernel 2: 107.125000 Copyback: 0.018000 Sum: 0.030000 It 9,Best ac:0.009063 0.933333 fi:0.165212. Ave ac:0.012102,0.011374 Iteration 10:MDL fitness activated Error 0.165212 TL 0.039435 MDL Theory Length Weight: 1.3964785397 (2) Initialization: 6.753000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.070000 Kernel 1: 0.024000 Kernel 2: 107.800003 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.005179 0.888889 fi:0.257307. Ave ac:0.010732,0.009974 Initialization: 6.820000 Memcpy Classifiers: 0.438000 Memcpy Instances: 9.081000 Kernel 1: 0.025000 Kernel 2: 101.370003 Copyback: 0.018000 Sum: 0.036000 It 11,Best ac:0.008200 0.883721 fi:0.251779. Ave ac:0.012004,0.012912 Initialization: 6.779000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.124000 Kernel 1: 0.025000 Kernel 2: 97.728996 Copyback: 0.018000 Sum: 0.039000 It 12,Best ac:0.005611 1.000000 fi:0.152482. Ave ac:0.012421,0.012845 Initialization: 6.763000 Memcpy Classifiers: 0.423000 Memcpy Instances: 9.068000 Kernel 1: 0.026000 Kernel 2: 96.602997 Copyback: 0.018000 Sum: 0.034000 It 13,Best ac:0.005611 0.962963 fi:0.168773. Ave ac:0.012208,0.012212 Initialization: 6.710000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.120000 Kernel 1: 0.025000 Kernel 2: 92.633003 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004748 0.956522 fi:0.213462. Ave ac:0.011702,0.010555 Initialization: 6.762000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.113000 Kernel 1: 0.025000 Kernel 2: 91.728996 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.004964 1.000000 fi:0.139698. Ave ac:0.010395,0.010292 Initialization: 6.786000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.116000 Kernel 1: 0.024000 Kernel 2: 97.097000 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.012948 0.909091 fi:0.225473. Ave ac:0.009849,0.009834 Initialization: 6.798000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.079000 Kernel 1: 0.025000 Kernel 2: 96.577003 Copyback: 0.018000 Sum: 0.030000 It 17,Best ac:0.006258 0.935484 fi:0.198198. Ave ac:0.010888,0.010694 Initialization: 6.761000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.087000 Kernel 1: 0.025000 Kernel 2: 99.796997 Copyback: 0.018000 Sum: 0.028000 It 18,Best ac:0.011440 0.963636 fi:0.160463. Ave ac:0.010228,0.009473 Initialization: 6.799000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.074000 Kernel 1: 0.026000 Kernel 2: 91.834999 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.005826 0.964286 fi:0.170610. Ave ac:0.010613,0.009588 Initialization: 6.758000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.080000 Kernel 1: 0.026000 Kernel 2: 90.154999 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.006474 0.937500 fi:0.194127. Ave ac:0.008893,0.008463 Initialization: 6.831000 Memcpy Classifiers: 0.353000 Memcpy Instances: 10.182000 Kernel 1: 0.023000 Kernel 2: 94.452003 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.005395 1.000000 fi:0.141642. Ave ac:0.011191,0.010858 Initialization: 6.858000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.080000 Kernel 1: 0.026000 Kernel 2: 92.250999 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.007984 0.948718 fi:0.182281. Ave ac:0.010740,0.009970 Initialization: 6.822000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.073000 Kernel 1: 0.027000 Kernel 2: 94.635002 Copyback: 0.018000 Sum: 0.033000 It 23,Best ac:0.006042 0.965517 fi:0.169669. Ave ac:0.009943,0.010407 Initialization: 6.835000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.101000 Kernel 1: 0.025000 Kernel 2: 94.549004 Copyback: 0.018000 Sum: 0.030000 It 24,Best ac:0.005179 0.888889 fi:0.245574. Ave ac:0.007025,0.006136 MDL Theory Length Weight: 1.2568306858 (10) Initialization: 6.746000 Memcpy Classifiers: 0.353000 Memcpy Instances: 10.091000 Kernel 1: 0.024000 Kernel 2: 97.769997 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.006690 0.968750 fi:0.156491. Ave ac:0.008618,0.007576 Initialization: 6.592000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.118000 Kernel 1: 0.025000 Kernel 2: 93.547997 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.004532 1.000000 fi:0.197781. Ave ac:0.009243,0.006560 Initialization: 6.778000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.077000 Kernel 1: 0.026000 Kernel 2: 94.831001 Copyback: 0.018000 Sum: 0.031000 It 27,Best ac:0.005395 1.000000 fi:0.139877. Ave ac:0.010198,0.007472 Initialization: 6.754000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.232000 Kernel 1: 0.022000 Kernel 2: 94.891998 Copyback: 0.018000 Sum: 0.031000 It 28,Best ac:0.004748 1.000000 fi:0.154817. Ave ac:0.009046,0.007560 Initialization: 6.805000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.065000 Kernel 1: 0.026000 Kernel 2: 96.281998 Copyback: 0.018000 Sum: 0.030000 It 29,Best ac:0.006690 0.968750 fi:0.165120. Ave ac:0.008922,0.008725 Initialization: 6.844000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.098000 Kernel 1: 0.027000 Kernel 2: 96.207001 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.005395 1.000000 fi:0.141138. Ave ac:0.009110,0.006891 Initialization: 6.841000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.553000 Kernel 1: 0.026000 Kernel 2: 97.029999 Copyback: 0.018000 Sum: 0.031000 It 31,Best ac:0.007337 0.971429 fi:0.157230. Ave ac:0.009434,0.006581 Initialization: 6.787000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.127000 Kernel 1: 0.028000 Kernel 2: 97.611000 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.004963 1.000000 fi:0.130715. Ave ac:0.008779,0.005247 Initialization: 6.814000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.116000 Kernel 1: 0.027000 Kernel 2: 95.594002 Copyback: 0.018000 Sum: 0.029000 It 33,Best ac:0.007553 1.000000 fi:0.127035. Ave ac:0.008041,0.005780 Initialization: 22.690001 Memcpy Instances: 471.479004 Memcpy Classifiers: 0.063000 Kernel 1: 0.028000 Kernel 2: 491.411011 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 490.817993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 482.071991 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.015000 Kernel 2: 480.625000 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.018000 Kernel 2: 482.225006 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.018000 Kernel 2: 493.243011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 480.355011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 489.484985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 493.993011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.012000 Kernel 2: 487.864990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 485.457001 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.017000 Kernel 2: 488.269012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 479.946991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 485.606995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 187.602997 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.085958 0.830179 fi:0.290379. Ave ac:0.007568,0.026724 Best acc 0.085958 0.830179 Rule:Att PSSM_-1_7 is [-6.027254,-1.766714]|Att PSSM_0_6 is [<-3.965658]|Att PSSM_1_4 is [<-3.996901]|Att PSSM_1_5 is [<7.033863]|Att PSSM_1_20 is [>-2.781897]|Att PSSM_2_12 is [<-1.818410]|Att PSSM_3_6 is [-6.416182,-2.518353]|1 Accuracy : 0.714927 0 1 163546 534 66355 4203 Removed 1794 instances. 229901 Instances left. Acc of rule 0.006673-0.861761 Initialization: 7.687000 Memcpy Classifiers: 0.545000 Memcpy Instances: 9.046000 Kernel 1: 0.027000 Kernel 2: 110.968002 Copyback: 0.017000 Sum: 0.033000 Initial population average accuracy1:0.006024 accuracy2:0.286283 Initialization: 6.746000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.999000 Kernel 1: 0.026000 Kernel 2: 114.776001 Copyback: 0.020000 Sum: 0.064000 It 0,Best ac:0.006090 0.622222 fi:0.477323. Ave ac:0.011510,0.017417 Initialization: 6.882000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.055000 Kernel 1: 0.023000 Kernel 2: 113.195999 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.007177 0.804878 fi:0.294284. Ave ac:0.016099,0.023558 Initialization: 6.703000 Memcpy Classifiers: 0.523000 Memcpy Instances: 9.018000 Kernel 1: 0.025000 Kernel 2: 111.547997 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.007177 0.702128 fi:0.397034. Ave ac:0.016502,0.022136 Initialization: 6.772000 Memcpy Classifiers: 0.524000 Memcpy Instances: 9.037000 Kernel 1: 0.024000 Kernel 2: 112.902000 Copyback: 0.018000 Sum: 0.027000 It 3,Best ac:0.006090 0.717949 fi:0.381596. Ave ac:0.016153,0.021537 Initialization: 6.749000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.068000 Kernel 1: 0.026000 Kernel 2: 116.042000 Copyback: 0.018000 Sum: 0.027000 It 4,Best ac:0.006742 0.815789 fi:0.283526. Ave ac:0.016082,0.021843 Initialization: 6.862000 Memcpy Classifiers: 1.430000 Memcpy Instances: 9.010000 Kernel 1: 0.025000 Kernel 2: 124.728996 Copyback: 0.017000 Sum: 0.026000 It 5,Best ac:0.006525 0.810811 fi:0.288581. Ave ac:0.013992,0.017871 Initialization: 6.709000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.029000 Kernel 1: 0.027000 Kernel 2: 119.377998 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.006525 0.909091 fi:0.190301. Ave ac:0.013909,0.020971 Initialization: 6.737000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.065000 Kernel 1: 0.026000 Kernel 2: 117.912003 Copyback: 0.018000 Sum: 0.031000 It 7,Best ac:0.007395 0.829268 fi:0.269817. Ave ac:0.013060,0.015805 Initialization: 6.740000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.043000 Kernel 1: 0.024000 Kernel 2: 109.959000 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.006960 0.914286 fi:0.184955. Ave ac:0.013199,0.015756 Initialization: 6.744000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.033000 Kernel 1: 0.025000 Kernel 2: 107.139000 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.005872 0.900000 fi:0.199622. Ave ac:0.012953,0.012211 Iteration 10:MDL fitness activated Error 0.199622 TL 0.035922 MDL Theory Length Weight: 1.8523442027 (2) Initialization: 6.844000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.022000 Kernel 1: 0.025000 Kernel 2: 101.567001 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.005437 0.862069 fi:0.298974. Ave ac:0.010151,0.010022 Initialization: 6.738000 Memcpy Classifiers: 0.392000 Memcpy Instances: 9.074000 Kernel 1: 0.023000 Kernel 2: 100.786003 Copyback: 0.018000 Sum: 0.035000 It 11,Best ac:0.005221 0.923077 fi:0.217094. Ave ac:0.014072,0.015032 Initialization: 7.224000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.046000 Kernel 1: 0.024000 Kernel 2: 100.501999 Copyback: 0.018000 Sum: 0.037000 It 12,Best ac:0.006960 0.864865 fi:0.277213. Ave ac:0.011810,0.010503 Initialization: 6.804000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.058000 Kernel 1: 0.024000 Kernel 2: 93.695999 Copyback: 0.018000 Sum: 0.033000 It 13,Best ac:0.008047 0.880952 fi:0.264824. Ave ac:0.011029,0.010147 Initialization: 7.383000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.022000 Kernel 1: 0.024000 Kernel 2: 91.264999 Copyback: 0.026000 Sum: 0.038000 It 14,Best ac:0.007612 0.921053 fi:0.222776. Ave ac:0.011329,0.009102 Initialization: 6.735000 Memcpy Classifiers: 0.352000 Memcpy Instances: 10.176000 Kernel 1: 0.026000 Kernel 2: 95.598999 Copyback: 0.018000 Sum: 0.030000 It 15,Best ac:0.005655 0.962963 fi:0.181920. Ave ac:0.008970,0.009206 Initialization: 6.718000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.059000 Kernel 1: 0.026000 Kernel 2: 93.521004 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.005872 0.964286 fi:0.187177. Ave ac:0.009515,0.007977 Initialization: 6.767000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.060000 Kernel 1: 0.027000 Kernel 2: 88.905998 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.006307 0.935484 fi:0.215825. Ave ac:0.008013,0.007073 Initialization: 6.528000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.033000 Kernel 1: 0.026000 Kernel 2: 88.649002 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.005220 0.923077 fi:0.219810. Ave ac:0.008406,0.008337 Initialization: 6.895000 Memcpy Classifiers: 0.344000 Memcpy Instances: 9.096000 Kernel 1: 0.025000 Kernel 2: 90.440002 Copyback: 0.018000 Sum: 0.054000 It 19,Best ac:0.006090 0.903226 fi:0.242012. Ave ac:0.007413,0.007018 Initialization: 6.745000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.142000 Kernel 1: 0.026000 Kernel 2: 89.533997 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.008699 0.930233 fi:0.206920. Ave ac:0.008940,0.011113 Initialization: 6.758000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.522000 Kernel 1: 0.026000 Kernel 2: 89.738998 Copyback: 0.018000 Sum: 0.032000 It 21,Best ac:0.005002 1.000000 fi:0.142463. Ave ac:0.008809,0.008690 Initialization: 6.728000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.037000 Kernel 1: 0.031000 Kernel 2: 89.348999 Copyback: 0.018000 Sum: 0.031000 It 22,Best ac:0.004785 0.916667 fi:0.228801. Ave ac:0.008391,0.009963 Initialization: 6.750000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.002000 Kernel 1: 0.025000 Kernel 2: 92.863998 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.005436 0.925926 fi:0.218019. Ave ac:0.009159,0.009017 Initialization: 7.281000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.022000 Kernel 1: 0.026000 Kernel 2: 89.405998 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.004785 0.916667 fi:0.213872. Ave ac:0.007864,0.007383 Initialization: 6.790000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.024000 Kernel 1: 0.026000 Kernel 2: 87.431999 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.005655 0.928571 fi:0.215425. Ave ac:0.008681,0.008557 Initialization: 6.845000 Memcpy Classifiers: 0.320000 Memcpy Instances: 10.132000 Kernel 1: 0.027000 Kernel 2: 89.085999 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.004785 0.916667 fi:0.229695. Ave ac:0.010498,0.016078 Initialization: 6.720000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.996000 Kernel 1: 0.025000 Kernel 2: 90.126999 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.005219 0.888889 fi:0.242492. Ave ac:0.009195,0.009089 Initialization: 6.786000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.073000 Kernel 1: 0.026000 Kernel 2: 88.737000 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.005437 0.961538 fi:0.178630. Ave ac:0.008490,0.009176 Initialization: 6.725000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.077000 Kernel 1: 0.027000 Kernel 2: 93.428001 Copyback: 0.018000 Sum: 0.028000 It 29,Best ac:0.005219 0.857143 fi:0.278964. Ave ac:0.007068,0.008305 Initialization: 6.717000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.006000 Kernel 1: 0.025000 Kernel 2: 89.942001 Copyback: 0.018000 Sum: 0.032000 It 30,Best ac:0.006742 0.939394 fi:0.203556. Ave ac:0.011109,0.012472 MDL Theory Length Weight: 1.6671097824 (10) Initialization: 6.742000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.075000 Kernel 1: 0.026000 Kernel 2: 89.697998 Copyback: 0.018000 Sum: 0.031000 It 31,Best ac:0.006742 0.939394 fi:0.199957. Ave ac:0.009347,0.012128 Initialization: 6.753000 Memcpy Classifiers: 0.348000 Memcpy Instances: 9.066000 Kernel 1: 0.026000 Kernel 2: 89.209000 Copyback: 0.018000 Sum: 0.039000 It 32,Best ac:0.005872 0.900000 fi:0.225988. Ave ac:0.009463,0.011482 Initialization: 6.750000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.077000 Kernel 1: 0.024000 Kernel 2: 92.432999 Copyback: 0.017000 Sum: 0.037000 It 33,Best ac:0.006742 0.837838 fi:0.291428. Ave ac:0.009323,0.009825 Initialization: 22.806000 Memcpy Instances: 455.536011 Memcpy Classifiers: 0.053000 Kernel 1: 0.028000 Kernel 2: 474.187012 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 454.412994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 468.510986 Copyback: 0.367000 Sum: 0.003000 Memcpy Classifiers: 0.053000 Kernel 1: 0.017000 Kernel 2: 477.541992 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 479.571014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 458.751007 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 467.287994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 484.149994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 469.540985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 479.057007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 473.204010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 473.252014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 459.250000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.012000 Kernel 2: 457.911987 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.090587 0.794825 fi:0.328517. Ave ac:0.009489,0.034229 Best acc 0.090587 0.794825 Initialization: 6.644000 Memcpy Classifiers: 0.541000 Memcpy Instances: 9.031000 Kernel 1: 0.026000 Kernel 2: 109.482002 Copyback: 0.017000 Sum: 0.032000 Initial population average accuracy1:0.006282 accuracy2:0.288516 Initialization: 6.800000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.997000 Kernel 1: 0.024000 Kernel 2: 120.391998 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.007177 0.600000 fi:0.499164. Ave ac:0.012418,0.018240 Initialization: 6.768000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.013000 Kernel 1: 0.023000 Kernel 2: 118.078003 Copyback: 0.018000 Sum: 0.032000 It 1,Best ac:0.004785 0.647059 fi:0.455570. Ave ac:0.016708,0.022377 Initialization: 6.772000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.003000 Kernel 1: 0.024000 Kernel 2: 119.453003 Copyback: 0.370000 Sum: 0.030000 It 2,Best ac:0.005873 0.675000 fi:0.424622. Ave ac:0.016806,0.022150 Initialization: 6.697000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.471000 Kernel 1: 0.024000 Kernel 2: 115.878998 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.005437 0.694444 fi:0.405331. Ave ac:0.015166,0.019313 Initialization: 6.745000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.030000 Kernel 1: 0.023000 Kernel 2: 116.167000 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.005872 0.794118 fi:0.305504. Ave ac:0.014084,0.017205 Initialization: 6.741000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.994000 Kernel 1: 0.023000 Kernel 2: 110.483002 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.005002 0.741935 fi:0.357993. Ave ac:0.017286,0.020721 Initialization: 7.839000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.436000 Kernel 1: 0.022000 Kernel 2: 107.411003 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.006525 0.833333 fi:0.266059. Ave ac:0.016566,0.021219 Initialization: 6.709000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.034000 Kernel 1: 0.023000 Kernel 2: 102.364998 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.005655 0.812500 fi:0.287198. Ave ac:0.014977,0.016385 Initialization: 6.977000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.048000 Kernel 1: 0.023000 Kernel 2: 103.403000 Copyback: 0.018000 Sum: 0.032000 It 8,Best ac:0.005220 0.827586 fi:0.272265. Ave ac:0.016837,0.019150 Initialization: 6.699000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.005000 Kernel 1: 0.025000 Kernel 2: 105.240997 Copyback: 0.018000 Sum: 0.032000 It 9,Best ac:0.004785 0.785714 fi:0.316914. Ave ac:0.012966,0.016334 Iteration 10:MDL fitness activated Error 0.316914 TL 0.038086 MDL Theory Length Weight: 2.7736946328 (4) Initialization: 6.719000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.991000 Kernel 1: 0.026000 Kernel 2: 105.431999 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.011527 0.791045 fi:0.358645. Ave ac:0.013375,0.014668 Initialization: 7.872000 Memcpy Classifiers: 0.420000 Memcpy Instances: 9.277000 Kernel 1: 0.022000 Kernel 2: 102.644997 Copyback: 0.018000 Sum: 0.031000 It 11,Best ac:0.005001 0.821429 fi:0.336650. Ave ac:0.012850,0.015472 Initialization: 6.759000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.997000 Kernel 1: 0.025000 Kernel 2: 95.832001 Copyback: 0.018000 Sum: 0.035000 It 12,Best ac:0.008699 0.888889 fi:0.273445. Ave ac:0.015526,0.019060 Initialization: 6.694000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.140000 Kernel 1: 0.023000 Kernel 2: 96.864998 Copyback: 0.018000 Sum: 0.037000 It 13,Best ac:0.005219 0.857143 fi:0.300859. Ave ac:0.014232,0.014083 Initialization: 6.629000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.004000 Kernel 1: 0.023000 Kernel 2: 92.444000 Copyback: 0.018000 Sum: 0.032000 It 14,Best ac:0.005872 0.931034 fi:0.251449. Ave ac:0.012254,0.016789 Initialization: 6.699000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.536000 Kernel 1: 0.023000 Kernel 2: 95.545998 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.009787 0.865385 fi:0.296566. Ave ac:0.010927,0.011694 Initialization: 6.667000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.050000 Kernel 1: 0.024000 Kernel 2: 94.184998 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.006088 0.933333 fi:0.241611. Ave ac:0.012697,0.013983 Initialization: 6.726000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.029000 Kernel 1: 0.024000 Kernel 2: 93.126999 Copyback: 0.018000 Sum: 0.031000 It 17,Best ac:0.006742 0.939394 fi:0.226516. Ave ac:0.010330,0.011607 Initialization: 6.717000 Memcpy Classifiers: 1.365000 Memcpy Instances: 9.322000 Kernel 1: 0.023000 Kernel 2: 91.333000 Copyback: 0.018000 Sum: 0.030000 It 18,Best ac:0.004785 0.956522 fi:0.227375. Ave ac:0.012672,0.017388 Initialization: 6.668000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.999000 Kernel 1: 0.024000 Kernel 2: 90.832001 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.007395 0.918919 fi:0.241282. Ave ac:0.010479,0.009531 Initialization: 6.881000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.014000 Kernel 1: 0.024000 Kernel 2: 93.345001 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.009352 0.955556 fi:0.209227. Ave ac:0.010083,0.010535 Initialization: 6.811000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.060000 Kernel 1: 0.024000 Kernel 2: 95.692001 Copyback: 0.018000 Sum: 0.029000 It 21,Best ac:0.004786 0.880000 fi:0.279483. Ave ac:0.008559,0.006297 Initialization: 6.741000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.519000 Kernel 1: 0.024000 Kernel 2: 95.060997 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.005220 0.960000 fi:0.209932. Ave ac:0.010621,0.011010 Initialization: 6.701000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.996000 Kernel 1: 0.025000 Kernel 2: 95.844002 Copyback: 0.018000 Sum: 0.031000 It 23,Best ac:0.004567 1.000000 fi:0.201657. Ave ac:0.008843,0.008300 Initialization: 6.651000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.054000 Kernel 1: 0.025000 Kernel 2: 93.528000 Copyback: 0.018000 Sum: 0.030000 It 24,Best ac:0.006090 0.903226 fi:0.266717. Ave ac:0.008508,0.007992 Initialization: 6.914000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.028000 Kernel 1: 0.023000 Kernel 2: 94.102997 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.007829 0.923077 fi:0.241229. Ave ac:0.009938,0.012185 Initialization: 6.680000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.047000 Kernel 1: 0.024000 Kernel 2: 92.221001 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.005437 0.961538 fi:0.208635. Ave ac:0.013117,0.013747 Initialization: 6.832000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.005000 Kernel 1: 0.024000 Kernel 2: 94.864998 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.005656 0.962963 fi:0.202384. Ave ac:0.010758,0.009055 Initialization: 6.609000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.970000 Kernel 1: 0.026000 Kernel 2: 91.896004 Copyback: 0.018000 Sum: 0.031000 It 28,Best ac:0.006090 1.000000 fi:0.156400. Ave ac:0.007653,0.006990 Initialization: 6.750000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.006000 Kernel 1: 0.024000 Kernel 2: 91.605003 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.005002 0.958333 fi:0.204725. Ave ac:0.007454,0.005981 Initialization: 6.751000 Memcpy Classifiers: 0.389000 Memcpy Instances: 8.996000 Kernel 1: 0.025000 Kernel 2: 90.694000 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.005220 0.960000 fi:0.203715. Ave ac:0.009653,0.009998 Initialization: 6.670000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.997000 Kernel 1: 0.025000 Kernel 2: 90.041000 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.005437 0.925926 fi:0.240711. Ave ac:0.008084,0.007336 Initialization: 6.903000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.082000 Kernel 1: 0.025000 Kernel 2: 92.133003 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.005002 0.920000 fi:0.231901. Ave ac:0.008957,0.008776 Initialization: 6.769000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.077000 Kernel 1: 0.024000 Kernel 2: 90.623001 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.004785 0.956522 fi:0.206805. Ave ac:0.010606,0.010917 Initialization: 22.629000 Memcpy Instances: 453.798004 Memcpy Classifiers: 0.053000 Kernel 1: 0.024000 Kernel 2: 473.924988 Copyback: 0.016000 Sum: 0.007000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 473.576996 Copyback: 0.018000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 465.294006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 462.730011 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 469.040985 Copyback: 0.362000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.021000 Kernel 2: 465.627014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 476.398987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 469.773987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 458.828003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 468.953003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 469.764008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 461.958008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 458.619995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 440.782990 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005220 0.836820 fi:0.319886. Ave ac:0.009264,0.033664 Best acc 0.005220 0.836820 Rule:Att PSSM_-3_7 is [<-1.383096]|Att PSSM_-1_4 is [<-0.564858]|Att PSSM_0_5 is [-2.812529,9.796201]|Att PSSM_0_7 is [<-1.519669]|Att PSSM_0_9 is [<-4.816076]|Att PSSM_4_7 is [<-2.185980]|1 Accuracy : 0.719044 0 1 163312 768 65155 5403 Removed 1434 instances. 228467 Instances left. Acc of rule 0.005220-0.836820 Initialization: 6.685000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.959000 Kernel 1: 0.026000 Kernel 2: 109.174004 Copyback: 0.018000 Sum: 0.034000 Initial population average accuracy1:0.006546 accuracy2:0.264262 Initialization: 6.744000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.985000 Kernel 1: 0.026000 Kernel 2: 120.016998 Copyback: 0.018000 Sum: 0.038000 It 0,Best ac:0.004815 0.709677 fi:0.390296. Ave ac:0.013705,0.018621 Initialization: 6.741000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.056000 Kernel 1: 0.023000 Kernel 2: 115.717003 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.006783 0.720930 fi:0.378341. Ave ac:0.017485,0.020283 Initialization: 6.654000 Memcpy Classifiers: 0.528000 Memcpy Instances: 8.971000 Kernel 1: 0.025000 Kernel 2: 118.070000 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.004596 0.840000 fi:0.287641. Ave ac:0.019775,0.025421 Initialization: 6.697000 Memcpy Classifiers: 0.513000 Memcpy Instances: 8.989000 Kernel 1: 0.026000 Kernel 2: 118.033997 Copyback: 0.019000 Sum: 0.029000 It 3,Best ac:0.005034 0.696970 fi:0.402926. Ave ac:0.014724,0.018021 Initialization: 6.548000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.026000 Kernel 1: 0.025000 Kernel 2: 117.162003 Copyback: 0.018000 Sum: 0.027000 It 4,Best ac:0.006347 0.906250 fi:0.193178. Ave ac:0.013917,0.015779 Initialization: 6.585000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.970000 Kernel 1: 0.023000 Kernel 2: 114.373001 Copyback: 0.016000 Sum: 0.028000 It 5,Best ac:0.004815 0.814815 fi:0.285159. Ave ac:0.013529,0.017383 Initialization: 6.683000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.969000 Kernel 1: 0.026000 Kernel 2: 109.968002 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.005908 0.870968 fi:0.228618. Ave ac:0.013289,0.015057 Initialization: 6.730000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.418000 Kernel 1: 0.025000 Kernel 2: 105.165001 Copyback: 0.373000 Sum: 0.032000 It 7,Best ac:0.005470 0.862069 fi:0.237671. Ave ac:0.012733,0.016269 Initialization: 7.880000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.933000 Kernel 1: 0.024000 Kernel 2: 102.620003 Copyback: 0.018000 Sum: 0.031000 It 8,Best ac:0.008317 0.844444 fi:0.254281. Ave ac:0.013103,0.015143 Initialization: 6.750000 Memcpy Classifiers: 0.478000 Memcpy Instances: 8.970000 Kernel 1: 0.022000 Kernel 2: 101.698997 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.011600 0.883333 fi:0.214221. Ave ac:0.011411,0.013669 Iteration 10:MDL fitness activated Error 0.214221 TL 0.031226 MDL Theory Length Weight: 2.2867792405 (6) Initialization: 7.165000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.944000 Kernel 1: 0.025000 Kernel 2: 101.918999 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.011162 0.850000 fi:0.299130. Ave ac:0.012366,0.013598 Initialization: 6.597000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.953000 Kernel 1: 0.025000 Kernel 2: 102.309998 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.005469 0.833333 fi:0.319490. Ave ac:0.012141,0.016663 Initialization: 7.100000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.962000 Kernel 1: 0.026000 Kernel 2: 103.018997 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.009192 0.954545 fi:0.203082. Ave ac:0.012556,0.013772 Initialization: 6.626000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.970000 Kernel 1: 0.027000 Kernel 2: 102.897003 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.007004 0.888889 fi:0.291138. Ave ac:0.012178,0.016060 Initialization: 6.702000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.944000 Kernel 1: 0.026000 Kernel 2: 103.810997 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.008755 0.930233 fi:0.244485. Ave ac:0.014463,0.016367 Initialization: 6.659000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.029000 Kernel 1: 0.025000 Kernel 2: 102.848000 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.008536 0.886364 fi:0.309243. Ave ac:0.013418,0.012754 Initialization: 6.725000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.974000 Kernel 1: 0.025000 Kernel 2: 100.042000 Copyback: 0.018000 Sum: 0.033000 It 16,Best ac:0.004595 1.000000 fi:0.218936. Ave ac:0.011117,0.010326 Initialization: 6.771000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.986000 Kernel 1: 0.026000 Kernel 2: 102.025002 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.005034 0.958333 fi:0.230005. Ave ac:0.011761,0.010515 Initialization: 6.727000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.965000 Kernel 1: 0.025000 Kernel 2: 100.503998 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.005253 0.888889 fi:0.285765. Ave ac:0.009005,0.008900 Initialization: 6.707000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.007000 Kernel 1: 0.024000 Kernel 2: 101.518997 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.005034 0.920000 fi:0.261365. Ave ac:0.013211,0.012505 Initialization: 7.207000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.057000 Kernel 1: 0.026000 Kernel 2: 100.940002 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.005688 0.928571 fi:0.241062. Ave ac:0.012703,0.012578 Initialization: 6.611000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.966000 Kernel 1: 0.025000 Kernel 2: 103.035004 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.007004 0.941176 fi:0.215660. Ave ac:0.010373,0.010241 MDL Theory Length Weight: 2.0581013164 (10) Initialization: 6.739000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.971000 Kernel 1: 0.026000 Kernel 2: 100.089996 Copyback: 0.018000 Sum: 0.032000 It 22,Best ac:0.004815 0.956522 fi:0.213778. Ave ac:0.010004,0.008767 Initialization: 6.722000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.368000 Kernel 1: 0.025000 Kernel 2: 106.522003 Copyback: 0.020000 Sum: 0.030000 It 23,Best ac:0.005908 0.931034 fi:0.241871. Ave ac:0.009227,0.006964 Initialization: 6.702000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.946000 Kernel 1: 0.025000 Kernel 2: 99.083000 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.007879 0.947368 fi:0.212492. Ave ac:0.007206,0.005608 Initialization: 6.678000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.730000 Kernel 1: 0.025000 Kernel 2: 100.147003 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.004815 1.000000 fi:0.168498. Ave ac:0.007831,0.006365 Initialization: 6.656000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.002000 Kernel 1: 0.025000 Kernel 2: 95.459999 Copyback: 0.018000 Sum: 0.032000 It 26,Best ac:0.007004 0.888889 fi:0.266702. Ave ac:0.008949,0.006431 Initialization: 6.682000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.006000 Kernel 1: 0.025000 Kernel 2: 95.163002 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.008098 0.925000 fi:0.225682. Ave ac:0.008401,0.006612 Initialization: 6.713000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.945000 Kernel 1: 0.026000 Kernel 2: 95.627998 Copyback: 0.018000 Sum: 0.034000 It 28,Best ac:0.005689 0.962963 fi:0.203636. Ave ac:0.008239,0.006852 Initialization: 6.727000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.951000 Kernel 1: 0.026000 Kernel 2: 100.407997 Copyback: 0.018000 Sum: 0.034000 It 29,Best ac:0.013564 0.953846 fi:0.199885. Ave ac:0.007939,0.006398 Initialization: 7.997000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.006000 Kernel 1: 0.025000 Kernel 2: 100.146004 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.006347 0.935484 fi:0.228731. Ave ac:0.009393,0.008094 Initialization: 6.684000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.933000 Kernel 1: 0.026000 Kernel 2: 98.742996 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.007441 0.944444 fi:0.235357. Ave ac:0.009757,0.007579 Initialization: 6.677000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.013000 Kernel 1: 0.027000 Kernel 2: 99.639000 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.006785 0.939394 fi:0.215229. Ave ac:0.007979,0.005761 Initialization: 6.691000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.934000 Kernel 1: 0.026000 Kernel 2: 100.112000 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.005034 0.958333 fi:0.204782. Ave ac:0.008510,0.005967 Initialization: 22.275000 Memcpy Instances: 450.585999 Memcpy Classifiers: 0.063000 Kernel 1: 0.032000 Kernel 2: 496.221008 Copyback: 0.022000 Sum: 0.014000 Memcpy Classifiers: 0.059000 Kernel 1: 0.025000 Kernel 2: 482.518005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 492.989014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 482.644989 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 480.036987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 498.204987 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 488.838989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 486.391998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 479.678986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 475.420990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 492.928009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 493.859985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 493.377991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.012000 Kernel 2: 467.751007 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.006736 0.815580 fi:0.339060. Ave ac:0.007912,0.027569 Best acc 0.006736 0.815580 Initialization: 6.731000 Memcpy Classifiers: 0.579000 Memcpy Instances: 8.991000 Kernel 1: 0.025000 Kernel 2: 110.960999 Copyback: 0.017000 Sum: 0.036000 Initial population average accuracy1:0.006097 accuracy2:0.263174 Initialization: 6.674000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.960000 Kernel 1: 0.025000 Kernel 2: 125.552002 Copyback: 0.017000 Sum: 0.059000 It 0,Best ac:0.005472 0.568182 fi:0.531558. Ave ac:0.012287,0.019111 Initialization: 6.616000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.972000 Kernel 1: 0.024000 Kernel 2: 129.792999 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.007441 0.653846 fi:0.445191. Ave ac:0.015643,0.019146 Initialization: 6.608000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.021000 Kernel 1: 0.023000 Kernel 2: 125.696999 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.014007 0.703297 fi:0.393399. Ave ac:0.016355,0.018088 Initialization: 6.647000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.950000 Kernel 1: 0.025000 Kernel 2: 119.485001 Copyback: 0.020000 Sum: 0.032000 It 3,Best ac:0.009847 0.725806 fi:0.372372. Ave ac:0.017163,0.019626 Initialization: 7.126000 Memcpy Classifiers: 0.490000 Memcpy Instances: 8.945000 Kernel 1: 0.023000 Kernel 2: 110.744003 Copyback: 0.017000 Sum: 0.037000 It 4,Best ac:0.007660 0.795455 fi:0.303505. Ave ac:0.016182,0.015801 Initialization: 6.623000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.178000 Kernel 1: 0.024000 Kernel 2: 106.040001 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.004815 0.846154 fi:0.253820. Ave ac:0.012669,0.014461 Initialization: 6.731000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.944000 Kernel 1: 0.024000 Kernel 2: 104.087997 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.012910 0.819444 fi:0.277645. Ave ac:0.015859,0.020143 Initialization: 6.709000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.939000 Kernel 1: 0.024000 Kernel 2: 103.080002 Copyback: 0.026000 Sum: 0.033000 It 7,Best ac:0.005909 0.818182 fi:0.281402. Ave ac:0.015743,0.015552 Initialization: 6.714000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.066000 Kernel 1: 0.024000 Kernel 2: 101.938004 Copyback: 0.018000 Sum: 0.028000 It 8,Best ac:0.006566 0.810811 fi:0.288539. Ave ac:0.013127,0.013132 Initialization: 7.112000 Memcpy Classifiers: 0.418000 Memcpy Instances: 10.976000 Kernel 1: 0.026000 Kernel 2: 103.653999 Copyback: 0.371000 Sum: 0.031000 It 9,Best ac:0.012038 0.873016 fi:0.224383. Ave ac:0.014494,0.015352 Iteration 10:MDL fitness activated Error 0.224383 TL 0.033309 MDL Theory Length Weight: 2.2454612493 (1) Initialization: 6.703000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.993000 Kernel 1: 0.022000 Kernel 2: 102.357002 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.005253 0.888889 fi:0.280556. Ave ac:0.012992,0.012714 Initialization: 6.720000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.762000 Kernel 1: 0.023000 Kernel 2: 101.183998 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.005253 0.888889 fi:0.257595. Ave ac:0.012259,0.010999 Initialization: 6.704000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.422000 Kernel 1: 0.024000 Kernel 2: 98.695000 Copyback: 0.018000 Sum: 0.033000 It 12,Best ac:0.006785 0.885714 fi:0.286077. Ave ac:0.012220,0.010323 Initialization: 6.688000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.998000 Kernel 1: 0.023000 Kernel 2: 98.263000 Copyback: 0.018000 Sum: 0.030000 It 13,Best ac:0.005691 0.896552 fi:0.274073. Ave ac:0.011731,0.010633 Initialization: 6.605000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.944000 Kernel 1: 0.026000 Kernel 2: 97.481003 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.015321 0.875000 fi:0.269673. Ave ac:0.012780,0.011341 Initialization: 6.671000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.948000 Kernel 1: 0.024000 Kernel 2: 95.858002 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.008315 0.863636 fi:0.284182. Ave ac:0.010161,0.008684 Initialization: 6.680000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.008000 Kernel 1: 0.025000 Kernel 2: 96.225998 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.005253 0.888889 fi:0.247606. Ave ac:0.012072,0.010160 Initialization: 6.614000 Memcpy Classifiers: 0.352000 Memcpy Instances: 10.372000 Kernel 1: 0.026000 Kernel 2: 92.025002 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.005470 0.862069 fi:0.308501. Ave ac:0.010579,0.008888 Initialization: 6.726000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.948000 Kernel 1: 0.024000 Kernel 2: 88.959999 Copyback: 0.018000 Sum: 0.033000 It 18,Best ac:0.004814 1.000000 fi:0.177476. Ave ac:0.009962,0.009224 Initialization: 6.523000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.028000 Kernel 1: 0.024000 Kernel 2: 94.000999 Copyback: 0.018000 Sum: 0.028000 It 19,Best ac:0.006128 0.903226 fi:0.266810. Ave ac:0.009365,0.007057 Initialization: 7.005000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.974000 Kernel 1: 0.025000 Kernel 2: 90.222000 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.007441 1.000000 fi:0.179093. Ave ac:0.009393,0.008964 Initialization: 6.753000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.932000 Kernel 1: 0.025000 Kernel 2: 92.899002 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.009849 0.900000 fi:0.266202. Ave ac:0.009402,0.008835 Initialization: 6.789000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.929000 Kernel 1: 0.026000 Kernel 2: 93.141998 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.005909 0.900000 fi:0.236040. Ave ac:0.009961,0.008635 Initialization: 6.676000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.440000 Kernel 1: 0.023000 Kernel 2: 90.962997 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.007441 0.894737 fi:0.251420. Ave ac:0.009499,0.008413 Initialization: 6.778000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.967000 Kernel 1: 0.024000 Kernel 2: 87.125000 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.008096 0.860465 fi:0.286263. Ave ac:0.010377,0.010865 Initialization: 6.696000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.934000 Kernel 1: 0.023000 Kernel 2: 93.844002 Copyback: 0.018000 Sum: 0.032000 It 25,Best ac:0.009192 0.875000 fi:0.280055. Ave ac:0.010345,0.007380 Initialization: 6.689000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.973000 Kernel 1: 0.027000 Kernel 2: 92.526001 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.006347 0.966667 fi:0.192715. Ave ac:0.009249,0.006904 Initialization: 6.732000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.959000 Kernel 1: 0.026000 Kernel 2: 92.242996 Copyback: 0.018000 Sum: 0.031000 It 27,Best ac:0.004596 0.913043 fi:0.258481. Ave ac:0.009312,0.007939 MDL Theory Length Weight: 2.0209151244 (10) Initialization: 6.692000 Memcpy Classifiers: 0.373000 Memcpy Instances: 10.702000 Kernel 1: 0.026000 Kernel 2: 91.375999 Copyback: 0.018000 Sum: 0.030000 It 28,Best ac:0.008974 0.891304 fi:0.255666. Ave ac:0.010060,0.007756 Initialization: 6.669000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.949000 Kernel 1: 0.025000 Kernel 2: 92.827003 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.004595 0.954545 fi:0.208894. Ave ac:0.010815,0.007342 Initialization: 6.767000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.011000 Kernel 1: 0.025000 Kernel 2: 91.836998 Copyback: 0.018000 Sum: 0.033000 It 30,Best ac:0.005034 0.920000 fi:0.233617. Ave ac:0.009478,0.007571 Initialization: 6.657000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.975000 Kernel 1: 0.025000 Kernel 2: 91.487000 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.007660 0.897436 fi:0.262215. Ave ac:0.008364,0.006019 Initialization: 6.777000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.934000 Kernel 1: 0.026000 Kernel 2: 91.417000 Copyback: 0.018000 Sum: 0.031000 It 32,Best ac:0.007660 0.945946 fi:0.196755. Ave ac:0.010422,0.008735 Initialization: 6.818000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.946000 Kernel 1: 0.026000 Kernel 2: 89.939003 Copyback: 0.018000 Sum: 0.031000 It 33,Best ac:0.004595 0.954545 fi:0.225852. Ave ac:0.008586,0.005991 Initialization: 22.334000 Memcpy Instances: 449.614990 Memcpy Classifiers: 0.064000 Kernel 1: 0.029000 Kernel 2: 441.346008 Copyback: 0.021000 Sum: 0.010000 Memcpy Classifiers: 0.057000 Kernel 1: 0.021000 Kernel 2: 451.463989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 466.423004 Copyback: 0.020000 Sum: 0.004000 Memcpy Classifiers: 0.062000 Kernel 1: 0.019000 Kernel 2: 453.828003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 460.243011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 457.233002 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 470.712006 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 461.792999 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 474.669006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 441.881012 Copyback: 0.024000 Sum: 0.005000 Memcpy Classifiers: 0.065000 Kernel 1: 0.022000 Kernel 2: 473.234009 Copyback: 0.023000 Sum: 0.006000 Memcpy Classifiers: 0.063000 Kernel 1: 0.022000 Kernel 2: 447.506989 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 469.240997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 447.477997 Copyback: 0.021000 Sum: 0.003000 It 34,Best ac:0.005125 0.792823 fi:0.342169. Ave ac:0.008641,0.030290 Best acc 0.005125 0.792823 Rule:Att PSSM_-2_15 is [<-2.174183]|Att PSSM_-1_12 is [<-3.909869]|Att PSSM_0_2 is [<-3.381731]|Att PSSM_0_7 is [-5.954931,-3.931389]|Att PSSM_1_4 is [<0.321487]|Att PSSM_3_12 is [-5.373238,0.336199]|Att PSSM_4_12 is [<-1.381753]|1 Accuracy : 0.724120 0 1 162964 1116 63616 6942 Removed 1887 instances. 226580 Instances left. Acc of rule 0.006736-0.815580 Initialization: 6.630000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.873000 Kernel 1: 0.028000 Kernel 2: 109.112999 Copyback: 0.018000 Sum: 0.032000 Initial population average accuracy1:0.005820 accuracy2:0.268208 Initialization: 6.745000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.861000 Kernel 1: 0.024000 Kernel 2: 113.119003 Copyback: 0.018000 Sum: 0.048000 It 0,Best ac:0.008607 0.650000 fi:0.448573. Ave ac:0.010952,0.016301 Initialization: 6.572000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.903000 Kernel 1: 0.024000 Kernel 2: 112.522003 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.006180 0.666667 fi:0.432786. Ave ac:0.013425,0.014844 Initialization: 6.935000 Memcpy Classifiers: 0.464000 Memcpy Instances: 9.128000 Kernel 1: 0.021000 Kernel 2: 112.292000 Copyback: 0.018000 Sum: 0.032000 It 2,Best ac:0.005076 0.793103 fi:0.306749. Ave ac:0.013704,0.017089 Initialization: 6.713000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.901000 Kernel 1: 0.025000 Kernel 2: 108.977997 Copyback: 0.018000 Sum: 0.027000 It 3,Best ac:0.005075 0.741935 fi:0.357918. Ave ac:0.012219,0.015095 Initialization: 6.660000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.925000 Kernel 1: 0.023000 Kernel 2: 108.438004 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.004855 0.814815 fi:0.285117. Ave ac:0.014377,0.018056 Initialization: 6.652000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.350000 Kernel 1: 0.024000 Kernel 2: 107.001999 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.007282 0.785714 fi:0.313338. Ave ac:0.012818,0.015430 Initialization: 6.645000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.933000 Kernel 1: 0.025000 Kernel 2: 107.399002 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.007062 0.820513 fi:0.278620. Ave ac:0.014854,0.016725 Initialization: 6.538000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.911000 Kernel 1: 0.023000 Kernel 2: 104.025002 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.006400 0.805556 fi:0.293817. Ave ac:0.013500,0.012531 Initialization: 6.742000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.920000 Kernel 1: 0.024000 Kernel 2: 104.105003 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.006178 0.903226 fi:0.196227. Ave ac:0.012972,0.014246 Initialization: 6.776000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.084000 Kernel 1: 0.022000 Kernel 2: 106.378998 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.007061 0.941176 fi:0.157956. Ave ac:0.011597,0.015851 Iteration 10:MDL fitness activated Error 0.157956 TL 0.039973 MDL Theory Length Weight: 1.3171846574 (1) Initialization: 6.577000 Memcpy Classifiers: 0.558000 Memcpy Instances: 9.421000 Kernel 1: 0.023000 Kernel 2: 107.642998 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.005736 0.896552 fi:0.244535. Ave ac:0.011876,0.012999 Initialization: 6.848000 Memcpy Classifiers: 0.399000 Memcpy Instances: 10.225000 Kernel 1: 0.023000 Kernel 2: 111.092003 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.004854 0.880000 fi:0.263273. Ave ac:0.009307,0.009606 Initialization: 6.532000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.927000 Kernel 1: 0.025000 Kernel 2: 111.758003 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.005075 0.920000 fi:0.233070. Ave ac:0.008360,0.007929 Initialization: 6.577000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.981000 Kernel 1: 0.025000 Kernel 2: 115.831001 Copyback: 0.018000 Sum: 0.028000 It 13,Best ac:0.008828 0.869565 fi:0.255626. Ave ac:0.008196,0.007254 Initialization: 6.692000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.861000 Kernel 1: 0.026000 Kernel 2: 113.632004 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.006842 0.939394 fi:0.211322. Ave ac:0.007634,0.006817 Initialization: 6.633000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.867000 Kernel 1: 0.026000 Kernel 2: 112.739998 Copyback: 0.370000 Sum: 0.028000 It 15,Best ac:0.012357 0.861538 fi:0.279205. Ave ac:0.010712,0.007253 Initialization: 6.672000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.866000 Kernel 1: 0.026000 Kernel 2: 112.717003 Copyback: 0.018000 Sum: 0.028000 It 16,Best ac:0.004635 0.954545 fi:0.189744. Ave ac:0.007540,0.005039 Initialization: 7.081000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.923000 Kernel 1: 0.024000 Kernel 2: 115.334000 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.006400 0.878788 fi:0.263747. Ave ac:0.007540,0.009166 Initialization: 6.659000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.062000 Kernel 1: 0.026000 Kernel 2: 113.806999 Copyback: 0.018000 Sum: 0.029000 It 18,Best ac:0.004193 1.000000 fi:0.226092. Ave ac:0.008058,0.005838 Initialization: 6.784000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.150000 Kernel 1: 0.024000 Kernel 2: 114.641998 Copyback: 0.022000 Sum: 0.030000 It 19,Best ac:0.004414 0.909091 fi:0.279624. Ave ac:0.008576,0.005477 Initialization: 6.829000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.859000 Kernel 1: 0.026000 Kernel 2: 113.144997 Copyback: 0.018000 Sum: 0.029000 It 20,Best ac:0.005737 0.928571 fi:0.212003. Ave ac:0.008480,0.005650 Initialization: 6.712000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.929000 Kernel 1: 0.026000 Kernel 2: 113.442001 Copyback: 0.018000 Sum: 0.027000 It 21,Best ac:0.005075 0.884615 fi:0.258181. Ave ac:0.007419,0.004746 Initialization: 6.516000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.507000 Kernel 1: 0.066000 Kernel 2: 114.620003 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.004855 0.880000 fi:0.262437. Ave ac:0.005953,0.004637 Initialization: 6.841000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.943000 Kernel 1: 0.024000 Kernel 2: 114.777000 Copyback: 0.018000 Sum: 0.029000 It 23,Best ac:0.004854 0.916667 fi:0.229558. Ave ac:0.009727,0.006963 Initialization: 8.441000 Memcpy Classifiers: 0.401000 Memcpy Instances: 8.898000 Kernel 1: 0.025000 Kernel 2: 117.363998 Copyback: 0.019000 Sum: 0.033000 It 24,Best ac:0.004635 0.875000 fi:0.271583. Ave ac:0.008377,0.005252 Initialization: 6.694000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.852000 Kernel 1: 0.027000 Kernel 2: 117.499001 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.004414 0.952381 fi:0.244063. Ave ac:0.008703,0.005812 MDL Theory Length Weight: 1.1854661917 (10) Initialization: 6.785000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.865000 Kernel 1: 0.027000 Kernel 2: 115.842003 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.005075 0.920000 fi:0.218401. Ave ac:0.007010,0.005164 Initialization: 6.653000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.922000 Kernel 1: 0.026000 Kernel 2: 111.295998 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.007061 0.941176 fi:0.191618. Ave ac:0.007576,0.004855 Initialization: 6.646000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.883000 Kernel 1: 0.025000 Kernel 2: 109.106003 Copyback: 0.018000 Sum: 0.034000 It 28,Best ac:0.004413 1.000000 fi:0.182447. Ave ac:0.007925,0.004852 Initialization: 6.599000 Memcpy Classifiers: 0.423000 Memcpy Instances: 8.872000 Kernel 1: 0.027000 Kernel 2: 111.084999 Copyback: 0.018000 Sum: 0.034000 It 29,Best ac:0.004855 0.880000 fi:0.252202. Ave ac:0.007658,0.005583 Initialization: 6.718000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.914000 Kernel 1: 0.026000 Kernel 2: 113.528000 Copyback: 0.018000 Sum: 0.027000 It 30,Best ac:0.005959 0.964286 fi:0.173862. Ave ac:0.007524,0.004718 Initialization: 6.701000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.370000 Kernel 1: 0.026000 Kernel 2: 110.823997 Copyback: 0.018000 Sum: 0.029000 It 31,Best ac:0.005074 0.958333 fi:0.177311. Ave ac:0.007649,0.004850 Initialization: 6.704000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.913000 Kernel 1: 0.026000 Kernel 2: 109.684998 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.006400 0.935484 fi:0.205000. Ave ac:0.008144,0.004877 Initialization: 6.677000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.907000 Kernel 1: 0.026000 Kernel 2: 107.208000 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.006178 0.933333 fi:0.207631. Ave ac:0.006990,0.004181 Initialization: 22.620001 Memcpy Instances: 451.608002 Memcpy Classifiers: 0.067000 Kernel 1: 0.027000 Kernel 2: 539.271973 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 547.375977 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.018000 Kernel 2: 537.250977 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 545.385010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 536.692993 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 542.650024 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 526.898010 Copyback: 0.361000 Sum: 0.006000 Memcpy Classifiers: 0.068000 Kernel 1: 0.024000 Kernel 2: 531.843994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 529.278015 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.018000 Kernel 2: 543.455017 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 543.395020 Copyback: 0.023000 Sum: 0.005000 Memcpy Classifiers: 0.067000 Kernel 1: 0.023000 Kernel 2: 542.460022 Copyback: 0.021000 Sum: 0.005000 Memcpy Classifiers: 0.080000 Kernel 1: 0.022000 Kernel 2: 529.265015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.015000 Kernel 2: 269.997986 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005552 0.820078 fi:0.321112. Ave ac:0.007346,0.025229 Best acc 0.005552 0.820078 Initialization: 6.724000 Memcpy Classifiers: 0.553000 Memcpy Instances: 8.894000 Kernel 1: 0.027000 Kernel 2: 109.484001 Copyback: 0.017000 Sum: 0.036000 Initial population average accuracy1:0.006177 accuracy2:0.277697 Initialization: 6.626000 Memcpy Classifiers: 0.475000 Memcpy Instances: 8.876000 Kernel 1: 0.025000 Kernel 2: 115.570000 Copyback: 0.017000 Sum: 0.063000 It 0,Best ac:0.007723 0.636364 fi:0.462531. Ave ac:0.012244,0.017416 Initialization: 6.677000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.872000 Kernel 1: 0.025000 Kernel 2: 118.586998 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.004854 0.611111 fi:0.488821. Ave ac:0.017032,0.021246 Initialization: 6.726000 Memcpy Classifiers: 0.476000 Memcpy Instances: 8.902000 Kernel 1: 0.024000 Kernel 2: 116.295998 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.005738 0.666667 fi:0.432946. Ave ac:0.017608,0.021211 Initialization: 6.596000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.928000 Kernel 1: 0.025000 Kernel 2: 111.982002 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.004635 0.677419 fi:0.428961. Ave ac:0.015096,0.018152 Initialization: 6.665000 Memcpy Classifiers: 0.508000 Memcpy Instances: 8.896000 Kernel 1: 0.027000 Kernel 2: 109.342003 Copyback: 0.018000 Sum: 0.028000 It 4,Best ac:0.005516 0.862069 fi:0.237625. Ave ac:0.014611,0.016281 Initialization: 6.565000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.929000 Kernel 1: 0.026000 Kernel 2: 107.816002 Copyback: 0.017000 Sum: 0.025000 It 5,Best ac:0.007721 0.777778 fi:0.321117. Ave ac:0.011932,0.012247 Initialization: 6.707000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.856000 Kernel 1: 0.027000 Kernel 2: 104.519997 Copyback: 0.018000 Sum: 0.028000 It 6,Best ac:0.006620 0.833333 fi:0.265961. Ave ac:0.011911,0.014529 Initialization: 7.396000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 104.432999 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.005518 0.833333 fi:0.266359. Ave ac:0.013489,0.016257 Initialization: 6.686000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.884000 Kernel 1: 0.025000 Kernel 2: 102.567001 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.005297 0.827586 fi:0.272186. Ave ac:0.013922,0.015842 Initialization: 6.684000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.408000 Kernel 1: 0.022000 Kernel 2: 99.275002 Copyback: 0.021000 Sum: 0.037000 It 9,Best ac:0.005075 0.920000 fi:0.179852. Ave ac:0.013231,0.014996 Iteration 10:MDL fitness activated Error 0.179852 TL 0.035264 MDL Theory Length Weight: 1.7000667144 (1) Initialization: 6.636000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.938000 Kernel 1: 0.027000 Kernel 2: 96.634003 Copyback: 0.018000 Sum: 0.035000 It 10,Best ac:0.004192 0.950000 fi:0.300260. Ave ac:0.010745,0.010718 Initialization: 6.828000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.038000 Kernel 1: 0.026000 Kernel 2: 94.752998 Copyback: 0.018000 Sum: 0.035000 It 11,Best ac:0.004854 0.916667 fi:0.234220. Ave ac:0.013767,0.012773 Initialization: 6.910000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.854000 Kernel 1: 0.026000 Kernel 2: 93.343002 Copyback: 0.394000 Sum: 0.033000 It 12,Best ac:0.005518 0.833333 fi:0.313063. Ave ac:0.009766,0.010950 Initialization: 6.653000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.054000 Kernel 1: 0.024000 Kernel 2: 93.804001 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.008605 0.866667 fi:0.284077. Ave ac:0.013448,0.013440 Initialization: 6.635000 Memcpy Classifiers: 1.484000 Memcpy Instances: 9.186000 Kernel 1: 0.024000 Kernel 2: 96.419998 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.006177 0.903226 fi:0.237734. Ave ac:0.012734,0.011065 Initialization: 7.792000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.164000 Kernel 1: 0.026000 Kernel 2: 90.751999 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.005737 0.928571 fi:0.226932. Ave ac:0.012575,0.011967 Initialization: 6.768000 Memcpy Classifiers: 0.383000 Memcpy Instances: 9.372000 Kernel 1: 0.023000 Kernel 2: 90.010002 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.005959 0.870968 fi:0.275982. Ave ac:0.009766,0.010050 Initialization: 6.553000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.902000 Kernel 1: 0.026000 Kernel 2: 90.751999 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.006620 0.909091 fi:0.235012. Ave ac:0.012259,0.012681 Initialization: 6.719000 Memcpy Classifiers: 0.401000 Memcpy Instances: 8.914000 Kernel 1: 0.025000 Kernel 2: 88.522003 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.007061 0.888889 fi:0.258057. Ave ac:0.010884,0.011186 Initialization: 7.131000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.887000 Kernel 1: 0.025000 Kernel 2: 87.636002 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.007945 0.878049 fi:0.265372. Ave ac:0.009419,0.007108 Initialization: 6.731000 Memcpy Classifiers: 0.410000 Memcpy Instances: 8.907000 Kernel 1: 0.026000 Kernel 2: 84.938004 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.007944 0.818182 fi:0.309110. Ave ac:0.006966,0.007623 Initialization: 6.717000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.892000 Kernel 1: 0.024000 Kernel 2: 88.703003 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.005295 0.960000 fi:0.190993. Ave ac:0.011546,0.009056 Initialization: 6.679000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.851000 Kernel 1: 0.026000 Kernel 2: 85.448997 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.004855 0.956522 fi:0.185359. Ave ac:0.008945,0.006891 Initialization: 6.606000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.393000 Kernel 1: 0.025000 Kernel 2: 86.135002 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.004854 0.846154 fi:0.309669. Ave ac:0.007244,0.005858 Initialization: 6.692000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.892000 Kernel 1: 0.025000 Kernel 2: 86.955002 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.008166 0.840909 fi:0.301509. Ave ac:0.007891,0.005635 Initialization: 6.675000 Memcpy Classifiers: 0.572000 Memcpy Instances: 8.925000 Kernel 1: 0.024000 Kernel 2: 87.764999 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.008826 0.909091 fi:0.222583. Ave ac:0.009729,0.006915 Initialization: 6.600000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.957000 Kernel 1: 0.026000 Kernel 2: 85.918999 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.005296 0.923077 fi:0.225164. Ave ac:0.007148,0.005573 Initialization: 6.703000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.380000 Kernel 1: 0.025000 Kernel 2: 85.901001 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.005518 0.862069 fi:0.272535. Ave ac:0.008288,0.007803 Initialization: 6.696000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.916000 Kernel 1: 0.026000 Kernel 2: 89.419998 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.005738 0.928571 fi:0.217931. Ave ac:0.009606,0.008418 Initialization: 6.616000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.912000 Kernel 1: 0.027000 Kernel 2: 89.157997 Copyback: 0.018000 Sum: 0.034000 It 29,Best ac:0.004414 1.000000 fi:0.193384. Ave ac:0.008354,0.006940 Initialization: 6.701000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.893000 Kernel 1: 0.028000 Kernel 2: 89.105003 Copyback: 0.020000 Sum: 0.030000 It 30,Best ac:0.006180 0.903226 fi:0.240503. Ave ac:0.008441,0.006184 Initialization: 6.572000 Memcpy Classifiers: 0.431000 Memcpy Instances: 8.942000 Kernel 1: 0.026000 Kernel 2: 88.669998 Copyback: 0.018000 Sum: 0.039000 It 31,Best ac:0.004853 0.956522 fi:0.188616. Ave ac:0.008518,0.006700 MDL Theory Length Weight: 1.5300600429 (10) Initialization: 6.721000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.917000 Kernel 1: 0.025000 Kernel 2: 89.151001 Copyback: 0.018000 Sum: 0.037000 It 32,Best ac:0.006621 0.909091 fi:0.236642. Ave ac:0.008923,0.006036 Initialization: 6.692000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.947000 Kernel 1: 0.026000 Kernel 2: 86.598999 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.005518 0.961538 fi:0.173407. Ave ac:0.008942,0.006046 Initialization: 22.822001 Memcpy Instances: 447.503998 Memcpy Classifiers: 0.062000 Kernel 1: 0.026000 Kernel 2: 456.225006 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 458.001007 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.017000 Kernel 2: 446.416992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.016000 Kernel 2: 445.700989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 445.878998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 455.269012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 463.718994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 458.234985 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 453.944000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 444.311005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 457.433014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 455.561005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 455.216003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 228.725006 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004943 0.812772 fi:0.327812. Ave ac:0.007440,0.025829 Best acc 0.004943 0.812772 Rule:Att PSSM_-4_3 is [<2.802829]|Att PSSM_-3_12 is [<7.382069]|Att PSSM_-2_12 is [<-2.002453]|Att PSSM_-1_1 is [<3.049668]|Att PSSM_-1_15 is [<2.644337]|Att PSSM_0_2 is [<-3.398870]|Att PSSM_0_3 is [<-2.609670]|Att PSSM_0_12 is [<-2.416326]|Att PSSM_1_7 is [<-2.901755]|Att PSSM_2_6 is [-6.875933,-1.124067]|Att PSSM_3_19 is [<9.951152]|Att PSSM_4_12 is [<-0.732612]|Att PSSM_4_13 is [<4.264833]|1 Accuracy : 0.728305 0 1 162688 1392 62358 8200 Removed 1534 instances. 225046 Instances left. Acc of rule 0.005552-0.820078 Initialization: 6.616000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.895000 Kernel 1: 0.025000 Kernel 2: 108.658997 Copyback: 0.018000 Sum: 0.031000 Initial population average accuracy1:0.005621 accuracy2:0.249377 Initialization: 7.309000 Memcpy Classifiers: 0.562000 Memcpy Instances: 8.860000 Kernel 1: 0.025000 Kernel 2: 113.249001 Copyback: 0.017000 Sum: 0.052000 It 0,Best ac:0.010220 0.630137 fi:0.467806. Ave ac:0.011390,0.016034 Initialization: 6.558000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.388000 Kernel 1: 0.024000 Kernel 2: 116.518997 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.006221 0.608696 fi:0.490712. Ave ac:0.015428,0.019007 Initialization: 6.560000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.079000 Kernel 1: 0.022000 Kernel 2: 118.838997 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.005554 0.694444 fi:0.405208. Ave ac:0.016706,0.022601 Initialization: 6.571000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.345000 Kernel 1: 0.025000 Kernel 2: 121.982002 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.004888 0.709677 fi:0.390221. Ave ac:0.016082,0.019700 Initialization: 6.587000 Memcpy Classifiers: 0.456000 Memcpy Instances: 8.937000 Kernel 1: 0.024000 Kernel 2: 122.087997 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.009111 0.732143 fi:0.366205. Ave ac:0.014417,0.016919 Initialization: 6.682000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.902000 Kernel 1: 0.026000 Kernel 2: 118.903999 Copyback: 0.018000 Sum: 0.032000 It 5,Best ac:0.013997 0.715909 fi:0.380644. Ave ac:0.013325,0.014254 Initialization: 6.602000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.092000 Kernel 1: 0.024000 Kernel 2: 120.886002 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.005554 0.833333 fi:0.266319. Ave ac:0.014431,0.014625 Initialization: 6.582000 Memcpy Classifiers: 0.408000 Memcpy Instances: 9.063000 Kernel 1: 0.026000 Kernel 2: 116.491997 Copyback: 0.019000 Sum: 0.027000 It 7,Best ac:0.005776 0.764706 fi:0.334865. Ave ac:0.009457,0.009642 Initialization: 6.531000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.039000 Kernel 1: 0.024000 Kernel 2: 115.900002 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.005999 0.843750 fi:0.255739. Ave ac:0.010706,0.010807 Initialization: 6.596000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.882000 Kernel 1: 0.026000 Kernel 2: 113.544998 Copyback: 0.018000 Sum: 0.032000 It 9,Best ac:0.009556 0.843137 fi:0.255047. Ave ac:0.009679,0.009410 Iteration 10:MDL fitness activated Error 0.255047 TL 0.030991 MDL Theory Length Weight: 2.7432649845 (1) Initialization: 6.598000 Memcpy Classifiers: 0.409000 Memcpy Instances: 8.880000 Kernel 1: 0.026000 Kernel 2: 111.678001 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.004666 0.913043 fi:0.254728. Ave ac:0.009621,0.010000 Initialization: 7.119000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.864000 Kernel 1: 0.025000 Kernel 2: 110.972000 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.006442 0.852941 fi:0.325901. Ave ac:0.009145,0.009834 Initialization: 6.689000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.848000 Kernel 1: 0.026000 Kernel 2: 110.934998 Copyback: 0.018000 Sum: 0.031000 It 12,Best ac:0.004888 0.880000 fi:0.310014. Ave ac:0.008595,0.007195 Initialization: 6.554000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.871000 Kernel 1: 0.026000 Kernel 2: 106.634003 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.006887 0.885714 fi:0.298263. Ave ac:0.010846,0.010190 Initialization: 6.879000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.896000 Kernel 1: 0.026000 Kernel 2: 105.351997 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.007554 0.850000 fi:0.331830. Ave ac:0.009425,0.008187 Initialization: 6.639000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.924000 Kernel 1: 0.025000 Kernel 2: 103.320999 Copyback: 0.018000 Sum: 0.031000 It 15,Best ac:0.007110 0.864865 fi:0.315879. Ave ac:0.009813,0.008782 Initialization: 6.656000 Memcpy Classifiers: 0.384000 Memcpy Instances: 8.892000 Kernel 1: 0.025000 Kernel 2: 104.362000 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.010000 0.818182 fi:0.338362. Ave ac:0.010992,0.011286 Initialization: 6.563000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.867000 Kernel 1: 0.025000 Kernel 2: 100.778999 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.008443 0.844444 fi:0.313439. Ave ac:0.011395,0.015268 Initialization: 7.014000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.939000 Kernel 1: 0.023000 Kernel 2: 102.050003 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.004889 0.814815 fi:0.364023. Ave ac:0.009730,0.008178 Initialization: 6.702000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.926000 Kernel 1: 0.024000 Kernel 2: 101.726997 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.005333 0.960000 fi:0.217229. Ave ac:0.011506,0.011093 Initialization: 6.607000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.963000 Kernel 1: 0.025000 Kernel 2: 102.880997 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.005776 0.896552 fi:0.267150. Ave ac:0.008592,0.008196 Initialization: 6.629000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.887000 Kernel 1: 0.024000 Kernel 2: 103.751999 Copyback: 0.370000 Sum: 0.032000 It 21,Best ac:0.005111 0.920000 fi:0.262926. Ave ac:0.009575,0.009292 Initialization: 6.567000 Memcpy Classifiers: 0.820000 Memcpy Instances: 9.148000 Kernel 1: 0.026000 Kernel 2: 103.127998 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.009331 0.933333 fi:0.231288. Ave ac:0.009692,0.008031 Initialization: 6.662000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.892000 Kernel 1: 0.025000 Kernel 2: 100.851997 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.007778 0.945946 fi:0.224538. Ave ac:0.010601,0.008341 Initialization: 6.702000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.921000 Kernel 1: 0.026000 Kernel 2: 98.106003 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.004443 0.833333 fi:0.353524. Ave ac:0.009377,0.008783 Initialization: 6.622000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.428000 Kernel 1: 0.025000 Kernel 2: 99.992996 Copyback: 0.018000 Sum: 0.030000 It 25,Best ac:0.006665 0.909091 fi:0.265000. Ave ac:0.009908,0.007004 Initialization: 6.642000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.892000 Kernel 1: 0.026000 Kernel 2: 100.182999 Copyback: 0.018000 Sum: 0.032000 It 26,Best ac:0.005776 0.896552 fi:0.258885. Ave ac:0.009629,0.009017 Initialization: 7.985000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.383000 Kernel 1: 0.024000 Kernel 2: 98.267998 Copyback: 0.017000 Sum: 0.036000 It 27,Best ac:0.009776 0.862745 fi:0.307235. Ave ac:0.009868,0.008729 Initialization: 7.327000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.058000 Kernel 1: 0.027000 Kernel 2: 96.164001 Copyback: 0.017000 Sum: 0.037000 It 28,Best ac:0.004443 0.952381 fi:0.262377. Ave ac:0.010473,0.010232 MDL Theory Length Weight: 2.4689384861 (10) Initialization: 6.591000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.913000 Kernel 1: 0.026000 Kernel 2: 96.410004 Copyback: 0.018000 Sum: 0.033000 It 29,Best ac:0.005553 0.892857 fi:0.264416. Ave ac:0.010615,0.011278 Initialization: 6.638000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.943000 Kernel 1: 0.025000 Kernel 2: 94.057999 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.007998 0.900000 fi:0.263445. Ave ac:0.010880,0.011059 Initialization: 6.839000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.065000 Kernel 1: 0.026000 Kernel 2: 93.653999 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.005110 0.920000 fi:0.225599. Ave ac:0.010061,0.008647 Initialization: 7.332000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.045000 Kernel 1: 0.025000 Kernel 2: 95.086998 Copyback: 0.018000 Sum: 0.032000 It 32,Best ac:0.005110 0.884615 fi:0.271643. Ave ac:0.009981,0.008491 Initialization: 7.016000 Memcpy Classifiers: 0.370000 Memcpy Instances: 8.984000 Kernel 1: 0.024000 Kernel 2: 94.430000 Copyback: 0.018000 Sum: 0.034000 It 33,Best ac:0.004443 0.952381 fi:0.262617. Ave ac:0.011266,0.010640 Initialization: 23.754000 Memcpy Instances: 449.324005 Memcpy Classifiers: 0.058000 Kernel 1: 0.026000 Kernel 2: 495.009003 Copyback: 0.015000 Sum: 0.010000 Memcpy Classifiers: 0.055000 Kernel 1: 0.017000 Kernel 2: 483.295013 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.017000 Kernel 2: 485.858002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 492.312012 Copyback: 0.021000 Sum: 0.004000 Memcpy Classifiers: 0.062000 Kernel 1: 0.021000 Kernel 2: 485.987000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.034000 Kernel 2: 505.778992 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 517.320007 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.055000 Kernel 1: 0.016000 Kernel 2: 481.234985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 482.253998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 512.877014 Copyback: 0.365000 Sum: 0.003000 Memcpy Classifiers: 0.057000 Kernel 1: 0.016000 Kernel 2: 491.613007 Copyback: 0.021000 Sum: 0.004000 Memcpy Classifiers: 0.063000 Kernel 1: 0.021000 Kernel 2: 490.368988 Copyback: 0.019000 Sum: 0.004000 Memcpy Classifiers: 0.062000 Kernel 1: 0.019000 Kernel 2: 489.653015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.012000 Kernel 2: 155.082993 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.007247 0.754394 fi:0.409327. Ave ac:0.009604,0.033781 Best acc 0.007247 0.754394 Initialization: 6.672000 Memcpy Classifiers: 0.555000 Memcpy Instances: 9.340000 Kernel 1: 0.026000 Kernel 2: 110.300003 Copyback: 0.017000 Sum: 0.032000 Initial population average accuracy1:0.005162 accuracy2:0.251103 Initialization: 6.701000 Memcpy Classifiers: 0.508000 Memcpy Instances: 8.876000 Kernel 1: 0.026000 Kernel 2: 113.722000 Copyback: 0.017000 Sum: 0.060000 It 0,Best ac:0.005110 0.638889 fi:0.460926. Ave ac:0.010308,0.012500 Initialization: 6.599000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.943000 Kernel 1: 0.024000 Kernel 2: 114.292000 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.024883 0.586387 fi:0.506849. Ave ac:0.013206,0.015226 Initialization: 6.630000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.941000 Kernel 1: 0.022000 Kernel 2: 111.671997 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.005554 0.714286 fi:0.385366. Ave ac:0.014763,0.019989 Initialization: 6.775000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.903000 Kernel 1: 0.024000 Kernel 2: 108.445999 Copyback: 0.019000 Sum: 0.036000 It 3,Best ac:0.004887 0.814815 fi:0.285083. Ave ac:0.016663,0.017062 Initialization: 6.640000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.333000 Kernel 1: 0.024000 Kernel 2: 100.848999 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.009109 0.820000 fi:0.278347. Ave ac:0.018396,0.021645 Initialization: 6.774000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.908000 Kernel 1: 0.023000 Kernel 2: 97.421997 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.006887 0.775000 fi:0.324163. Ave ac:0.019006,0.021625 Initialization: 6.636000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.865000 Kernel 1: 0.023000 Kernel 2: 97.432999 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.004888 0.846154 fi:0.253743. Ave ac:0.017878,0.022872 Initialization: 7.268000 Memcpy Classifiers: 0.401000 Memcpy Instances: 8.896000 Kernel 1: 0.023000 Kernel 2: 95.791000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.004221 0.904762 fi:0.270516. Ave ac:0.014807,0.017058 Initialization: 6.621000 Memcpy Classifiers: 0.437000 Memcpy Instances: 9.068000 Kernel 1: 0.024000 Kernel 2: 98.468002 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.007998 0.818182 fi:0.280573. Ave ac:0.013655,0.015432 Initialization: 6.656000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.918000 Kernel 1: 0.023000 Kernel 2: 95.422997 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.008000 0.782609 fi:0.316146. Ave ac:0.011217,0.012411 Iteration 10:MDL fitness activated Error 0.316146 TL 0.030065 MDL Theory Length Weight: 3.5051076126 (4) Initialization: 7.122000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.935000 Kernel 1: 0.025000 Kernel 2: 96.587997 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.006222 0.823529 fi:0.383309. Ave ac:0.012250,0.013763 Initialization: 7.114000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.143000 Kernel 1: 0.023000 Kernel 2: 96.982002 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.007554 0.809524 fi:0.372249. Ave ac:0.014719,0.019413 Initialization: 7.107000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.022000 Kernel 1: 0.024000 Kernel 2: 91.730003 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.009998 0.818182 fi:0.316192. Ave ac:0.014493,0.019744 Initialization: 6.631000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.883000 Kernel 1: 0.024000 Kernel 2: 89.449997 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.005776 0.838710 fi:0.363637. Ave ac:0.013883,0.017135 Initialization: 6.599000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.888000 Kernel 1: 0.023000 Kernel 2: 87.988998 Copyback: 0.018000 Sum: 0.031000 It 14,Best ac:0.011775 0.868852 fi:0.317630. Ave ac:0.014817,0.017569 Initialization: 7.009000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.905000 Kernel 1: 0.024000 Kernel 2: 84.822998 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.005554 0.925926 fi:0.275023. Ave ac:0.014677,0.019451 Initialization: 6.556000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.859000 Kernel 1: 0.025000 Kernel 2: 84.434998 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.006443 0.906250 fi:0.217333. Ave ac:0.013953,0.017590 Initialization: 6.619000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.955000 Kernel 1: 0.024000 Kernel 2: 86.754997 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.005332 0.923077 fi:0.275645. Ave ac:0.012461,0.019308 Initialization: 6.646000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.908000 Kernel 1: 0.025000 Kernel 2: 84.293999 Copyback: 0.018000 Sum: 0.029000 It 18,Best ac:0.005999 0.843750 fi:0.316000. Ave ac:0.012087,0.014358 Initialization: 6.633000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.003000 Kernel 1: 0.025000 Kernel 2: 84.394997 Copyback: 0.018000 Sum: 0.033000 It 19,Best ac:0.004443 0.909091 fi:0.287984. Ave ac:0.009948,0.012266 Initialization: 6.683000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.383000 Kernel 1: 0.022000 Kernel 2: 85.456001 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.004666 0.954545 fi:0.206741. Ave ac:0.011983,0.014437 Initialization: 7.118000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.912000 Kernel 1: 0.025000 Kernel 2: 86.857002 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.005111 0.884615 fi:0.268364. Ave ac:0.011004,0.012187 Initialization: 6.672000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.866000 Kernel 1: 0.025000 Kernel 2: 85.130997 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.007108 0.914286 fi:0.261999. Ave ac:0.011486,0.015413 Initialization: 6.728000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.860000 Kernel 1: 0.026000 Kernel 2: 88.147003 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.004443 0.952381 fi:0.275723. Ave ac:0.011226,0.016233 Initialization: 6.699000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.860000 Kernel 1: 0.025000 Kernel 2: 88.958000 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.008441 0.926829 fi:0.269095. Ave ac:0.010918,0.011046 Initialization: 6.722000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.853000 Kernel 1: 0.026000 Kernel 2: 87.510002 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.006221 0.965517 fi:0.226314. Ave ac:0.010903,0.012804 Initialization: 6.565000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.911000 Kernel 1: 0.024000 Kernel 2: 89.180000 Copyback: 0.371000 Sum: 0.031000 It 26,Best ac:0.006443 0.966667 fi:0.228881. Ave ac:0.009565,0.007685 Initialization: 6.736000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.910000 Kernel 1: 0.025000 Kernel 2: 89.113998 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.005778 0.896552 fi:0.268222. Ave ac:0.007524,0.006186 Initialization: 6.690000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.866000 Kernel 1: 0.026000 Kernel 2: 89.886002 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.004667 0.875000 fi:0.310986. Ave ac:0.008585,0.007916 Initialization: 6.556000 Memcpy Classifiers: 0.333000 Memcpy Instances: 8.876000 Kernel 1: 0.026000 Kernel 2: 89.556999 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.004443 0.909091 fi:0.305131. Ave ac:0.010511,0.008519 MDL Theory Length Weight: 3.1545968513 (10) Initialization: 6.551000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.943000 Kernel 1: 0.025000 Kernel 2: 90.737000 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.005109 0.884615 fi:0.297564. Ave ac:0.009534,0.012243 Initialization: 6.628000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.211000 Kernel 1: 0.024000 Kernel 2: 90.820999 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.009998 0.789474 fi:0.341267. Ave ac:0.009191,0.009803 Initialization: 7.164000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.132000 Kernel 1: 0.025000 Kernel 2: 90.355003 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.008887 0.869565 fi:0.286887. Ave ac:0.012679,0.011131 Initialization: 6.578000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.871000 Kernel 1: 0.025000 Kernel 2: 91.065002 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.007778 0.897436 fi:0.257136. Ave ac:0.012275,0.010201 Initialization: 23.378000 Memcpy Instances: 447.302002 Memcpy Classifiers: 0.054000 Kernel 1: 0.028000 Kernel 2: 494.473999 Copyback: 0.016000 Sum: 0.009000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 500.858002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 498.200989 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 493.654999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 489.464996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 510.813995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 492.667999 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 482.613007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 512.377991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 494.757996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 505.871002 Copyback: 1.060000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 508.888000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 494.574005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.013000 Kernel 2: 157.298996 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.006359 0.787129 fi:0.367964. Ave ac:0.013209,0.045824 Best acc 0.006359 0.787129 Rule:Att PSSM_-1_10 is [>0.902785]|Att PSSM_0_2 is [<-3.452304]|Att PSSM_0_4 is [<-3.545419]|Att PSSM_1_5 is [-4.517496,5.240307]|Att PSSM_1_12 is [<-2.228323]|1 Accuracy : 0.732754 0 1 162301 1779 60927 9631 Removed 1818 instances. 223228 Instances left. Acc of rule 0.006359-0.787129 Initialization: 6.555000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.914000 Kernel 1: 0.024000 Kernel 2: 109.726997 Copyback: 0.017000 Sum: 0.033000 Initial population average accuracy1:0.006300 accuracy2:0.277287 Initialization: 6.551000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.863000 Kernel 1: 0.026000 Kernel 2: 116.551003 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.013886 0.673913 fi:0.422606. Ave ac:0.011776,0.017382 Initialization: 6.580000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.948000 Kernel 1: 0.026000 Kernel 2: 114.424004 Copyback: 0.017000 Sum: 0.025000 It 1,Best ac:0.008511 0.622951 fi:0.475570. Ave ac:0.014244,0.018251 Initialization: 6.542000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.884000 Kernel 1: 0.026000 Kernel 2: 114.405998 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.004256 0.760000 fi:0.395642. Ave ac:0.014365,0.016705 Initialization: 7.554000 Memcpy Classifiers: 0.472000 Memcpy Instances: 9.144000 Kernel 1: 0.025000 Kernel 2: 113.853996 Copyback: 0.018000 Sum: 0.030000 It 3,Best ac:0.010302 0.741935 fi:0.355918. Ave ac:0.013217,0.013630 Initialization: 7.109000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.847000 Kernel 1: 0.025000 Kernel 2: 115.046997 Copyback: 0.018000 Sum: 0.030000 It 4,Best ac:0.005375 0.705882 fi:0.393806. Ave ac:0.013856,0.012938 Initialization: 6.552000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.897000 Kernel 1: 0.025000 Kernel 2: 116.875999 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.004479 0.800000 fi:0.311931. Ave ac:0.012164,0.011817 Initialization: 6.660000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.845000 Kernel 1: 0.026000 Kernel 2: 118.122002 Copyback: 0.018000 Sum: 0.029000 It 6,Best ac:0.005376 0.888889 fi:0.210798. Ave ac:0.011838,0.010854 Initialization: 6.665000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.887000 Kernel 1: 0.024000 Kernel 2: 115.325996 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.006272 0.756757 fi:0.342596. Ave ac:0.009065,0.008049 Initialization: 6.608000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.943000 Kernel 1: 0.025000 Kernel 2: 117.315002 Copyback: 0.018000 Sum: 0.029000 It 8,Best ac:0.004927 0.880000 fi:0.219856. Ave ac:0.008643,0.006584 Initialization: 6.536000 Memcpy Classifiers: 0.426000 Memcpy Instances: 8.945000 Kernel 1: 0.025000 Kernel 2: 117.767998 Copyback: 0.018000 Sum: 0.025000 It 9,Best ac:0.005598 0.806452 fi:0.293154. Ave ac:0.008541,0.007973 Iteration 10:MDL fitness activated Error 0.293154 TL 0.033062 MDL Theory Length Weight: 2.9555793369 (4) Initialization: 6.720000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.930000 Kernel 1: 0.026000 Kernel 2: 116.083000 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.004256 0.904762 fi:0.367061. Ave ac:0.008931,0.007452 Initialization: 6.604000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.936000 Kernel 1: 0.026000 Kernel 2: 114.846001 Copyback: 0.018000 Sum: 0.029000 It 11,Best ac:0.004256 0.904762 fi:0.364348. Ave ac:0.008430,0.008126 Initialization: 6.577000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.165000 Kernel 1: 0.026000 Kernel 2: 118.172997 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.005151 0.766667 fi:0.429640. Ave ac:0.009537,0.009337 Initialization: 6.620000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.385000 Kernel 1: 0.026000 Kernel 2: 119.325996 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.006943 0.815789 fi:0.375789. Ave ac:0.011390,0.010640 Initialization: 6.514000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.849000 Kernel 1: 0.025000 Kernel 2: 118.370003 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.008513 0.730769 fi:0.456769. Ave ac:0.008802,0.008366 Initialization: 7.080000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.972000 Kernel 1: 0.024000 Kernel 2: 114.970001 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.005600 0.862069 fi:0.335293. Ave ac:0.011653,0.009983 Initialization: 6.534000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.892000 Kernel 1: 0.025000 Kernel 2: 116.406998 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.006048 0.870968 fi:0.323141. Ave ac:0.011375,0.010943 Initialization: 6.633000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.855000 Kernel 1: 0.025000 Kernel 2: 115.800003 Copyback: 0.018000 Sum: 0.034000 It 17,Best ac:0.006048 0.843750 fi:0.328247. Ave ac:0.010487,0.009746 Initialization: 6.604000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.834000 Kernel 1: 0.026000 Kernel 2: 109.435997 Copyback: 0.019000 Sum: 0.038000 It 18,Best ac:0.004928 0.880000 fi:0.300044. Ave ac:0.012451,0.010442 Initialization: 6.635000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.991000 Kernel 1: 0.024000 Kernel 2: 110.774002 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.005376 0.888889 fi:0.306406. Ave ac:0.010344,0.010109 Initialization: 6.805000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.864000 Kernel 1: 0.027000 Kernel 2: 112.603996 Copyback: 0.019000 Sum: 0.029000 It 20,Best ac:0.008737 0.764706 fi:0.402153. Ave ac:0.008376,0.006286 Initialization: 6.771000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.870000 Kernel 1: 0.026000 Kernel 2: 110.609001 Copyback: 0.018000 Sum: 0.029000 It 21,Best ac:0.004704 0.913043 fi:0.259471. Ave ac:0.010958,0.008569 Initialization: 6.558000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.035000 Kernel 1: 0.025000 Kernel 2: 112.396004 Copyback: 0.018000 Sum: 0.035000 It 22,Best ac:0.004703 0.840000 fi:0.332499. Ave ac:0.007123,0.005784 Initialization: 6.822000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.012000 Kernel 1: 0.025000 Kernel 2: 112.975998 Copyback: 0.018000 Sum: 0.035000 It 23,Best ac:0.005375 0.857143 fi:0.342829. Ave ac:0.011275,0.009589 Initialization: 6.574000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.981000 Kernel 1: 0.025000 Kernel 2: 109.044998 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.008287 0.925000 fi:0.233623. Ave ac:0.010413,0.008378 Initialization: 6.597000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.849000 Kernel 1: 0.079000 Kernel 2: 113.083000 Copyback: 0.018000 Sum: 0.027000 It 25,Best ac:0.004480 0.909091 fi:0.298659. Ave ac:0.008323,0.005669 Initialization: 7.082000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.903000 Kernel 1: 0.027000 Kernel 2: 109.463997 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.005152 0.821429 fi:0.344110. Ave ac:0.006391,0.004773 Initialization: 6.622000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.859000 Kernel 1: 0.025000 Kernel 2: 114.360001 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.008063 0.837209 fi:0.335048. Ave ac:0.008796,0.006730 Initialization: 6.534000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.914000 Kernel 1: 0.025000 Kernel 2: 108.864998 Copyback: 0.018000 Sum: 0.032000 It 28,Best ac:0.004703 0.875000 fi:0.316079. Ave ac:0.007446,0.006681 Initialization: 6.549000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.878000 Kernel 1: 0.025000 Kernel 2: 106.656998 Copyback: 0.369000 Sum: 0.034000 It 29,Best ac:0.005152 0.851852 fi:0.314148. Ave ac:0.009073,0.006663 Initialization: 6.569000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.345000 Kernel 1: 0.025000 Kernel 2: 104.382004 Copyback: 0.018000 Sum: 0.032000 It 30,Best ac:0.004480 0.869565 fi:0.331130. Ave ac:0.008348,0.008162 Initialization: 6.509000 Memcpy Classifiers: 0.352000 Memcpy Instances: 10.232000 Kernel 1: 0.025000 Kernel 2: 109.875999 Copyback: 0.019000 Sum: 0.047000 It 31,Best ac:0.009183 0.891304 fi:0.273473. Ave ac:0.010403,0.009390 Initialization: 6.564000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.179000 Kernel 1: 0.023000 Kernel 2: 105.353996 Copyback: 0.018000 Sum: 0.030000 It 32,Best ac:0.005599 0.961538 fi:0.221435. Ave ac:0.008765,0.006718 Initialization: 6.568000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.139000 Kernel 1: 0.025000 Kernel 2: 106.111000 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.004927 0.880000 fi:0.285624. Ave ac:0.007682,0.006080 Initialization: 23.625999 Memcpy Instances: 442.204987 Memcpy Classifiers: 0.063000 Kernel 1: 0.029000 Kernel 2: 518.353027 Copyback: 0.021000 Sum: 0.012000 Memcpy Classifiers: 0.057000 Kernel 1: 0.018000 Kernel 2: 519.833008 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.016000 Kernel 2: 531.268005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 538.966003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 513.377014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 540.304016 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 521.979980 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 524.789001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 527.523987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 541.518982 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 528.098022 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 556.120972 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.012000 Kernel 2: 529.968018 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 160.365005 Copyback: 0.016000 Sum: 0.001000 It 34,Best ac:0.007141 0.716404 fi:0.449133. Ave ac:0.010588,0.036737 Best acc 0.007141 0.716404 Initialization: 6.631000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.844000 Kernel 1: 0.025000 Kernel 2: 109.167000 Copyback: 0.017000 Sum: 0.035000 Initial population average accuracy1:0.005836 accuracy2:0.251819 Initialization: 6.609000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.831000 Kernel 1: 0.026000 Kernel 2: 114.670998 Copyback: 0.018000 Sum: 0.060000 It 0,Best ac:0.004256 0.678571 fi:0.477070. Ave ac:0.011297,0.016374 Initialization: 7.102000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.925000 Kernel 1: 0.024000 Kernel 2: 117.928001 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.005823 0.604651 fi:0.494871. Ave ac:0.015569,0.019335 Initialization: 6.891000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.961000 Kernel 1: 0.023000 Kernel 2: 116.719002 Copyback: 0.018000 Sum: 0.028000 It 2,Best ac:0.004480 0.714286 fi:0.396916. Ave ac:0.016477,0.019992 Initialization: 6.546000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.827000 Kernel 1: 0.023000 Kernel 2: 115.116997 Copyback: 0.018000 Sum: 0.032000 It 3,Best ac:0.005824 0.764706 fi:0.334814. Ave ac:0.018035,0.023398 Initialization: 6.581000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 111.975998 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.006496 0.743590 fi:0.355680. Ave ac:0.016993,0.018880 Initialization: 6.604000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.837000 Kernel 1: 0.024000 Kernel 2: 107.861000 Copyback: 0.018000 Sum: 0.030000 It 5,Best ac:0.008513 0.808511 fi:0.290008. Ave ac:0.015012,0.016072 Initialization: 6.548000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.966000 Kernel 1: 0.022000 Kernel 2: 106.097000 Copyback: 0.018000 Sum: 0.030000 It 6,Best ac:0.004703 0.807692 fi:0.292247. Ave ac:0.013559,0.014152 Initialization: 7.352000 Memcpy Classifiers: 0.448000 Memcpy Instances: 8.931000 Kernel 1: 0.024000 Kernel 2: 106.896004 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.006943 0.815789 fi:0.283315. Ave ac:0.014266,0.014934 Initialization: 7.008000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 103.179001 Copyback: 0.025000 Sum: 0.036000 It 8,Best ac:0.006495 0.878788 fi:0.220484. Ave ac:0.011204,0.013980 Initialization: 6.615000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.884000 Kernel 1: 0.026000 Kernel 2: 102.212997 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.007616 0.790698 fi:0.308155. Ave ac:0.010577,0.012703 Iteration 10:MDL fitness activated Error 0.308155 TL 0.023982 MDL Theory Length Weight: 4.2831931613 (2) Initialization: 6.623000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.987000 Kernel 1: 0.023000 Kernel 2: 105.583000 Copyback: 0.018000 Sum: 0.031000 It 10,Best ac:0.007839 0.813953 fi:0.351982. Ave ac:0.012863,0.013205 Initialization: 6.597000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.885000 Kernel 1: 0.024000 Kernel 2: 104.456001 Copyback: 0.018000 Sum: 0.030000 It 11,Best ac:0.004928 0.916667 fi:0.345083. Ave ac:0.012832,0.014716 Initialization: 8.037000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.158000 Kernel 1: 0.023000 Kernel 2: 101.402000 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.007615 0.871795 fi:0.322105. Ave ac:0.012823,0.016016 Initialization: 6.556000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.922000 Kernel 1: 0.025000 Kernel 2: 101.467003 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.005599 0.757576 fi:0.421487. Ave ac:0.012197,0.015523 Initialization: 6.586000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.866000 Kernel 1: 0.024000 Kernel 2: 94.523003 Copyback: 0.018000 Sum: 0.031000 It 14,Best ac:0.005375 0.827586 fi:0.351560. Ave ac:0.014671,0.018314 Initialization: 7.042000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.957000 Kernel 1: 0.025000 Kernel 2: 95.031998 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.006271 0.800000 fi:0.398044. Ave ac:0.013599,0.014976 Initialization: 6.748000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.891000 Kernel 1: 0.024000 Kernel 2: 89.570000 Copyback: 0.018000 Sum: 0.028000 It 16,Best ac:0.007391 0.804878 fi:0.335536. Ave ac:0.015187,0.017773 Initialization: 6.554000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.880000 Kernel 1: 0.023000 Kernel 2: 86.613998 Copyback: 0.018000 Sum: 0.033000 It 17,Best ac:0.007167 0.864865 fi:0.325388. Ave ac:0.012587,0.019707 Initialization: 6.597000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.866000 Kernel 1: 0.024000 Kernel 2: 84.398003 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.005824 0.896552 fi:0.285902. Ave ac:0.012974,0.016843 Initialization: 7.064000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.881000 Kernel 1: 0.023000 Kernel 2: 83.649002 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.005824 0.812500 fi:0.352109. Ave ac:0.011591,0.018326 Initialization: 6.706000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.870000 Kernel 1: 0.024000 Kernel 2: 86.231003 Copyback: 0.018000 Sum: 0.033000 It 20,Best ac:0.006271 0.777778 fi:0.363054. Ave ac:0.014261,0.025038 Initialization: 6.591000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.873000 Kernel 1: 0.024000 Kernel 2: 85.875000 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.004479 0.833333 fi:0.320074. Ave ac:0.012251,0.018127 Initialization: 6.608000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.882000 Kernel 1: 0.025000 Kernel 2: 84.595001 Copyback: 0.018000 Sum: 0.031000 It 22,Best ac:0.005600 0.961538 fi:0.206420. Ave ac:0.011656,0.014217 Initialization: 6.731000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.898000 Kernel 1: 0.025000 Kernel 2: 89.615997 Copyback: 0.018000 Sum: 0.029000 It 23,Best ac:0.008959 0.851064 fi:0.310819. Ave ac:0.014155,0.022385 Initialization: 6.650000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.956000 Kernel 1: 0.026000 Kernel 2: 87.398003 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.007841 0.921053 fi:0.279556. Ave ac:0.014631,0.021874 Initialization: 6.571000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.901000 Kernel 1: 0.024000 Kernel 2: 87.733002 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.005375 0.888889 fi:0.284331. Ave ac:0.013557,0.016073 Initialization: 6.619000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.985000 Kernel 1: 0.023000 Kernel 2: 89.462997 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.005151 0.884615 fi:0.290011. Ave ac:0.012956,0.016966 Initialization: 6.543000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.971000 Kernel 1: 0.025000 Kernel 2: 89.893997 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.004927 0.916667 fi:0.296962. Ave ac:0.011229,0.014059 Initialization: 6.653000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.891000 Kernel 1: 0.024000 Kernel 2: 88.679001 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.005376 0.923077 fi:0.262544. Ave ac:0.010679,0.010538 Initialization: 7.106000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.847000 Kernel 1: 0.025000 Kernel 2: 93.303001 Copyback: 0.372000 Sum: 0.030000 It 29,Best ac:0.010302 0.779661 fi:0.373126. Ave ac:0.008185,0.008443 Initialization: 6.642000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.875000 Kernel 1: 0.026000 Kernel 2: 91.085999 Copyback: 0.018000 Sum: 0.030000 It 30,Best ac:0.005374 0.888889 fi:0.285654. Ave ac:0.011613,0.015789 Initialization: 6.628000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.341000 Kernel 1: 0.025000 Kernel 2: 90.337997 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.004704 0.913043 fi:0.247559. Ave ac:0.012681,0.014470 MDL Theory Length Weight: 3.8548738452 (10) Initialization: 6.547000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.915000 Kernel 1: 0.026000 Kernel 2: 88.111000 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.005376 0.923077 fi:0.237906. Ave ac:0.010375,0.007581 Initialization: 6.522000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.872000 Kernel 1: 0.025000 Kernel 2: 91.309998 Copyback: 0.018000 Sum: 0.028000 It 33,Best ac:0.005375 0.800000 fi:0.363222. Ave ac:0.007943,0.005813 Initialization: 22.954000 Memcpy Instances: 444.312988 Memcpy Classifiers: 0.058000 Kernel 1: 0.025000 Kernel 2: 493.015991 Copyback: 0.053000 Sum: 0.009000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 485.605011 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 483.350006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 486.200989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 481.484009 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 478.723999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 484.316010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 472.334991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 468.592010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 490.272003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 473.238007 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 485.835999 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 483.186005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.012000 Kernel 2: 160.897003 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004968 0.774983 fi:0.402198. Ave ac:0.010591,0.036726 Best acc 0.004968 0.774983 Rule:Att PSSM_-3_4 is [<-2.034408]|Att PSSM_-2_18 is [<6.572723]|Att PSSM_-1_11 is [-4.990036,4.847285]|Att PSSM_0_6 is [<-3.375045]|Att PSSM_0_8 is [<5.184400]|Att PSSM_1_5 is [>-1.655535]|Att PSSM_1_20 is [-1.020033,4.963963]|Att PSSM_2_15 is [<-0.052492]|1 Accuracy : 0.736108 0 1 161979 2101 59818 10740 Removed 1431 instances. 221797 Instances left. Acc of rule 0.004968-0.774983 Initialization: 6.704000 Memcpy Classifiers: 0.542000 Memcpy Instances: 9.865000 Kernel 1: 0.024000 Kernel 2: 107.757004 Copyback: 0.017000 Sum: 0.030000 Initial population average accuracy1:0.006622 accuracy2:0.269088 Initialization: 6.509000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.915000 Kernel 1: 0.024000 Kernel 2: 113.500000 Copyback: 0.018000 Sum: 0.034000 It 0,Best ac:0.007665 0.755556 fi:0.343244. Ave ac:0.013486,0.017840 Initialization: 7.050000 Memcpy Classifiers: 0.482000 Memcpy Instances: 9.146000 Kernel 1: 0.022000 Kernel 2: 114.727997 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.006537 0.707317 fi:0.391910. Ave ac:0.018230,0.022097 Initialization: 6.542000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.873000 Kernel 1: 0.025000 Kernel 2: 113.111000 Copyback: 0.018000 Sum: 0.030000 It 2,Best ac:0.006313 0.823529 fi:0.275781. Ave ac:0.015464,0.020460 Initialization: 6.517000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.885000 Kernel 1: 0.024000 Kernel 2: 111.067001 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.009243 0.759259 fi:0.338946. Ave ac:0.012681,0.015921 Initialization: 7.541000 Memcpy Classifiers: 0.422000 Memcpy Instances: 8.992000 Kernel 1: 0.023000 Kernel 2: 108.445000 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.006311 0.848485 fi:0.250827. Ave ac:0.011783,0.014669 Initialization: 6.485000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.924000 Kernel 1: 0.023000 Kernel 2: 110.878998 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.006537 0.783784 fi:0.315443. Ave ac:0.011131,0.014493 Initialization: 6.746000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.873000 Kernel 1: 0.026000 Kernel 2: 112.560997 Copyback: 0.018000 Sum: 0.027000 It 6,Best ac:0.007665 0.850000 fi:0.248800. Ave ac:0.008352,0.008658 Initialization: 6.554000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.047000 Kernel 1: 0.026000 Kernel 2: 114.888000 Copyback: 0.018000 Sum: 0.024000 It 7,Best ac:0.005861 0.838710 fi:0.260770. Ave ac:0.010216,0.010546 Initialization: 6.569000 Memcpy Classifiers: 0.462000 Memcpy Instances: 8.835000 Kernel 1: 0.026000 Kernel 2: 116.614998 Copyback: 0.017000 Sum: 0.026000 It 8,Best ac:0.004959 0.846154 fi:0.253668. Ave ac:0.008003,0.005710 Initialization: 6.542000 Memcpy Classifiers: 0.428000 Memcpy Instances: 9.353000 Kernel 1: 0.025000 Kernel 2: 115.071999 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.005861 0.812500 fi:0.286980. Ave ac:0.005086,0.003979 Iteration 10:MDL fitness activated Error 0.286980 TL 0.039912 MDL Theory Length Weight: 2.3967981472 (4) Initialization: 6.743000 Memcpy Classifiers: 0.366000 Memcpy Instances: 8.851000 Kernel 1: 0.201000 Kernel 2: 115.649002 Copyback: 0.026000 Sum: 0.036000 It 10,Best ac:0.005861 0.896552 fi:0.294209. Ave ac:0.007679,0.004941 Initialization: 8.175000 Memcpy Classifiers: 0.383000 Memcpy Instances: 9.010000 Kernel 1: 0.024000 Kernel 2: 115.500000 Copyback: 0.018000 Sum: 0.028000 It 11,Best ac:0.005184 0.920000 fi:0.266873. Ave ac:0.005500,0.003977 Initialization: 6.551000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.877000 Kernel 1: 0.026000 Kernel 2: 116.556000 Copyback: 0.021000 Sum: 0.029000 It 12,Best ac:0.004735 0.875000 fi:0.308007. Ave ac:0.006490,0.004877 Initialization: 7.126000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.956000 Kernel 1: 0.024000 Kernel 2: 113.917999 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.006087 0.794118 fi:0.391308. Ave ac:0.007809,0.006160 Initialization: 6.614000 Memcpy Classifiers: 0.363000 Memcpy Instances: 35.537998 Kernel 1: 0.028000 Kernel 2: 113.675003 Copyback: 0.019000 Sum: 0.031000 It 14,Best ac:0.004961 0.846154 fi:0.324151. Ave ac:0.007476,0.006523 Initialization: 7.284000 Memcpy Classifiers: 0.366000 Memcpy Instances: 9.228000 Kernel 1: 0.024000 Kernel 2: 114.948997 Copyback: 0.018000 Sum: 0.030000 It 15,Best ac:0.005409 0.857143 fi:0.315240. Ave ac:0.007227,0.006328 Initialization: 6.599000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.922000 Kernel 1: 0.027000 Kernel 2: 114.244003 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.005186 0.884615 fi:0.278250. Ave ac:0.007980,0.006940 Initialization: 6.647000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.840000 Kernel 1: 0.026000 Kernel 2: 114.541000 Copyback: 0.019000 Sum: 0.032000 It 17,Best ac:0.005860 0.896552 fi:0.275808. Ave ac:0.008615,0.008723 Initialization: 7.323000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.319000 Kernel 1: 0.024000 Kernel 2: 119.377998 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.006763 0.769231 fi:0.379813. Ave ac:0.009522,0.012221 Initialization: 6.722000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.951000 Kernel 1: 0.026000 Kernel 2: 116.000999 Copyback: 0.018000 Sum: 0.033000 It 19,Best ac:0.004733 0.875000 fi:0.308623. Ave ac:0.009684,0.009157 Initialization: 7.092000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.922000 Kernel 1: 0.025000 Kernel 2: 116.350998 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.006311 0.933333 fi:0.214948. Ave ac:0.010215,0.008993 Initialization: 6.549000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.885000 Kernel 1: 0.025000 Kernel 2: 121.164001 Copyback: 0.018000 Sum: 0.034000 It 21,Best ac:0.004958 0.880000 fi:0.260546. Ave ac:0.008265,0.012220 Initialization: 6.555000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.920000 Kernel 1: 0.025000 Kernel 2: 121.085999 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.005411 0.888889 fi:0.268565. Ave ac:0.007767,0.007444 Initialization: 6.567000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.932000 Kernel 1: 0.026000 Kernel 2: 116.278999 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.006537 0.935484 fi:0.219943. Ave ac:0.009496,0.010592 Initialization: 6.552000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.018000 Kernel 1: 0.025000 Kernel 2: 116.806000 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.004959 0.880000 fi:0.260458. Ave ac:0.008178,0.008912 Initialization: 6.602000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.952000 Kernel 1: 0.025000 Kernel 2: 122.586998 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.005409 0.857143 fi:0.315387. Ave ac:0.009422,0.014582 Initialization: 6.509000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.843000 Kernel 1: 0.025000 Kernel 2: 114.139000 Copyback: 0.018000 Sum: 0.030000 It 26,Best ac:0.005410 0.923077 fi:0.243669. Ave ac:0.010866,0.013265 Initialization: 7.102000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.856000 Kernel 1: 0.025000 Kernel 2: 114.853996 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.005861 0.896552 fi:0.284850. Ave ac:0.008730,0.009309 Initialization: 6.729000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.859000 Kernel 1: 0.025000 Kernel 2: 119.061996 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.004283 0.904762 fi:0.309830. Ave ac:0.007625,0.007504 Initialization: 6.506000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.865000 Kernel 1: 0.027000 Kernel 2: 115.412003 Copyback: 0.018000 Sum: 0.031000 It 29,Best ac:0.005411 1.000000 fi:0.177133. Ave ac:0.008691,0.008355 Initialization: 7.085000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.854000 Kernel 1: 0.025000 Kernel 2: 120.103996 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.005411 0.923077 fi:0.240863. Ave ac:0.008298,0.006560 Initialization: 6.565000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.884000 Kernel 1: 0.026000 Kernel 2: 119.994003 Copyback: 0.371000 Sum: 0.028000 It 31,Best ac:0.005862 0.896552 fi:0.266815. Ave ac:0.007076,0.008283 Initialization: 6.584000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.861000 Kernel 1: 0.026000 Kernel 2: 114.903999 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.004733 0.875000 fi:0.290639. Ave ac:0.006856,0.004358 Initialization: 6.493000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.886000 Kernel 1: 0.026000 Kernel 2: 113.795998 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.004510 0.909091 fi:0.250010. Ave ac:0.006328,0.003988 Initialization: 23.490000 Memcpy Instances: 437.979004 Memcpy Classifiers: 0.065000 Kernel 1: 0.026000 Kernel 2: 561.478027 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 559.151001 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.016000 Kernel 2: 580.299011 Copyback: 0.020000 Sum: 0.004000 Memcpy Classifiers: 0.064000 Kernel 1: 0.020000 Kernel 2: 570.744019 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 562.367981 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 563.059998 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 558.679016 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 570.513977 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 569.585999 Copyback: 0.021000 Sum: 0.003000 Memcpy Classifiers: 0.063000 Kernel 1: 0.020000 Kernel 2: 563.318970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 561.638000 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 563.671021 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 508.287994 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004919 0.744202 fi:0.419521. Ave ac:0.006175,0.020358 Best acc 0.004919 0.744202 Initialization: 6.664000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.830000 Kernel 1: 0.027000 Kernel 2: 107.795998 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.006096 accuracy2:0.254012 Initialization: 6.748000 Memcpy Classifiers: 0.491000 Memcpy Instances: 8.864000 Kernel 1: 0.027000 Kernel 2: 116.166000 Copyback: 0.018000 Sum: 0.061000 It 0,Best ac:0.006987 0.620000 fi:0.479057. Ave ac:0.011338,0.015950 Initialization: 6.579000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.844000 Kernel 1: 0.025000 Kernel 2: 117.194000 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.007666 0.557377 fi:0.541423. Ave ac:0.015121,0.017602 Initialization: 6.666000 Memcpy Classifiers: 0.438000 Memcpy Instances: 10.149000 Kernel 1: 0.026000 Kernel 2: 115.834999 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.004508 0.689655 fi:0.410337. Ave ac:0.014065,0.015439 Initialization: 6.598000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.610000 Kernel 1: 0.027000 Kernel 2: 112.302002 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.004959 0.709677 fi:0.390143. Ave ac:0.012628,0.014198 Initialization: 6.451000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.872000 Kernel 1: 0.026000 Kernel 2: 109.863998 Copyback: 0.018000 Sum: 0.029000 It 4,Best ac:0.004734 0.807692 fi:0.292214. Ave ac:0.012225,0.011251 Initialization: 6.579000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.865000 Kernel 1: 0.026000 Kernel 2: 109.740997 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.007214 0.711111 fi:0.387859. Ave ac:0.011075,0.011323 Initialization: 6.512000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.899000 Kernel 1: 0.024000 Kernel 2: 109.195000 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.007439 0.767442 fi:0.331445. Ave ac:0.011835,0.012061 Initialization: 6.527000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.192000 Kernel 1: 0.026000 Kernel 2: 111.919998 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.004735 0.777778 fi:0.322128. Ave ac:0.011883,0.011636 Initialization: 6.621000 Memcpy Classifiers: 0.644000 Memcpy Instances: 8.865000 Kernel 1: 0.025000 Kernel 2: 113.257004 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.006539 0.763158 fi:0.336067. Ave ac:0.010706,0.010178 Initialization: 6.525000 Memcpy Classifiers: 0.480000 Memcpy Instances: 9.422000 Kernel 1: 0.025000 Kernel 2: 111.058998 Copyback: 0.018000 Sum: 0.028000 It 9,Best ac:0.005861 0.787879 fi:0.311601. Ave ac:0.011565,0.010695 Iteration 10:MDL fitness activated Error 0.311601 TL 0.034452 MDL Theory Length Weight: 3.0148019200 (6) Initialization: 6.533000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.910000 Kernel 1: 0.025000 Kernel 2: 116.369003 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.004283 0.863636 fi:0.375135. Ave ac:0.010070,0.008788 Initialization: 6.850000 Memcpy Classifiers: 0.472000 Memcpy Instances: 8.909000 Kernel 1: 0.027000 Kernel 2: 108.960999 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.007212 0.820513 fi:0.377828. Ave ac:0.009962,0.008243 Initialization: 6.522000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.848000 Kernel 1: 0.026000 Kernel 2: 106.206001 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.006312 0.823529 fi:0.382529. Ave ac:0.010429,0.009761 Initialization: 6.527000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.920000 Kernel 1: 0.025000 Kernel 2: 110.917999 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.004284 0.904762 fi:0.336738. Ave ac:0.011640,0.012946 Initialization: 6.558000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.961000 Kernel 1: 0.025000 Kernel 2: 103.316002 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.004959 0.846154 fi:0.341404. Ave ac:0.010952,0.010358 Initialization: 6.482000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.934000 Kernel 1: 0.023000 Kernel 2: 100.900002 Copyback: 0.018000 Sum: 0.035000 It 15,Best ac:0.009691 0.843137 fi:0.314200. Ave ac:0.010437,0.009468 Initialization: 6.579000 Memcpy Classifiers: 0.363000 Memcpy Instances: 10.215000 Kernel 1: 0.025000 Kernel 2: 100.193001 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.005185 0.884615 fi:0.285236. Ave ac:0.012046,0.014785 Initialization: 7.055000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.859000 Kernel 1: 0.025000 Kernel 2: 97.376999 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.008341 0.822222 fi:0.370885. Ave ac:0.009551,0.012321 Initialization: 6.502000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.885000 Kernel 1: 0.025000 Kernel 2: 99.975998 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.005637 0.892857 fi:0.286336. Ave ac:0.010112,0.011584 Initialization: 6.524000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.905000 Kernel 1: 0.024000 Kernel 2: 93.746002 Copyback: 0.017000 Sum: 0.026000 It 19,Best ac:0.005185 0.884615 fi:0.281471. Ave ac:0.009800,0.009447 Initialization: 6.624000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.833000 Kernel 1: 0.026000 Kernel 2: 90.279999 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.004508 0.869565 fi:0.334791. Ave ac:0.007450,0.010278 Initialization: 6.574000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.826000 Kernel 1: 0.024000 Kernel 2: 89.641998 Copyback: 0.017000 Sum: 0.039000 It 21,Best ac:0.006988 0.837838 fi:0.320031. Ave ac:0.010415,0.010836 Initialization: 7.016000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.843000 Kernel 1: 0.022000 Kernel 2: 89.878998 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.004961 0.956522 fi:0.224558. Ave ac:0.008243,0.006960 Initialization: 6.634000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.997000 Kernel 1: 0.023000 Kernel 2: 89.693001 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.006537 0.878788 fi:0.318109. Ave ac:0.008266,0.007851 Initialization: 6.591000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.838000 Kernel 1: 0.023000 Kernel 2: 88.922997 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.007214 0.780488 fi:0.368096. Ave ac:0.008004,0.008596 Initialization: 6.537000 Memcpy Classifiers: 0.513000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 91.228996 Copyback: 0.024000 Sum: 0.039000 It 25,Best ac:0.004509 0.833333 fi:0.335222. Ave ac:0.008211,0.010193 Initialization: 7.785000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.163000 Kernel 1: 0.023000 Kernel 2: 91.624001 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.004959 0.916667 fi:0.296214. Ave ac:0.010426,0.014231 Initialization: 6.778000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.013000 Kernel 1: 0.024000 Kernel 2: 93.694000 Copyback: 0.017000 Sum: 0.038000 It 27,Best ac:0.004510 0.909091 fi:0.276589. Ave ac:0.011835,0.015674 Initialization: 6.732000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.108000 Kernel 1: 0.024000 Kernel 2: 90.820000 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.005636 0.892857 fi:0.289861. Ave ac:0.009523,0.013175 Initialization: 6.745000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 89.973000 Copyback: 0.372000 Sum: 0.033000 It 29,Best ac:0.005861 0.896552 fi:0.293203. Ave ac:0.012658,0.022991 Initialization: 6.610000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.607000 Kernel 1: 0.023000 Kernel 2: 88.056000 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.006312 0.848485 fi:0.296963. Ave ac:0.010391,0.012721 Initialization: 6.512000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.772000 Kernel 1: 0.023000 Kernel 2: 88.150002 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.007663 0.871795 fi:0.279134. Ave ac:0.013432,0.024397 MDL Theory Length Weight: 2.7133217280 (10) Initialization: 6.598000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.860000 Kernel 1: 0.023000 Kernel 2: 87.249001 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.007439 0.942857 fi:0.250185. Ave ac:0.011545,0.020976 Initialization: 6.514000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.831000 Kernel 1: 0.024000 Kernel 2: 88.615997 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.005862 0.896552 fi:0.248959. Ave ac:0.012383,0.019777 Initialization: 23.875999 Memcpy Instances: 441.381012 Memcpy Classifiers: 0.067000 Kernel 1: 0.024000 Kernel 2: 459.971985 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 465.290985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 478.368011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 466.994995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 467.406006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 451.710999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 457.157013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 445.015991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 460.424988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 463.664001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 473.618988 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 471.897003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 424.205994 Copyback: 0.369000 Sum: 0.001000 It 34,Best ac:0.005442 0.705435 fi:0.435726. Ave ac:0.015135,0.057189 Best acc 0.005442 0.705435 Rule:Att PSSM_-4_15 is [-6.070220,7.617409]|Att PSSM_-4_18 is [<9.716517]|Att PSSM_-3_19 is [<5.325530]|Att PSSM_-1_4 is [-7.318727,-2.843742]|Att PSSM_0_7 is [<-3.621849]|Att PSSM_0_12 is [<-2.335246]|Att PSSM_1_19 is [-1.074670,4.582995]|Att PSSM_3_12 is [-6.160798,-1.686025]|Att PSSM_4_15 is [-6.647787,-1.352213]|1 Accuracy : 0.739160 0 1 161604 2476 58727 11831 Removed 1466 instances. 220331 Instances left. Acc of rule 0.004919-0.744202 Initialization: 6.559000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.866000 Kernel 1: 0.025000 Kernel 2: 110.172997 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.005158 accuracy2:0.252738 Initialization: 6.796000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.843000 Kernel 1: 0.024000 Kernel 2: 111.834999 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.004993 0.594595 fi:0.505191. Ave ac:0.009809,0.012422 Initialization: 6.501000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.352000 Kernel 1: 0.023000 Kernel 2: 114.794998 Copyback: 0.018000 Sum: 0.035000 It 1,Best ac:0.008169 0.666667 fi:0.431909. Ave ac:0.013273,0.014744 Initialization: 6.589000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.964000 Kernel 1: 0.023000 Kernel 2: 115.757004 Copyback: 0.018000 Sum: 0.031000 It 2,Best ac:0.008623 0.716981 fi:0.381421. Ave ac:0.014972,0.018911 Initialization: 6.616000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.839000 Kernel 1: 0.023000 Kernel 2: 112.930000 Copyback: 0.017000 Sum: 0.038000 It 3,Best ac:0.005219 0.821429 fi:0.278272. Ave ac:0.012041,0.013406 Initialization: 6.475000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 114.610001 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.005220 0.793103 fi:0.306595. Ave ac:0.011557,0.011855 Initialization: 6.592000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.847000 Kernel 1: 0.023000 Kernel 2: 117.308998 Copyback: 0.023000 Sum: 0.038000 It 5,Best ac:0.004992 0.758621 fi:0.341166. Ave ac:0.008980,0.008588 Initialization: 7.434000 Memcpy Classifiers: 0.645000 Memcpy Instances: 9.987000 Kernel 1: 0.022000 Kernel 2: 116.835999 Copyback: 0.017000 Sum: 0.038000 It 6,Best ac:0.004311 0.826087 fi:0.298655. Ave ac:0.008570,0.007799 Initialization: 6.500000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.824000 Kernel 1: 0.024000 Kernel 2: 116.412003 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.006807 0.789474 fi:0.309621. Ave ac:0.008842,0.007818 Initialization: 6.492000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 114.654999 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.005900 0.928571 fi:0.170867. Ave ac:0.008540,0.007298 Initialization: 6.457000 Memcpy Classifiers: 0.421000 Memcpy Instances: 8.890000 Kernel 1: 0.023000 Kernel 2: 114.985001 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.007488 0.767442 fi:0.331393. Ave ac:0.008078,0.007269 Iteration 10:MDL fitness activated Error 0.331393 TL 0.026732 MDL Theory Length Weight: 4.1322374709 (2) Initialization: 6.549000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.846000 Kernel 1: 0.024000 Kernel 2: 112.859001 Copyback: 0.017000 Sum: 0.039000 It 10,Best ac:0.005673 0.862069 fi:0.366839. Ave ac:0.008385,0.008253 Initialization: 6.654000 Memcpy Classifiers: 0.401000 Memcpy Instances: 8.832000 Kernel 1: 0.023000 Kernel 2: 111.571999 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.003857 0.944444 fi:0.403827. Ave ac:0.012199,0.011394 Initialization: 6.512000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.884000 Kernel 1: 0.024000 Kernel 2: 106.960999 Copyback: 0.016000 Sum: 0.040000 It 12,Best ac:0.005219 0.884615 fi:0.366447. Ave ac:0.014582,0.012172 Initialization: 6.569000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.824000 Kernel 1: 0.024000 Kernel 2: 102.482002 Copyback: 0.017000 Sum: 0.041000 It 13,Best ac:0.004539 0.869565 fi:0.338806. Ave ac:0.014303,0.012468 Initialization: 6.949000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.835000 Kernel 1: 0.024000 Kernel 2: 100.985001 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.006127 0.931034 fi:0.304942. Ave ac:0.014698,0.012649 Initialization: 6.541000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 96.865997 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.004539 0.952381 fi:0.292672. Ave ac:0.013100,0.013211 Initialization: 6.455000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.938000 Kernel 1: 0.023000 Kernel 2: 94.301003 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.006355 0.823529 fi:0.412082. Ave ac:0.011188,0.010801 Initialization: 6.701000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.305000 Kernel 1: 0.023000 Kernel 2: 94.866997 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.004311 0.950000 fi:0.319431. Ave ac:0.014394,0.013582 Initialization: 6.480000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 95.417999 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.008396 0.840909 fi:0.353278. Ave ac:0.011660,0.009210 Initialization: 6.455000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.281000 Kernel 1: 0.022000 Kernel 2: 92.050003 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.006809 0.857143 fi:0.323495. Ave ac:0.012108,0.011618 Initialization: 6.502000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.324000 Kernel 1: 0.023000 Kernel 2: 91.749001 Copyback: 0.017000 Sum: 0.049000 It 20,Best ac:0.006580 0.852941 fi:0.325447. Ave ac:0.011792,0.011417 Initialization: 6.493000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.846000 Kernel 1: 0.024000 Kernel 2: 88.210999 Copyback: 0.017000 Sum: 0.040000 It 21,Best ac:0.004538 0.869565 fi:0.328627. Ave ac:0.011311,0.011766 Initialization: 6.530000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.823000 Kernel 1: 0.024000 Kernel 2: 86.014999 Copyback: 0.017000 Sum: 0.037000 It 22,Best ac:0.007034 0.939394 fi:0.268325. Ave ac:0.011280,0.009582 Initialization: 6.560000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.871000 Kernel 1: 0.024000 Kernel 2: 85.324997 Copyback: 0.017000 Sum: 0.039000 It 23,Best ac:0.005673 0.925926 fi:0.285371. Ave ac:0.010254,0.010020 Initialization: 6.415000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 82.639000 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.005674 0.925926 fi:0.282902. Ave ac:0.012826,0.012735 Initialization: 6.453000 Memcpy Classifiers: 0.392000 Memcpy Instances: 8.826000 Kernel 1: 0.023000 Kernel 2: 83.322998 Copyback: 0.017000 Sum: 0.036000 It 25,Best ac:0.005673 0.892857 fi:0.281350. Ave ac:0.013349,0.014152 Initialization: 6.544000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.854000 Kernel 1: 0.023000 Kernel 2: 81.203003 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.005674 0.892857 fi:0.270215. Ave ac:0.010676,0.010498 Initialization: 6.586000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.824000 Kernel 1: 0.023000 Kernel 2: 79.424004 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.005447 0.857143 fi:0.330760. Ave ac:0.012217,0.012009 Initialization: 6.540000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.904000 Kernel 1: 0.023000 Kernel 2: 81.216003 Copyback: 0.017000 Sum: 0.036000 It 28,Best ac:0.004538 0.952381 fi:0.249601. Ave ac:0.010779,0.009856 Initialization: 6.429000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.345000 Kernel 1: 0.023000 Kernel 2: 80.084000 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.006354 0.875000 fi:0.293818. Ave ac:0.011066,0.010624 Initialization: 6.503000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.867000 Kernel 1: 0.022000 Kernel 2: 78.038002 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.005447 0.960000 fi:0.253952. Ave ac:0.012095,0.011472 Initialization: 6.499000 Memcpy Classifiers: 0.270000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 79.636002 Copyback: 0.018000 Sum: 0.031000 It 31,Best ac:0.008396 0.860465 fi:0.290674. Ave ac:0.012122,0.010958 Initialization: 6.514000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.884000 Kernel 1: 0.023000 Kernel 2: 77.616997 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.004539 0.869565 fi:0.309866. Ave ac:0.011086,0.011370 Initialization: 6.559000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 78.919998 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.006127 0.964286 fi:0.218596. Ave ac:0.012516,0.011741 Initialization: 23.993000 Memcpy Instances: 434.041992 Memcpy Classifiers: 0.063000 Kernel 1: 0.027000 Kernel 2: 443.781006 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 443.666992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 425.171997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 430.208008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 433.473999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 431.527008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 425.481995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 423.769012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 427.812012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 423.592010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 431.282990 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 432.855011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 215.186996 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005437 0.737685 fi:0.431482. Ave ac:0.010785,0.037045 Best acc 0.005437 0.737685 Initialization: 7.052000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.912000 Kernel 1: 0.026000 Kernel 2: 107.720001 Copyback: 0.018000 Sum: 0.050000 Initial population average accuracy1:0.005883 accuracy2:0.257414 Initialization: 6.599000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.846000 Kernel 1: 0.024000 Kernel 2: 110.148003 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.006355 0.622222 fi:0.477043. Ave ac:0.011540,0.017652 Initialization: 6.525000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.844000 Kernel 1: 0.026000 Kernel 2: 110.259003 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.004766 0.677419 fi:0.422452. Ave ac:0.015309,0.021073 Initialization: 6.512000 Memcpy Classifiers: 0.475000 Memcpy Instances: 8.894000 Kernel 1: 0.024000 Kernel 2: 111.742996 Copyback: 0.372000 Sum: 0.034000 It 2,Best ac:0.008169 0.631579 fi:0.466996. Ave ac:0.015844,0.020114 Initialization: 6.536000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.061000 Kernel 1: 0.023000 Kernel 2: 108.278000 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.005673 0.735294 fi:0.364233. Ave ac:0.015995,0.017783 Initialization: 6.469000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.897000 Kernel 1: 0.023000 Kernel 2: 106.021004 Copyback: 0.016000 Sum: 0.031000 It 4,Best ac:0.016795 0.666667 fi:0.428614. Ave ac:0.016099,0.017957 Initialization: 6.494000 Memcpy Classifiers: 0.439000 Memcpy Instances: 8.841000 Kernel 1: 0.024000 Kernel 2: 106.495003 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.006355 0.736842 fi:0.362423. Ave ac:0.017301,0.019848 Initialization: 6.569000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.275000 Kernel 1: 0.023000 Kernel 2: 106.635002 Copyback: 0.017000 Sum: 0.038000 It 6,Best ac:0.005219 0.766667 fi:0.333034. Ave ac:0.017276,0.019745 Initialization: 6.525000 Memcpy Classifiers: 0.461000 Memcpy Instances: 8.880000 Kernel 1: 0.024000 Kernel 2: 106.070999 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004992 0.758621 fi:0.341166. Ave ac:0.015038,0.015812 Initialization: 6.905000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.899000 Kernel 1: 0.023000 Kernel 2: 103.847000 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004765 0.807692 fi:0.292181. Ave ac:0.013789,0.012265 Initialization: 6.537000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.831000 Kernel 1: 0.024000 Kernel 2: 99.362000 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.004539 0.833333 fi:0.266625. Ave ac:0.013831,0.013150 Iteration 10:MDL fitness activated Error 0.266625 TL 0.028454 MDL Theory Length Weight: 3.1234131899 (1) Initialization: 6.654000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.855000 Kernel 1: 0.024000 Kernel 2: 99.633003 Copyback: 0.018000 Sum: 0.029000 It 10,Best ac:0.005446 0.857143 fi:0.333120. Ave ac:0.011040,0.010952 Initialization: 6.583000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.821000 Kernel 1: 0.023000 Kernel 2: 96.417999 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.006354 0.848485 fi:0.328804. Ave ac:0.012181,0.011860 Initialization: 6.545000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.817000 Kernel 1: 0.023000 Kernel 2: 93.619003 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.004311 0.863636 fi:0.342682. Ave ac:0.012902,0.014346 Initialization: 6.613000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.873000 Kernel 1: 0.023000 Kernel 2: 91.484001 Copyback: 0.018000 Sum: 0.033000 It 13,Best ac:0.005446 0.827586 fi:0.334800. Ave ac:0.012107,0.012766 Initialization: 6.632000 Memcpy Classifiers: 0.448000 Memcpy Instances: 11.383000 Kernel 1: 0.022000 Kernel 2: 93.251999 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.004992 0.916667 fi:0.256727. Ave ac:0.012218,0.012192 Initialization: 6.538000 Memcpy Classifiers: 0.401000 Memcpy Instances: 10.167000 Kernel 1: 0.022000 Kernel 2: 92.296997 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.004765 0.913043 fi:0.266906. Ave ac:0.010200,0.012011 Initialization: 6.523000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.803000 Kernel 1: 0.023000 Kernel 2: 87.070000 Copyback: 0.018000 Sum: 0.032000 It 16,Best ac:0.005220 0.884615 fi:0.288778. Ave ac:0.010577,0.012580 Initialization: 6.367000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.953000 Kernel 1: 0.022000 Kernel 2: 87.280998 Copyback: 0.018000 Sum: 0.031000 It 17,Best ac:0.004993 0.880000 fi:0.309977. Ave ac:0.010308,0.009318 Initialization: 6.529000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.955000 Kernel 1: 0.023000 Kernel 2: 87.095001 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.006580 0.906250 fi:0.252444. Ave ac:0.009983,0.009221 Initialization: 6.717000 Memcpy Classifiers: 0.343000 Memcpy Instances: 10.190000 Kernel 1: 0.022000 Kernel 2: 86.757004 Copyback: 0.016000 Sum: 0.036000 It 19,Best ac:0.004311 0.904762 fi:0.292749. Ave ac:0.009593,0.010235 Initialization: 6.491000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.819000 Kernel 1: 0.025000 Kernel 2: 84.865997 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004993 0.880000 fi:0.285420. Ave ac:0.008729,0.010197 Initialization: 6.504000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.814000 Kernel 1: 0.023000 Kernel 2: 84.874001 Copyback: 0.018000 Sum: 0.037000 It 21,Best ac:0.004539 0.909091 fi:0.253358. Ave ac:0.011153,0.011434 Initialization: 6.568000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.844000 Kernel 1: 0.024000 Kernel 2: 82.866997 Copyback: 0.017000 Sum: 0.037000 It 22,Best ac:0.004993 0.916667 fi:0.256725. Ave ac:0.010119,0.011358 Initialization: 6.604000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.863000 Kernel 1: 0.024000 Kernel 2: 83.596001 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.007036 0.794872 fi:0.365718. Ave ac:0.009908,0.010973 Initialization: 6.600000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.837000 Kernel 1: 0.023000 Kernel 2: 84.306000 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.005219 0.920000 fi:0.251463. Ave ac:0.011173,0.014028 Initialization: 7.310000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.234000 Kernel 1: 0.023000 Kernel 2: 84.887001 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.004311 0.904762 fi:0.282634. Ave ac:0.009661,0.010881 Initialization: 6.651000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 83.235001 Copyback: 0.018000 Sum: 0.039000 It 26,Best ac:0.008171 0.765957 fi:0.380103. Ave ac:0.009233,0.010840 Initialization: 6.540000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 81.342003 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.007263 0.842105 fi:0.305536. Ave ac:0.011223,0.015750 Initialization: 6.562000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.867000 Kernel 1: 0.023000 Kernel 2: 83.237000 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.003857 0.944444 fi:0.337352. Ave ac:0.011515,0.013999 Initialization: 6.438000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.956000 Kernel 1: 0.024000 Kernel 2: 82.026001 Copyback: 0.032000 Sum: 0.034000 It 29,Best ac:0.007261 0.914286 fi:0.232744. Ave ac:0.011266,0.012687 Initialization: 6.640000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.848000 Kernel 1: 0.023000 Kernel 2: 81.591003 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.006352 0.823529 fi:0.310257. Ave ac:0.009396,0.012655 Initialization: 6.517000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.819000 Kernel 1: 0.024000 Kernel 2: 80.753998 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.005447 0.857143 fi:0.293920. Ave ac:0.010791,0.014697 Initialization: 6.518000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.841000 Kernel 1: 0.025000 Kernel 2: 83.079002 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.005220 0.851852 fi:0.295008. Ave ac:0.012917,0.018184 Initialization: 6.522000 Memcpy Classifiers: 0.282000 Memcpy Instances: 9.368000 Kernel 1: 0.023000 Kernel 2: 81.577003 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.007036 0.911765 fi:0.235349. Ave ac:0.010045,0.012511 Initialization: 24.042000 Memcpy Instances: 435.812988 Memcpy Classifiers: 0.069000 Kernel 1: 0.024000 Kernel 2: 451.712006 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 446.915009 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.068000 Kernel 1: 0.015000 Kernel 2: 453.075012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 456.897003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 452.760010 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 458.580994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 466.299988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 451.915009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 465.368988 Copyback: 0.021000 Sum: 0.007000 Memcpy Classifiers: 0.070000 Kernel 1: 0.022000 Kernel 2: 463.182007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 448.580994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 446.419006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 221.968002 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.007480 0.704575 fi:0.441751. Ave ac:0.010641,0.036647 Best acc 0.007480 0.704575 Rule:Att PSSM_0_8 is [-5.135288,7.738699]|Att PSSM_0_12 is [<-3.978780]|Att PSSM_0_20 is [>-2.585649]|Att PSSM_1_12 is [<-3.991668]|Att PSSM_3_5 is [-3.770327,6.744472]|Att PSSM_4_7 is [<0.080949]|1 Accuracy : 0.742450 0 1 161178 2902 57529 13029 Removed 1624 instances. 218707 Instances left. Acc of rule 0.005437-0.737685 Initialization: 6.477000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.828000 Kernel 1: 0.026000 Kernel 2: 110.871002 Copyback: 0.020000 Sum: 0.051000 Initial population average accuracy1:0.006256 accuracy2:0.246130 Initialization: 6.419000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.277000 Kernel 1: 0.022000 Kernel 2: 117.260002 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.004574 0.645161 fi:0.454761. Ave ac:0.012785,0.016958 Initialization: 6.403000 Memcpy Classifiers: 0.445000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 115.418999 Copyback: 0.018000 Sum: 0.034000 It 1,Best ac:0.006173 0.692308 fi:0.406998. Ave ac:0.015418,0.018885 Initialization: 6.441000 Memcpy Classifiers: 0.478000 Memcpy Instances: 9.089000 Kernel 1: 0.023000 Kernel 2: 112.700996 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.006629 0.674419 fi:0.424710. Ave ac:0.015100,0.020441 Initialization: 6.411000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 106.967003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.008004 0.700000 fi:0.398596. Ave ac:0.012909,0.014532 Initialization: 6.480000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.808000 Kernel 1: 0.025000 Kernel 2: 109.949997 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004801 0.724138 fi:0.375696. Ave ac:0.013676,0.015845 Initialization: 6.436000 Memcpy Classifiers: 0.473000 Memcpy Instances: 8.823000 Kernel 1: 0.024000 Kernel 2: 104.073997 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.007546 0.804878 fi:0.293895. Ave ac:0.013232,0.015478 Initialization: 6.457000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.807000 Kernel 1: 0.023000 Kernel 2: 101.958000 Copyback: 0.017000 Sum: 0.038000 It 6,Best ac:0.004571 0.833333 fi:0.266591. Ave ac:0.010092,0.011889 Initialization: 6.524000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.807000 Kernel 1: 0.024000 Kernel 2: 104.950996 Copyback: 0.020000 Sum: 0.030000 It 7,Best ac:0.004344 0.904762 fi:0.201730. Ave ac:0.012854,0.013772 Initialization: 6.981000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.936000 Kernel 1: 0.023000 Kernel 2: 100.761002 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.004345 0.826087 fi:0.279628. Ave ac:0.010784,0.011402 Initialization: 6.495000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.877000 Kernel 1: 0.024000 Kernel 2: 100.644997 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.004344 0.863636 fi:0.242855. Ave ac:0.010996,0.012157 Iteration 10:MDL fitness activated Error 0.242855 TL 0.038368 MDL Theory Length Weight: 2.1098824418 (3) Initialization: 6.479000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.826000 Kernel 1: 0.024000 Kernel 2: 94.574997 Copyback: 0.017000 Sum: 0.037000 It 10,Best ac:0.008918 0.780000 fi:0.356585. Ave ac:0.008850,0.009293 Initialization: 6.465000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.807000 Kernel 1: 0.024000 Kernel 2: 93.785004 Copyback: 0.018000 Sum: 0.034000 It 11,Best ac:0.009371 0.745455 fi:0.430838. Ave ac:0.010475,0.011158 Initialization: 7.482000 Memcpy Classifiers: 0.478000 Memcpy Instances: 8.968000 Kernel 1: 0.022000 Kernel 2: 92.056999 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.005486 0.827586 fi:0.356798. Ave ac:0.010139,0.010345 Initialization: 6.523000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.842000 Kernel 1: 0.023000 Kernel 2: 90.889999 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.008457 0.880952 fi:0.297244. Ave ac:0.011822,0.014037 Initialization: 6.508000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.468000 Kernel 1: 0.023000 Kernel 2: 90.608002 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.004343 0.863636 fi:0.310625. Ave ac:0.009366,0.009951 Initialization: 6.550000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.871000 Kernel 1: 0.023000 Kernel 2: 94.264000 Copyback: 0.018000 Sum: 0.032000 It 15,Best ac:0.005716 0.833333 fi:0.310001. Ave ac:0.009118,0.011719 Initialization: 6.494000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.832000 Kernel 1: 0.025000 Kernel 2: 91.431999 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.005944 0.866667 fi:0.297487. Ave ac:0.009874,0.009819 Initialization: 6.431000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 92.056999 Copyback: 0.017000 Sum: 0.037000 It 17,Best ac:0.005487 0.800000 fi:0.365431. Ave ac:0.007233,0.006571 Initialization: 6.982000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.859000 Kernel 1: 0.024000 Kernel 2: 91.700996 Copyback: 0.016000 Sum: 0.031000 It 18,Best ac:0.006630 0.878788 fi:0.258279. Ave ac:0.008186,0.007554 Initialization: 6.902000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.857000 Kernel 1: 0.023000 Kernel 2: 91.564003 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.004571 0.952381 fi:0.218846. Ave ac:0.007552,0.007042 Initialization: 6.385000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.878000 Kernel 1: 0.024000 Kernel 2: 91.271004 Copyback: 0.023000 Sum: 0.035000 It 20,Best ac:0.005030 0.880000 fi:0.276741. Ave ac:0.006276,0.005768 Initialization: 6.535000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.859000 Kernel 1: 0.024000 Kernel 2: 91.771004 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.010288 0.849057 fi:0.326944. Ave ac:0.007409,0.006809 Initialization: 6.471000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.856000 Kernel 1: 0.023000 Kernel 2: 91.161003 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.004574 0.952381 fi:0.215312. Ave ac:0.007375,0.005495 Initialization: 6.421000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 91.665001 Copyback: 0.020000 Sum: 0.034000 It 23,Best ac:0.005717 0.925926 fi:0.233439. Ave ac:0.006900,0.005006 Initialization: 6.455000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.855000 Kernel 1: 0.024000 Kernel 2: 92.733002 Copyback: 0.018000 Sum: 0.041000 It 24,Best ac:0.005716 0.806452 fi:0.361064. Ave ac:0.006634,0.004245 Initialization: 6.902000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.891000 Kernel 1: 0.023000 Kernel 2: 93.853996 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.004344 0.863636 fi:0.284096. Ave ac:0.007294,0.006168 Initialization: 6.975000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.848000 Kernel 1: 0.023000 Kernel 2: 92.892998 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.004800 0.840000 fi:0.300854. Ave ac:0.008320,0.006940 Initialization: 6.454000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 94.985001 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.004571 0.909091 fi:0.269556. Ave ac:0.008443,0.006331 Initialization: 6.991000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.207000 Kernel 1: 0.022000 Kernel 2: 91.037003 Copyback: 0.018000 Sum: 0.040000 It 28,Best ac:0.006859 0.857143 fi:0.274005. Ave ac:0.006374,0.005036 Initialization: 6.458000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.301000 Kernel 1: 0.023000 Kernel 2: 91.500999 Copyback: 0.018000 Sum: 0.033000 It 29,Best ac:0.004571 0.909091 fi:0.227002. Ave ac:0.005840,0.005916 Initialization: 6.637000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.169000 Kernel 1: 0.022000 Kernel 2: 91.795998 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.004344 0.950000 fi:0.208308. Ave ac:0.007795,0.008218 Initialization: 6.369000 Memcpy Classifiers: 0.390000 Memcpy Instances: 9.204000 Kernel 1: 0.022000 Kernel 2: 90.527000 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.005944 0.896552 fi:0.265614. Ave ac:0.007960,0.007836 Initialization: 6.448000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.007000 Kernel 1: 0.023000 Kernel 2: 89.757004 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.006173 0.900000 fi:0.245032. Ave ac:0.007469,0.006898 Initialization: 6.469000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.917000 Kernel 1: 0.023000 Kernel 2: 91.241997 Copyback: 0.016000 Sum: 0.040000 It 33,Best ac:0.010974 0.857143 fi:0.287310. Ave ac:0.005957,0.004638 Initialization: 24.980000 Memcpy Instances: 429.005005 Memcpy Classifiers: 0.071000 Kernel 1: 0.023000 Kernel 2: 510.438995 Copyback: 0.016000 Sum: 0.010000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 498.908997 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 497.296997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 502.988007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 488.433990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 485.596008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 496.260986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 489.955994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 498.791992 Copyback: 0.367000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 492.772003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 492.243011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 493.658997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 164.953995 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.056066 0.734164 fi:0.416880. Ave ac:0.006877,0.022492 Best acc 0.056066 0.734164 Initialization: 6.493000 Memcpy Classifiers: 0.595000 Memcpy Instances: 8.818000 Kernel 1: 0.025000 Kernel 2: 106.639000 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.006162 accuracy2:0.252994 Initialization: 6.443000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.811000 Kernel 1: 0.024000 Kernel 2: 113.324997 Copyback: 0.018000 Sum: 0.048000 It 0,Best ac:0.004114 0.600000 fi:0.553518. Ave ac:0.013314,0.018506 Initialization: 7.036000 Memcpy Classifiers: 0.490000 Memcpy Instances: 8.952000 Kernel 1: 0.023000 Kernel 2: 116.282997 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.004801 0.700000 fi:0.399834. Ave ac:0.016738,0.019882 Initialization: 6.407000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.858000 Kernel 1: 0.025000 Kernel 2: 110.999001 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.005029 0.687500 fi:0.412247. Ave ac:0.016421,0.019116 Initialization: 7.002000 Memcpy Classifiers: 0.472000 Memcpy Instances: 9.360000 Kernel 1: 0.023000 Kernel 2: 109.101997 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.006859 0.731707 fi:0.367333. Ave ac:0.015719,0.015897 Initialization: 6.389000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.070000 Kernel 1: 0.024000 Kernel 2: 105.824997 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004344 0.826087 fi:0.280405. Ave ac:0.013807,0.014047 Initialization: 6.441000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.815000 Kernel 1: 0.024000 Kernel 2: 102.681999 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.004344 0.826087 fi:0.279628. Ave ac:0.012856,0.013498 Initialization: 6.432000 Memcpy Classifiers: 0.512000 Memcpy Instances: 8.859000 Kernel 1: 0.025000 Kernel 2: 102.045998 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.005030 0.846154 fi:0.253593. Ave ac:0.011760,0.010506 Initialization: 6.795000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.813000 Kernel 1: 0.024000 Kernel 2: 99.056999 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.007316 0.864865 fi:0.233996. Ave ac:0.011680,0.010662 Initialization: 6.441000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.820000 Kernel 1: 0.024000 Kernel 2: 101.252998 Copyback: 0.016000 Sum: 0.030000 It 8,Best ac:0.005716 0.781250 fi:0.318230. Ave ac:0.012093,0.011928 Initialization: 6.409000 Memcpy Classifiers: 0.429000 Memcpy Instances: 8.809000 Kernel 1: 0.025000 Kernel 2: 100.066002 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.005030 0.880000 fi:0.219745. Ave ac:0.010822,0.010905 Iteration 10:MDL fitness activated Error 0.219745 TL 0.041286 MDL Theory Length Weight: 1.7741822870 (1) Initialization: 6.639000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.815000 Kernel 1: 0.024000 Kernel 2: 99.943001 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.006401 0.823529 fi:0.331540. Ave ac:0.008826,0.009209 Initialization: 6.478000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.909000 Kernel 1: 0.024000 Kernel 2: 96.598000 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.004801 0.807692 fi:0.357151. Ave ac:0.008861,0.009467 Initialization: 6.439000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.825000 Kernel 1: 0.024000 Kernel 2: 98.042000 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.005258 0.851852 fi:0.290568. Ave ac:0.009939,0.010356 Initialization: 6.369000 Memcpy Classifiers: 0.420000 Memcpy Instances: 8.889000 Kernel 1: 0.024000 Kernel 2: 94.162003 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.004801 1.000000 fi:0.171352. Ave ac:0.010654,0.011669 Initialization: 6.499000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.855000 Kernel 1: 0.024000 Kernel 2: 93.692001 Copyback: 0.018000 Sum: 0.036000 It 14,Best ac:0.004572 0.869565 fi:0.268053. Ave ac:0.010815,0.011719 Initialization: 6.661000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.916000 Kernel 1: 0.023000 Kernel 2: 94.524002 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.003658 1.000000 fi:0.299185. Ave ac:0.008824,0.009276 Initialization: 6.443000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 93.126999 Copyback: 0.016000 Sum: 0.033000 It 16,Best ac:0.004572 0.869565 fi:0.289185. Ave ac:0.010615,0.011838 Initialization: 6.563000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.843000 Kernel 1: 0.024000 Kernel 2: 94.750999 Copyback: 0.017000 Sum: 0.037000 It 17,Best ac:0.005716 0.833333 fi:0.314955. Ave ac:0.010400,0.014003 Initialization: 6.485000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.284000 Kernel 1: 0.023000 Kernel 2: 92.606003 Copyback: 0.016000 Sum: 0.032000 It 18,Best ac:0.005029 0.880000 fi:0.271903. Ave ac:0.010790,0.009906 Initialization: 6.511000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.815000 Kernel 1: 0.024000 Kernel 2: 90.653999 Copyback: 0.018000 Sum: 0.032000 It 19,Best ac:0.005031 0.880000 fi:0.263981. Ave ac:0.008395,0.007712 Initialization: 6.521000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.225000 Kernel 1: 0.023000 Kernel 2: 87.517998 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.005487 0.888889 fi:0.265327. Ave ac:0.009047,0.007685 Initialization: 6.596000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.817000 Kernel 1: 0.024000 Kernel 2: 87.676003 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.004572 0.869565 fi:0.289689. Ave ac:0.008462,0.006605 Initialization: 6.527000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.936000 Kernel 1: 0.024000 Kernel 2: 90.007004 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.007771 0.918919 fi:0.223171. Ave ac:0.008173,0.007033 MDL Theory Length Weight: 1.5967640583 (10) Initialization: 6.483000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.844000 Kernel 1: 0.024000 Kernel 2: 90.661003 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.005258 0.920000 fi:0.235880. Ave ac:0.009193,0.007615 Initialization: 6.535000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.862000 Kernel 1: 0.023000 Kernel 2: 89.246002 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.009145 0.930233 fi:0.207751. Ave ac:0.007963,0.006092 Initialization: 6.422000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.879000 Kernel 1: 0.024000 Kernel 2: 88.236000 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.005257 0.920000 fi:0.233924. Ave ac:0.007481,0.005515 Initialization: 6.484000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 89.575996 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.007775 0.894737 fi:0.248917. Ave ac:0.008403,0.006101 Initialization: 6.481000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.882000 Kernel 1: 0.024000 Kernel 2: 86.515999 Copyback: 0.371000 Sum: 0.032000 It 27,Best ac:0.004572 0.869565 fi:0.286470. Ave ac:0.008359,0.005959 Initialization: 6.512000 Memcpy Classifiers: 0.369000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 89.231003 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.004344 0.863636 fi:0.296681. Ave ac:0.006771,0.005155 Initialization: 6.422000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.385000 Kernel 1: 0.023000 Kernel 2: 89.777000 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.006629 0.852941 fi:0.286972. Ave ac:0.008270,0.006109 Initialization: 6.436000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.859000 Kernel 1: 0.024000 Kernel 2: 87.890999 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.004116 0.900000 fi:0.295562. Ave ac:0.006878,0.005303 Initialization: 6.437000 Memcpy Classifiers: 0.374000 Memcpy Instances: 8.812000 Kernel 1: 0.024000 Kernel 2: 89.998001 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.005714 0.892857 fi:0.244285. Ave ac:0.008563,0.006246 Initialization: 6.496000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.931000 Kernel 1: 0.022000 Kernel 2: 89.469002 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.005717 0.961538 fi:0.176175. Ave ac:0.007009,0.004530 Initialization: 6.393000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 88.004997 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.004344 0.950000 fi:0.209701. Ave ac:0.006535,0.004449 Initialization: 24.419001 Memcpy Instances: 433.959991 Memcpy Classifiers: 0.066000 Kernel 1: 0.024000 Kernel 2: 484.850006 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 471.894012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 468.473999 Copyback: 0.017000 Sum: 0.005000 Memcpy Classifiers: 0.065000 Kernel 1: 0.018000 Kernel 2: 477.529999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 474.398987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 467.294006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 475.941010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 476.333008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 470.773987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 476.628998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 478.610992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 473.204010 Copyback: 0.360000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 163.733002 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004751 0.741613 fi:0.399026. Ave ac:0.006843,0.022623 Best acc 0.004751 0.741613 Rule:Att PSSM_-4_12 is [-5.598355,-1.451378]|Att PSSM_-1_16 is [-4.317595,4.317595]|Att PSSM_0_2 is [<-3.443032]|Att PSSM_0_11 is [>-3.901886]|Att PSSM_0_15 is [<-3.382797]|Att PSSM_1_4 is [-6.622332,-2.946349]|Att PSSM_1_5 is [-3.683311,9.911072]|Att PSSM_3_11 is [>-4.964296]|Att PSSM_4_6 is [<-0.281065]|1 Accuracy : 0.745335 0 1 160816 3264 56490 14068 Removed 1401 instances. 217306 Instances left. Acc of rule 0.004751-0.741613 Initialization: 6.463000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.304000 Kernel 1: 0.025000 Kernel 2: 109.080002 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.005641 accuracy2:0.257558 Initialization: 6.402000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.807000 Kernel 1: 0.026000 Kernel 2: 117.461998 Copyback: 0.018000 Sum: 0.060000 It 0,Best ac:0.005524 0.600000 fi:0.499529. Ave ac:0.010307,0.014109 Initialization: 6.916000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.811000 Kernel 1: 0.024000 Kernel 2: 118.968002 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.007135 0.607843 fi:0.491055. Ave ac:0.014056,0.019088 Initialization: 7.189000 Memcpy Classifiers: 0.526000 Memcpy Instances: 8.802000 Kernel 1: 0.023000 Kernel 2: 117.623001 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.006903 0.652174 fi:0.446815. Ave ac:0.013843,0.018247 Initialization: 6.378000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.821000 Kernel 1: 0.024000 Kernel 2: 117.044998 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.004372 0.703704 fi:0.396276. Ave ac:0.014525,0.017934 Initialization: 6.332000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.814000 Kernel 1: 0.024000 Kernel 2: 113.303001 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.005521 0.774194 fi:0.325337. Ave ac:0.014632,0.015786 Initialization: 6.389000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.787000 Kernel 1: 0.025000 Kernel 2: 111.568001 Copyback: 0.017000 Sum: 0.038000 It 5,Best ac:0.004832 0.875000 fi:0.224801. Ave ac:0.011810,0.011406 Initialization: 6.490000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.307000 Kernel 1: 0.024000 Kernel 2: 114.032997 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.004372 0.730769 fi:0.369210. Ave ac:0.012596,0.012414 Initialization: 7.538000 Memcpy Classifiers: 1.271000 Memcpy Instances: 8.789000 Kernel 1: 0.025000 Kernel 2: 112.367996 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.006211 0.794118 fi:0.305143. Ave ac:0.012092,0.012711 Initialization: 6.349000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.842000 Kernel 1: 0.024000 Kernel 2: 107.586998 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.004832 0.750000 fi:0.349801. Ave ac:0.011457,0.010529 Initialization: 6.406000 Memcpy Classifiers: 0.517000 Memcpy Instances: 8.810000 Kernel 1: 0.025000 Kernel 2: 107.490997 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.006211 0.750000 fi:0.349261. Ave ac:0.009395,0.008557 Iteration 10:MDL fitness activated Error 0.349261 TL 0.030787 MDL Theory Length Weight: 3.7814760010 (5) Initialization: 6.412000 Memcpy Classifiers: 0.895000 Memcpy Instances: 8.760000 Kernel 1: 0.024000 Kernel 2: 105.987999 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.005752 0.806452 fi:0.430861. Ave ac:0.009912,0.009884 Initialization: 6.413000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.881000 Kernel 1: 0.024000 Kernel 2: 103.154999 Copyback: 0.018000 Sum: 0.042000 It 11,Best ac:0.005292 0.793103 fi:0.416515. Ave ac:0.011505,0.010824 Initialization: 6.472000 Memcpy Classifiers: 0.400000 Memcpy Instances: 10.507000 Kernel 1: 0.022000 Kernel 2: 101.972000 Copyback: 0.017000 Sum: 0.040000 It 12,Best ac:0.005751 0.757576 fi:0.445226. Ave ac:0.011844,0.012475 Initialization: 6.431000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.799000 Kernel 1: 0.024000 Kernel 2: 100.592003 Copyback: 0.025000 Sum: 0.041000 It 13,Best ac:0.004372 0.904762 fi:0.333319. Ave ac:0.012280,0.012734 Initialization: 6.388000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.760000 Kernel 1: 0.025000 Kernel 2: 100.056999 Copyback: 0.017000 Sum: 0.039000 It 14,Best ac:0.004372 0.863636 fi:0.358764. Ave ac:0.012503,0.012196 Initialization: 6.488000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.824000 Kernel 1: 0.024000 Kernel 2: 99.153000 Copyback: 0.018000 Sum: 0.042000 It 15,Best ac:0.014953 0.802469 fi:0.390623. Ave ac:0.010254,0.009676 Initialization: 6.435000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.522000 Kernel 1: 0.023000 Kernel 2: 100.809998 Copyback: 0.017000 Sum: 0.044000 It 16,Best ac:0.004831 0.875000 fi:0.354098. Ave ac:0.011078,0.010608 Initialization: 6.365000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.935000 Kernel 1: 0.022000 Kernel 2: 99.621002 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.005062 0.846154 fi:0.360465. Ave ac:0.010686,0.011487 Initialization: 6.393000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.809000 Kernel 1: 0.024000 Kernel 2: 103.459999 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.006213 0.771429 fi:0.413893. Ave ac:0.008564,0.009775 Initialization: 6.593000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.778000 Kernel 1: 0.024000 Kernel 2: 104.111000 Copyback: 0.017000 Sum: 0.038000 It 19,Best ac:0.005292 0.884615 fi:0.327769. Ave ac:0.011129,0.010313 Initialization: 6.476000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.308000 Kernel 1: 0.024000 Kernel 2: 100.744003 Copyback: 0.017000 Sum: 0.039000 It 20,Best ac:0.004601 0.952381 fi:0.238503. Ave ac:0.010084,0.010057 Initialization: 6.532000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.792000 Kernel 1: 0.024000 Kernel 2: 101.453003 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.004142 0.947368 fi:0.296885. Ave ac:0.010496,0.009148 Initialization: 6.427000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.808000 Kernel 1: 0.025000 Kernel 2: 98.304001 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.005062 0.956522 fi:0.267950. Ave ac:0.010526,0.009694 Initialization: 6.511000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.762000 Kernel 1: 0.024000 Kernel 2: 100.614998 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.006441 0.875000 fi:0.321195. Ave ac:0.009341,0.008948 Initialization: 6.366000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.869000 Kernel 1: 0.023000 Kernel 2: 96.320000 Copyback: 0.016000 Sum: 0.032000 It 24,Best ac:0.004602 0.869565 fi:0.328326. Ave ac:0.010009,0.009199 Initialization: 6.362000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.880000 Kernel 1: 0.024000 Kernel 2: 98.980003 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.005981 0.838710 fi:0.373453. Ave ac:0.009095,0.008662 Initialization: 6.393000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.846000 Kernel 1: 0.025000 Kernel 2: 95.586998 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.005292 0.958333 fi:0.256775. Ave ac:0.011579,0.010198 Initialization: 6.415000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.837000 Kernel 1: 0.024000 Kernel 2: 94.380997 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.006903 0.882353 fi:0.322860. Ave ac:0.009405,0.007812 Initialization: 6.404000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.790000 Kernel 1: 0.024000 Kernel 2: 98.384003 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.004373 0.863636 fi:0.351224. Ave ac:0.008310,0.008001 Initialization: 6.425000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.793000 Kernel 1: 0.023000 Kernel 2: 93.568001 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.004142 1.000000 fi:0.252273. Ave ac:0.010915,0.010341 MDL Theory Length Weight: 3.4033284009 (10) Initialization: 6.335000 Memcpy Classifiers: 0.390000 Memcpy Instances: 8.834000 Kernel 1: 0.025000 Kernel 2: 90.087997 Copyback: 0.017000 Sum: 0.037000 It 30,Best ac:0.004833 0.875000 fi:0.323142. Ave ac:0.008045,0.008210 Initialization: 6.348000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.791000 Kernel 1: 0.025000 Kernel 2: 90.931000 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.004832 0.954545 fi:0.256616. Ave ac:0.009258,0.009749 Initialization: 6.357000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.937000 Kernel 1: 0.023000 Kernel 2: 91.238998 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.006213 0.843750 fi:0.348655. Ave ac:0.006900,0.005801 Initialization: 6.420000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.775000 Kernel 1: 0.024000 Kernel 2: 94.237000 Copyback: 0.017000 Sum: 0.035000 It 33,Best ac:0.005063 0.916667 fi:0.270305. Ave ac:0.009549,0.008311 Initialization: 24.417999 Memcpy Instances: 431.605011 Memcpy Classifiers: 0.066000 Kernel 1: 0.026000 Kernel 2: 496.295013 Copyback: 0.014000 Sum: 0.013000 Memcpy Classifiers: 0.058000 Kernel 1: 0.015000 Kernel 2: 483.519989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 478.631989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 508.756989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 486.583008 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.066000 Kernel 1: 0.020000 Kernel 2: 497.333008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 493.468994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 479.273987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.238000 Kernel 1: 0.014000 Kernel 2: 502.209991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 485.256989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 488.045990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 457.729004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 164.112000 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005407 0.753205 fi:0.444713. Ave ac:0.008592,0.028661 Best acc 0.005407 0.753205 Initialization: 6.615000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.861000 Kernel 1: 0.024000 Kernel 2: 106.823997 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.006540 accuracy2:0.247542 Initialization: 6.523000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.759000 Kernel 1: 0.026000 Kernel 2: 116.939003 Copyback: 0.017000 Sum: 0.060000 It 0,Best ac:0.012195 0.552083 fi:0.544838. Ave ac:0.012554,0.015973 Initialization: 6.505000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.767000 Kernel 1: 0.024000 Kernel 2: 115.893997 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.006673 0.725000 fi:0.374081. Ave ac:0.015752,0.017829 Initialization: 6.340000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.755000 Kernel 1: 0.024000 Kernel 2: 116.175003 Copyback: 0.018000 Sum: 0.034000 It 2,Best ac:0.007133 0.659574 fi:0.439327. Ave ac:0.016261,0.017201 Initialization: 6.590000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.769000 Kernel 1: 0.024000 Kernel 2: 115.191002 Copyback: 0.017000 Sum: 0.036000 It 3,Best ac:0.004373 0.791667 fi:0.308313. Ave ac:0.016368,0.017164 Initialization: 6.400000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 111.867996 Copyback: 0.017000 Sum: 0.038000 It 4,Best ac:0.005292 0.821429 fi:0.278192. Ave ac:0.015851,0.016687 Initialization: 6.904000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.962000 Kernel 1: 0.023000 Kernel 2: 109.902000 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.005983 0.838710 fi:0.260641. Ave ac:0.012421,0.012084 Initialization: 6.922000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.009000 Kernel 1: 0.024000 Kernel 2: 107.907997 Copyback: 0.017000 Sum: 0.037000 It 6,Best ac:0.005522 0.827586 fi:0.271945. Ave ac:0.010603,0.012804 Initialization: 6.492000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.768000 Kernel 1: 0.025000 Kernel 2: 102.570999 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.007821 0.790698 fi:0.307933. Ave ac:0.011298,0.015152 Initialization: 6.448000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.748000 Kernel 1: 0.024000 Kernel 2: 103.966003 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004601 0.800000 fi:0.299891. Ave ac:0.010249,0.013740 Initialization: 6.455000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.801000 Kernel 1: 0.024000 Kernel 2: 105.367996 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.004831 0.840000 fi:0.259801. Ave ac:0.010118,0.010569 Iteration 10:MDL fitness activated Error 0.259801 TL 0.045932 MDL Theory Length Weight: 1.8854188779 (1) Initialization: 6.433000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.264000 Kernel 1: 0.024000 Kernel 2: 105.149002 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.004601 0.800000 fi:0.367647. Ave ac:0.008422,0.010893 Initialization: 6.873000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.884000 Kernel 1: 0.024000 Kernel 2: 103.498001 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004601 0.800000 fi:0.340340. Ave ac:0.009961,0.014151 Initialization: 6.281000 Memcpy Classifiers: 0.388000 Memcpy Instances: 8.798000 Kernel 1: 0.023000 Kernel 2: 99.761002 Copyback: 0.019000 Sum: 0.033000 It 12,Best ac:0.005061 0.880000 fi:0.256734. Ave ac:0.013571,0.018218 Initialization: 6.476000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.791000 Kernel 1: 0.024000 Kernel 2: 100.220001 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.004372 0.791667 fi:0.354174. Ave ac:0.010603,0.018149 Initialization: 6.505000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.781000 Kernel 1: 0.025000 Kernel 2: 97.839996 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.007595 0.868421 fi:0.272756. Ave ac:0.011914,0.015714 Initialization: 6.473000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.755000 Kernel 1: 0.025000 Kernel 2: 96.362999 Copyback: 0.016000 Sum: 0.031000 It 15,Best ac:0.004832 0.875000 fi:0.253397. Ave ac:0.012699,0.021752 Initialization: 6.456000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.759000 Kernel 1: 0.024000 Kernel 2: 98.869003 Copyback: 0.021000 Sum: 0.031000 It 16,Best ac:0.005062 0.846154 fi:0.285029. Ave ac:0.012139,0.020943 Initialization: 6.491000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.762000 Kernel 1: 0.023000 Kernel 2: 92.266998 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.005062 0.814815 fi:0.321248. Ave ac:0.012016,0.020757 Initialization: 6.437000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.802000 Kernel 1: 0.024000 Kernel 2: 91.403000 Copyback: 0.016000 Sum: 0.027000 It 18,Best ac:0.004602 0.909091 fi:0.224104. Ave ac:0.013126,0.015937 Initialization: 6.388000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.377000 Kernel 1: 0.024000 Kernel 2: 94.261002 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.004141 0.857143 fi:0.327065. Ave ac:0.012213,0.021818 Initialization: 6.467000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.754000 Kernel 1: 0.024000 Kernel 2: 91.296997 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.004832 0.875000 fi:0.257576. Ave ac:0.012439,0.018868 Initialization: 6.553000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.821000 Kernel 1: 0.023000 Kernel 2: 92.862000 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.007593 0.767442 fi:0.354580. Ave ac:0.011217,0.018473 Initialization: 6.449000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.822000 Kernel 1: 0.023000 Kernel 2: 92.117996 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.004372 0.826087 fi:0.304843. Ave ac:0.011132,0.018743 Initialization: 6.460000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.812000 Kernel 1: 0.024000 Kernel 2: 90.709000 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.005983 0.962963 fi:0.170354. Ave ac:0.012538,0.020002 Initialization: 6.408000 Memcpy Classifiers: 0.371000 Memcpy Instances: 9.013000 Kernel 1: 0.025000 Kernel 2: 91.748001 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.006444 0.903226 fi:0.220466. Ave ac:0.010168,0.014285 Initialization: 6.419000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.841000 Kernel 1: 0.024000 Kernel 2: 95.092003 Copyback: 0.016000 Sum: 0.027000 It 25,Best ac:0.008974 0.780000 fi:0.340027. Ave ac:0.010687,0.018912 Initialization: 6.466000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.791000 Kernel 1: 0.025000 Kernel 2: 96.585999 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.004603 0.833333 fi:0.300979. Ave ac:0.011183,0.018778 Initialization: 6.390000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.809000 Kernel 1: 0.024000 Kernel 2: 92.459999 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.004372 0.950000 fi:0.182241. Ave ac:0.011707,0.020442 Initialization: 6.409000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.215000 Kernel 1: 0.023000 Kernel 2: 93.093002 Copyback: 0.016000 Sum: 0.028000 It 28,Best ac:0.005292 0.793103 fi:0.343703. Ave ac:0.009851,0.017639 Initialization: 6.898000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.767000 Kernel 1: 0.025000 Kernel 2: 94.295998 Copyback: 0.016000 Sum: 0.027000 It 29,Best ac:0.006441 0.933333 fi:0.199645. Ave ac:0.012184,0.018196 Initialization: 6.456000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.762000 Kernel 1: 0.025000 Kernel 2: 92.498001 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.004603 0.869565 fi:0.264639. Ave ac:0.010980,0.019946 Initialization: 6.410000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.750000 Kernel 1: 0.025000 Kernel 2: 94.315002 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.004602 0.869565 fi:0.267892. Ave ac:0.010763,0.019734 Initialization: 6.460000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.854000 Kernel 1: 0.025000 Kernel 2: 91.324997 Copyback: 0.016000 Sum: 0.032000 It 32,Best ac:0.005983 0.764706 fi:0.367421. Ave ac:0.008376,0.011851 MDL Theory Length Weight: 1.6968769901 (10) Initialization: 6.529000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.201000 Kernel 1: 0.024000 Kernel 2: 90.817001 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.005062 0.814815 fi:0.345876. Ave ac:0.008402,0.015527 Initialization: 24.584000 Memcpy Instances: 427.798004 Memcpy Classifiers: 0.068000 Kernel 1: 0.025000 Kernel 2: 504.628998 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 493.227997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 507.348999 Copyback: 0.363000 Sum: 0.006000 Memcpy Classifiers: 0.069000 Kernel 1: 0.021000 Kernel 2: 489.578003 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.017000 Kernel 2: 496.368011 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.068000 Kernel 1: 0.016000 Kernel 2: 504.141998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 493.864014 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 6.964000 Kernel 1: 0.017000 Kernel 2: 492.329010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 503.303009 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.072000 Kernel 1: 0.016000 Kernel 2: 491.109985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 498.397003 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.068000 Kernel 1: 0.017000 Kernel 2: 496.522003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 163.723007 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005711 0.677772 fi:0.452111. Ave ac:0.009975,0.036045 Best acc 0.005711 0.677772 Rule:Att PSSM_-3_12 is [<-1.679221]|Att PSSM_-3_19 is [<9.808264]|Att PSSM_-1_12 is [-6.047174,-1.059260]|Att PSSM_0_7 is [<-1.773937]|Att PSSM_0_12 is [<-2.927342]|Att PSSM_0_18 is [>-7.891227]|Att PSSM_2_7 is [<-0.864128]|Att PSSM_2_13 is [>-0.830976]|Att PSSM_2_17 is [<3.745717]|Att PSSM_3_12 is [<-1.747056]|Att PSSM_4_12 is [-5.965322,-0.034678]|1 Accuracy : 0.748702 0 1 160431 3649 55315 15243 Removed 1560 instances. 215746 Instances left. Acc of rule 0.005407-0.753205 Initialization: 6.400000 Memcpy Classifiers: 0.562000 Memcpy Instances: 8.759000 Kernel 1: 0.027000 Kernel 2: 105.973999 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.006352 accuracy2:0.244219 Initialization: 7.352000 Memcpy Classifiers: 0.538000 Memcpy Instances: 8.729000 Kernel 1: 0.024000 Kernel 2: 114.694000 Copyback: 0.017000 Sum: 0.049000 It 0,Best ac:0.004635 0.625000 fi:0.474852. Ave ac:0.011339,0.015282 Initialization: 6.379000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.773000 Kernel 1: 0.025000 Kernel 2: 110.095001 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.006490 0.636364 fi:0.462753. Ave ac:0.013767,0.016948 Initialization: 6.301000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.739000 Kernel 1: 0.024000 Kernel 2: 111.136002 Copyback: 0.372000 Sum: 0.036000 It 2,Best ac:0.005098 0.758621 fi:0.341047. Ave ac:0.013897,0.015724 Initialization: 6.398000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.697000 Kernel 1: 0.024000 Kernel 2: 110.037003 Copyback: 0.017000 Sum: 0.036000 It 3,Best ac:0.006259 0.710526 fi:0.388682. Ave ac:0.012936,0.014476 Initialization: 6.322000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.761000 Kernel 1: 0.024000 Kernel 2: 113.741997 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.013210 0.721519 fi:0.374931. Ave ac:0.011603,0.014020 Initialization: 6.358000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.668000 Kernel 1: 0.023000 Kernel 2: 113.023003 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.003709 0.941176 fi:0.275781. Ave ac:0.009757,0.009899 Initialization: 6.416000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.817000 Kernel 1: 0.024000 Kernel 2: 112.320000 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.006024 0.812500 fi:0.286802. Ave ac:0.010257,0.009837 Initialization: 6.367000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.746000 Kernel 1: 0.025000 Kernel 2: 111.460999 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.005098 0.846154 fi:0.253516. Ave ac:0.008917,0.007181 Initialization: 6.501000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.734000 Kernel 1: 0.023000 Kernel 2: 112.492996 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.003940 0.944444 fi:0.223573. Ave ac:0.007197,0.005897 Initialization: 6.476000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.900000 Kernel 1: 0.024000 Kernel 2: 109.617996 Copyback: 0.017000 Sum: 0.039000 It 9,Best ac:0.003940 0.944444 fi:0.223573. Ave ac:0.007839,0.007005 Iteration 10:MDL fitness activated Error 0.223573 TL 0.040737 MDL Theory Length Weight: 1.8293828658 (2) Initialization: 6.382000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.718000 Kernel 1: 0.024000 Kernel 2: 109.371002 Copyback: 0.017000 Sum: 0.041000 It 10,Best ac:0.006490 0.823529 fi:0.329759. Ave ac:0.009832,0.007513 Initialization: 6.332000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.683000 Kernel 1: 0.025000 Kernel 2: 107.585999 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.004403 0.826087 fi:0.350832. Ave ac:0.008597,0.007430 Initialization: 6.382000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.714000 Kernel 1: 0.024000 Kernel 2: 103.320000 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004867 0.875000 fi:0.274342. Ave ac:0.006984,0.005561 Initialization: 6.439000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.755000 Kernel 1: 0.025000 Kernel 2: 102.561996 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.004867 0.913043 fi:0.240642. Ave ac:0.007644,0.005674 Initialization: 6.419000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.706000 Kernel 1: 0.025000 Kernel 2: 101.005997 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.004635 0.869565 fi:0.301517. Ave ac:0.007676,0.006942 Initialization: 6.448000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.806000 Kernel 1: 0.023000 Kernel 2: 98.884003 Copyback: 0.021000 Sum: 0.039000 It 15,Best ac:0.006259 0.900000 fi:0.257409. Ave ac:0.008430,0.006695 Initialization: 6.373000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.273000 Kernel 1: 0.024000 Kernel 2: 96.049004 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004403 0.904762 fi:0.239765. Ave ac:0.007551,0.006830 Initialization: 6.922000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.227000 Kernel 1: 0.023000 Kernel 2: 95.584000 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.004171 0.947368 fi:0.221862. Ave ac:0.006692,0.006432 Initialization: 6.392000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.985000 Kernel 1: 0.024000 Kernel 2: 92.599998 Copyback: 0.017000 Sum: 0.039000 It 18,Best ac:0.005098 0.916667 fi:0.242124. Ave ac:0.008085,0.006897 Initialization: 6.405000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.683000 Kernel 1: 0.025000 Kernel 2: 93.623001 Copyback: 0.019000 Sum: 0.043000 It 19,Best ac:0.005331 0.793103 fi:0.365141. Ave ac:0.005325,0.004373 Initialization: 6.458000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.927000 Kernel 1: 0.021000 Kernel 2: 96.598000 Copyback: 0.018000 Sum: 0.034000 It 20,Best ac:0.005794 0.892857 fi:0.252905. Ave ac:0.006967,0.006450 Initialization: 6.452000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.890000 Kernel 1: 0.024000 Kernel 2: 97.385002 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.006027 0.962963 fi:0.198470. Ave ac:0.006854,0.005590 Initialization: 7.592000 Memcpy Classifiers: 0.366000 Memcpy Instances: 8.835000 Kernel 1: 0.022000 Kernel 2: 96.275002 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.004403 0.826087 fi:0.339529. Ave ac:0.005361,0.004056 Initialization: 6.359000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.687000 Kernel 1: 0.025000 Kernel 2: 103.625999 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.003941 0.894737 fi:0.329491. Ave ac:0.004633,0.003016 Initialization: 6.438000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.218000 Kernel 1: 0.023000 Kernel 2: 99.981003 Copyback: 0.017000 Sum: 0.040000 It 24,Best ac:0.005329 0.884615 fi:0.276989. Ave ac:0.005507,0.003163 Initialization: 6.436000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.740000 Kernel 1: 0.024000 Kernel 2: 100.288002 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.006027 0.742857 fi:0.399342. Ave ac:0.006535,0.004416 Initialization: 6.341000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.714000 Kernel 1: 0.025000 Kernel 2: 102.516998 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.004402 0.904762 fi:0.272157. Ave ac:0.005630,0.003785 Initialization: 7.734000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.740000 Kernel 1: 0.023000 Kernel 2: 99.498001 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.006487 0.933333 fi:0.206645. Ave ac:0.005414,0.004349 Initialization: 6.452000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.684000 Kernel 1: 0.024000 Kernel 2: 104.959999 Copyback: 0.017000 Sum: 0.038000 It 28,Best ac:0.004171 0.900000 fi:0.267337. Ave ac:0.006127,0.004206 Initialization: 6.505000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.742000 Kernel 1: 0.024000 Kernel 2: 96.011002 Copyback: 0.017000 Sum: 0.039000 It 29,Best ac:0.006024 0.866667 fi:0.303337. Ave ac:0.006323,0.003773 Initialization: 6.415000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.909000 Kernel 1: 0.025000 Kernel 2: 99.822998 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.004866 0.913043 fi:0.234326. Ave ac:0.004894,0.003537 MDL Theory Length Weight: 1.6464445792 (10) Initialization: 6.374000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.688000 Kernel 1: 0.025000 Kernel 2: 96.124001 Copyback: 0.017000 Sum: 0.038000 It 31,Best ac:0.003940 0.944444 fi:0.295008. Ave ac:0.005663,0.003981 Initialization: 6.432000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.757000 Kernel 1: 0.024000 Kernel 2: 95.573997 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.004402 0.904762 fi:0.242345. Ave ac:0.006058,0.004833 Initialization: 6.422000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.792000 Kernel 1: 0.023000 Kernel 2: 96.607002 Copyback: 0.017000 Sum: 0.039000 It 33,Best ac:0.006257 0.931034 fi:0.206659. Ave ac:0.007509,0.004521 Initialization: 24.740999 Memcpy Instances: 424.312012 Memcpy Classifiers: 0.066000 Kernel 1: 0.027000 Kernel 2: 508.625000 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 521.268982 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.065000 Kernel 1: 0.023000 Kernel 2: 521.448975 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 521.752991 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 486.329987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 523.197021 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 504.730011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 516.669006 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.064000 Kernel 1: 0.017000 Kernel 2: 509.201996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 546.734009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 511.566010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 494.945007 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004885 0.764322 fi:0.391255. Ave ac:0.006125,0.019477 Best acc 0.004885 0.764322 Initialization: 6.653000 Memcpy Classifiers: 0.557000 Memcpy Instances: 8.808000 Kernel 1: 0.026000 Kernel 2: 104.299004 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.006537 accuracy2:0.246873 Initialization: 6.436000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.726000 Kernel 1: 0.024000 Kernel 2: 109.272003 Copyback: 0.017000 Sum: 0.054000 It 0,Best ac:0.018308 0.556338 fi:0.538089. Ave ac:0.011727,0.017416 Initialization: 6.388000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.710000 Kernel 1: 0.025000 Kernel 2: 112.577003 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.004404 0.760000 fi:0.339944. Ave ac:0.014577,0.016932 Initialization: 6.407000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.724000 Kernel 1: 0.025000 Kernel 2: 113.095001 Copyback: 0.016000 Sum: 0.032000 It 2,Best ac:0.004636 0.689655 fi:0.410197. Ave ac:0.013528,0.014865 Initialization: 6.459000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.687000 Kernel 1: 0.024000 Kernel 2: 107.789001 Copyback: 0.018000 Sum: 0.032000 It 3,Best ac:0.005792 0.694444 fi:0.404950. Ave ac:0.013286,0.013912 Initialization: 6.375000 Memcpy Classifiers: 0.443000 Memcpy Instances: 8.796000 Kernel 1: 0.024000 Kernel 2: 107.013000 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.005795 0.694444 fi:0.404948. Ave ac:0.013645,0.013662 Initialization: 7.476000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.187000 Kernel 1: 0.024000 Kernel 2: 104.219002 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.007650 0.717391 fi:0.381265. Ave ac:0.012261,0.014471 Initialization: 6.433000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.771000 Kernel 1: 0.023000 Kernel 2: 103.587997 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.004404 0.863636 fi:0.236308. Ave ac:0.010640,0.011179 Initialization: 6.511000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.722000 Kernel 1: 0.024000 Kernel 2: 103.433998 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.005330 0.793103 fi:0.306473. Ave ac:0.011131,0.010944 Initialization: 7.050000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.695000 Kernel 1: 0.024000 Kernel 2: 102.838997 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.006025 0.742857 fi:0.356443. Ave ac:0.010987,0.010272 Initialization: 6.414000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.730000 Kernel 1: 0.035000 Kernel 2: 99.578003 Copyback: 0.371000 Sum: 0.040000 It 9,Best ac:0.006489 0.823529 fi:0.275587. Ave ac:0.009456,0.011583 Iteration 10:MDL fitness activated Error 0.275587 TL 0.030485 MDL Theory Length Weight: 3.0133517747 (4) Initialization: 6.523000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.697000 Kernel 1: 0.025000 Kernel 2: 99.066002 Copyback: 0.018000 Sum: 0.028000 It 10,Best ac:0.006490 0.823529 fi:0.353881. Ave ac:0.009275,0.010164 Initialization: 7.017000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.696000 Kernel 1: 0.025000 Kernel 2: 97.877998 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.004171 0.818182 fi:0.406561. Ave ac:0.008984,0.008690 Initialization: 6.380000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.702000 Kernel 1: 0.026000 Kernel 2: 97.023003 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.006257 0.843750 fi:0.326084. Ave ac:0.009257,0.011987 Initialization: 6.431000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.057000 Kernel 1: 0.024000 Kernel 2: 95.500999 Copyback: 0.017000 Sum: 0.040000 It 13,Best ac:0.004171 0.818182 fi:0.378956. Ave ac:0.009271,0.010206 Initialization: 6.405000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.330000 Kernel 1: 0.024000 Kernel 2: 93.862000 Copyback: 0.017000 Sum: 0.043000 It 14,Best ac:0.005329 0.884615 fi:0.302990. Ave ac:0.015437,0.014963 Initialization: 6.426000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.719000 Kernel 1: 0.025000 Kernel 2: 92.532997 Copyback: 0.017000 Sum: 0.037000 It 15,Best ac:0.007648 0.804878 fi:0.337283. Ave ac:0.012513,0.017233 Initialization: 7.431000 Memcpy Classifiers: 0.355000 Memcpy Instances: 8.757000 Kernel 1: 0.024000 Kernel 2: 93.346001 Copyback: 0.017000 Sum: 0.040000 It 16,Best ac:0.005795 0.833333 fi:0.347566. Ave ac:0.012109,0.015814 Initialization: 6.377000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.778000 Kernel 1: 0.024000 Kernel 2: 90.307999 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.007648 0.785714 fi:0.356979. Ave ac:0.011616,0.013449 Initialization: 7.015000 Memcpy Classifiers: 0.410000 Memcpy Instances: 8.782000 Kernel 1: 0.025000 Kernel 2: 88.059998 Copyback: 0.018000 Sum: 0.034000 It 18,Best ac:0.006952 0.909091 fi:0.263165. Ave ac:0.010793,0.014878 Initialization: 6.458000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.681000 Kernel 1: 0.025000 Kernel 2: 88.463997 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.006490 0.823529 fi:0.328593. Ave ac:0.009763,0.012161 Initialization: 6.541000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.726000 Kernel 1: 0.025000 Kernel 2: 88.235001 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.007878 0.790698 fi:0.364320. Ave ac:0.010554,0.018360 Initialization: 6.942000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.775000 Kernel 1: 0.025000 Kernel 2: 87.821999 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.006257 0.818182 fi:0.349725. Ave ac:0.013443,0.017925 Initialization: 6.854000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.011000 Kernel 1: 0.024000 Kernel 2: 87.928001 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.006025 0.764706 fi:0.399783. Ave ac:0.013604,0.019558 Initialization: 6.413000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.682000 Kernel 1: 0.025000 Kernel 2: 85.855003 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.007416 0.800000 fi:0.362950. Ave ac:0.013715,0.018152 Initialization: 6.395000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.742000 Kernel 1: 0.024000 Kernel 2: 84.834999 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.006257 0.900000 fi:0.273726. Ave ac:0.011479,0.016033 Initialization: 6.351000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.026000 Kernel 1: 0.024000 Kernel 2: 87.998001 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.006257 0.900000 fi:0.255197. Ave ac:0.013584,0.014980 Initialization: 6.393000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.863000 Kernel 1: 0.024000 Kernel 2: 85.924004 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.005098 0.846154 fi:0.301211. Ave ac:0.011787,0.013446 Initialization: 6.386000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.685000 Kernel 1: 0.025000 Kernel 2: 88.810997 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.004867 0.807692 fi:0.354682. Ave ac:0.013540,0.018578 Initialization: 6.322000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.704000 Kernel 1: 0.026000 Kernel 2: 89.028999 Copyback: 0.016000 Sum: 0.029000 It 28,Best ac:0.006025 0.866667 fi:0.302812. Ave ac:0.011118,0.014667 Initialization: 6.419000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.245000 Kernel 1: 0.024000 Kernel 2: 89.303001 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.004867 0.913043 fi:0.231057. Ave ac:0.012856,0.016327 Initialization: 6.431000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.191000 Kernel 1: 0.024000 Kernel 2: 86.254997 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.004635 0.869565 fi:0.299652. Ave ac:0.012626,0.012275 Initialization: 6.372000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.705000 Kernel 1: 0.025000 Kernel 2: 87.203003 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.004404 0.950000 fi:0.216608. Ave ac:0.008680,0.010175 Initialization: 6.412000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.685000 Kernel 1: 0.026000 Kernel 2: 84.290001 Copyback: 0.016000 Sum: 0.025000 It 32,Best ac:0.006951 0.909091 fi:0.230320. Ave ac:0.012767,0.021572 Initialization: 6.387000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.969000 Kernel 1: 0.024000 Kernel 2: 83.688004 Copyback: 0.018000 Sum: 0.030000 It 33,Best ac:0.004171 0.947368 fi:0.221564. Ave ac:0.011575,0.014722 Initialization: 24.791000 Memcpy Instances: 428.463013 Memcpy Classifiers: 0.066000 Kernel 1: 0.028000 Kernel 2: 476.414001 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.058000 Kernel 1: 0.016000 Kernel 2: 466.763000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 484.627991 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.018000 Kernel 2: 470.779999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 474.273010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 473.644012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 476.841003 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 458.687012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 477.743988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 465.670013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 462.967987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 444.830994 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004964 0.741176 fi:0.421160. Ave ac:0.009164,0.031701 Best acc 0.004964 0.741176 Rule:Att PSSM_-4_12 is [<0.988190]|Att PSSM_-3_7 is [<2.200655]|Att PSSM_-2_17 is [-4.135413,2.135413]|Att PSSM_-1_8 is [-6.572762,3.127316]|Att PSSM_0_1 is [>1.853180]|Att PSSM_0_3 is [<2.044171]|Att PSSM_0_12 is [-5.989284,-2.010716]|Att PSSM_1_11 is [-2.306161,6.611934]|Att PSSM_1_15 is [<0.072238]|Att PSSM_2_15 is [-6.540996,-1.459004]|Att PSSM_3_6 is [<-0.573699]|Att PSSM_3_16 is [<2.213579]|1 Accuracy : 0.751809 0 1 160106 3974 54261 16297 Removed 1379 instances. 214367 Instances left. Acc of rule 0.004885-0.764322 Initialization: 6.408000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.631000 Kernel 1: 0.027000 Kernel 2: 104.936996 Copyback: 0.017000 Sum: 0.051000 Initial population average accuracy1:0.005471 accuracy2:0.235653 Initialization: 6.901000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.650000 Kernel 1: 0.025000 Kernel 2: 109.728996 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.005832 0.581395 fi:0.517952. Ave ac:0.010634,0.012977 Initialization: 6.267000 Memcpy Classifiers: 0.492000 Memcpy Instances: 8.640000 Kernel 1: 0.026000 Kernel 2: 127.207001 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.005597 0.648649 fi:0.450795. Ave ac:0.013685,0.016109 Initialization: 6.652000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.701000 Kernel 1: 0.025000 Kernel 2: 116.817001 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.004899 0.724138 fi:0.375585. Ave ac:0.013958,0.016066 Initialization: 6.657000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.682000 Kernel 1: 0.024000 Kernel 2: 114.973999 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.007698 0.687500 fi:0.411098. Ave ac:0.013434,0.015085 Initialization: 6.357000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.062000 Kernel 1: 0.024000 Kernel 2: 135.360992 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.006063 0.742857 fi:0.356399. Ave ac:0.012786,0.013033 Initialization: 6.323000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.687000 Kernel 1: 0.025000 Kernel 2: 120.406998 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.004665 0.769231 fi:0.330586. Ave ac:0.011250,0.009828 Initialization: 6.351000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.717000 Kernel 1: 0.024000 Kernel 2: 118.762001 Copyback: 0.016000 Sum: 0.032000 It 6,Best ac:0.004199 0.750000 fi:0.352027. Ave ac:0.012553,0.010402 Initialization: 6.342000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.660000 Kernel 1: 0.025000 Kernel 2: 113.099998 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.004432 0.760000 fi:0.339910. Ave ac:0.010536,0.009551 Initialization: 6.330000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.679000 Kernel 1: 0.025000 Kernel 2: 112.947998 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.004665 0.869565 fi:0.230251. Ave ac:0.011229,0.009742 Initialization: 7.005000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.955000 Kernel 1: 0.024000 Kernel 2: 108.071999 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.006531 0.823529 fi:0.275537. Ave ac:0.011405,0.009666 Iteration 10:MDL fitness activated Error 0.275537 TL 0.036365 MDL Theory Length Weight: 2.5256935694 (2) Initialization: 7.071000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.663000 Kernel 1: 0.025000 Kernel 2: 112.668999 Copyback: 0.017000 Sum: 0.039000 It 10,Best ac:0.005598 0.857143 fi:0.339152. Ave ac:0.011756,0.009559 Initialization: 6.386000 Memcpy Classifiers: 0.387000 Memcpy Instances: 8.704000 Kernel 1: 0.024000 Kernel 2: 103.472000 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.003965 0.894737 fi:0.367986. Ave ac:0.010761,0.009069 Initialization: 6.431000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.634000 Kernel 1: 0.025000 Kernel 2: 102.177002 Copyback: 0.017000 Sum: 0.038000 It 12,Best ac:0.005832 0.781250 fi:0.389884. Ave ac:0.012675,0.012509 Initialization: 6.307000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.634000 Kernel 1: 0.025000 Kernel 2: 112.166000 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.006763 0.878788 fi:0.312361. Ave ac:0.012598,0.013911 Initialization: 6.418000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.935000 Kernel 1: 0.024000 Kernel 2: 113.448997 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.006763 0.805556 fi:0.357357. Ave ac:0.011927,0.010107 Initialization: 6.346000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.663000 Kernel 1: 0.025000 Kernel 2: 117.095001 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.004198 0.947368 fi:0.207252. Ave ac:0.010549,0.010464 Initialization: 6.442000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.658000 Kernel 1: 0.024000 Kernel 2: 99.435997 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.007464 0.820513 fi:0.333607. Ave ac:0.008820,0.009301 Initialization: 6.367000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.735000 Kernel 1: 0.024000 Kernel 2: 110.893997 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.005597 0.827586 fi:0.320591. Ave ac:0.007813,0.008908 Initialization: 6.570000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.725000 Kernel 1: 0.023000 Kernel 2: 99.552002 Copyback: 0.017000 Sum: 0.038000 It 18,Best ac:0.005832 0.833333 fi:0.310569. Ave ac:0.009020,0.009217 Initialization: 6.992000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.285000 Kernel 1: 0.023000 Kernel 2: 93.825996 Copyback: 0.017000 Sum: 0.038000 It 19,Best ac:0.010264 0.745763 fi:0.390956. Ave ac:0.008976,0.008083 Initialization: 6.347000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.706000 Kernel 1: 0.025000 Kernel 2: 93.902000 Copyback: 0.022000 Sum: 0.041000 It 20,Best ac:0.006298 0.870968 fi:0.287746. Ave ac:0.012723,0.010919 Initialization: 6.420000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.333000 Kernel 1: 0.025000 Kernel 2: 92.629997 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.004199 0.900000 fi:0.257665. Ave ac:0.010302,0.010681 Initialization: 6.400000 Memcpy Classifiers: 0.359000 Memcpy Instances: 8.712000 Kernel 1: 0.025000 Kernel 2: 94.295998 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.004665 0.909091 fi:0.235535. Ave ac:0.009474,0.009125 Initialization: 6.484000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.652000 Kernel 1: 0.025000 Kernel 2: 92.707001 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.006065 0.838710 fi:0.312416. Ave ac:0.010556,0.012672 Initialization: 6.336000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.650000 Kernel 1: 0.025000 Kernel 2: 91.595001 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.004899 0.840000 fi:0.305713. Ave ac:0.010319,0.009834 MDL Theory Length Weight: 2.2731242125 (10) Initialization: 6.412000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.119000 Kernel 1: 0.024000 Kernel 2: 92.164001 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.005365 0.920000 fi:0.234570. Ave ac:0.009028,0.009932 Initialization: 6.388000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.171000 Kernel 1: 0.025000 Kernel 2: 89.205002 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.004899 0.807692 fi:0.338987. Ave ac:0.009312,0.013384 Initialization: 6.382000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.724000 Kernel 1: 0.024000 Kernel 2: 101.016998 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.004431 0.863636 fi:0.297700. Ave ac:0.009623,0.010682 Initialization: 6.350000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.693000 Kernel 1: 0.025000 Kernel 2: 89.981003 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.004432 0.863636 fi:0.271530. Ave ac:0.008730,0.007264 Initialization: 6.387000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.334000 Kernel 1: 0.024000 Kernel 2: 90.556999 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.004199 0.857143 fi:0.294958. Ave ac:0.009875,0.010339 Initialization: 6.750000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.549000 Kernel 1: 0.024000 Kernel 2: 100.157997 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.005364 0.821429 fi:0.335071. Ave ac:0.010029,0.010745 Initialization: 6.976000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.652000 Kernel 1: 0.025000 Kernel 2: 90.670998 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.004199 0.900000 fi:0.253868. Ave ac:0.010663,0.012875 Initialization: 6.272000 Memcpy Classifiers: 0.322000 Memcpy Instances: 10.116000 Kernel 1: 0.024000 Kernel 2: 90.049004 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.004899 0.840000 fi:0.294352. Ave ac:0.010431,0.012017 Initialization: 6.462000 Memcpy Classifiers: 0.308000 Memcpy Instances: 8.630000 Kernel 1: 0.025000 Kernel 2: 103.564003 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.004198 1.000000 fi:0.147056. Ave ac:0.008647,0.007897 Initialization: 26.381001 Memcpy Instances: 424.295013 Memcpy Classifiers: 0.083000 Kernel 1: 0.027000 Kernel 2: 496.674011 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.056000 Kernel 1: 0.015000 Kernel 2: 509.084015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 500.609985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 496.463989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.015000 Kernel 2: 501.178009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 528.530029 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 510.500000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 505.635010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.016000 Kernel 2: 497.809998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 495.227997 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 515.283997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 293.709991 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004548 0.707034 fi:0.432929. Ave ac:0.008397,0.028089 Best acc 0.004548 0.707034 Initialization: 6.347000 Memcpy Classifiers: 0.560000 Memcpy Instances: 8.637000 Kernel 1: 0.027000 Kernel 2: 107.281998 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005555 accuracy2:0.234931 Initialization: 6.349000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.660000 Kernel 1: 0.026000 Kernel 2: 129.703003 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.005131 0.500000 fi:0.599631. Ave ac:0.010289,0.014023 Initialization: 6.469000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.155000 Kernel 1: 0.025000 Kernel 2: 114.711998 Copyback: 0.016000 Sum: 0.032000 It 1,Best ac:0.005129 0.611111 fi:0.488520. Ave ac:0.014325,0.018543 Initialization: 6.319000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.856000 Kernel 1: 0.026000 Kernel 2: 114.294998 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.006998 0.697674 fi:0.401205. Ave ac:0.015177,0.018985 Initialization: 6.297000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.661000 Kernel 1: 0.024000 Kernel 2: 114.221001 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.003732 0.761905 fi:0.439897. Ave ac:0.012935,0.014699 Initialization: 6.367000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.691000 Kernel 1: 0.025000 Kernel 2: 112.710999 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.012829 0.662651 fi:0.433885. Ave ac:0.010344,0.010890 Initialization: 6.301000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.674000 Kernel 1: 0.025000 Kernel 2: 111.644997 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.006998 0.697674 fi:0.401205. Ave ac:0.007426,0.007328 Initialization: 6.327000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.693000 Kernel 1: 0.025000 Kernel 2: 113.811996 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.006531 0.736842 fi:0.362224. Ave ac:0.007942,0.006111 Initialization: 6.234000 Memcpy Classifiers: 0.962000 Memcpy Instances: 8.824000 Kernel 1: 0.024000 Kernel 2: 131.218994 Copyback: 0.016000 Sum: 0.033000 It 7,Best ac:0.006063 0.742857 fi:0.356397. Ave ac:0.007945,0.006944 Initialization: 6.328000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.637000 Kernel 1: 0.024000 Kernel 2: 117.523003 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004665 0.714286 fi:0.385531. Ave ac:0.007354,0.006898 Initialization: 6.421000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.719000 Kernel 1: 0.024000 Kernel 2: 115.070000 Copyback: 0.019000 Sum: 0.033000 It 9,Best ac:0.005832 0.694444 fi:0.404903. Ave ac:0.007739,0.005970 Iteration 10:MDL fitness activated Error 0.404903 TL 0.029424 MDL Theory Length Weight: 4.5870197698 (3) Initialization: 6.491000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.678000 Kernel 1: 0.024000 Kernel 2: 114.875000 Copyback: 0.017000 Sum: 0.038000 It 10,Best ac:0.010264 0.647059 fi:0.560236. Ave ac:0.009226,0.007731 Initialization: 6.349000 Memcpy Classifiers: 0.424000 Memcpy Instances: 8.630000 Kernel 1: 0.026000 Kernel 2: 108.896004 Copyback: 0.017000 Sum: 0.043000 It 11,Best ac:0.009564 0.683333 fi:0.524121. Ave ac:0.009659,0.009459 Initialization: 6.340000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.658000 Kernel 1: 0.025000 Kernel 2: 106.724998 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.005832 0.833333 fi:0.402823. Ave ac:0.011642,0.010706 Initialization: 6.521000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.546000 Kernel 1: 0.023000 Kernel 2: 117.031998 Copyback: 0.017000 Sum: 0.038000 It 13,Best ac:0.005131 0.758621 fi:0.476539. Ave ac:0.011432,0.011059 Initialization: 6.382000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.629000 Kernel 1: 0.025000 Kernel 2: 103.185997 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.007698 0.750000 fi:0.455187. Ave ac:0.013821,0.014200 Initialization: 6.378000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.621000 Kernel 1: 0.032000 Kernel 2: 114.531998 Copyback: 0.017000 Sum: 0.037000 It 15,Best ac:0.004897 0.777778 fi:0.449108. Ave ac:0.015982,0.016146 Initialization: 6.357000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.633000 Kernel 1: 0.025000 Kernel 2: 111.720001 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.004198 0.782609 fi:0.442305. Ave ac:0.014718,0.015073 Initialization: 6.369000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.643000 Kernel 1: 0.026000 Kernel 2: 101.669998 Copyback: 0.016000 Sum: 0.036000 It 17,Best ac:0.005832 0.781250 fi:0.416617. Ave ac:0.019036,0.017991 Initialization: 6.397000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.664000 Kernel 1: 0.028000 Kernel 2: 99.793999 Copyback: 0.017000 Sum: 0.039000 It 18,Best ac:0.004432 0.904762 fi:0.277027. Ave ac:0.014877,0.014789 Initialization: 6.502000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.675000 Kernel 1: 0.025000 Kernel 2: 100.574997 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.007464 0.761905 fi:0.423914. Ave ac:0.013436,0.013230 Initialization: 6.274000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.464000 Kernel 1: 0.025000 Kernel 2: 98.908997 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.004665 0.833333 fi:0.328955. Ave ac:0.011700,0.014364 Initialization: 6.294000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.655000 Kernel 1: 0.025000 Kernel 2: 98.069000 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.006765 0.805556 fi:0.373764. Ave ac:0.015356,0.019113 Initialization: 6.276000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.645000 Kernel 1: 0.025000 Kernel 2: 109.746002 Copyback: 0.016000 Sum: 0.034000 It 22,Best ac:0.004664 0.909091 fi:0.326254. Ave ac:0.012593,0.015472 Initialization: 6.323000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.637000 Kernel 1: 0.025000 Kernel 2: 95.308998 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.004432 0.904762 fi:0.300768. Ave ac:0.012445,0.017059 Initialization: 6.276000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.687000 Kernel 1: 0.024000 Kernel 2: 91.782997 Copyback: 0.016000 Sum: 0.034000 It 24,Best ac:0.005132 0.785714 fi:0.396567. Ave ac:0.007868,0.011176 Initialization: 6.405000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.645000 Kernel 1: 0.025000 Kernel 2: 103.261002 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.007229 0.775000 fi:0.398658. Ave ac:0.016309,0.023641 Initialization: 6.330000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.668000 Kernel 1: 0.025000 Kernel 2: 91.170998 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.004432 0.826087 fi:0.348693. Ave ac:0.012425,0.024297 Initialization: 6.382000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.644000 Kernel 1: 0.025000 Kernel 2: 86.922997 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.005365 0.884615 fi:0.319970. Ave ac:0.012524,0.015345 MDL Theory Length Weight: 4.1283177928 (10) Initialization: 6.355000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.656000 Kernel 1: 0.024000 Kernel 2: 86.939003 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.004665 0.909091 fi:0.252718. Ave ac:0.011206,0.013633 Initialization: 6.422000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.687000 Kernel 1: 0.025000 Kernel 2: 86.653000 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.005365 0.821429 fi:0.354088. Ave ac:0.010580,0.014479 Initialization: 6.323000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.660000 Kernel 1: 0.024000 Kernel 2: 85.740997 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.004432 0.904762 fi:0.259827. Ave ac:0.012095,0.018315 Initialization: 6.490000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.768000 Kernel 1: 0.024000 Kernel 2: 98.238998 Copyback: 0.372000 Sum: 0.028000 It 31,Best ac:0.005131 0.814815 fi:0.359634. Ave ac:0.011996,0.013118 Initialization: 6.276000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.661000 Kernel 1: 0.024000 Kernel 2: 87.994003 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.004432 0.950000 fi:0.238760. Ave ac:0.013389,0.015605 Initialization: 6.385000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.621000 Kernel 1: 0.025000 Kernel 2: 85.010002 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.004899 0.840000 fi:0.338551. Ave ac:0.006951,0.006408 Initialization: 24.992001 Memcpy Instances: 423.295013 Memcpy Classifiers: 0.063000 Kernel 1: 0.024000 Kernel 2: 462.058014 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 486.850006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 481.205994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.016000 Kernel 2: 468.703003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 478.095001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 467.967987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 473.618011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 493.013000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 470.037994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 491.809998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.015000 Kernel 2: 474.260986 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 277.743011 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.061591 0.646952 fi:0.498166. Ave ac:0.009207,0.029798 Best acc 0.061591 0.646952 Rule:Att PSSM_-3_20 is [0.490909,6.824822]|Att PSSM_-1_12 is [<-0.030861]|Att PSSM_0_12 is [-5.992273,-3.395185]|Att PSSM_2_20 is [-2.296080,5.089885]|Att PSSM_4_7 is [<-0.866096]|Att PSSM_4_9 is [<7.555843]|Att PSSM_4_16 is [>-5.861763]|1 Accuracy : 0.754243 0 1 159702 4378 53286 17272 Removed 1379 instances. 212988 Instances left. Acc of rule 0.004548-0.707034 Initialization: 6.473000 Memcpy Classifiers: 0.569000 Memcpy Instances: 9.174000 Kernel 1: 0.026000 Kernel 2: 104.556999 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005145 accuracy2:0.235088 Initialization: 6.311000 Memcpy Classifiers: 0.584000 Memcpy Instances: 8.587000 Kernel 1: 0.024000 Kernel 2: 107.264000 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.004931 0.583333 fi:0.516352. Ave ac:0.011727,0.016342 Initialization: 6.314000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.583000 Kernel 1: 0.025000 Kernel 2: 109.151001 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.008216 0.714286 fi:0.384066. Ave ac:0.014650,0.020182 Initialization: 6.865000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.597000 Kernel 1: 0.024000 Kernel 2: 107.410004 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.005399 0.718750 fi:0.380747. Ave ac:0.015409,0.019138 Initialization: 6.336000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.621000 Kernel 1: 0.024000 Kernel 2: 107.316002 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.003286 1.000000 fi:0.289128. Ave ac:0.015432,0.016777 Initialization: 6.308000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.631000 Kernel 1: 0.025000 Kernel 2: 108.264999 Copyback: 0.018000 Sum: 0.033000 It 4,Best ac:0.004695 0.800000 fi:0.299783. Ave ac:0.016421,0.017484 Initialization: 6.266000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.572000 Kernel 1: 0.025000 Kernel 2: 104.921997 Copyback: 0.016000 Sum: 0.035000 It 5,Best ac:0.004460 0.904762 fi:0.195116. Ave ac:0.016072,0.017109 Initialization: 6.295000 Memcpy Classifiers: 0.457000 Memcpy Instances: 8.616000 Kernel 1: 0.025000 Kernel 2: 103.587997 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.009155 0.735849 fi:0.362121. Ave ac:0.014317,0.015517 Initialization: 6.352000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.123000 Kernel 1: 0.025000 Kernel 2: 102.152000 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.005634 0.827586 fi:0.271815. Ave ac:0.013164,0.014474 Initialization: 6.286000 Memcpy Classifiers: 0.867000 Memcpy Instances: 9.531000 Kernel 1: 0.024000 Kernel 2: 103.073997 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003757 0.888889 fi:0.297923. Ave ac:0.011984,0.012549 Initialization: 6.330000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.589000 Kernel 1: 0.024000 Kernel 2: 104.239998 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.004695 0.769231 fi:0.330552. Ave ac:0.010073,0.010046 Iteration 10:MDL fitness activated Error 0.330552 TL 0.033861 MDL Theory Length Weight: 3.2540238210 (5) Initialization: 6.800000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.921000 Kernel 1: 0.028000 Kernel 2: 108.736000 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.007044 0.833333 fi:0.356002. Ave ac:0.010505,0.010291 Initialization: 6.286000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.586000 Kernel 1: 0.025000 Kernel 2: 102.092003 Copyback: 0.016000 Sum: 0.032000 It 11,Best ac:0.004460 0.826087 fi:0.365247. Ave ac:0.010881,0.011531 Initialization: 6.347000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.604000 Kernel 1: 0.025000 Kernel 2: 100.009003 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004460 0.826087 fi:0.328255. Ave ac:0.013046,0.013448 Initialization: 6.236000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.139000 Kernel 1: 0.841000 Kernel 2: 96.995003 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.004696 0.909091 fi:0.281538. Ave ac:0.011352,0.009880 Initialization: 6.286000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.597000 Kernel 1: 0.025000 Kernel 2: 94.142998 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.005634 0.857143 fi:0.353698. Ave ac:0.009260,0.008733 Initialization: 6.310000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.566000 Kernel 1: 0.025000 Kernel 2: 91.699997 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.004225 0.857143 fi:0.336233. Ave ac:0.009954,0.009386 Initialization: 6.676000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.617000 Kernel 1: 0.025000 Kernel 2: 89.668999 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.005869 0.757576 fi:0.405567. Ave ac:0.009082,0.008361 Initialization: 6.239000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.653000 Kernel 1: 0.023000 Kernel 2: 91.157997 Copyback: 0.018000 Sum: 0.030000 It 17,Best ac:0.004226 0.900000 fi:0.268924. Ave ac:0.010211,0.008437 Initialization: 6.284000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.620000 Kernel 1: 0.026000 Kernel 2: 88.919998 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.004928 0.840000 fi:0.330466. Ave ac:0.010378,0.009428 Initialization: 6.215000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.610000 Kernel 1: 0.025000 Kernel 2: 88.824997 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.005400 0.884615 fi:0.276916. Ave ac:0.009330,0.008127 Initialization: 6.287000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.585000 Kernel 1: 0.026000 Kernel 2: 92.953003 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.005635 0.800000 fi:0.367053. Ave ac:0.009462,0.007413 Initialization: 6.147000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.639000 Kernel 1: 0.025000 Kernel 2: 90.327003 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.005634 0.827586 fi:0.344733. Ave ac:0.011305,0.008541 Initialization: 6.337000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.697000 Kernel 1: 0.024000 Kernel 2: 89.737000 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.005164 0.785714 fi:0.365588. Ave ac:0.011056,0.009642 Initialization: 6.336000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.590000 Kernel 1: 0.024000 Kernel 2: 93.112999 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.004461 0.760000 fi:0.408797. Ave ac:0.007111,0.006914 Initialization: 6.246000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.076000 Kernel 1: 0.025000 Kernel 2: 88.666000 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.007042 0.810811 fi:0.345690. Ave ac:0.012372,0.013259 Initialization: 6.292000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.600000 Kernel 1: 0.024000 Kernel 2: 90.866997 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.007275 0.794872 fi:0.377013. Ave ac:0.012081,0.015116 Initialization: 6.276000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.639000 Kernel 1: 0.024000 Kernel 2: 87.863998 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.004225 0.782609 fi:0.391488. Ave ac:0.008590,0.008160 MDL Theory Length Weight: 2.9286214389 (10) Initialization: 6.354000 Memcpy Classifiers: 0.328000 Memcpy Instances: 9.062000 Kernel 1: 0.024000 Kernel 2: 89.632004 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.004695 0.869565 fi:0.301038. Ave ac:0.010774,0.010835 Initialization: 6.288000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.592000 Kernel 1: 0.026000 Kernel 2: 90.878998 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.004695 0.833333 fi:0.312989. Ave ac:0.008158,0.009962 Initialization: 6.336000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.783000 Kernel 1: 0.025000 Kernel 2: 89.002998 Copyback: 0.018000 Sum: 0.025000 It 29,Best ac:0.004225 0.857143 fi:0.329981. Ave ac:0.008385,0.009084 Initialization: 7.097000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.668000 Kernel 1: 0.023000 Kernel 2: 91.024002 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.006340 0.794118 fi:0.362861. Ave ac:0.009995,0.011234 Initialization: 6.271000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.654000 Kernel 1: 0.023000 Kernel 2: 88.568001 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.007277 0.861111 fi:0.310336. Ave ac:0.013468,0.013420 Initialization: 6.337000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.680000 Kernel 1: 0.024000 Kernel 2: 89.971001 Copyback: 0.018000 Sum: 0.028000 It 32,Best ac:0.004460 0.904762 fi:0.259449. Ave ac:0.014282,0.012564 Initialization: 6.304000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.577000 Kernel 1: 0.024000 Kernel 2: 87.558998 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.004225 0.900000 fi:0.255807. Ave ac:0.010507,0.009746 Initialization: 25.400999 Memcpy Instances: 418.763000 Memcpy Classifiers: 0.063000 Kernel 1: 0.025000 Kernel 2: 497.714996 Copyback: 0.020000 Sum: 0.014000 Memcpy Classifiers: 0.058000 Kernel 1: 0.017000 Kernel 2: 499.803009 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 513.658997 Copyback: 0.023000 Sum: 0.008000 Memcpy Classifiers: 0.063000 Kernel 1: 0.022000 Kernel 2: 509.721985 Copyback: 0.023000 Sum: 0.007000 Memcpy Classifiers: 0.064000 Kernel 1: 0.021000 Kernel 2: 523.182983 Copyback: 0.023000 Sum: 0.006000 Memcpy Classifiers: 0.064000 Kernel 1: 0.021000 Kernel 2: 515.460999 Copyback: 0.023000 Sum: 0.007000 Memcpy Classifiers: 0.065000 Kernel 1: 0.021000 Kernel 2: 497.140991 Copyback: 0.023000 Sum: 0.008000 Memcpy Classifiers: 0.064000 Kernel 1: 0.022000 Kernel 2: 488.899994 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 498.230988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 504.816010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 498.570007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 289.386993 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004582 0.673568 fi:0.472799. Ave ac:0.011362,0.037221 Best acc 0.004582 0.673568 Initialization: 6.471000 Memcpy Classifiers: 0.560000 Memcpy Instances: 8.578000 Kernel 1: 0.025000 Kernel 2: 104.125000 Copyback: 0.021000 Sum: 0.056000 Initial population average accuracy1:0.005999 accuracy2:0.246815 Initialization: 7.480000 Memcpy Classifiers: 0.512000 Memcpy Instances: 8.805000 Kernel 1: 0.021000 Kernel 2: 113.456001 Copyback: 0.018000 Sum: 0.044000 It 0,Best ac:0.005400 0.638889 fi:0.460606. Ave ac:0.011922,0.017856 Initialization: 6.367000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.279000 Kernel 1: 0.023000 Kernel 2: 112.375000 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.007512 0.680851 fi:0.417787. Ave ac:0.017013,0.022682 Initialization: 6.607000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.812000 Kernel 1: 0.022000 Kernel 2: 109.313004 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.004225 0.782609 fi:0.317365. Ave ac:0.017811,0.019366 Initialization: 6.250000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.591000 Kernel 1: 0.024000 Kernel 2: 106.727997 Copyback: 0.372000 Sum: 0.031000 It 3,Best ac:0.008687 0.711538 fi:0.386619. Ave ac:0.020142,0.022746 Initialization: 6.305000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.603000 Kernel 1: 0.024000 Kernel 2: 103.181000 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004461 0.730769 fi:0.369107. Ave ac:0.017209,0.020255 Initialization: 6.394000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.800000 Kernel 1: 0.032000 Kernel 2: 97.431000 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.004225 0.818182 fi:0.281792. Ave ac:0.015062,0.018941 Initialization: 6.343000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.776000 Kernel 1: 0.023000 Kernel 2: 94.275002 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.008451 0.900000 fi:0.198257. Ave ac:0.012853,0.014371 Initialization: 6.368000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.678000 Kernel 1: 0.023000 Kernel 2: 88.694000 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.006808 0.828571 fi:0.270353. Ave ac:0.010666,0.010161 Initialization: 6.389000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.559000 Kernel 1: 0.023000 Kernel 2: 87.228996 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004696 0.740741 fi:0.359040. Ave ac:0.007805,0.007196 Initialization: 6.340000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.677000 Kernel 1: 0.026000 Kernel 2: 81.944000 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.004460 0.863636 fi:0.236242. Ave ac:0.008931,0.008413 Iteration 10:MDL fitness activated Error 0.236242 TL 0.033056 MDL Theory Length Weight: 2.3822507588 (4) Initialization: 6.486000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.558000 Kernel 1: 0.024000 Kernel 2: 80.438004 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.004461 0.826087 fi:0.351697. Ave ac:0.006480,0.004322 Initialization: 6.257000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.688000 Kernel 1: 0.023000 Kernel 2: 79.806000 Copyback: 0.017000 Sum: 0.040000 It 11,Best ac:0.004931 0.777778 fi:0.389255. Ave ac:0.006308,0.004322 Initialization: 6.252000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.610000 Kernel 1: 0.023000 Kernel 2: 79.541000 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.005634 0.727273 fi:0.447861. Ave ac:0.007255,0.005675 Initialization: 6.352000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.677000 Kernel 1: 0.023000 Kernel 2: 82.939003 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.003992 0.850000 fi:0.363560. Ave ac:0.007579,0.006164 Initialization: 6.340000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.610000 Kernel 1: 0.022000 Kernel 2: 82.009003 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.004225 0.818182 fi:0.358966. Ave ac:0.007608,0.006442 Initialization: 6.411000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.605000 Kernel 1: 0.023000 Kernel 2: 79.827003 Copyback: 0.018000 Sum: 0.031000 It 15,Best ac:0.004930 0.913043 fi:0.264216. Ave ac:0.008037,0.007115 Initialization: 6.296000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.617000 Kernel 1: 0.023000 Kernel 2: 81.901001 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.004460 0.863636 fi:0.301597. Ave ac:0.009708,0.008127 Initialization: 6.315000 Memcpy Classifiers: 0.330000 Memcpy Instances: 8.620000 Kernel 1: 0.024000 Kernel 2: 81.800003 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.004696 0.833333 fi:0.344751. Ave ac:0.008947,0.007254 Initialization: 6.295000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.801000 Kernel 1: 0.023000 Kernel 2: 80.685997 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.004225 0.818182 fi:0.356981. Ave ac:0.008325,0.007219 Initialization: 6.281000 Memcpy Classifiers: 0.336000 Memcpy Instances: 8.728000 Kernel 1: 0.022000 Kernel 2: 82.153000 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.005164 0.880000 fi:0.284947. Ave ac:0.009570,0.007603 Initialization: 6.875000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.122000 Kernel 1: 0.024000 Kernel 2: 80.181999 Copyback: 0.016000 Sum: 0.031000 It 20,Best ac:0.004460 0.863636 fi:0.307803. Ave ac:0.007724,0.006319 Initialization: 6.329000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.626000 Kernel 1: 0.023000 Kernel 2: 83.903999 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.015497 0.767442 fi:0.401645. Ave ac:0.007758,0.006037 Initialization: 6.294000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.595000 Kernel 1: 0.024000 Kernel 2: 81.554001 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.008216 0.897436 fi:0.276094. Ave ac:0.008910,0.007020 Initialization: 6.318000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.565000 Kernel 1: 0.024000 Kernel 2: 81.389000 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.004931 0.875000 fi:0.289346. Ave ac:0.006318,0.005355 Initialization: 6.248000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.744000 Kernel 1: 0.024000 Kernel 2: 78.750000 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.004225 0.818182 fi:0.340317. Ave ac:0.008033,0.005798 MDL Theory Length Weight: 2.1440256829 (10) Initialization: 6.515000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.960000 Kernel 1: 0.024000 Kernel 2: 79.523003 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.006573 0.848485 fi:0.315505. Ave ac:0.008401,0.007078 Initialization: 6.402000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.571000 Kernel 1: 0.025000 Kernel 2: 79.224998 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.005164 0.846154 fi:0.312087. Ave ac:0.007374,0.005209 Initialization: 6.362000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.570000 Kernel 1: 0.024000 Kernel 2: 78.528000 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.004695 0.909091 fi:0.255379. Ave ac:0.007306,0.006271 Initialization: 6.334000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.578000 Kernel 1: 0.023000 Kernel 2: 79.341003 Copyback: 0.017000 Sum: 0.036000 It 28,Best ac:0.006338 0.900000 fi:0.238253. Ave ac:0.009047,0.006544 Initialization: 6.280000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.945000 Kernel 1: 0.023000 Kernel 2: 79.525002 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.004928 0.840000 fi:0.320759. Ave ac:0.008014,0.005933 Initialization: 6.442000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.595000 Kernel 1: 0.023000 Kernel 2: 77.530998 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.007512 0.842105 fi:0.313147. Ave ac:0.007295,0.005028 Initialization: 6.324000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.620000 Kernel 1: 0.024000 Kernel 2: 77.591003 Copyback: 0.018000 Sum: 0.036000 It 31,Best ac:0.004930 0.875000 fi:0.272101. Ave ac:0.007461,0.005583 Initialization: 6.320000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.152000 Kernel 1: 0.023000 Kernel 2: 76.800003 Copyback: 0.016000 Sum: 0.031000 It 32,Best ac:0.003991 0.894737 fi:0.305902. Ave ac:0.006993,0.005157 Initialization: 6.625000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.578000 Kernel 1: 0.023000 Kernel 2: 77.223999 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.004930 0.875000 fi:0.290655. Ave ac:0.008192,0.006506 Initialization: 25.066000 Memcpy Instances: 429.102997 Memcpy Classifiers: 0.063000 Kernel 1: 0.024000 Kernel 2: 457.092987 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 456.625000 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.085000 Kernel 1: 0.016000 Kernel 2: 448.765991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 449.647003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 458.065002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 453.812988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 452.372009 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 453.678986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 457.286987 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.016000 Kernel 2: 450.910004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 454.501007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 252.727005 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005080 0.691816 fi:0.466459. Ave ac:0.007105,0.022524 Best acc 0.005080 0.691816 Rule:Att PSSM_-4_12 is [<-0.352706]|Att PSSM_-3_6 is [-6.913546,-2.166840]|Att PSSM_-2_1 is [<4.256900]|Att PSSM_-1_1 is [-0.058363,5.695469]|Att PSSM_-1_4 is [<-1.506778]|Att PSSM_-1_6 is [<4.288181]|Att PSSM_0_4 is [-6.128090,-0.619372]|Att PSSM_0_12 is [<-2.443256]|Att PSSM_1_11 is [<6.677567]|Att PSSM_1_12 is [-5.948520,-0.053094]|Att PSSM_3_15 is [<8.606058]|1 Accuracy : 0.756800 0 1 159220 4860 52204 18354 Removed 1564 instances. 211424 Instances left. Acc of rule 0.005080-0.691816 Initialization: 6.261000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.601000 Kernel 1: 0.025000 Kernel 2: 104.373001 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005927 accuracy2:0.237499 Initialization: 6.236000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.493000 Kernel 1: 0.024000 Kernel 2: 114.998001 Copyback: 0.017000 Sum: 0.050000 It 0,Best ac:0.004493 0.655172 fi:0.444668. Ave ac:0.011235,0.016887 Initialization: 6.354000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.591000 Kernel 1: 0.024000 Kernel 2: 114.266998 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.003784 0.761905 fi:0.408550. Ave ac:0.015272,0.022259 Initialization: 7.054000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.585000 Kernel 1: 0.022000 Kernel 2: 114.470001 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.004256 0.642857 fi:0.457082. Ave ac:0.014159,0.016644 Initialization: 6.281000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.504000 Kernel 1: 0.023000 Kernel 2: 110.778000 Copyback: 0.018000 Sum: 0.034000 It 3,Best ac:0.007567 0.603774 fi:0.494800. Ave ac:0.012115,0.013723 Initialization: 6.227000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.603000 Kernel 1: 0.023000 Kernel 2: 110.816002 Copyback: 0.019000 Sum: 0.037000 It 4,Best ac:0.004967 0.677419 fi:0.422226. Ave ac:0.011529,0.011949 Initialization: 6.384000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.499000 Kernel 1: 0.024000 Kernel 2: 110.417999 Copyback: 0.018000 Sum: 0.034000 It 5,Best ac:0.005439 0.718750 fi:0.380701. Ave ac:0.011145,0.011147 Initialization: 6.300000 Memcpy Classifiers: 0.402000 Memcpy Instances: 8.512000 Kernel 1: 0.024000 Kernel 2: 107.501999 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004021 0.772727 fi:0.345881. Ave ac:0.010185,0.010756 Initialization: 6.330000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.631000 Kernel 1: 0.023000 Kernel 2: 107.932999 Copyback: 0.017000 Sum: 0.038000 It 7,Best ac:0.004257 0.750000 fi:0.349938. Ave ac:0.010078,0.009000 Initialization: 6.297000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.614000 Kernel 1: 0.024000 Kernel 2: 105.069000 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.004967 0.750000 fi:0.349645. Ave ac:0.009159,0.008225 Initialization: 6.326000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.709000 Kernel 1: 0.023000 Kernel 2: 106.566002 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.004494 0.791667 fi:0.308173. Ave ac:0.008807,0.008370 Iteration 10:MDL fitness activated Error 0.308173 TL 0.034458 MDL Theory Length Weight: 2.9811138390 (1) Initialization: 6.528000 Memcpy Classifiers: 0.420000 Memcpy Instances: 8.689000 Kernel 1: 0.023000 Kernel 2: 103.347000 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.006623 0.736842 fi:0.442042. Ave ac:0.008766,0.008296 Initialization: 6.498000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.550000 Kernel 1: 0.024000 Kernel 2: 101.822998 Copyback: 0.018000 Sum: 0.032000 It 11,Best ac:0.004256 0.782609 fi:0.430381. Ave ac:0.008706,0.007668 Initialization: 6.698000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.531000 Kernel 1: 0.023000 Kernel 2: 100.594002 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.006386 0.870968 fi:0.313311. Ave ac:0.008862,0.007508 Initialization: 6.332000 Memcpy Classifiers: 0.406000 Memcpy Instances: 8.525000 Kernel 1: 0.024000 Kernel 2: 98.571999 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.005439 0.741935 fi:0.451632. Ave ac:0.007618,0.006842 Initialization: 6.317000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.492000 Kernel 1: 0.024000 Kernel 2: 98.200996 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.005203 0.956522 fi:0.230259. Ave ac:0.009353,0.009006 Initialization: 6.330000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.079000 Kernel 1: 0.023000 Kernel 2: 98.112999 Copyback: 0.018000 Sum: 0.035000 It 15,Best ac:0.006149 0.866667 fi:0.319414. Ave ac:0.009226,0.008767 Initialization: 6.406000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.536000 Kernel 1: 0.023000 Kernel 2: 95.516998 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.006386 0.729730 fi:0.447678. Ave ac:0.009376,0.009507 Initialization: 6.273000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.512000 Kernel 1: 0.024000 Kernel 2: 94.224998 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.004256 0.750000 fi:0.422448. Ave ac:0.010865,0.010392 Initialization: 6.279000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.529000 Kernel 1: 0.023000 Kernel 2: 92.644997 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.007569 0.761905 fi:0.418928. Ave ac:0.009371,0.008706 Initialization: 6.345000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.523000 Kernel 1: 0.023000 Kernel 2: 93.380997 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.004729 0.869565 fi:0.295994. Ave ac:0.011377,0.011288 Initialization: 6.347000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.585000 Kernel 1: 0.025000 Kernel 2: 95.874001 Copyback: 0.016000 Sum: 0.034000 It 20,Best ac:0.005203 0.880000 fi:0.307666. Ave ac:0.009294,0.010135 Initialization: 6.298000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.513000 Kernel 1: 0.024000 Kernel 2: 96.622002 Copyback: 0.018000 Sum: 0.037000 It 21,Best ac:0.004494 0.791667 fi:0.382836. Ave ac:0.009970,0.010012 Initialization: 6.377000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.536000 Kernel 1: 0.023000 Kernel 2: 95.914001 Copyback: 0.017000 Sum: 0.037000 It 22,Best ac:0.007567 0.800000 fi:0.383688. Ave ac:0.011617,0.012144 Initialization: 6.911000 Memcpy Classifiers: 0.347000 Memcpy Instances: 8.540000 Kernel 1: 0.023000 Kernel 2: 91.848000 Copyback: 0.372000 Sum: 0.039000 It 23,Best ac:0.004256 0.900000 fi:0.295276. Ave ac:0.011964,0.011663 MDL Theory Length Weight: 2.6830024551 (10) Initialization: 6.263000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.549000 Kernel 1: 0.023000 Kernel 2: 90.384003 Copyback: 0.018000 Sum: 0.035000 It 24,Best ac:0.004730 0.869565 fi:0.305298. Ave ac:0.007971,0.007329 Initialization: 6.293000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.018000 Kernel 1: 0.023000 Kernel 2: 91.244003 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.004966 0.807692 fi:0.364776. Ave ac:0.008473,0.008287 Initialization: 6.307000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.598000 Kernel 1: 0.024000 Kernel 2: 91.377998 Copyback: 0.019000 Sum: 0.035000 It 26,Best ac:0.004256 0.900000 fi:0.276857. Ave ac:0.009371,0.008264 Initialization: 6.350000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.566000 Kernel 1: 0.024000 Kernel 2: 91.651001 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.007805 0.804878 fi:0.341640. Ave ac:0.007054,0.007128 Initialization: 6.289000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.589000 Kernel 1: 0.022000 Kernel 2: 90.785004 Copyback: 0.017000 Sum: 0.036000 It 28,Best ac:0.008749 0.822222 fi:0.350997. Ave ac:0.009188,0.008089 Initialization: 6.294000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.569000 Kernel 1: 0.023000 Kernel 2: 92.655998 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.004967 0.913043 fi:0.262273. Ave ac:0.008253,0.007633 Initialization: 6.271000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.533000 Kernel 1: 0.023000 Kernel 2: 92.584000 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.005676 0.800000 fi:0.343645. Ave ac:0.008996,0.006259 Initialization: 6.252000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.497000 Kernel 1: 0.024000 Kernel 2: 93.393997 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.006384 0.870968 fi:0.288258. Ave ac:0.008331,0.006388 Initialization: 6.315000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.506000 Kernel 1: 0.024000 Kernel 2: 91.177002 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.004966 0.913043 fi:0.249040. Ave ac:0.008280,0.006760 Initialization: 6.331000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.527000 Kernel 1: 0.024000 Kernel 2: 90.200996 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.006384 0.843750 fi:0.328528. Ave ac:0.008061,0.006601 Initialization: 25.847000 Memcpy Instances: 418.468994 Memcpy Classifiers: 0.067000 Kernel 1: 0.022000 Kernel 2: 515.919006 Copyback: 0.017000 Sum: 0.012000 Memcpy Classifiers: 0.061000 Kernel 1: 0.016000 Kernel 2: 522.531006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 501.519989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 501.911987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 504.328003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 505.183990 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.016000 Kernel 2: 506.790009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 503.322998 Copyback: 0.020000 Sum: 0.006000 Memcpy Classifiers: 0.067000 Kernel 1: 0.017000 Kernel 2: 525.935974 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 515.609009 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 511.352997 Copyback: 0.020000 Sum: 0.006000 Memcpy Classifiers: 0.053000 Kernel 1: 0.020000 Kernel 2: 222.768005 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004635 0.699001 fi:0.463218. Ave ac:0.008015,0.025994 Best acc 0.004635 0.699001 Initialization: 6.301000 Memcpy Classifiers: 0.612000 Memcpy Instances: 8.529000 Kernel 1: 0.026000 Kernel 2: 101.653000 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.006189 accuracy2:0.236992 Initialization: 6.286000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.501000 Kernel 1: 0.025000 Kernel 2: 108.089996 Copyback: 0.020000 Sum: 0.055000 It 0,Best ac:0.004494 0.703704 fi:0.396136. Ave ac:0.011605,0.017040 Initialization: 6.776000 Memcpy Classifiers: 0.620000 Memcpy Instances: 8.532000 Kernel 1: 0.025000 Kernel 2: 106.514999 Copyback: 0.016000 Sum: 0.034000 It 1,Best ac:0.006386 0.586957 fi:0.512104. Ave ac:0.014760,0.020113 Initialization: 6.289000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.645000 Kernel 1: 0.023000 Kernel 2: 102.754997 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.007330 0.645833 fi:0.452838. Ave ac:0.014492,0.017619 Initialization: 6.311000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.528000 Kernel 1: 0.024000 Kernel 2: 101.967003 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.004966 0.636364 fi:0.463282. Ave ac:0.015372,0.016627 Initialization: 6.212000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.885000 Kernel 1: 0.023000 Kernel 2: 99.223000 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.007330 0.688889 fi:0.409782. Ave ac:0.013978,0.014437 Initialization: 6.284000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.513000 Kernel 1: 0.024000 Kernel 2: 103.725998 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.004729 0.800000 fi:0.299743. Ave ac:0.015170,0.017222 Initialization: 6.259000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.571000 Kernel 1: 0.024000 Kernel 2: 103.331001 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.008515 0.705882 fi:0.392302. Ave ac:0.014949,0.015021 Initialization: 6.416000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.746000 Kernel 1: 0.023000 Kernel 2: 101.611000 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.005203 0.785714 fi:0.313834. Ave ac:0.012399,0.013830 Initialization: 6.334000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.735000 Kernel 1: 0.024000 Kernel 2: 100.637001 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.005676 0.774194 fi:0.325160. Ave ac:0.012237,0.013047 Initialization: 6.843000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.565000 Kernel 1: 0.024000 Kernel 2: 97.063004 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.006384 0.794118 fi:0.304943. Ave ac:0.011738,0.011557 Iteration 10:MDL fitness activated Error 0.304943 TL 0.036554 MDL Theory Length Weight: 2.7807289414 (5) Initialization: 7.020000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.397000 Kernel 1: 0.022000 Kernel 2: 93.924004 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.005203 0.758621 fi:0.438045. Ave ac:0.010208,0.011670 Initialization: 6.716000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.724000 Kernel 1: 0.022000 Kernel 2: 92.217003 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.004494 0.791667 fi:0.399376. Ave ac:0.010650,0.011125 Initialization: 6.333000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.546000 Kernel 1: 0.023000 Kernel 2: 91.373001 Copyback: 0.021000 Sum: 0.042000 It 12,Best ac:0.005202 0.814815 fi:0.357661. Ave ac:0.014089,0.015842 Initialization: 6.239000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.633000 Kernel 1: 0.023000 Kernel 2: 91.389000 Copyback: 0.017000 Sum: 0.038000 It 13,Best ac:0.006857 0.878788 fi:0.296392. Ave ac:0.012027,0.011108 Initialization: 6.335000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.574000 Kernel 1: 0.023000 Kernel 2: 92.226997 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004021 0.850000 fi:0.365002. Ave ac:0.013609,0.012600 Initialization: 6.738000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.649000 Kernel 1: 0.022000 Kernel 2: 91.476997 Copyback: 0.016000 Sum: 0.035000 It 15,Best ac:0.005203 0.758621 fi:0.403341. Ave ac:0.012043,0.010618 Initialization: 6.389000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.998000 Kernel 1: 0.023000 Kernel 2: 94.912003 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.005676 0.857143 fi:0.327044. Ave ac:0.013508,0.013805 Initialization: 6.302000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.997000 Kernel 1: 0.023000 Kernel 2: 94.014000 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.003548 0.937500 fi:0.355137. Ave ac:0.011552,0.011435 Initialization: 6.268000 Memcpy Classifiers: 0.346000 Memcpy Instances: 8.576000 Kernel 1: 0.025000 Kernel 2: 91.377998 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.004256 0.947368 fi:0.226293. Ave ac:0.010758,0.011757 Initialization: 6.278000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.603000 Kernel 1: 0.024000 Kernel 2: 90.505997 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.005440 0.851852 fi:0.337802. Ave ac:0.009496,0.008295 Initialization: 6.235000 Memcpy Classifiers: 0.371000 Memcpy Instances: 8.602000 Kernel 1: 0.023000 Kernel 2: 90.529999 Copyback: 0.018000 Sum: 0.035000 It 20,Best ac:0.005440 0.821429 fi:0.345384. Ave ac:0.010478,0.010269 Initialization: 6.317000 Memcpy Classifiers: 0.371000 Memcpy Instances: 9.072000 Kernel 1: 0.023000 Kernel 2: 90.686996 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.005440 0.793103 fi:0.394447. Ave ac:0.008807,0.009650 Initialization: 6.093000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.057000 Kernel 1: 0.023000 Kernel 2: 88.737999 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.005910 0.806452 fi:0.351363. Ave ac:0.009653,0.009721 Initialization: 6.304000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.497000 Kernel 1: 0.025000 Kernel 2: 89.710999 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.006857 0.743590 fi:0.429561. Ave ac:0.009408,0.010065 Initialization: 6.245000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.533000 Kernel 1: 0.024000 Kernel 2: 89.601997 Copyback: 0.018000 Sum: 0.037000 It 24,Best ac:0.004730 0.869565 fi:0.296951. Ave ac:0.010647,0.015373 Initialization: 6.245000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.977000 Kernel 1: 0.023000 Kernel 2: 91.803001 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.004493 0.904762 fi:0.265832. Ave ac:0.009208,0.009102 Initialization: 6.287000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.562000 Kernel 1: 0.023000 Kernel 2: 88.646004 Copyback: 0.016000 Sum: 0.032000 It 26,Best ac:0.004729 0.909091 fi:0.264937. Ave ac:0.008816,0.010099 Initialization: 6.427000 Memcpy Classifiers: 0.348000 Memcpy Instances: 8.539000 Kernel 1: 0.023000 Kernel 2: 90.166000 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.006149 0.928571 fi:0.216954. Ave ac:0.011352,0.012322 Initialization: 6.350000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.492000 Kernel 1: 0.024000 Kernel 2: 88.459999 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.010877 0.741935 fi:0.401099. Ave ac:0.008459,0.008933 Initialization: 6.342000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.523000 Kernel 1: 0.024000 Kernel 2: 88.306999 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.005912 0.892857 fi:0.278917. Ave ac:0.010157,0.008970 Initialization: 6.284000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.014000 Kernel 1: 0.023000 Kernel 2: 87.639000 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.004020 0.944444 fi:0.246032. Ave ac:0.008579,0.008350 Initialization: 6.285000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.560000 Kernel 1: 0.024000 Kernel 2: 86.725998 Copyback: 0.018000 Sum: 0.032000 It 31,Best ac:0.004256 0.818182 fi:0.383405. Ave ac:0.006648,0.007343 Initialization: 6.231000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.505000 Kernel 1: 0.025000 Kernel 2: 86.380997 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.004967 0.954545 fi:0.228096. Ave ac:0.010357,0.009484 Initialization: 6.839000 Memcpy Classifiers: 0.324000 Memcpy Instances: 8.504000 Kernel 1: 0.024000 Kernel 2: 86.320999 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.004729 0.869565 fi:0.295566. Ave ac:0.009215,0.007704 Initialization: 25.337999 Memcpy Instances: 419.260986 Memcpy Classifiers: 0.067000 Kernel 1: 0.023000 Kernel 2: 473.533997 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 472.941010 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 491.829010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 476.544006 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 465.524994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 474.070007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 472.226990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 473.536011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 482.803009 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 474.878998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 496.575989 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.049000 Kernel 1: 0.015000 Kernel 2: 201.714996 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.057094 0.675036 fi:0.458477. Ave ac:0.007474,0.023580 Best acc 0.057094 0.675036 Rule:Att PSSM_-4_3 is [<7.696207]|Att PSSM_-1_14 is [-3.820288,8.036320]|Att PSSM_0_4 is [<-2.649977]|Att PSSM_0_12 is [-6.327828,-2.153853]|Att PSSM_0_13 is [<9.973455]|Att PSSM_1_12 is [-6.973927,0.973926]|Att PSSM_1_15 is [-6.690993,0.690993]|Att PSSM_3_12 is [<-1.853545]|Att PSSM_4_12 is [<-3.075578]|1 Accuracy : 0.759178 0 1 158798 5282 51224 19334 Removed 1402 instances. 210022 Instances left. Acc of rule 0.004635-0.699001 Initialization: 7.039000 Memcpy Classifiers: 0.560000 Memcpy Instances: 8.538000 Kernel 1: 0.025000 Kernel 2: 104.500000 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005898 accuracy2:0.228039 Initialization: 6.287000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.484000 Kernel 1: 0.024000 Kernel 2: 108.313004 Copyback: 0.025000 Sum: 0.060000 It 0,Best ac:0.005714 0.800000 fi:0.299307. Ave ac:0.011528,0.017272 Initialization: 6.930000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.459000 Kernel 1: 0.023000 Kernel 2: 108.290001 Copyback: 0.018000 Sum: 0.035000 It 1,Best ac:0.004762 0.540541 fi:0.559164. Ave ac:0.013618,0.015620 Initialization: 6.188000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.475000 Kernel 1: 0.023000 Kernel 2: 109.216003 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.004049 0.739130 fi:0.362263. Ave ac:0.012161,0.015600 Initialization: 6.289000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.465000 Kernel 1: 0.023000 Kernel 2: 104.738998 Copyback: 0.016000 Sum: 0.034000 It 3,Best ac:0.005238 0.628571 fi:0.470935. Ave ac:0.011647,0.013441 Initialization: 6.248000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.459000 Kernel 1: 0.024000 Kernel 2: 100.579002 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.004762 0.800000 fi:0.299705. Ave ac:0.012130,0.013600 Initialization: 6.271000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.616000 Kernel 1: 0.024000 Kernel 2: 99.542000 Copyback: 0.018000 Sum: 0.031000 It 5,Best ac:0.004524 0.703704 fi:0.396100. Ave ac:0.011394,0.013789 Initialization: 6.292000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.543000 Kernel 1: 0.024000 Kernel 2: 100.004997 Copyback: 0.023000 Sum: 0.035000 It 6,Best ac:0.004285 0.750000 fi:0.349905. Ave ac:0.012509,0.014313 Initialization: 6.176000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.675000 Kernel 1: 0.940000 Kernel 2: 97.234001 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.005000 0.724138 fi:0.375467. Ave ac:0.011542,0.012059 Initialization: 6.263000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.497000 Kernel 1: 0.024000 Kernel 2: 97.642998 Copyback: 0.017000 Sum: 0.038000 It 8,Best ac:0.009045 0.716981 fi:0.380940. Ave ac:0.012347,0.016790 Initialization: 6.305000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.941000 Kernel 1: 0.024000 Kernel 2: 96.158997 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.005237 0.758621 fi:0.340888. Ave ac:0.009927,0.012255 Iteration 10:MDL fitness activated Error 0.340888 TL 0.035505 MDL Theory Length Weight: 2.8803624063 (10) Initialization: 6.271000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.491000 Kernel 1: 0.023000 Kernel 2: 94.301003 Copyback: 0.016000 Sum: 0.029000 It 10,Best ac:0.003810 0.842105 fi:0.367968. Ave ac:0.010193,0.012110 Initialization: 6.255000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.519000 Kernel 1: 0.021000 Kernel 2: 92.411003 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.004047 0.739130 fi:0.473181. Ave ac:0.010806,0.015651 Initialization: 6.315000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.459000 Kernel 1: 0.023000 Kernel 2: 89.597000 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.008807 0.740000 fi:0.405854. Ave ac:0.012368,0.015188 Initialization: 6.297000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.442000 Kernel 1: 0.024000 Kernel 2: 88.341003 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.006427 0.794118 fi:0.398686. Ave ac:0.013320,0.017802 Initialization: 6.136000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.904000 Kernel 1: 0.023000 Kernel 2: 84.758003 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.004286 0.782609 fi:0.399723. Ave ac:0.012149,0.016761 Initialization: 6.269000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.926000 Kernel 1: 0.023000 Kernel 2: 82.697998 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.006665 0.875000 fi:0.309768. Ave ac:0.012965,0.015761 Initialization: 6.182000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.482000 Kernel 1: 0.023000 Kernel 2: 79.572998 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004048 0.772727 fi:0.413043. Ave ac:0.012427,0.019332 Initialization: 6.279000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.529000 Kernel 1: 0.022000 Kernel 2: 81.301003 Copyback: 0.020000 Sum: 0.029000 It 17,Best ac:0.006665 0.717949 fi:0.435819. Ave ac:0.012250,0.017984 Initialization: 6.527000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.513000 Kernel 1: 0.023000 Kernel 2: 78.196999 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.005238 0.785714 fi:0.364052. Ave ac:0.014723,0.022325 Initialization: 6.201000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.512000 Kernel 1: 0.023000 Kernel 2: 77.836998 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.004999 0.840000 fi:0.304717. Ave ac:0.015004,0.019805 Initialization: 6.340000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.517000 Kernel 1: 0.022000 Kernel 2: 75.882004 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.006189 0.787879 fi:0.360789. Ave ac:0.013811,0.016534 Initialization: 6.315000 Memcpy Classifiers: 0.352000 Memcpy Instances: 22.087000 Kernel 1: 0.023000 Kernel 2: 74.031998 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.007857 0.804878 fi:0.344341. Ave ac:0.013190,0.022592 Initialization: 6.244000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.475000 Kernel 1: 0.023000 Kernel 2: 73.100998 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.005952 0.781250 fi:0.364620. Ave ac:0.011784,0.021194 Initialization: 6.247000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.973000 Kernel 1: 0.023000 Kernel 2: 76.537003 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.007617 0.888889 fi:0.318019. Ave ac:0.012542,0.019322 Initialization: 6.254000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.524000 Kernel 1: 0.023000 Kernel 2: 73.320000 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.005952 0.833333 fi:0.318101. Ave ac:0.009778,0.014461 Initialization: 6.293000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.432000 Kernel 1: 0.023000 Kernel 2: 72.557999 Copyback: 0.019000 Sum: 0.028000 It 25,Best ac:0.005000 0.913043 fi:0.235975. Ave ac:0.011625,0.017595 Initialization: 6.179000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.526000 Kernel 1: 0.024000 Kernel 2: 74.399002 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.003333 1.000000 fi:0.315291. Ave ac:0.008365,0.013389 Initialization: 6.329000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.507000 Kernel 1: 0.023000 Kernel 2: 71.435997 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.005238 0.785714 fi:0.385528. Ave ac:0.009576,0.013268 Initialization: 6.229000 Memcpy Classifiers: 0.319000 Memcpy Instances: 8.467000 Kernel 1: 0.024000 Kernel 2: 72.736000 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.004762 0.869565 fi:0.338532. Ave ac:0.010790,0.014527 Initialization: 6.221000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.502000 Kernel 1: 0.023000 Kernel 2: 72.911003 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.004523 0.791667 fi:0.357552. Ave ac:0.010826,0.021370 Initialization: 6.434000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.353000 Kernel 1: 0.023000 Kernel 2: 71.052002 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.006429 0.964286 fi:0.175591. Ave ac:0.011804,0.016746 Initialization: 6.256000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.480000 Kernel 1: 0.024000 Kernel 2: 72.817001 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.004285 0.947368 fi:0.207166. Ave ac:0.010494,0.011053 Initialization: 6.710000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.505000 Kernel 1: 0.023000 Kernel 2: 70.912003 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.004999 0.840000 fi:0.311841. Ave ac:0.010863,0.016523 Initialization: 6.408000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.612000 Kernel 1: 0.023000 Kernel 2: 71.302002 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.003571 1.000000 fi:0.251762. Ave ac:0.009862,0.011718 Initialization: 25.639999 Memcpy Instances: 436.690002 Memcpy Classifiers: 0.064000 Kernel 1: 0.023000 Kernel 2: 414.967010 Copyback: 0.017000 Sum: 0.015000 Memcpy Classifiers: 0.059000 Kernel 1: 0.017000 Kernel 2: 422.243988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 408.604004 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 413.984009 Copyback: 0.019000 Sum: 0.004000 Memcpy Classifiers: 0.064000 Kernel 1: 0.018000 Kernel 2: 414.540985 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 411.625000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 421.221008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 417.319000 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.016000 Kernel 2: 414.838989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 413.316010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 420.019012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 134.001999 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004861 0.684316 fi:0.464761. Ave ac:0.009427,0.032034 Best acc 0.004861 0.684316 Initialization: 6.310000 Memcpy Classifiers: 0.540000 Memcpy Instances: 9.726000 Kernel 1: 0.025000 Kernel 2: 101.152000 Copyback: 0.131000 Sum: 0.049000 Initial population average accuracy1:0.005803 accuracy2:0.233953 Initialization: 6.174000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.481000 Kernel 1: 0.024000 Kernel 2: 108.197998 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.004761 0.606061 fi:0.493646. Ave ac:0.011657,0.014859 Initialization: 6.305000 Memcpy Classifiers: 0.526000 Memcpy Instances: 8.897000 Kernel 1: 0.028000 Kernel 2: 110.185997 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.007379 0.673913 fi:0.424702. Ave ac:0.014629,0.015756 Initialization: 6.240000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.446000 Kernel 1: 0.024000 Kernel 2: 109.927002 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.005952 0.657895 fi:0.441313. Ave ac:0.016172,0.017580 Initialization: 6.250000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.503000 Kernel 1: 0.024000 Kernel 2: 102.378998 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.007143 0.697674 fi:0.401037. Ave ac:0.014602,0.018774 Initialization: 6.333000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.489000 Kernel 1: 0.023000 Kernel 2: 98.018997 Copyback: 0.017000 Sum: 0.037000 It 4,Best ac:0.005237 0.758621 fi:0.340888. Ave ac:0.014105,0.014799 Initialization: 6.320000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.451000 Kernel 1: 0.025000 Kernel 2: 90.087997 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.009524 0.816327 fi:0.281392. Ave ac:0.011814,0.014068 Initialization: 6.268000 Memcpy Classifiers: 0.519000 Memcpy Instances: 8.452000 Kernel 1: 0.025000 Kernel 2: 92.068001 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.004286 0.782609 fi:0.317295. Ave ac:0.009790,0.011494 Initialization: 7.315000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.502000 Kernel 1: 0.023000 Kernel 2: 85.927002 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.006190 0.866667 fi:0.232442. Ave ac:0.010508,0.009759 Initialization: 6.305000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.930000 Kernel 1: 0.023000 Kernel 2: 78.787003 Copyback: 0.017000 Sum: 0.037000 It 8,Best ac:0.003810 0.941176 fi:0.213077. Ave ac:0.007915,0.008650 Initialization: 6.264000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.495000 Kernel 1: 0.024000 Kernel 2: 79.908997 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.006189 0.866667 fi:0.232445. Ave ac:0.008213,0.007456 Iteration 10:MDL fitness activated Error 0.232445 TL 0.022542 MDL Theory Length Weight: 3.4372209611 (2) Initialization: 6.297000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.564000 Kernel 1: 0.025000 Kernel 2: 79.236000 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.007379 0.775000 fi:0.383500. Ave ac:0.007748,0.005925 Initialization: 6.222000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.486000 Kernel 1: 0.024000 Kernel 2: 77.911003 Copyback: 0.017000 Sum: 0.040000 It 11,Best ac:0.008093 0.693878 fi:0.472771. Ave ac:0.007473,0.006666 Initialization: 6.276000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.436000 Kernel 1: 0.024000 Kernel 2: 75.861000 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.009048 0.678571 fi:0.478762. Ave ac:0.005914,0.007533 Initialization: 7.215000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.497000 Kernel 1: 0.023000 Kernel 2: 79.780998 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.005713 0.666667 fi:0.509004. Ave ac:0.011381,0.013098 Initialization: 6.324000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.467000 Kernel 1: 0.024000 Kernel 2: 78.140999 Copyback: 0.018000 Sum: 0.031000 It 14,Best ac:0.006903 0.828571 fi:0.329773. Ave ac:0.010274,0.013252 Initialization: 6.223000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.438000 Kernel 1: 0.029000 Kernel 2: 77.682999 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.006667 0.756757 fi:0.395129. Ave ac:0.010804,0.012305 Initialization: 6.301000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.455000 Kernel 1: 0.024000 Kernel 2: 78.939003 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.005475 0.821429 fi:0.370591. Ave ac:0.013435,0.015978 Initialization: 6.280000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.931000 Kernel 1: 0.023000 Kernel 2: 78.957001 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.003571 0.882353 fi:0.390683. Ave ac:0.011484,0.011231 Initialization: 6.265000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.454000 Kernel 1: 0.024000 Kernel 2: 79.023003 Copyback: 0.016000 Sum: 0.026000 It 18,Best ac:0.007143 0.750000 fi:0.423122. Ave ac:0.008962,0.009945 Initialization: 6.308000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.748000 Kernel 1: 0.023000 Kernel 2: 83.181000 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.005237 0.880000 fi:0.281978. Ave ac:0.011763,0.012663 Initialization: 6.828000 Memcpy Classifiers: 0.324000 Memcpy Instances: 8.447000 Kernel 1: 0.024000 Kernel 2: 84.799004 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.008331 0.729167 fi:0.430227. Ave ac:0.013314,0.012978 Initialization: 6.202000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.627000 Kernel 1: 0.023000 Kernel 2: 86.225998 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.005951 0.862069 fi:0.295586. Ave ac:0.015892,0.017067 Initialization: 6.252000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.718000 Kernel 1: 0.024000 Kernel 2: 85.150002 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.005951 0.862069 fi:0.296673. Ave ac:0.013116,0.012152 Initialization: 6.308000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.543000 Kernel 1: 0.023000 Kernel 2: 87.917000 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.005475 0.851852 fi:0.310027. Ave ac:0.010504,0.009450 Initialization: 6.275000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.514000 Kernel 1: 0.023000 Kernel 2: 85.914001 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.005237 0.785714 fi:0.378472. Ave ac:0.007349,0.007772 Initialization: 6.767000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.343000 Kernel 1: 0.022000 Kernel 2: 84.149002 Copyback: 0.016000 Sum: 0.026000 It 25,Best ac:0.004761 0.869565 fi:0.289672. Ave ac:0.011126,0.013289 Initialization: 6.402000 Memcpy Classifiers: 0.282000 Memcpy Instances: 9.534000 Kernel 1: 0.022000 Kernel 2: 83.484001 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.007619 0.800000 fi:0.380986. Ave ac:0.010199,0.010559 Initialization: 6.722000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.515000 Kernel 1: 0.023000 Kernel 2: 84.276001 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.006905 0.783784 fi:0.368533. Ave ac:0.011380,0.011893 Initialization: 6.361000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.692000 Kernel 1: 0.023000 Kernel 2: 85.679001 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.006427 0.843750 fi:0.321690. Ave ac:0.012445,0.013534 MDL Theory Length Weight: 3.0934988650 (10) Initialization: 6.264000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.436000 Kernel 1: 0.023000 Kernel 2: 83.991997 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.005475 0.821429 fi:0.339075. Ave ac:0.009462,0.009349 Initialization: 6.275000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.437000 Kernel 1: 0.024000 Kernel 2: 80.375000 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.004286 0.857143 fi:0.303949. Ave ac:0.012307,0.013056 Initialization: 6.267000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.438000 Kernel 1: 0.023000 Kernel 2: 78.538002 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.004524 0.826087 fi:0.337772. Ave ac:0.011266,0.014213 Initialization: 6.286000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.908000 Kernel 1: 0.023000 Kernel 2: 78.380997 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.007857 0.785714 fi:0.374167. Ave ac:0.013886,0.014045 Initialization: 6.286000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.451000 Kernel 1: 0.024000 Kernel 2: 78.987999 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.005000 0.777778 fi:0.392866. Ave ac:0.011346,0.010034 Initialization: 25.785999 Memcpy Instances: 416.579010 Memcpy Classifiers: 0.119000 Kernel 1: 0.025000 Kernel 2: 452.803009 Copyback: 0.019000 Sum: 0.013000 Memcpy Classifiers: 0.060000 Kernel 1: 0.019000 Kernel 2: 454.854004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 454.255005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 454.321991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 469.351013 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.065000 Kernel 1: 0.017000 Kernel 2: 468.790009 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 459.690002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 466.477997 Copyback: 0.019000 Sum: 0.005000 Memcpy Classifiers: 0.066000 Kernel 1: 0.019000 Kernel 2: 453.519012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 456.516998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 456.787994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 141.688004 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004223 0.650770 fi:0.510255. Ave ac:0.012896,0.042246 Best acc 0.004223 0.650770 Rule:Att PSSM_0_7 is [-6.220281,-4.283477]|Att PSSM_0_20 is [-1.183822,5.816896]|Att PSSM_1_12 is [<3.599674]|Att PSSM_1_15 is [-5.241014,0.781248]|Att PSSM_3_5 is [>-2.708354]|Att PSSM_4_6 is [<-0.188368]|1 Accuracy : 0.761522 0 1 158327 5753 50203 20355 Removed 1492 instances. 208530 Instances left. Acc of rule 0.004861-0.684316 Initialization: 6.463000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.460000 Kernel 1: 0.026000 Kernel 2: 101.356003 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005385 accuracy2:0.223476 Initialization: 6.189000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.937000 Kernel 1: 0.023000 Kernel 2: 111.047997 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.006234 0.509804 fi:0.589253. Ave ac:0.011204,0.014232 Initialization: 6.253000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.370000 Kernel 1: 0.024000 Kernel 2: 110.462997 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.007193 0.566038 fi:0.532618. Ave ac:0.013754,0.015552 Initialization: 6.688000 Memcpy Classifiers: 0.689000 Memcpy Instances: 9.463000 Kernel 1: 0.023000 Kernel 2: 110.888000 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.004317 0.620690 fi:0.479178. Ave ac:0.015239,0.016758 Initialization: 6.297000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.364000 Kernel 1: 0.024000 Kernel 2: 115.589996 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003357 0.777778 fi:0.467452. Ave ac:0.013509,0.014896 Initialization: 6.278000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.370000 Kernel 1: 0.023000 Kernel 2: 110.938004 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.005276 0.709677 fi:0.389785. Ave ac:0.013737,0.012366 Initialization: 6.804000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.494000 Kernel 1: 0.022000 Kernel 2: 107.408997 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.007672 0.666667 fi:0.431783. Ave ac:0.012629,0.011188 Initialization: 6.173000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.407000 Kernel 1: 0.023000 Kernel 2: 104.162003 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.003836 0.800000 fi:0.337405. Ave ac:0.011006,0.010510 Initialization: 6.148000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.405000 Kernel 1: 0.023000 Kernel 2: 101.181999 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.004077 0.680000 fi:0.419969. Ave ac:0.010456,0.010535 Initialization: 6.201000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.428000 Kernel 1: 0.024000 Kernel 2: 104.762001 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.004076 0.708333 fi:0.391636. Ave ac:0.010792,0.009299 Initialization: 6.195000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.374000 Kernel 1: 0.023000 Kernel 2: 98.240997 Copyback: 0.017000 Sum: 0.038000 It 9,Best ac:0.005755 0.774194 fi:0.325066. Ave ac:0.010865,0.009051 Iteration 10:MDL fitness activated Error 0.325066 TL 0.028358 MDL Theory Length Weight: 3.8210224924 (1) Initialization: 6.164000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.379000 Kernel 1: 0.024000 Kernel 2: 97.410004 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.005276 0.758621 fi:0.430312. Ave ac:0.011104,0.010640 Initialization: 6.264000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.377000 Kernel 1: 0.024000 Kernel 2: 96.082001 Copyback: 0.020000 Sum: 0.037000 It 11,Best ac:0.004316 0.720000 fi:0.438120. Ave ac:0.011275,0.010324 Initialization: 6.154000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.477000 Kernel 1: 0.023000 Kernel 2: 90.574997 Copyback: 0.017000 Sum: 0.042000 It 12,Best ac:0.006235 0.764706 fi:0.410089. Ave ac:0.012659,0.015417 Initialization: 6.297000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.372000 Kernel 1: 0.024000 Kernel 2: 89.593002 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.004316 0.818182 fi:0.382951. Ave ac:0.011214,0.011717 Initialization: 6.174000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.402000 Kernel 1: 0.025000 Kernel 2: 85.864998 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.007914 0.825000 fi:0.366220. Ave ac:0.014303,0.018397 Initialization: 6.328000 Memcpy Classifiers: 0.824000 Memcpy Instances: 8.434000 Kernel 1: 0.023000 Kernel 2: 84.333000 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.006475 0.794118 fi:0.397077. Ave ac:0.012224,0.011247 Initialization: 6.191000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.844000 Kernel 1: 0.023000 Kernel 2: 85.708000 Copyback: 0.018000 Sum: 0.033000 It 16,Best ac:0.005276 0.785714 fi:0.392525. Ave ac:0.009897,0.010399 Initialization: 6.221000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.404000 Kernel 1: 0.023000 Kernel 2: 83.919998 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.004317 0.818182 fi:0.343284. Ave ac:0.012745,0.015147 Initialization: 6.415000 Memcpy Classifiers: 0.345000 Memcpy Instances: 8.469000 Kernel 1: 0.023000 Kernel 2: 85.485001 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.004795 0.869565 fi:0.327754. Ave ac:0.012217,0.015569 Initialization: 6.248000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.372000 Kernel 1: 0.025000 Kernel 2: 83.473000 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.005036 0.724138 fi:0.453952. Ave ac:0.010110,0.011658 Initialization: 6.163000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.835000 Kernel 1: 0.024000 Kernel 2: 83.287003 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.006475 0.870968 fi:0.305131. Ave ac:0.011233,0.012229 Initialization: 6.210000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.386000 Kernel 1: 0.023000 Kernel 2: 78.805000 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.003837 1.000000 fi:0.205011. Ave ac:0.011616,0.011524 Initialization: 6.202000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.857000 Kernel 1: 0.023000 Kernel 2: 79.682999 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.004316 0.818182 fi:0.349820. Ave ac:0.010503,0.013283 Initialization: 6.159000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.414000 Kernel 1: 0.023000 Kernel 2: 78.429001 Copyback: 0.016000 Sum: 0.031000 It 23,Best ac:0.004316 0.818182 fi:0.345421. Ave ac:0.008927,0.009810 Initialization: 6.243000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.432000 Kernel 1: 0.023000 Kernel 2: 77.962997 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.004076 0.944444 fi:0.248814. Ave ac:0.009594,0.012804 Initialization: 6.196000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.366000 Kernel 1: 0.025000 Kernel 2: 78.257004 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.003596 0.882353 fi:0.360031. Ave ac:0.008285,0.009786 Initialization: 6.734000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.381000 Kernel 1: 0.023000 Kernel 2: 79.183998 Copyback: 0.016000 Sum: 0.027000 It 26,Best ac:0.007432 0.720930 fi:0.418359. Ave ac:0.010451,0.013281 Initialization: 6.178000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.549000 Kernel 1: 0.024000 Kernel 2: 76.152000 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.004556 0.826087 fi:0.325079. Ave ac:0.010718,0.015859 Initialization: 6.235000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.318000 Kernel 1: 0.023000 Kernel 2: 77.746002 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.004076 0.850000 fi:0.292773. Ave ac:0.011097,0.014384 Initialization: 6.188000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.475000 Kernel 1: 0.023000 Kernel 2: 79.907997 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.005275 0.785714 fi:0.398543. Ave ac:0.009646,0.017210 Initialization: 6.102000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.492000 Kernel 1: 0.023000 Kernel 2: 80.542000 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.006954 0.852941 fi:0.308255. Ave ac:0.010047,0.012442 MDL Theory Length Weight: 3.4389202432 (10) Initialization: 6.110000 Memcpy Classifiers: 0.283000 Memcpy Instances: 10.952000 Kernel 1: 0.023000 Kernel 2: 80.059998 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.005275 0.814815 fi:0.322749. Ave ac:0.010760,0.013039 Initialization: 6.140000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.446000 Kernel 1: 0.023000 Kernel 2: 77.405998 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.005994 0.833333 fi:0.318850. Ave ac:0.010151,0.012244 Initialization: 6.156000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.452000 Kernel 1: 0.023000 Kernel 2: 77.963997 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.008391 0.853659 fi:0.307351. Ave ac:0.010962,0.016579 Initialization: 25.684000 Memcpy Instances: 411.286987 Memcpy Classifiers: 0.061000 Kernel 1: 0.025000 Kernel 2: 446.028015 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 443.282990 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.062000 Kernel 1: 0.020000 Kernel 2: 434.694000 Copyback: 0.364000 Sum: 0.005000 Memcpy Classifiers: 0.062000 Kernel 1: 0.019000 Kernel 2: 444.675995 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 459.946991 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.063000 Kernel 1: 0.020000 Kernel 2: 455.298004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 446.533997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 436.816986 Copyback: 0.021000 Sum: 0.007000 Memcpy Classifiers: 0.063000 Kernel 1: 0.022000 Kernel 2: 445.312012 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.016000 Kernel 2: 437.631989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 434.165009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.042000 Kernel 1: 0.013000 Kernel 2: 134.778000 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004359 0.667891 fi:0.484983. Ave ac:0.008260,0.027042 Best acc 0.004359 0.667891 Initialization: 6.254000 Memcpy Classifiers: 0.595000 Memcpy Instances: 8.409000 Kernel 1: 0.026000 Kernel 2: 99.977997 Copyback: 0.019000 Sum: 0.050000 Initial population average accuracy1:0.005032 accuracy2:0.221350 Initialization: 6.240000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.372000 Kernel 1: 0.024000 Kernel 2: 107.456001 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.007674 0.516129 fi:0.582321. Ave ac:0.009346,0.012134 Initialization: 6.152000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.861000 Kernel 1: 0.024000 Kernel 2: 108.583000 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.005516 0.621622 fi:0.477740. Ave ac:0.013218,0.013931 Initialization: 6.313000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.378000 Kernel 1: 0.024000 Kernel 2: 107.559998 Copyback: 0.018000 Sum: 0.029000 It 2,Best ac:0.004555 0.703704 fi:0.396063. Ave ac:0.013851,0.017392 Initialization: 6.174000 Memcpy Classifiers: 0.530000 Memcpy Instances: 8.390000 Kernel 1: 0.022000 Kernel 2: 106.282997 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.005514 0.621622 fi:0.477740. Ave ac:0.013313,0.015989 Initialization: 6.277000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.370000 Kernel 1: 0.024000 Kernel 2: 101.539001 Copyback: 0.018000 Sum: 0.032000 It 4,Best ac:0.004316 0.666667 fi:0.433201. Ave ac:0.012151,0.013498 Initialization: 6.188000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.382000 Kernel 1: 0.023000 Kernel 2: 100.111000 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.005276 0.628571 fi:0.470891. Ave ac:0.011840,0.013148 Initialization: 6.202000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.558000 Kernel 1: 0.024000 Kernel 2: 97.386002 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.005754 0.774194 fi:0.325066. Ave ac:0.013746,0.014292 Initialization: 6.180000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.505000 Kernel 1: 0.022000 Kernel 2: 95.765999 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.005514 0.766667 fi:0.332695. Ave ac:0.012310,0.014557 Initialization: 6.274000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.391000 Kernel 1: 0.025000 Kernel 2: 90.314003 Copyback: 0.017000 Sum: 0.037000 It 8,Best ac:0.004556 0.904762 fi:0.195005. Ave ac:0.009519,0.012622 Initialization: 6.193000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.415000 Kernel 1: 0.024000 Kernel 2: 81.475998 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.007432 0.720930 fi:0.377621. Ave ac:0.010813,0.019696 Iteration 10:MDL fitness activated Error 0.377621 TL 0.015192 MDL Theory Length Weight: 8.2854786863 (2) Initialization: 6.997000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.446000 Kernel 1: 0.023000 Kernel 2: 78.366997 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.007432 0.659574 fi:0.546382. Ave ac:0.011088,0.021605 Initialization: 6.239000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.558000 Kernel 1: 0.023000 Kernel 2: 71.653000 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.004555 0.655172 fi:0.582173. Ave ac:0.012261,0.025560 Initialization: 6.214000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.368000 Kernel 1: 0.024000 Kernel 2: 70.903999 Copyback: 0.017000 Sum: 0.022000 It 12,Best ac:0.005035 0.777778 fi:0.448779. Ave ac:0.014548,0.026036 Initialization: 6.270000 Memcpy Classifiers: 0.248000 Memcpy Instances: 8.379000 Kernel 1: 0.023000 Kernel 2: 68.360001 Copyback: 0.370000 Sum: 0.023000 It 13,Best ac:0.004796 0.714286 fi:0.426848. Ave ac:0.016791,0.031127 Initialization: 6.258000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.461000 Kernel 1: 0.023000 Kernel 2: 66.244003 Copyback: 0.017000 Sum: 0.024000 It 14,Best ac:0.004077 0.653846 fi:0.540742. Ave ac:0.019835,0.038736 Initialization: 6.218000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.474000 Kernel 1: 0.023000 Kernel 2: 66.516998 Copyback: 0.017000 Sum: 0.025000 It 15,Best ac:0.004795 0.909091 fi:0.309937. Ave ac:0.022937,0.044368 Initialization: 6.212000 Memcpy Classifiers: 0.204000 Memcpy Instances: 8.399000 Kernel 1: 0.024000 Kernel 2: 68.633003 Copyback: 0.017000 Sum: 0.022000 It 16,Best ac:0.005035 0.807692 fi:0.386491. Ave ac:0.025804,0.048125 Initialization: 6.730000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.398000 Kernel 1: 0.022000 Kernel 2: 64.348999 Copyback: 0.018000 Sum: 0.025000 It 17,Best ac:0.005516 0.657143 fi:0.520666. Ave ac:0.032048,0.059598 Initialization: 6.301000 Memcpy Classifiers: 0.205000 Memcpy Instances: 8.411000 Kernel 1: 0.024000 Kernel 2: 66.040001 Copyback: 0.017000 Sum: 0.023000 It 18,Best ac:0.004556 0.730769 fi:0.445061. Ave ac:0.032665,0.055064 Initialization: 6.201000 Memcpy Classifiers: 0.205000 Memcpy Instances: 8.454000 Kernel 1: 0.023000 Kernel 2: 66.718002 Copyback: 0.017000 Sum: 0.021000 It 19,Best ac:0.004795 0.740741 fi:0.423028. Ave ac:0.028737,0.053378 Initialization: 6.217000 Memcpy Classifiers: 0.208000 Memcpy Instances: 8.399000 Kernel 1: 0.024000 Kernel 2: 66.783997 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.004076 0.809524 fi:0.409810. Ave ac:0.029544,0.054470 Initialization: 6.193000 Memcpy Classifiers: 0.170000 Memcpy Instances: 8.557000 Kernel 1: 0.023000 Kernel 2: 64.123001 Copyback: 0.017000 Sum: 0.021000 It 21,Best ac:0.003836 0.727273 fi:0.529496. Ave ac:0.030303,0.054322 Initialization: 6.324000 Memcpy Classifiers: 0.189000 Memcpy Instances: 8.366000 Kernel 1: 0.023000 Kernel 2: 65.024002 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.004076 0.809524 fi:0.380874. Ave ac:0.024387,0.046354 Initialization: 6.262000 Memcpy Classifiers: 0.189000 Memcpy Instances: 8.486000 Kernel 1: 0.023000 Kernel 2: 64.607002 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.003836 0.800000 fi:0.404952. Ave ac:0.028716,0.052370 Initialization: 6.251000 Memcpy Classifiers: 0.189000 Memcpy Instances: 9.521000 Kernel 1: 0.023000 Kernel 2: 64.884003 Copyback: 0.018000 Sum: 0.020000 It 24,Best ac:0.004076 0.772727 fi:0.400521. Ave ac:0.027595,0.051992 MDL Theory Length Weight: 7.4569308176 (10) Initialization: 6.196000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.452000 Kernel 1: 0.024000 Kernel 2: 62.688999 Copyback: 0.020000 Sum: 0.022000 It 25,Best ac:0.004317 0.750000 fi:0.434077. Ave ac:0.028666,0.055657 Initialization: 6.173000 Memcpy Classifiers: 0.169000 Memcpy Instances: 8.501000 Kernel 1: 0.023000 Kernel 2: 64.344002 Copyback: 0.017000 Sum: 0.020000 It 26,Best ac:0.006954 0.707317 fi:0.469314. Ave ac:0.022492,0.046808 Initialization: 6.184000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.382000 Kernel 1: 0.023000 Kernel 2: 62.794998 Copyback: 0.016000 Sum: 0.022000 It 27,Best ac:0.004556 0.760000 fi:0.448483. Ave ac:0.023477,0.049265 Initialization: 7.104000 Memcpy Classifiers: 0.207000 Memcpy Instances: 8.424000 Kernel 1: 0.053000 Kernel 2: 66.431999 Copyback: 0.018000 Sum: 0.021000 It 28,Best ac:0.004795 0.714286 fi:0.466495. Ave ac:0.032389,0.057316 Initialization: 6.650000 Memcpy Classifiers: 0.171000 Memcpy Instances: 8.413000 Kernel 1: 0.023000 Kernel 2: 64.199997 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.006715 0.717949 fi:0.438599. Ave ac:0.030331,0.052549 Initialization: 6.251000 Memcpy Classifiers: 0.190000 Memcpy Instances: 8.367000 Kernel 1: 0.024000 Kernel 2: 63.323002 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.005036 0.750000 fi:0.437357. Ave ac:0.036494,0.061495 Initialization: 6.235000 Memcpy Classifiers: 0.170000 Memcpy Instances: 8.453000 Kernel 1: 0.024000 Kernel 2: 63.720001 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.004076 0.809524 fi:0.381581. Ave ac:0.043940,0.067836 Initialization: 6.197000 Memcpy Classifiers: 0.189000 Memcpy Instances: 8.362000 Kernel 1: 0.024000 Kernel 2: 64.646004 Copyback: 0.017000 Sum: 0.020000 It 32,Best ac:0.004076 0.809524 fi:0.387576. Ave ac:0.037388,0.065226 Initialization: 6.207000 Memcpy Classifiers: 0.171000 Memcpy Instances: 8.363000 Kernel 1: 0.025000 Kernel 2: 63.661999 Copyback: 0.018000 Sum: 0.020000 It 33,Best ac:0.006954 0.690476 fi:0.465970. Ave ac:0.040693,0.060717 Initialization: 25.598000 Memcpy Instances: 411.570007 Memcpy Classifiers: 0.047000 Kernel 1: 0.025000 Kernel 2: 406.177002 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 405.571014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.044000 Kernel 1: 0.013000 Kernel 2: 408.345001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.044000 Kernel 1: 0.014000 Kernel 2: 408.933014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.044000 Kernel 1: 0.014000 Kernel 2: 398.438995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.044000 Kernel 1: 0.013000 Kernel 2: 409.167999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.044000 Kernel 1: 0.014000 Kernel 2: 407.500000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.044000 Kernel 1: 0.013000 Kernel 2: 401.229004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.044000 Kernel 1: 0.013000 Kernel 2: 403.950989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.044000 Kernel 1: 0.015000 Kernel 2: 412.003998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.044000 Kernel 1: 0.013000 Kernel 2: 406.809998 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.037000 Kernel 1: 0.013000 Kernel 2: 128.289993 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004604 0.622165 fi:0.558697. Ave ac:0.037656,0.131115 Best acc 0.004604 0.622165 Rule:Att PSSM_-2_19 is [-2.186239,5.506313]|Att PSSM_-1_18 is [-6.813130,6.342247]|Att PSSM_0_1 is [-0.389479,6.374351]|Att PSSM_0_6 is [<-3.368068]|Att PSSM_0_7 is [<6.684023]|Att PSSM_1_4 is [<-0.222928]|1 Accuracy : 0.763470 0 1 157875 6205 49294 21264 Removed 1361 instances. 207169 Instances left. Acc of rule 0.004359-0.667891 Initialization: 6.153000 Memcpy Classifiers: 0.614000 Memcpy Instances: 8.339000 Kernel 1: 0.025000 Kernel 2: 102.167999 Copyback: 0.018000 Sum: 0.052000 Initial population average accuracy1:0.005735 accuracy2:0.224724 Initialization: 6.192000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.661000 Kernel 1: 0.023000 Kernel 2: 106.511002 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.004827 0.555556 fi:0.544073. Ave ac:0.010542,0.013442 Initialization: 6.142000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.389000 Kernel 1: 0.024000 Kernel 2: 108.015999 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.007724 0.524590 fi:0.573797. Ave ac:0.013539,0.016706 Initialization: 6.219000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.310000 Kernel 1: 0.023000 Kernel 2: 107.857002 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003862 0.615385 fi:0.506274. Ave ac:0.013166,0.016041 Initialization: 6.100000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.327000 Kernel 1: 0.024000 Kernel 2: 106.058998 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.003861 0.615385 fi:0.506274. Ave ac:0.015662,0.017821 Initialization: 6.132000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.417000 Kernel 1: 0.024000 Kernel 2: 107.489998 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.003621 0.833333 fi:0.343221. Ave ac:0.014825,0.018375 Initialization: 6.233000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.422000 Kernel 1: 0.022000 Kernel 2: 103.372002 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.004103 0.653846 fi:0.446091. Ave ac:0.013024,0.016917 Initialization: 6.568000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.330000 Kernel 1: 0.024000 Kernel 2: 103.775002 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.012551 0.675325 fi:0.421003. Ave ac:0.011548,0.013279 Initialization: 6.122000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.401000 Kernel 1: 0.024000 Kernel 2: 97.613998 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004826 0.689655 fi:0.409973. Ave ac:0.012104,0.015252 Initialization: 6.429000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.319000 Kernel 1: 0.024000 Kernel 2: 99.299004 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.005068 0.807692 fi:0.291833. Ave ac:0.011687,0.013038 Initialization: 6.281000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.311000 Kernel 1: 0.024000 Kernel 2: 100.996002 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.004103 0.708333 fi:0.391604. Ave ac:0.009304,0.010892 Iteration 10:MDL fitness activated Error 0.391604 TL 0.052031 MDL Theory Length Weight: 2.5087977629 (2) Initialization: 6.212000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.314000 Kernel 1: 0.024000 Kernel 2: 98.292999 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.004585 0.863636 fi:0.338831. Ave ac:0.009872,0.011575 Initialization: 6.200000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.356000 Kernel 1: 0.025000 Kernel 2: 96.529999 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004103 0.894737 fi:0.293854. Ave ac:0.008482,0.012046 Initialization: 6.218000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.332000 Kernel 1: 0.024000 Kernel 2: 97.996002 Copyback: 0.017000 Sum: 0.067000 It 12,Best ac:0.003862 0.842105 fi:0.363608. Ave ac:0.010056,0.016403 Initialization: 6.145000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.335000 Kernel 1: 0.024000 Kernel 2: 94.355003 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.004586 0.904762 fi:0.267350. Ave ac:0.009730,0.009844 Initialization: 6.187000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.404000 Kernel 1: 0.022000 Kernel 2: 90.410004 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.004585 0.760000 fi:0.422702. Ave ac:0.009569,0.013334 Initialization: 6.231000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.462000 Kernel 1: 0.023000 Kernel 2: 91.338997 Copyback: 0.016000 Sum: 0.033000 It 15,Best ac:0.004103 0.809524 fi:0.362273. Ave ac:0.010115,0.011636 Initialization: 6.149000 Memcpy Classifiers: 0.491000 Memcpy Instances: 8.357000 Kernel 1: 0.023000 Kernel 2: 91.489998 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.006034 0.862069 fi:0.344659. Ave ac:0.007653,0.010708 Initialization: 6.126000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.349000 Kernel 1: 0.023000 Kernel 2: 92.950996 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.005552 0.851852 fi:0.324720. Ave ac:0.008348,0.010775 Initialization: 6.192000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.304000 Kernel 1: 0.025000 Kernel 2: 89.287003 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.004586 0.791667 fi:0.400279. Ave ac:0.007617,0.007527 Initialization: 6.124000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.539000 Kernel 1: 0.023000 Kernel 2: 87.153999 Copyback: 0.017000 Sum: 0.038000 It 19,Best ac:0.008687 0.878049 fi:0.300976. Ave ac:0.008229,0.009116 Initialization: 6.033000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.910000 Kernel 1: 0.023000 Kernel 2: 89.195000 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.006034 0.892857 fi:0.316888. Ave ac:0.011133,0.013128 Initialization: 6.335000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.318000 Kernel 1: 0.023000 Kernel 2: 88.196999 Copyback: 0.018000 Sum: 0.036000 It 21,Best ac:0.004585 0.904762 fi:0.285734. Ave ac:0.009952,0.009523 Initialization: 6.357000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.363000 Kernel 1: 0.024000 Kernel 2: 86.744003 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.004827 0.909091 fi:0.266685. Ave ac:0.008794,0.008870 Initialization: 6.179000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.402000 Kernel 1: 0.023000 Kernel 2: 85.908997 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.005552 0.884615 fi:0.284638. Ave ac:0.010189,0.012232 Initialization: 6.262000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.317000 Kernel 1: 0.023000 Kernel 2: 83.352997 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.006515 0.843750 fi:0.330616. Ave ac:0.007299,0.007711 Initialization: 6.240000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.306000 Kernel 1: 0.024000 Kernel 2: 85.875000 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.004827 0.869565 fi:0.323829. Ave ac:0.006809,0.006006 Initialization: 6.303000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.316000 Kernel 1: 0.024000 Kernel 2: 83.441002 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.006757 0.823529 fi:0.346236. Ave ac:0.008861,0.007711 Initialization: 6.107000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.352000 Kernel 1: 0.025000 Kernel 2: 80.415001 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.004344 0.857143 fi:0.333850. Ave ac:0.007218,0.006577 Initialization: 6.158000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.305000 Kernel 1: 0.023000 Kernel 2: 82.410004 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.004827 0.869565 fi:0.308389. Ave ac:0.008689,0.008148 Initialization: 6.174000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.836000 Kernel 1: 0.024000 Kernel 2: 81.460999 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.004344 0.947368 fi:0.230092. Ave ac:0.006622,0.006928 Initialization: 6.152000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.408000 Kernel 1: 0.024000 Kernel 2: 84.862999 Copyback: 0.016000 Sum: 0.032000 It 30,Best ac:0.004586 0.826087 fi:0.362421. Ave ac:0.005838,0.005025 Initialization: 6.158000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.323000 Kernel 1: 0.023000 Kernel 2: 81.775002 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.004344 0.857143 fi:0.300499. Ave ac:0.006354,0.005368 Initialization: 6.112000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.393000 Kernel 1: 0.023000 Kernel 2: 81.199997 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.004102 0.944444 fi:0.236188. Ave ac:0.007305,0.006356 Initialization: 6.167000 Memcpy Classifiers: 0.387000 Memcpy Instances: 8.326000 Kernel 1: 0.024000 Kernel 2: 84.125000 Copyback: 0.017000 Sum: 0.036000 It 33,Best ac:0.004826 0.909091 fi:0.279679. Ave ac:0.006436,0.004365 Initialization: 26.003000 Memcpy Instances: 408.484985 Memcpy Classifiers: 0.077000 Kernel 1: 0.023000 Kernel 2: 501.145996 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 489.856995 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.015000 Kernel 2: 496.044006 Copyback: 0.019000 Sum: 0.003000 Memcpy Classifiers: 0.075000 Kernel 1: 0.018000 Kernel 2: 498.665985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 496.006012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 493.722992 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.074000 Kernel 1: 0.016000 Kernel 2: 482.707001 Copyback: 0.020000 Sum: 0.006000 Memcpy Classifiers: 0.075000 Kernel 1: 0.019000 Kernel 2: 507.638000 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.771000 Kernel 1: 0.013000 Kernel 2: 482.587006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 499.562012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 460.255005 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003944 0.698888 fi:0.473931. Ave ac:0.006379,0.019531 Best acc 0.003944 0.698888 Initialization: 6.165000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.426000 Kernel 1: 0.024000 Kernel 2: 100.998001 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005375 accuracy2:0.231999 Initialization: 6.216000 Memcpy Classifiers: 0.512000 Memcpy Instances: 8.450000 Kernel 1: 0.023000 Kernel 2: 105.601997 Copyback: 0.016000 Sum: 0.045000 It 0,Best ac:0.006034 0.714286 fi:0.384827. Ave ac:0.009608,0.012108 Initialization: 7.239000 Memcpy Classifiers: 0.508000 Memcpy Instances: 8.359000 Kernel 1: 0.023000 Kernel 2: 104.672997 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.005550 0.605263 fi:0.494056. Ave ac:0.011810,0.014307 Initialization: 6.931000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.327000 Kernel 1: 0.024000 Kernel 2: 104.619003 Copyback: 0.018000 Sum: 0.029000 It 2,Best ac:0.003861 0.695652 fi:0.426006. Ave ac:0.011664,0.012198 Initialization: 6.185000 Memcpy Classifiers: 0.557000 Memcpy Instances: 8.314000 Kernel 1: 0.025000 Kernel 2: 103.421997 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.012307 0.566667 fi:0.529764. Ave ac:0.010913,0.011475 Initialization: 6.204000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.373000 Kernel 1: 0.024000 Kernel 2: 105.007004 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004344 0.692308 fi:0.407527. Ave ac:0.012332,0.014085 Initialization: 6.142000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.343000 Kernel 1: 0.023000 Kernel 2: 103.814003 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.005309 0.666667 fi:0.432755. Ave ac:0.011693,0.011932 Initialization: 6.228000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.329000 Kernel 1: 0.023000 Kernel 2: 106.950996 Copyback: 0.372000 Sum: 0.036000 It 6,Best ac:0.003621 0.882353 fi:0.294202. Ave ac:0.009745,0.009123 Initialization: 6.645000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.315000 Kernel 1: 0.023000 Kernel 2: 103.408997 Copyback: 0.018000 Sum: 0.031000 It 7,Best ac:0.006519 0.750000 fi:0.348903. Ave ac:0.009776,0.009165 Initialization: 6.207000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.348000 Kernel 1: 0.023000 Kernel 2: 108.016998 Copyback: 0.018000 Sum: 0.036000 It 8,Best ac:0.003621 0.882353 fi:0.294202. Ave ac:0.010077,0.010908 Initialization: 6.185000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.346000 Kernel 1: 0.024000 Kernel 2: 102.615997 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.007483 0.815789 fi:0.282701. Ave ac:0.009639,0.009294 Iteration 10:MDL fitness activated Error 0.282701 TL 0.040909 MDL Theory Length Weight: 2.3034956276 (1) Initialization: 6.128000 Memcpy Classifiers: 0.535000 Memcpy Instances: 12.077000 Kernel 1: 0.023000 Kernel 2: 99.556999 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.004103 0.944444 fi:0.230304. Ave ac:0.008977,0.010898 Initialization: 6.146000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.323000 Kernel 1: 0.024000 Kernel 2: 97.893997 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.006034 0.806452 fi:0.404298. Ave ac:0.010378,0.010404 Initialization: 6.344000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.202000 Kernel 1: 0.023000 Kernel 2: 96.644997 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.006034 0.862069 fi:0.282265. Ave ac:0.012037,0.015173 Initialization: 6.100000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.823000 Kernel 1: 0.022000 Kernel 2: 93.016998 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.004826 0.740741 fi:0.439763. Ave ac:0.011696,0.015712 Initialization: 6.302000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.316000 Kernel 1: 0.023000 Kernel 2: 93.752998 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.005310 0.846154 fi:0.311684. Ave ac:0.012503,0.013256 Initialization: 6.211000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.530000 Kernel 1: 0.023000 Kernel 2: 92.543999 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.003862 0.800000 fi:0.387780. Ave ac:0.011118,0.010950 Initialization: 6.158000 Memcpy Classifiers: 0.442000 Memcpy Instances: 8.316000 Kernel 1: 0.024000 Kernel 2: 94.986000 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.007965 0.846154 fi:0.314879. Ave ac:0.009866,0.011643 Initialization: 6.614000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.382000 Kernel 1: 0.022000 Kernel 2: 90.827003 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.004826 0.800000 fi:0.400468. Ave ac:0.009042,0.009605 Initialization: 6.151000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.321000 Kernel 1: 0.024000 Kernel 2: 91.557999 Copyback: 0.016000 Sum: 0.033000 It 18,Best ac:0.004344 0.857143 fi:0.300709. Ave ac:0.009918,0.010077 Initialization: 6.155000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.331000 Kernel 1: 0.023000 Kernel 2: 95.346001 Copyback: 0.018000 Sum: 0.030000 It 19,Best ac:0.005793 0.857143 fi:0.317674. Ave ac:0.010218,0.009671 MDL Theory Length Weight: 2.0731460649 (11) Initialization: 6.220000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.315000 Kernel 1: 0.024000 Kernel 2: 91.100998 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.004345 0.857143 fi:0.304635. Ave ac:0.008154,0.008906 Initialization: 6.215000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.319000 Kernel 1: 0.023000 Kernel 2: 92.329002 Copyback: 0.018000 Sum: 0.034000 It 21,Best ac:0.004827 0.952381 fi:0.206265. Ave ac:0.009582,0.009964 Initialization: 6.110000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.364000 Kernel 1: 0.024000 Kernel 2: 90.469002 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.005793 0.800000 fi:0.348493. Ave ac:0.009091,0.010169 Initialization: 6.156000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.349000 Kernel 1: 0.024000 Kernel 2: 88.308998 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.006033 0.862069 fi:0.294237. Ave ac:0.007871,0.006736 Initialization: 6.221000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.360000 Kernel 1: 0.024000 Kernel 2: 87.072998 Copyback: 0.018000 Sum: 0.040000 It 24,Best ac:0.004585 0.791667 fi:0.352734. Ave ac:0.007188,0.006828 Initialization: 6.190000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.321000 Kernel 1: 0.007000 Kernel 2: 90.831001 Copyback: 0.018000 Sum: 0.030000 It 25,Best ac:0.003862 0.888889 fi:0.289267. Ave ac:0.008646,0.008752 Initialization: 6.157000 Memcpy Classifiers: 0.405000 Memcpy Instances: 8.359000 Kernel 1: 0.023000 Kernel 2: 91.322998 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.005552 0.821429 fi:0.320914. Ave ac:0.007772,0.006745 Initialization: 6.297000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.322000 Kernel 1: 0.023000 Kernel 2: 88.561996 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.005069 0.840000 fi:0.314841. Ave ac:0.007746,0.006855 Initialization: 6.221000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.322000 Kernel 1: 0.024000 Kernel 2: 91.823997 Copyback: 0.018000 Sum: 0.034000 It 28,Best ac:0.006758 0.848485 fi:0.312841. Ave ac:0.008203,0.007258 Initialization: 6.271000 Memcpy Classifiers: 0.342000 Memcpy Instances: 10.150000 Kernel 1: 0.023000 Kernel 2: 95.370003 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.003862 0.800000 fi:0.373249. Ave ac:0.007161,0.006081 Initialization: 6.263000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.976000 Kernel 1: 0.022000 Kernel 2: 92.372002 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.006998 0.805556 fi:0.364302. Ave ac:0.008322,0.007260 MDL Theory Length Weight: 1.8658314584 (10) Initialization: 6.235000 Memcpy Classifiers: 0.340000 Memcpy Instances: 11.570000 Kernel 1: 0.022000 Kernel 2: 90.942001 Copyback: 0.017000 Sum: 0.202000 It 31,Best ac:0.005068 0.875000 fi:0.264852. Ave ac:0.009471,0.009582 Initialization: 6.657000 Memcpy Classifiers: 0.552000 Memcpy Instances: 9.226000 Kernel 1: 0.022000 Kernel 2: 88.369003 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.005068 0.807692 fi:0.339561. Ave ac:0.008235,0.006722 Initialization: 6.205000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.332000 Kernel 1: 0.022000 Kernel 2: 94.665001 Copyback: 0.020000 Sum: 0.037000 It 33,Best ac:0.005310 0.880000 fi:0.250536. Ave ac:0.010053,0.009342 Initialization: 26.798000 Memcpy Instances: 408.644989 Memcpy Classifiers: 0.067000 Kernel 1: 0.501000 Kernel 2: 547.367004 Copyback: 0.022000 Sum: 0.014000 Memcpy Classifiers: 0.062000 Kernel 1: 0.021000 Kernel 2: 534.309998 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.016000 Kernel 2: 513.411987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 543.502014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 524.611023 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 530.637024 Copyback: 0.365000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.016000 Kernel 2: 527.601013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 526.565002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 532.916016 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 547.437988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 490.292999 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.044775 0.645916 fi:0.486611. Ave ac:0.008008,0.025276 Best acc 0.044775 0.645916 Rule:Att PSSM_-3_19 is [>-4.802177]|Att PSSM_-2_3 is [-5.906900,6.837437]|Att PSSM_-2_6 is [-6.009595,-1.990405]|Att PSSM_-2_14 is [-3.421939,8.388201]|Att PSSM_-1_4 is [<-2.384729]|Att PSSM_-1_5 is [-3.422381,9.886800]|Att PSSM_0_9 is [<1.607330]|Att PSSM_0_12 is [<-2.976512]|Att PSSM_1_15 is [-5.967126,-0.032874]|Att PSSM_3_9 is [<7.099457]|Att PSSM_3_12 is [<-1.393590]|1 Accuracy : 0.765451 0 1 157523 6557 48477 22081 Removed 1169 instances. 206000 Instances left. Acc of rule 0.003944-0.698888 Initialization: 6.179000 Memcpy Classifiers: 0.570000 Memcpy Instances: 8.262000 Kernel 1: 0.026000 Kernel 2: 102.557999 Copyback: 0.018000 Sum: 0.042000 Initial population average accuracy1:0.005913 accuracy2:0.222760 Initialization: 6.137000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.309000 Kernel 1: 0.024000 Kernel 2: 105.473999 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.007280 0.555556 fi:0.542990. Ave ac:0.010639,0.012510 Initialization: 6.139000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.740000 Kernel 1: 0.023000 Kernel 2: 107.320000 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.009951 0.539474 fi:0.557914. Ave ac:0.014864,0.015787 Initialization: 6.149000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.295000 Kernel 1: 0.024000 Kernel 2: 108.432999 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.005341 0.628571 fi:0.470811. Ave ac:0.013564,0.016112 Initialization: 6.348000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.293000 Kernel 1: 0.024000 Kernel 2: 108.293999 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.005827 0.666667 fi:0.432506. Ave ac:0.013978,0.015803 Initialization: 6.124000 Memcpy Classifiers: 0.442000 Memcpy Instances: 8.728000 Kernel 1: 0.024000 Kernel 2: 106.877998 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004370 0.750000 fi:0.349802. Ave ac:0.013066,0.015801 Initialization: 6.223000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.295000 Kernel 1: 0.023000 Kernel 2: 101.103996 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004611 0.760000 fi:0.339699. Ave ac:0.014171,0.015171 Initialization: 6.651000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.299000 Kernel 1: 0.024000 Kernel 2: 97.943001 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.004856 0.740741 fi:0.358851. Ave ac:0.014439,0.016385 Initialization: 6.193000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.301000 Kernel 1: 0.023000 Kernel 2: 94.962997 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.005340 0.733333 fi:0.366049. Ave ac:0.014974,0.016564 Initialization: 6.233000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.283000 Kernel 1: 0.024000 Kernel 2: 94.710999 Copyback: 0.017000 Sum: 0.040000 It 8,Best ac:0.004613 0.826087 fi:0.273610. Ave ac:0.011658,0.018146 Initialization: 6.178000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.281000 Kernel 1: 0.024000 Kernel 2: 94.126999 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.009949 0.773585 fi:0.323808. Ave ac:0.009341,0.016066 Iteration 10:MDL fitness activated Error 0.323808 TL 0.023943 MDL Theory Length Weight: 4.5080728504 (2) Initialization: 6.132000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.278000 Kernel 1: 0.022000 Kernel 2: 92.650002 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.006311 0.702703 fi:0.487650. Ave ac:0.011022,0.015925 Initialization: 6.225000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.265000 Kernel 1: 0.024000 Kernel 2: 90.246002 Copyback: 0.018000 Sum: 0.033000 It 11,Best ac:0.005097 0.750000 fi:0.438825. Ave ac:0.013850,0.022956 Initialization: 6.601000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.298000 Kernel 1: 0.022000 Kernel 2: 91.084999 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.005827 0.827586 fi:0.337674. Ave ac:0.012575,0.017638 Initialization: 6.176000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.503000 Kernel 1: 0.022000 Kernel 2: 87.332001 Copyback: 0.018000 Sum: 0.029000 It 13,Best ac:0.004612 0.826087 fi:0.352211. Ave ac:0.011580,0.021415 Initialization: 6.704000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.304000 Kernel 1: 0.022000 Kernel 2: 84.705002 Copyback: 0.017000 Sum: 0.024000 It 14,Best ac:0.004126 0.772727 fi:0.413452. Ave ac:0.010041,0.020672 Initialization: 6.170000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.500000 Kernel 1: 0.022000 Kernel 2: 86.286003 Copyback: 0.017000 Sum: 0.025000 It 15,Best ac:0.012867 0.630952 fi:0.507145. Ave ac:0.010620,0.017962 Initialization: 6.193000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.257000 Kernel 1: 0.024000 Kernel 2: 84.425003 Copyback: 0.017000 Sum: 0.024000 It 16,Best ac:0.005096 0.750000 fi:0.413379. Ave ac:0.011464,0.021746 Initialization: 6.203000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.278000 Kernel 1: 0.023000 Kernel 2: 83.057999 Copyback: 0.016000 Sum: 0.023000 It 17,Best ac:0.005583 0.766667 fi:0.401812. Ave ac:0.014613,0.025901 Initialization: 6.186000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.260000 Kernel 1: 0.023000 Kernel 2: 84.140999 Copyback: 0.371000 Sum: 0.023000 It 18,Best ac:0.003640 0.833333 fi:0.374267. Ave ac:0.013060,0.019861 Initialization: 11.182000 Memcpy Classifiers: 0.267000 Memcpy Instances: 27.841000 Kernel 1: 0.022000 Kernel 2: 82.775002 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.004612 0.826087 fi:0.357200. Ave ac:0.013170,0.021560 Initialization: 6.610000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.302000 Kernel 1: 0.024000 Kernel 2: 81.635002 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.003642 0.789474 fi:0.461973. Ave ac:0.009853,0.018039 Initialization: 6.531000 Memcpy Classifiers: 0.248000 Memcpy Instances: 8.285000 Kernel 1: 0.023000 Kernel 2: 80.668999 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.005583 0.793103 fi:0.354457. Ave ac:0.012853,0.021299 MDL Theory Length Weight: 4.0572655654 (10) Initialization: 6.042000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.268000 Kernel 1: 0.023000 Kernel 2: 80.801003 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.006311 0.666667 fi:0.481179. Ave ac:0.011571,0.021153 Initialization: 6.148000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.272000 Kernel 1: 0.024000 Kernel 2: 80.411003 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.003883 0.842105 fi:0.310457. Ave ac:0.013799,0.024954 Initialization: 6.369000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.458000 Kernel 1: 0.023000 Kernel 2: 80.155998 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.004612 0.730769 fi:0.430007. Ave ac:0.012423,0.023106 Initialization: 6.201000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.294000 Kernel 1: 0.023000 Kernel 2: 81.250000 Copyback: 0.018000 Sum: 0.022000 It 25,Best ac:0.005098 0.724138 fi:0.426649. Ave ac:0.015219,0.027221 Initialization: 6.341000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.454000 Kernel 1: 0.024000 Kernel 2: 79.343002 Copyback: 0.026000 Sum: 0.020000 It 26,Best ac:0.004125 0.809524 fi:0.345134. Ave ac:0.013985,0.026792 Initialization: 6.225000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.290000 Kernel 1: 0.023000 Kernel 2: 79.357002 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.005096 0.875000 fi:0.270673. Ave ac:0.011419,0.018619 Initialization: 6.142000 Memcpy Classifiers: 0.204000 Memcpy Instances: 8.359000 Kernel 1: 0.024000 Kernel 2: 83.357002 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.005340 0.814815 fi:0.339317. Ave ac:0.009645,0.016731 Initialization: 6.339000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.806000 Kernel 1: 0.022000 Kernel 2: 80.317001 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.003883 1.000000 fi:0.160228. Ave ac:0.011750,0.025546 Initialization: 6.288000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.275000 Kernel 1: 0.023000 Kernel 2: 80.436996 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.004853 0.769231 fi:0.390699. Ave ac:0.011249,0.023015 Initialization: 6.185000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.501000 Kernel 1: 0.022000 Kernel 2: 80.388000 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.006068 0.833333 fi:0.312738. Ave ac:0.011464,0.021694 Initialization: 6.146000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.931000 Kernel 1: 0.022000 Kernel 2: 80.981003 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.003641 0.789474 fi:0.413861. Ave ac:0.009967,0.012761 Initialization: 6.315000 Memcpy Classifiers: 0.205000 Memcpy Instances: 8.769000 Kernel 1: 0.024000 Kernel 2: 84.910004 Copyback: 0.018000 Sum: 0.025000 It 33,Best ac:0.004370 0.818182 fi:0.339799. Ave ac:0.013593,0.029285 Initialization: 26.528000 Memcpy Instances: 409.664001 Memcpy Classifiers: 0.062000 Kernel 1: 0.024000 Kernel 2: 454.839996 Copyback: 0.014000 Sum: 0.015000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 473.325012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 460.431000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 475.204010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 471.484009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 464.565002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 464.938995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.087000 Kernel 1: 0.013000 Kernel 2: 467.739014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 473.821991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 456.998993 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 277.441986 Copyback: 0.016000 Sum: 0.002000 It 34,Best ac:0.004049 0.639080 fi:0.504314. Ave ac:0.009755,0.031472 Best acc 0.004049 0.639080 Initialization: 6.095000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.462000 Kernel 1: 0.025000 Kernel 2: 103.092003 Copyback: 0.018000 Sum: 0.054000 Initial population average accuracy1:0.005560 accuracy2:0.243385 Initialization: 6.107000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.280000 Kernel 1: 0.025000 Kernel 2: 111.422997 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.009221 0.593750 fi:0.503957. Ave ac:0.010291,0.012936 Initialization: 6.134000 Memcpy Classifiers: 0.478000 Memcpy Instances: 8.299000 Kernel 1: 0.023000 Kernel 2: 109.141998 Copyback: 0.018000 Sum: 0.030000 It 1,Best ac:0.008495 0.555556 fi:0.542462. Ave ac:0.012975,0.016089 Initialization: 6.162000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.349000 Kernel 1: 0.024000 Kernel 2: 108.612000 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.004369 0.620690 fi:0.479112. Ave ac:0.012972,0.016281 Initialization: 6.261000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.324000 Kernel 1: 0.024000 Kernel 2: 106.513000 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.004613 0.678571 fi:0.421125. Ave ac:0.012907,0.017447 Initialization: 6.137000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.287000 Kernel 1: 0.023000 Kernel 2: 104.716003 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.003883 0.800000 fi:0.307170. Ave ac:0.013013,0.015023 Initialization: 6.126000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.402000 Kernel 1: 0.023000 Kernel 2: 103.487000 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.004613 0.826087 fi:0.273610. Ave ac:0.012780,0.015278 Initialization: 6.180000 Memcpy Classifiers: 0.475000 Memcpy Instances: 8.278000 Kernel 1: 0.023000 Kernel 2: 100.285004 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.004370 0.782609 fi:0.317193. Ave ac:0.011364,0.012756 Initialization: 6.206000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.254000 Kernel 1: 0.025000 Kernel 2: 101.939003 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.010437 0.767857 fi:0.329326. Ave ac:0.010805,0.011639 Initialization: 6.131000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.315000 Kernel 1: 0.023000 Kernel 2: 98.514000 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003642 1.000000 fi:0.162108. Ave ac:0.011933,0.011744 Initialization: 6.125000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.311000 Kernel 1: 0.024000 Kernel 2: 99.209999 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.004854 0.740741 fi:0.358853. Ave ac:0.011766,0.013626 Iteration 10:MDL fitness activated Error 0.358853 TL 0.039189 MDL Theory Length Weight: 3.0523400568 (2) Initialization: 6.094000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.322000 Kernel 1: 0.024000 Kernel 2: 97.211998 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.006068 0.735294 fi:0.466883. Ave ac:0.009275,0.010049 Initialization: 6.113000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.302000 Kernel 1: 0.023000 Kernel 2: 95.818001 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.006309 0.722222 fi:0.447249. Ave ac:0.010600,0.011439 Initialization: 6.176000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.773000 Kernel 1: 0.023000 Kernel 2: 94.613998 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.006068 0.735294 fi:0.401131. Ave ac:0.010068,0.011503 Initialization: 6.102000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.300000 Kernel 1: 0.024000 Kernel 2: 93.067001 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.003884 0.888889 fi:0.306041. Ave ac:0.010595,0.012345 Initialization: 6.202000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.260000 Kernel 1: 0.025000 Kernel 2: 90.813004 Copyback: 0.016000 Sum: 0.034000 It 14,Best ac:0.004854 0.800000 fi:0.387170. Ave ac:0.010527,0.011817 Initialization: 6.120000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.307000 Kernel 1: 0.024000 Kernel 2: 90.973999 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.006069 0.833333 fi:0.326132. Ave ac:0.010576,0.015143 Initialization: 6.128000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.289000 Kernel 1: 0.023000 Kernel 2: 87.976997 Copyback: 0.016000 Sum: 0.039000 It 16,Best ac:0.005096 0.807692 fi:0.362626. Ave ac:0.008020,0.008267 Initialization: 6.209000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.401000 Kernel 1: 0.022000 Kernel 2: 89.453003 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.004370 0.947368 fi:0.265849. Ave ac:0.008747,0.010609 Initialization: 6.162000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.293000 Kernel 1: 0.023000 Kernel 2: 85.599998 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.004126 0.772727 fi:0.406638. Ave ac:0.008236,0.014706 Initialization: 6.104000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.500000 Kernel 1: 0.023000 Kernel 2: 88.182999 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.003884 0.761905 fi:0.419701. Ave ac:0.008861,0.013120 Initialization: 6.114000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.346000 Kernel 1: 0.023000 Kernel 2: 87.253998 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.005339 0.916667 fi:0.255936. Ave ac:0.009407,0.010114 Initialization: 6.157000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.764000 Kernel 1: 0.022000 Kernel 2: 87.116997 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.007524 0.837838 fi:0.354597. Ave ac:0.009147,0.008645 Initialization: 7.204000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.301000 Kernel 1: 0.023000 Kernel 2: 84.643997 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.004126 1.000000 fi:0.187874. Ave ac:0.008872,0.008590 Initialization: 6.285000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.260000 Kernel 1: 0.022000 Kernel 2: 85.304001 Copyback: 0.016000 Sum: 0.034000 It 23,Best ac:0.004368 0.818182 fi:0.352451. Ave ac:0.008240,0.008707 Initialization: 6.286000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.317000 Kernel 1: 0.023000 Kernel 2: 84.874001 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.005339 0.880000 fi:0.307823. Ave ac:0.008295,0.008804 Initialization: 6.219000 Memcpy Classifiers: 0.368000 Memcpy Instances: 8.258000 Kernel 1: 0.024000 Kernel 2: 84.621002 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.004612 0.904762 fi:0.296080. Ave ac:0.009136,0.009299 Initialization: 6.178000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.331000 Kernel 1: 0.023000 Kernel 2: 85.412003 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.005098 0.777778 fi:0.383153. Ave ac:0.008521,0.007753 Initialization: 6.149000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.767000 Kernel 1: 0.022000 Kernel 2: 82.242996 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.007280 0.810811 fi:0.341602. Ave ac:0.009306,0.008441 Initialization: 6.093000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.372000 Kernel 1: 0.023000 Kernel 2: 83.203003 Copyback: 0.016000 Sum: 0.032000 It 28,Best ac:0.004127 0.739130 fi:0.408528. Ave ac:0.007093,0.007225 Initialization: 7.159000 Memcpy Classifiers: 0.404000 Memcpy Instances: 8.284000 Kernel 1: 0.023000 Kernel 2: 83.331001 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.005827 0.857143 fi:0.299136. Ave ac:0.009452,0.012338 Initialization: 6.425000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.614000 Kernel 1: 0.023000 Kernel 2: 82.941002 Copyback: 0.016000 Sum: 0.034000 It 30,Best ac:0.005097 0.913043 fi:0.253027. Ave ac:0.008922,0.011414 Initialization: 6.093000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.818000 Kernel 1: 0.023000 Kernel 2: 81.733002 Copyback: 0.017000 Sum: 0.036000 It 31,Best ac:0.004126 0.944444 fi:0.220661. Ave ac:0.008338,0.007215 MDL Theory Length Weight: 2.7471060511 (10) Initialization: 6.095000 Memcpy Classifiers: 0.333000 Memcpy Instances: 8.270000 Kernel 1: 0.023000 Kernel 2: 81.209999 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.004854 0.833333 fi:0.317066. Ave ac:0.008369,0.007847 Initialization: 6.159000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.293000 Kernel 1: 0.024000 Kernel 2: 81.719002 Copyback: 0.017000 Sum: 0.035000 It 33,Best ac:0.007765 0.820513 fi:0.327223. Ave ac:0.007202,0.005799 Initialization: 26.448999 Memcpy Instances: 405.502014 Memcpy Classifiers: 0.071000 Kernel 1: 0.024000 Kernel 2: 478.391998 Copyback: 0.368000 Sum: 0.015000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 471.989990 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 491.753998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 487.386993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 488.174011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 477.225006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 476.480011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 476.221985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 478.842987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 487.912994 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.059000 Kernel 1: 0.016000 Kernel 2: 283.743988 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004927 0.676667 fi:0.474291. Ave ac:0.006706,0.020486 Best acc 0.004927 0.676667 Rule:Att PSSM_-1_7 is [<-1.043721]|Att PSSM_-1_11 is [>-4.452462]|Att PSSM_0_7 is [<-3.189020]|Att PSSM_1_12 is [-5.556488,-2.029618]|Att PSSM_2_12 is [-6.064030,-1.935971]|Att PSSM_4_15 is [<3.445189]|1 Accuracy : 0.767710 0 1 157038 7042 47462 23096 Removed 1500 instances. 204500 Instances left. Acc of rule 0.004927-0.676667 Initialization: 6.178000 Memcpy Classifiers: 0.632000 Memcpy Instances: 8.248000 Kernel 1: 0.025000 Kernel 2: 101.212997 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005411 accuracy2:0.230352 Initialization: 6.074000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.262000 Kernel 1: 0.024000 Kernel 2: 106.583000 Copyback: 0.023000 Sum: 0.045000 It 0,Best ac:0.011980 0.526882 fi:0.569558. Ave ac:0.010214,0.013746 Initialization: 7.219000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.261000 Kernel 1: 0.024000 Kernel 2: 109.681000 Copyback: 0.017000 Sum: 0.037000 It 1,Best ac:0.006111 0.625000 fi:0.474015. Ave ac:0.012711,0.014036 Initialization: 6.124000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.191000 Kernel 1: 0.024000 Kernel 2: 109.331001 Copyback: 0.018000 Sum: 0.026000 It 2,Best ac:0.004645 0.612903 fi:0.486752. Ave ac:0.012459,0.013724 Initialization: 6.025000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.347000 Kernel 1: 0.022000 Kernel 2: 103.612999 Copyback: 0.016000 Sum: 0.027000 It 3,Best ac:0.005623 0.657143 fi:0.442083. Ave ac:0.009222,0.010796 Initialization: 6.031000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.198000 Kernel 1: 0.023000 Kernel 2: 103.123001 Copyback: 0.025000 Sum: 0.041000 It 4,Best ac:0.004401 0.666667 fi:0.433095. Ave ac:0.009993,0.011572 Initialization: 6.052000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.243000 Kernel 1: 0.024000 Kernel 2: 102.983002 Copyback: 0.371000 Sum: 0.035000 It 5,Best ac:0.005623 0.718750 fi:0.380476. Ave ac:0.010871,0.012362 Initialization: 6.123000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.861000 Kernel 1: 0.022000 Kernel 2: 101.582001 Copyback: 0.018000 Sum: 0.035000 It 6,Best ac:0.004156 0.708333 fi:0.391538. Ave ac:0.010296,0.010053 Initialization: 6.161000 Memcpy Classifiers: 0.861000 Memcpy Instances: 8.219000 Kernel 1: 0.024000 Kernel 2: 99.921997 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.003424 0.875000 fi:0.326487. Ave ac:0.011292,0.010989 Initialization: 6.146000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.257000 Kernel 1: 0.023000 Kernel 2: 99.255997 Copyback: 0.021000 Sum: 0.034000 It 8,Best ac:0.003911 0.800000 fi:0.299978. Ave ac:0.009888,0.011362 Initialization: 6.090000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.207000 Kernel 1: 0.025000 Kernel 2: 97.183998 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.004156 0.809524 fi:0.290347. Ave ac:0.011812,0.012512 Iteration 10:MDL fitness activated Error 0.290347 TL 0.028635 MDL Theory Length Weight: 3.3798745805 (1) Initialization: 6.046000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.249000 Kernel 1: 0.022000 Kernel 2: 99.713997 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.004155 0.894737 fi:0.309251. Ave ac:0.010795,0.010942 Initialization: 6.069000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.194000 Kernel 1: 0.024000 Kernel 2: 96.510002 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.003667 0.882353 fi:0.347010. Ave ac:0.009173,0.010203 Initialization: 6.098000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.207000 Kernel 1: 0.024000 Kernel 2: 95.922997 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.009535 0.764706 fi:0.434405. Ave ac:0.011073,0.010959 Initialization: 6.183000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.234000 Kernel 1: 0.022000 Kernel 2: 96.970001 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.006846 0.848485 fi:0.353757. Ave ac:0.009698,0.010660 Initialization: 6.188000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.263000 Kernel 1: 0.023000 Kernel 2: 95.894997 Copyback: 0.016000 Sum: 0.029000 It 14,Best ac:0.005134 0.875000 fi:0.299267. Ave ac:0.009915,0.010988 Initialization: 6.230000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.227000 Kernel 1: 0.023000 Kernel 2: 97.849998 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.003178 0.928571 fi:0.393636. Ave ac:0.008716,0.008560 Initialization: 6.116000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.672000 Kernel 1: 0.022000 Kernel 2: 94.218002 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.004645 0.791667 fi:0.384705. Ave ac:0.010786,0.012833 Initialization: 6.096000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.242000 Kernel 1: 0.024000 Kernel 2: 91.982002 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.006357 0.722222 fi:0.428224. Ave ac:0.011078,0.012995 Initialization: 6.116000 Memcpy Classifiers: 0.390000 Memcpy Instances: 8.186000 Kernel 1: 0.024000 Kernel 2: 93.400002 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.007090 0.743590 fi:0.411575. Ave ac:0.011661,0.010825 Initialization: 6.160000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.221000 Kernel 1: 0.023000 Kernel 2: 87.367996 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.009780 0.784314 fi:0.374017. Ave ac:0.012397,0.013752 Initialization: 6.131000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.269000 Kernel 1: 0.023000 Kernel 2: 85.805000 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.004401 0.857143 fi:0.284287. Ave ac:0.008974,0.010288 Initialization: 6.100000 Memcpy Classifiers: 0.325000 Memcpy Instances: 8.226000 Kernel 1: 0.023000 Kernel 2: 81.105003 Copyback: 0.016000 Sum: 0.025000 It 21,Best ac:0.006848 0.777778 fi:0.367489. Ave ac:0.010713,0.012709 Initialization: 6.086000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.230000 Kernel 1: 0.023000 Kernel 2: 82.098999 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.004156 0.708333 fi:0.449220. Ave ac:0.008794,0.006885 Initialization: 6.203000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.235000 Kernel 1: 0.024000 Kernel 2: 82.283997 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.003912 0.842105 fi:0.315556. Ave ac:0.011580,0.010601 Initialization: 6.239000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.225000 Kernel 1: 0.024000 Kernel 2: 79.639000 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.004402 0.692308 fi:0.527145. Ave ac:0.008894,0.007208 Initialization: 6.129000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.204000 Kernel 1: 0.025000 Kernel 2: 81.018997 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.004157 0.809524 fi:0.385871. Ave ac:0.011342,0.013572 Initialization: 6.133000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.224000 Kernel 1: 0.023000 Kernel 2: 80.218002 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.004401 0.818182 fi:0.347293. Ave ac:0.011594,0.009127 Initialization: 6.567000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.244000 Kernel 1: 0.023000 Kernel 2: 79.640999 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.006844 0.736842 fi:0.416190. Ave ac:0.009934,0.010561 Initialization: 6.182000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.242000 Kernel 1: 0.023000 Kernel 2: 80.982002 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.004156 0.809524 fi:0.364151. Ave ac:0.011556,0.013924 Initialization: 6.116000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.441000 Kernel 1: 0.022000 Kernel 2: 80.449997 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.005133 0.750000 fi:0.409007. Ave ac:0.009296,0.008806 MDL Theory Length Weight: 3.0418871225 (10) Initialization: 6.085000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.208000 Kernel 1: 0.024000 Kernel 2: 80.565002 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.003667 0.833333 fi:0.362632. Ave ac:0.011233,0.014223 Initialization: 6.061000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.336000 Kernel 1: 0.024000 Kernel 2: 79.389000 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.004647 0.826087 fi:0.328742. Ave ac:0.013788,0.023199 Initialization: 6.085000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.237000 Kernel 1: 0.023000 Kernel 2: 78.867996 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.004155 0.894737 fi:0.256199. Ave ac:0.010205,0.009914 Initialization: 6.057000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.681000 Kernel 1: 0.022000 Kernel 2: 81.001999 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.005868 0.727273 fi:0.412397. Ave ac:0.008243,0.009756 Initialization: 26.853001 Memcpy Instances: 400.994995 Memcpy Classifiers: 0.062000 Kernel 1: 0.024000 Kernel 2: 472.636993 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 472.442993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 471.279999 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.056000 Kernel 1: 0.015000 Kernel 2: 467.268005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 472.145996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 475.973999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 480.622009 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 460.960999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 467.356995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 476.536987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 210.147995 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005516 0.643836 fi:0.504343. Ave ac:0.009081,0.028646 Best acc 0.005516 0.643836 Initialization: 6.094000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.214000 Kernel 1: 0.026000 Kernel 2: 102.758003 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.005265 accuracy2:0.233458 Initialization: 6.094000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.196000 Kernel 1: 0.024000 Kernel 2: 110.367996 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.009780 0.500000 fi:0.597405. Ave ac:0.010307,0.013670 Initialization: 6.080000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.197000 Kernel 1: 0.024000 Kernel 2: 111.178001 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.007824 0.615385 fi:0.482877. Ave ac:0.012898,0.014568 Initialization: 6.180000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.294000 Kernel 1: 0.023000 Kernel 2: 109.773003 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.004402 0.600000 fi:0.499762. Ave ac:0.012989,0.014835 Initialization: 6.595000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.552000 Kernel 1: 0.023000 Kernel 2: 109.703003 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.003912 0.666667 fi:0.433310. Ave ac:0.011768,0.013017 Initialization: 6.141000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.260000 Kernel 1: 0.023000 Kernel 2: 105.736000 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.006601 0.642857 fi:0.455940. Ave ac:0.009669,0.009025 Initialization: 6.196000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.343000 Kernel 1: 0.022000 Kernel 2: 106.339996 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.008313 0.708333 fi:0.389714. Ave ac:0.010275,0.010411 Initialization: 6.284000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.250000 Kernel 1: 0.024000 Kernel 2: 106.144997 Copyback: 0.018000 Sum: 0.036000 It 6,Best ac:0.003913 0.761905 fi:0.338072. Ave ac:0.010552,0.011591 Initialization: 6.129000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.187000 Kernel 1: 0.024000 Kernel 2: 105.723999 Copyback: 0.020000 Sum: 0.032000 It 7,Best ac:0.005136 0.777778 fi:0.321663. Ave ac:0.010003,0.009321 Initialization: 6.088000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.229000 Kernel 1: 0.024000 Kernel 2: 105.824997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.003911 0.800000 fi:0.299978. Ave ac:0.009525,0.008222 Initialization: 6.126000 Memcpy Classifiers: 0.460000 Memcpy Instances: 8.260000 Kernel 1: 0.023000 Kernel 2: 104.263000 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.006846 0.666667 fi:0.432024. Ave ac:0.007636,0.007707 Iteration 10:MDL fitness activated Error 0.432024 TL 0.029051 MDL Theory Length Weight: 4.9571499124 (2) Initialization: 6.097000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.252000 Kernel 1: 0.024000 Kernel 2: 102.379997 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.005379 0.758621 fi:0.428847. Ave ac:0.008931,0.006857 Initialization: 6.141000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.226000 Kernel 1: 0.023000 Kernel 2: 99.966003 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.004155 0.809524 fi:0.402598. Ave ac:0.009305,0.011540 Initialization: 6.122000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.235000 Kernel 1: 0.023000 Kernel 2: 101.365997 Copyback: 0.018000 Sum: 0.037000 It 12,Best ac:0.011736 0.750000 fi:0.452817. Ave ac:0.009714,0.010501 Initialization: 6.120000 Memcpy Classifiers: 0.338000 Memcpy Instances: 8.281000 Kernel 1: 0.024000 Kernel 2: 95.935997 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.003911 0.727273 fi:0.458893. Ave ac:0.011015,0.011024 Initialization: 6.152000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.663000 Kernel 1: 0.026000 Kernel 2: 93.957001 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.005625 0.718750 fi:0.464404. Ave ac:0.010840,0.012522 Initialization: 6.091000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.401000 Kernel 1: 0.024000 Kernel 2: 90.653000 Copyback: 0.019000 Sum: 0.033000 It 15,Best ac:0.003913 0.800000 fi:0.400744. Ave ac:0.012883,0.016766 Initialization: 6.124000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.285000 Kernel 1: 0.022000 Kernel 2: 88.500999 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.003911 0.800000 fi:0.388824. Ave ac:0.010897,0.014505 Initialization: 6.110000 Memcpy Classifiers: 0.313000 Memcpy Instances: 8.215000 Kernel 1: 0.024000 Kernel 2: 86.740997 Copyback: 0.016000 Sum: 0.026000 It 17,Best ac:0.005379 0.785714 fi:0.387815. Ave ac:0.012543,0.022283 Initialization: 6.100000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.261000 Kernel 1: 0.024000 Kernel 2: 84.585999 Copyback: 0.017000 Sum: 0.023000 It 18,Best ac:0.008557 0.760870 fi:0.414846. Ave ac:0.012547,0.017570 Initialization: 6.108000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.200000 Kernel 1: 0.024000 Kernel 2: 82.217003 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.003913 0.888889 fi:0.290514. Ave ac:0.013008,0.024320 Initialization: 6.117000 Memcpy Classifiers: 0.266000 Memcpy Instances: 8.552000 Kernel 1: 0.023000 Kernel 2: 82.600998 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.004891 0.769231 fi:0.416832. Ave ac:0.012283,0.022407 Initialization: 6.158000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.286000 Kernel 1: 0.022000 Kernel 2: 80.058998 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.005379 0.846154 fi:0.345221. Ave ac:0.015359,0.025807 Initialization: 6.155000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.204000 Kernel 1: 0.023000 Kernel 2: 80.411003 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.004647 0.826087 fi:0.360746. Ave ac:0.017040,0.032847 Initialization: 6.209000 Memcpy Classifiers: 0.263000 Memcpy Instances: 9.554000 Kernel 1: 0.022000 Kernel 2: 80.358002 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.004156 0.739130 fi:0.421032. Ave ac:0.016382,0.030160 Initialization: 6.182000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.422000 Kernel 1: 0.024000 Kernel 2: 78.280998 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.005869 0.827586 fi:0.358364. Ave ac:0.016948,0.029052 Initialization: 6.326000 Memcpy Classifiers: 0.306000 Memcpy Instances: 9.024000 Kernel 1: 0.023000 Kernel 2: 77.768997 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.004891 0.740741 fi:0.406861. Ave ac:0.009831,0.019069 Initialization: 6.109000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.844000 Kernel 1: 0.023000 Kernel 2: 77.986000 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.005868 1.000000 fi:0.191969. Ave ac:0.017094,0.028132 Initialization: 6.799000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.247000 Kernel 1: 0.023000 Kernel 2: 76.403000 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003424 1.000000 fi:0.278136. Ave ac:0.011264,0.017508 Initialization: 6.117000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.204000 Kernel 1: 0.023000 Kernel 2: 77.507004 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.004645 0.791667 fi:0.372537. Ave ac:0.012411,0.022867 Initialization: 6.144000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.191000 Kernel 1: 0.024000 Kernel 2: 75.603996 Copyback: 0.372000 Sum: 0.025000 It 29,Best ac:0.007090 0.690476 fi:0.463416. Ave ac:0.014279,0.024252 Initialization: 6.181000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.236000 Kernel 1: 0.023000 Kernel 2: 77.075996 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.006844 0.736842 fi:0.448367. Ave ac:0.015401,0.025939 Initialization: 6.223000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.221000 Kernel 1: 0.024000 Kernel 2: 76.028000 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.003423 0.875000 fi:0.375766. Ave ac:0.015705,0.027714 Initialization: 6.108000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.240000 Kernel 1: 0.023000 Kernel 2: 73.886002 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.004644 0.760000 fi:0.393989. Ave ac:0.014241,0.024833 Initialization: 6.144000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.204000 Kernel 1: 0.024000 Kernel 2: 73.656998 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.004889 0.800000 fi:0.361328. Ave ac:0.012801,0.021002 Initialization: 26.693001 Memcpy Instances: 405.069000 Memcpy Classifiers: 0.052000 Kernel 1: 0.022000 Kernel 2: 441.596008 Copyback: 0.014000 Sum: 0.015000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 468.990997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 454.602997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 450.158997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 449.382996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 443.325989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 446.826996 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 436.579010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 471.841003 Copyback: 0.020000 Sum: 0.004000 Memcpy Classifiers: 0.051000 Kernel 1: 0.018000 Kernel 2: 447.664001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 203.505997 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004386 0.626397 fi:0.527704. Ave ac:0.013207,0.044750 Best acc 0.004386 0.626397 Rule:Att PSSM_-3_7 is [-5.033317,2.717380]|Att PSSM_0_12 is [<-3.946031]|Att PSSM_0_20 is [>0.241591]|Att PSSM_1_15 is [<-1.432243]|Att PSSM_1_18 is [-2.104762,9.552410]|1 Accuracy : 0.769858 0 1 156414 7666 46334 24224 Removed 1752 instances. 202748 Instances left. Acc of rule 0.005516-0.643836 Initialization: 6.249000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.126000 Kernel 1: 0.026000 Kernel 2: 99.573997 Copyback: 0.017000 Sum: 0.050000 Initial population average accuracy1:0.005620 accuracy2:0.226527 Initialization: 6.090000 Memcpy Classifiers: 0.587000 Memcpy Instances: 8.121000 Kernel 1: 0.023000 Kernel 2: 105.004997 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.003699 0.535714 fi:0.588431. Ave ac:0.010785,0.014375 Initialization: 6.034000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.590000 Kernel 1: 0.024000 Kernel 2: 106.680000 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.014303 0.508772 fi:0.586556. Ave ac:0.014289,0.017069 Initialization: 6.535000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.173000 Kernel 1: 0.024000 Kernel 2: 107.878998 Copyback: 0.016000 Sum: 0.031000 It 2,Best ac:0.006905 0.509091 fi:0.589528. Ave ac:0.014239,0.016437 Initialization: 6.181000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.132000 Kernel 1: 0.024000 Kernel 2: 105.142998 Copyback: 0.016000 Sum: 0.031000 It 3,Best ac:0.004439 0.692308 fi:0.407409. Ave ac:0.014701,0.015179 Initialization: 6.124000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.122000 Kernel 1: 0.024000 Kernel 2: 105.759003 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.005919 0.631579 fi:0.467479. Ave ac:0.013284,0.014373 Initialization: 5.956000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.158000 Kernel 1: 0.022000 Kernel 2: 103.469002 Copyback: 0.018000 Sum: 0.031000 It 5,Best ac:0.005425 0.666667 fi:0.432611. Ave ac:0.012547,0.012519 Initialization: 6.039000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.079000 Kernel 1: 0.023000 Kernel 2: 104.542000 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.003947 0.695652 fi:0.404282. Ave ac:0.010244,0.010120 Initialization: 6.009000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.179000 Kernel 1: 0.023000 Kernel 2: 102.359001 Copyback: 0.016000 Sum: 0.029000 It 7,Best ac:0.006164 0.735294 fi:0.363654. Ave ac:0.010706,0.009363 Initialization: 6.084000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.157000 Kernel 1: 0.023000 Kernel 2: 102.866997 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003946 0.695652 fi:0.404283. Ave ac:0.010295,0.010003 Initialization: 5.996000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.117000 Kernel 1: 0.023000 Kernel 2: 100.067001 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.003947 0.888889 fi:0.211045. Ave ac:0.009331,0.008472 Iteration 10:MDL fitness activated Error 0.211045 TL 0.030677 MDL Theory Length Weight: 2.2931739728 (1) Initialization: 6.147000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.114000 Kernel 1: 0.023000 Kernel 2: 97.708000 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.004440 0.692308 fi:0.484475. Ave ac:0.008707,0.010673 Initialization: 6.006000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.149000 Kernel 1: 0.024000 Kernel 2: 96.682999 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.005427 0.666667 fi:0.488517. Ave ac:0.009920,0.009683 Initialization: 6.090000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.145000 Kernel 1: 0.024000 Kernel 2: 95.570999 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.005672 0.766667 fi:0.391707. Ave ac:0.010035,0.011738 Initialization: 6.038000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.112000 Kernel 1: 0.024000 Kernel 2: 97.114998 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.003207 0.928571 fi:0.377087. Ave ac:0.009760,0.010261 Initialization: 5.996000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.202000 Kernel 1: 0.023000 Kernel 2: 93.306000 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.005919 0.774194 fi:0.382934. Ave ac:0.009707,0.009340 Initialization: 6.019000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.124000 Kernel 1: 0.025000 Kernel 2: 96.389000 Copyback: 0.018000 Sum: 0.034000 It 15,Best ac:0.004192 0.772727 fi:0.390877. Ave ac:0.010361,0.010991 Initialization: 6.135000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.590000 Kernel 1: 0.024000 Kernel 2: 92.225998 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.003453 0.933333 fi:0.315387. Ave ac:0.009040,0.009067 Initialization: 5.996000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.189000 Kernel 1: 0.023000 Kernel 2: 95.440002 Copyback: 0.018000 Sum: 0.033000 It 17,Best ac:0.003699 0.882353 fi:0.308733. Ave ac:0.010949,0.014521 Initialization: 6.081000 Memcpy Classifiers: 0.810000 Memcpy Instances: 8.234000 Kernel 1: 0.023000 Kernel 2: 95.397003 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.004684 0.730769 fi:0.432602. Ave ac:0.009951,0.013272 Initialization: 6.472000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.173000 Kernel 1: 0.023000 Kernel 2: 92.579002 Copyback: 0.016000 Sum: 0.030000 It 19,Best ac:0.004191 0.772727 fi:0.390944. Ave ac:0.010337,0.011294 Initialization: 6.025000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.336000 Kernel 1: 0.023000 Kernel 2: 96.712997 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.004931 0.769231 fi:0.375127. Ave ac:0.008012,0.007809 Initialization: 6.036000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.199000 Kernel 1: 0.024000 Kernel 2: 102.320999 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.008878 0.782609 fi:0.363952. Ave ac:0.009276,0.010328 Initialization: 6.016000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.196000 Kernel 1: 0.024000 Kernel 2: 93.046997 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.005424 0.785714 fi:0.358238. Ave ac:0.009239,0.008119 Initialization: 6.047000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.122000 Kernel 1: 0.024000 Kernel 2: 95.750000 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.006658 0.750000 fi:0.397565. Ave ac:0.009369,0.008806 Initialization: 7.462000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.160000 Kernel 1: 0.024000 Kernel 2: 98.380997 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.005673 0.920000 fi:0.235999. Ave ac:0.009635,0.010491 Initialization: 5.999000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.210000 Kernel 1: 0.024000 Kernel 2: 99.268997 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.004439 0.857143 fi:0.300088. Ave ac:0.006197,0.005714 Initialization: 6.014000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.230000 Kernel 1: 0.024000 Kernel 2: 95.658997 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.005425 0.814815 fi:0.331258. Ave ac:0.006412,0.005504 Initialization: 6.099000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.144000 Kernel 1: 0.023000 Kernel 2: 96.169998 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.005427 0.846154 fi:0.303807. Ave ac:0.007307,0.008440 Initialization: 6.110000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.140000 Kernel 1: 0.024000 Kernel 2: 100.307999 Copyback: 0.018000 Sum: 0.032000 It 28,Best ac:0.005672 0.821429 fi:0.330974. Ave ac:0.007599,0.006378 Initialization: 6.102000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.152000 Kernel 1: 0.023000 Kernel 2: 99.005997 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.004192 0.809524 fi:0.335163. Ave ac:0.005607,0.005465 Initialization: 6.036000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.184000 Kernel 1: 0.024000 Kernel 2: 97.767998 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.004931 0.740741 fi:0.402792. Ave ac:0.006664,0.006666 Initialization: 6.026000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.224000 Kernel 1: 0.023000 Kernel 2: 98.253998 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.004687 0.703704 fi:0.451382. Ave ac:0.006323,0.005700 Initialization: 6.073000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.376000 Kernel 1: 0.023000 Kernel 2: 97.821999 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.003698 0.833333 fi:0.365261. Ave ac:0.007895,0.009474 Initialization: 6.014000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.165000 Kernel 1: 0.023000 Kernel 2: 99.148003 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.003699 0.882353 fi:0.290090. Ave ac:0.008045,0.007333 MDL Theory Length Weight: 2.0638565755 (10) Initialization: 26.202999 Memcpy Instances: 402.584991 Memcpy Classifiers: 0.065000 Kernel 1: 0.023000 Kernel 2: 564.023987 Copyback: 0.017000 Sum: 0.013000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 556.429993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 565.645020 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 548.158997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 552.739014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 547.502014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 563.161011 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.071000 Kernel 1: 0.022000 Kernel 2: 558.664978 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 544.148010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 562.607971 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 244.699005 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005213 0.618129 fi:0.525198. Ave ac:0.006726,0.020607 Best acc 0.005213 0.618129 Initialization: 6.050000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.634000 Kernel 1: 0.025000 Kernel 2: 99.794998 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.005314 accuracy2:0.227670 Initialization: 5.951000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.615000 Kernel 1: 0.022000 Kernel 2: 105.709000 Copyback: 0.017000 Sum: 0.051000 It 0,Best ac:0.009125 0.513889 fi:0.583739. Ave ac:0.010256,0.014098 Initialization: 6.095000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.115000 Kernel 1: 0.025000 Kernel 2: 106.045998 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.003946 0.640000 fi:0.459936. Ave ac:0.013471,0.016962 Initialization: 6.081000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.116000 Kernel 1: 0.024000 Kernel 2: 105.885002 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.003946 0.695652 fi:0.404283. Ave ac:0.012957,0.015226 Initialization: 5.980000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.699000 Kernel 1: 0.022000 Kernel 2: 102.241997 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.004192 0.653846 fi:0.445980. Ave ac:0.012656,0.014049 Initialization: 6.585000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.460000 Kernel 1: 0.021000 Kernel 2: 102.922997 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.008387 0.739130 fi:0.358827. Ave ac:0.013749,0.015371 Initialization: 6.122000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.115000 Kernel 1: 0.023000 Kernel 2: 100.974998 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.004933 0.833333 fi:0.266161. Ave ac:0.015166,0.015391 Initialization: 6.078000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.651000 Kernel 1: 0.022000 Kernel 2: 98.289001 Copyback: 0.018000 Sum: 0.033000 It 6,Best ac:0.006660 0.818182 fi:0.280544. Ave ac:0.011323,0.011708 Initialization: 6.066000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.628000 Kernel 1: 0.023000 Kernel 2: 96.250000 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.003946 0.666667 fi:0.433269. Ave ac:0.011021,0.010310 Initialization: 6.076000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.123000 Kernel 1: 0.024000 Kernel 2: 92.424004 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.007396 0.769231 fi:0.329169. Ave ac:0.009857,0.009698 Initialization: 6.106000 Memcpy Classifiers: 0.391000 Memcpy Instances: 8.148000 Kernel 1: 0.023000 Kernel 2: 94.415001 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.004439 0.782609 fi:0.317105. Ave ac:0.009979,0.009446 Iteration 10:MDL fitness activated Error 0.317105 TL 0.036651 MDL Theory Length Weight: 2.8839765759 (5) Initialization: 6.252000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.176000 Kernel 1: 0.024000 Kernel 2: 93.303001 Copyback: 0.370000 Sum: 0.029000 It 10,Best ac:0.006412 0.787879 fi:0.376325. Ave ac:0.009845,0.009766 Initialization: 6.111000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.648000 Kernel 1: 0.022000 Kernel 2: 91.182999 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.003946 0.842105 fi:0.370594. Ave ac:0.008410,0.009776 Initialization: 6.303000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.126000 Kernel 1: 0.024000 Kernel 2: 90.293999 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.005425 0.758621 fi:0.408759. Ave ac:0.009109,0.010697 Initialization: 6.171000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.131000 Kernel 1: 0.024000 Kernel 2: 88.785004 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.004191 0.809524 fi:0.363949. Ave ac:0.009438,0.008937 Initialization: 6.045000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.129000 Kernel 1: 0.024000 Kernel 2: 88.919998 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.003946 0.842105 fi:0.369289. Ave ac:0.010128,0.008622 Initialization: 6.550000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.162000 Kernel 1: 0.023000 Kernel 2: 87.615997 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.005425 0.733333 fi:0.457735. Ave ac:0.006579,0.005766 Initialization: 6.172000 Memcpy Classifiers: 0.643000 Memcpy Instances: 8.150000 Kernel 1: 0.023000 Kernel 2: 88.610001 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004440 0.750000 fi:0.418868. Ave ac:0.008648,0.008633 Initialization: 6.125000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.339000 Kernel 1: 0.022000 Kernel 2: 87.542000 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.004687 0.730769 fi:0.446690. Ave ac:0.008170,0.008997 Initialization: 6.000000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.141000 Kernel 1: 0.024000 Kernel 2: 87.483002 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.005179 0.777778 fi:0.428520. Ave ac:0.008175,0.008519 Initialization: 6.041000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.641000 Kernel 1: 0.023000 Kernel 2: 88.430000 Copyback: 0.016000 Sum: 0.033000 It 19,Best ac:0.005424 0.758621 fi:0.437974. Ave ac:0.007582,0.007053 Initialization: 6.120000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.219000 Kernel 1: 0.023000 Kernel 2: 88.561996 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.004192 0.894737 fi:0.286902. Ave ac:0.008192,0.006865 Initialization: 6.081000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.208000 Kernel 1: 0.024000 Kernel 2: 86.327003 Copyback: 0.016000 Sum: 0.034000 It 21,Best ac:0.004931 0.769231 fi:0.416903. Ave ac:0.006416,0.005006 Initialization: 6.250000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.133000 Kernel 1: 0.023000 Kernel 2: 87.191002 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.006412 0.812500 fi:0.363205. Ave ac:0.007546,0.006273 Initialization: 5.983000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.178000 Kernel 1: 0.023000 Kernel 2: 88.628998 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.005672 0.657143 fi:0.523033. Ave ac:0.006218,0.005129 Initialization: 7.500000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.150000 Kernel 1: 0.023000 Kernel 2: 88.248001 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.006658 0.843750 fi:0.331483. Ave ac:0.007833,0.007808 Initialization: 6.101000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.119000 Kernel 1: 0.023000 Kernel 2: 86.058998 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.003946 0.761905 fi:0.398105. Ave ac:0.007890,0.008039 Initialization: 6.012000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.215000 Kernel 1: 0.024000 Kernel 2: 83.803001 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.004932 0.833333 fi:0.340393. Ave ac:0.008278,0.006503 Initialization: 6.046000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.221000 Kernel 1: 0.024000 Kernel 2: 81.181000 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.003698 0.789474 fi:0.413868. Ave ac:0.005607,0.005441 Initialization: 6.017000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.638000 Kernel 1: 0.024000 Kernel 2: 84.888000 Copyback: 0.018000 Sum: 0.032000 It 28,Best ac:0.004193 0.739130 fi:0.435848. Ave ac:0.008589,0.006902 Initialization: 6.106000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.135000 Kernel 1: 0.023000 Kernel 2: 84.167999 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.005179 0.777778 fi:0.403674. Ave ac:0.005989,0.005200 MDL Theory Length Weight: 2.5955789183 (10) Initialization: 6.084000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.653000 Kernel 1: 0.022000 Kernel 2: 83.353996 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.003699 0.833333 fi:0.347963. Ave ac:0.007164,0.005845 Initialization: 6.158000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.127000 Kernel 1: 0.023000 Kernel 2: 84.382004 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.003946 0.695652 fi:0.473714. Ave ac:0.006970,0.006714 Initialization: 6.291000 Memcpy Classifiers: 0.325000 Memcpy Instances: 8.118000 Kernel 1: 0.025000 Kernel 2: 84.730003 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.004440 0.857143 fi:0.312640. Ave ac:0.007035,0.006301 Initialization: 6.059000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.163000 Kernel 1: 0.023000 Kernel 2: 83.568001 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.004192 0.772727 fi:0.379066. Ave ac:0.008436,0.009975 Initialization: 28.445000 Memcpy Instances: 400.856995 Memcpy Classifiers: 0.070000 Kernel 1: 0.024000 Kernel 2: 483.759003 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 484.760986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 481.497986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 479.670990 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.068000 Kernel 1: 0.016000 Kernel 2: 485.097992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 486.427002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 486.967987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 492.290985 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 480.385010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 492.527008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 216.968994 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003699 0.642674 fi:0.533139. Ave ac:0.008136,0.024918 Best acc 0.003699 0.642674 Rule:Att PSSM_0_12 is [-4.569921,-3.620920]|Att PSSM_1_15 is [<-2.899395]|Att PSSM_2_12 is [>-4.414134]|Att PSSM_3_14 is [>-1.924338]|Att PSSM_4_2 is [-5.555198,-0.444803]|Att PSSM_4_4 is [<0.487999]|Att PSSM_4_15 is [<4.118240]|1 Accuracy : 0.771277 0 1 155997 8083 45584 24974 Removed 1167 instances. 201581 Instances left. Acc of rule 0.003699-0.642674 Initialization: 6.252000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.074000 Kernel 1: 0.025000 Kernel 2: 110.168999 Copyback: 0.018000 Sum: 0.044000 Initial population average accuracy1:0.005611 accuracy2:0.214099 Initialization: 5.938000 Memcpy Classifiers: 0.452000 Memcpy Instances: 10.181000 Kernel 1: 0.024000 Kernel 2: 105.570000 Copyback: 0.018000 Sum: 0.048000 It 0,Best ac:0.004713 0.513514 fi:0.586056. Ave ac:0.009957,0.014274 Initialization: 5.945000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.142000 Kernel 1: 0.024000 Kernel 2: 106.325996 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.005706 0.657143 fi:0.441981. Ave ac:0.014464,0.016930 Initialization: 6.073000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.121000 Kernel 1: 0.023000 Kernel 2: 114.363998 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003968 0.615385 fi:0.484522. Ave ac:0.014335,0.017954 Initialization: 6.534000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.117000 Kernel 1: 0.023000 Kernel 2: 112.825996 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.003720 0.833333 fi:0.276407. Ave ac:0.013569,0.015976 Initialization: 5.980000 Memcpy Classifiers: 0.530000 Memcpy Instances: 8.089000 Kernel 1: 0.023000 Kernel 2: 99.841003 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003721 0.625000 fi:0.483763. Ave ac:0.011458,0.012706 Initialization: 6.086000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.082000 Kernel 1: 0.023000 Kernel 2: 110.320999 Copyback: 0.017000 Sum: 0.037000 It 5,Best ac:0.004464 0.782609 fi:0.317075. Ave ac:0.012213,0.013599 Initialization: 5.970000 Memcpy Classifiers: 0.396000 Memcpy Instances: 8.111000 Kernel 1: 0.024000 Kernel 2: 107.989998 Copyback: 0.016000 Sum: 0.031000 It 6,Best ac:0.002976 0.857143 fi:0.430649. Ave ac:0.010090,0.011327 Initialization: 5.998000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.129000 Kernel 1: 0.023000 Kernel 2: 105.276001 Copyback: 0.016000 Sum: 0.034000 It 7,Best ac:0.005952 0.774194 fi:0.324821. Ave ac:0.010300,0.014255 Initialization: 6.006000 Memcpy Classifiers: 0.484000 Memcpy Instances: 8.189000 Kernel 1: 0.023000 Kernel 2: 108.348999 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004960 0.714286 fi:0.385175. Ave ac:0.008657,0.009986 Initialization: 6.504000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.157000 Kernel 1: 0.023000 Kernel 2: 94.177002 Copyback: 0.022000 Sum: 0.036000 It 9,Best ac:0.005954 0.685714 fi:0.413298. Ave ac:0.008596,0.008979 Iteration 10:MDL fitness activated Error 0.413298 TL 0.024822 MDL Theory Length Weight: 5.5501895807 (7) Initialization: 6.020000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.075000 Kernel 1: 0.024000 Kernel 2: 93.046997 Copyback: 0.018000 Sum: 0.032000 It 10,Best ac:0.003969 0.888889 fi:0.386698. Ave ac:0.009185,0.012178 Initialization: 6.633000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.084000 Kernel 1: 0.022000 Kernel 2: 104.194000 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.003720 0.714286 fi:0.560902. Ave ac:0.010831,0.016783 Initialization: 6.176000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.089000 Kernel 1: 0.020000 Kernel 2: 98.450996 Copyback: 0.018000 Sum: 0.038000 It 12,Best ac:0.003968 0.761905 fi:0.424783. Ave ac:0.011231,0.013967 Initialization: 6.099000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.158000 Kernel 1: 0.023000 Kernel 2: 87.628998 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.004465 0.720000 fi:0.474591. Ave ac:0.010381,0.012581 Initialization: 6.052000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.145000 Kernel 1: 0.025000 Kernel 2: 99.581001 Copyback: 0.017000 Sum: 0.039000 It 14,Best ac:0.005952 0.774194 fi:0.424476. Ave ac:0.012645,0.018046 Initialization: 6.457000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.140000 Kernel 1: 0.022000 Kernel 2: 96.778999 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.003968 0.727273 fi:0.442885. Ave ac:0.011590,0.018074 Initialization: 6.029000 Memcpy Classifiers: 0.262000 Memcpy Instances: 8.099000 Kernel 1: 0.023000 Kernel 2: 95.265999 Copyback: 0.017000 Sum: 0.021000 It 16,Best ac:0.008185 0.702128 fi:0.440153. Ave ac:0.012633,0.022947 Initialization: 6.106000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.319000 Kernel 1: 0.023000 Kernel 2: 95.043999 Copyback: 0.017000 Sum: 0.023000 It 17,Best ac:0.005208 0.617647 fi:0.525972. Ave ac:0.014710,0.026166 Initialization: 6.009000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.123000 Kernel 1: 0.022000 Kernel 2: 93.349998 Copyback: 0.017000 Sum: 0.025000 It 18,Best ac:0.003720 0.750000 fi:0.426643. Ave ac:0.021186,0.039067 Initialization: 5.978000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.121000 Kernel 1: 0.023000 Kernel 2: 94.258003 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.005952 0.774194 fi:0.424476. Ave ac:0.019855,0.036151 MDL Theory Length Weight: 4.9951706226 (17) Initialization: 5.963000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.153000 Kernel 1: 0.023000 Kernel 2: 93.147003 Copyback: 0.017000 Sum: 0.025000 It 20,Best ac:0.006200 0.833333 fi:0.330049. Ave ac:0.018077,0.031777 Initialization: 5.956000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.118000 Kernel 1: 0.023000 Kernel 2: 80.337997 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.004465 0.720000 fi:0.442589. Ave ac:0.016399,0.032735 Initialization: 6.171000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.098000 Kernel 1: 0.023000 Kernel 2: 90.987000 Copyback: 0.016000 Sum: 0.021000 It 22,Best ac:0.003968 0.695652 fi:0.460345. Ave ac:0.014860,0.028584 Initialization: 6.027000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.611000 Kernel 1: 0.022000 Kernel 2: 77.123001 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.007194 0.852941 fi:0.324281. Ave ac:0.017704,0.033985 Initialization: 6.048000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.068000 Kernel 1: 0.023000 Kernel 2: 87.222000 Copyback: 0.018000 Sum: 0.022000 It 24,Best ac:0.004216 0.708333 fi:0.444246. Ave ac:0.015170,0.028105 Initialization: 6.021000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.067000 Kernel 1: 0.024000 Kernel 2: 87.727997 Copyback: 0.018000 Sum: 0.023000 It 25,Best ac:0.003968 0.800000 fi:0.365892. Ave ac:0.012387,0.023911 Initialization: 5.961000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.149000 Kernel 1: 0.023000 Kernel 2: 78.000999 Copyback: 0.016000 Sum: 0.024000 It 26,Best ac:0.004217 0.809524 fi:0.374492. Ave ac:0.015916,0.030104 Initialization: 6.279000 Memcpy Classifiers: 0.248000 Memcpy Instances: 8.077000 Kernel 1: 0.023000 Kernel 2: 88.614998 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.005952 0.827586 fi:0.331340. Ave ac:0.012986,0.021765 Initialization: 6.156000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.071000 Kernel 1: 0.024000 Kernel 2: 77.592003 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.003721 0.750000 fi:0.426074. Ave ac:0.011074,0.022014 Initialization: 6.059000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.182000 Kernel 1: 0.023000 Kernel 2: 89.643997 Copyback: 0.017000 Sum: 0.019000 It 29,Best ac:0.004216 0.739130 fi:0.427068. Ave ac:0.011443,0.021715 Initialization: 5.955000 Memcpy Classifiers: 0.205000 Memcpy Instances: 8.168000 Kernel 1: 0.025000 Kernel 2: 96.286003 Copyback: 0.371000 Sum: 0.022000 It 30,Best ac:0.003968 0.761905 fi:0.392197. Ave ac:0.012325,0.020901 Initialization: 5.987000 Memcpy Classifiers: 0.297000 Memcpy Instances: 8.141000 Kernel 1: 0.023000 Kernel 2: 78.278999 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.003969 0.842105 fi:0.313890. Ave ac:0.010518,0.016103 Initialization: 6.247000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.079000 Kernel 1: 0.023000 Kernel 2: 88.313004 Copyback: 0.016000 Sum: 0.025000 It 32,Best ac:0.004464 0.692308 fi:0.461556. Ave ac:0.010261,0.022682 Initialization: 6.051000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.568000 Kernel 1: 0.022000 Kernel 2: 86.380997 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.005208 0.954545 fi:0.199335. Ave ac:0.011876,0.021784 Initialization: 26.766001 Memcpy Instances: 398.966003 Memcpy Classifiers: 0.053000 Kernel 1: 0.024000 Kernel 2: 451.298004 Copyback: 0.016000 Sum: 0.012000 Memcpy Classifiers: 0.052000 Kernel 1: 0.016000 Kernel 2: 442.108002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 453.196014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 439.480011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 456.932007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 448.403015 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 458.678009 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.053000 Kernel 1: 0.020000 Kernel 2: 446.505005 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.051000 Kernel 1: 0.016000 Kernel 2: 453.002991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 454.911011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.014000 Kernel 2: 157.817993 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003770 0.632806 fi:0.521720. Ave ac:0.007480,0.025940 Best acc 0.003770 0.632806 Initialization: 5.923000 Memcpy Classifiers: 0.557000 Memcpy Instances: 8.072000 Kernel 1: 0.026000 Kernel 2: 114.358002 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005156 accuracy2:0.220930 Initialization: 6.044000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.131000 Kernel 1: 0.024000 Kernel 2: 119.691002 Copyback: 0.372000 Sum: 0.038000 It 0,Best ac:0.004712 0.487179 fi:0.612393. Ave ac:0.010008,0.013666 Initialization: 6.025000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.150000 Kernel 1: 0.023000 Kernel 2: 120.332001 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.010169 0.539474 fi:0.557646. Ave ac:0.014841,0.018596 Initialization: 5.984000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.146000 Kernel 1: 0.023000 Kernel 2: 106.389999 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.004465 0.529412 fi:0.570270. Ave ac:0.014082,0.016871 Initialization: 6.077000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.328000 Kernel 1: 0.024000 Kernel 2: 118.996002 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.007688 0.659574 fi:0.438660. Ave ac:0.013929,0.015675 Initialization: 6.481000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.468000 Kernel 1: 0.023000 Kernel 2: 114.383003 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.003720 0.681818 fi:0.427922. Ave ac:0.014012,0.014200 Initialization: 6.037000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.118000 Kernel 1: 0.022000 Kernel 2: 113.972000 Copyback: 0.020000 Sum: 0.036000 It 5,Best ac:0.004464 0.720000 fi:0.379684. Ave ac:0.010620,0.010576 Initialization: 6.185000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.770000 Kernel 1: 0.023000 Kernel 2: 108.779999 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.004713 0.826087 fi:0.273483. Ave ac:0.011776,0.011493 Initialization: 6.243000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.247000 Kernel 1: 0.023000 Kernel 2: 121.498001 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.008433 0.680000 fi:0.417900. Ave ac:0.010738,0.009880 Initialization: 5.967000 Memcpy Classifiers: 0.406000 Memcpy Instances: 8.115000 Kernel 1: 0.023000 Kernel 2: 122.061996 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.006448 0.702703 fi:0.396089. Ave ac:0.012000,0.011620 Initialization: 5.943000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.074000 Kernel 1: 0.023000 Kernel 2: 111.112999 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.004465 0.818182 fi:0.281500. Ave ac:0.011270,0.010394 Iteration 10:MDL fitness activated Error 0.281500 TL 0.052485 MDL Theory Length Weight: 1.7878037552 (4) Initialization: 6.133000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.096000 Kernel 1: 0.024000 Kernel 2: 111.943001 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.004217 0.772727 fi:0.404128. Ave ac:0.010969,0.011073 Initialization: 6.098000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.095000 Kernel 1: 0.023000 Kernel 2: 121.836998 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.006200 0.806452 fi:0.346967. Ave ac:0.010356,0.010704 Initialization: 6.047000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.098000 Kernel 1: 0.023000 Kernel 2: 118.375000 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.004712 0.730769 fi:0.433204. Ave ac:0.010304,0.010348 Initialization: 6.042000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.544000 Kernel 1: 0.023000 Kernel 2: 115.771004 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003224 0.928571 fi:0.352462. Ave ac:0.009538,0.008538 Initialization: 5.926000 Memcpy Classifiers: 0.420000 Memcpy Instances: 8.134000 Kernel 1: 0.023000 Kernel 2: 101.032997 Copyback: 0.017000 Sum: 0.038000 It 14,Best ac:0.004465 0.900000 fi:0.246293. Ave ac:0.009111,0.010029 Initialization: 6.160000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.127000 Kernel 1: 0.022000 Kernel 2: 111.463997 Copyback: 0.020000 Sum: 0.032000 It 15,Best ac:0.005456 0.758621 fi:0.403491. Ave ac:0.009381,0.011698 Initialization: 6.056000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.123000 Kernel 1: 0.023000 Kernel 2: 96.377998 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.003225 0.928571 fi:0.361386. Ave ac:0.008214,0.008252 Initialization: 6.090000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.117000 Kernel 1: 0.022000 Kernel 2: 107.042999 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.007688 0.794872 fi:0.367470. Ave ac:0.007702,0.007588 Initialization: 6.057000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.206000 Kernel 1: 0.023000 Kernel 2: 94.764999 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.003969 0.800000 fi:0.339620. Ave ac:0.008200,0.008005 Initialization: 6.061000 Memcpy Classifiers: 0.404000 Memcpy Instances: 8.143000 Kernel 1: 0.024000 Kernel 2: 103.875000 Copyback: 0.018000 Sum: 0.030000 It 19,Best ac:0.004712 0.863636 fi:0.271890. Ave ac:0.007272,0.005567 Initialization: 5.960000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.537000 Kernel 1: 0.023000 Kernel 2: 104.388000 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.003720 0.882353 fi:0.291788. Ave ac:0.006090,0.005340 Initialization: 6.018000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.146000 Kernel 1: 0.023000 Kernel 2: 106.029999 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.004464 0.818182 fi:0.340698. Ave ac:0.006475,0.005401 Initialization: 6.026000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.222000 Kernel 1: 0.023000 Kernel 2: 109.117996 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.003472 0.777778 fi:0.445141. Ave ac:0.006483,0.006219 Initialization: 6.014000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.105000 Kernel 1: 0.023000 Kernel 2: 107.843002 Copyback: 0.018000 Sum: 0.033000 It 23,Best ac:0.003968 0.800000 fi:0.343923. Ave ac:0.006716,0.008725 MDL Theory Length Weight: 1.6090233797 (10) Initialization: 6.059000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.344000 Kernel 1: 0.023000 Kernel 2: 97.711998 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.007442 0.769231 fi:0.359871. Ave ac:0.008544,0.006953 Initialization: 6.144000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.081000 Kernel 1: 0.024000 Kernel 2: 92.459999 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.007194 0.743590 fi:0.400646. Ave ac:0.006629,0.007190 Initialization: 6.136000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.143000 Kernel 1: 0.023000 Kernel 2: 96.834000 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.004465 0.857143 fi:0.273954. Ave ac:0.007886,0.007515 Initialization: 7.235000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.131000 Kernel 1: 0.024000 Kernel 2: 109.864998 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.005952 0.857143 fi:0.281486. Ave ac:0.007429,0.008140 Initialization: 6.042000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.218000 Kernel 1: 0.024000 Kernel 2: 93.668999 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.004217 0.809524 fi:0.323896. Ave ac:0.007090,0.007958 Initialization: 6.078000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.205000 Kernel 1: 0.023000 Kernel 2: 106.974998 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.005456 0.880000 fi:0.278408. Ave ac:0.008064,0.008625 Initialization: 6.055000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.127000 Kernel 1: 0.024000 Kernel 2: 111.046997 Copyback: 0.025000 Sum: 0.036000 It 30,Best ac:0.004960 0.909091 fi:0.245540. Ave ac:0.007035,0.006537 Initialization: 6.059000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.449000 Kernel 1: 0.023000 Kernel 2: 97.077003 Copyback: 0.019000 Sum: 0.035000 It 31,Best ac:0.006202 0.781250 fi:0.365199. Ave ac:0.006240,0.007736 Initialization: 6.117000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.060000 Kernel 1: 0.024000 Kernel 2: 100.496002 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.004218 0.809524 fi:0.337845. Ave ac:0.007057,0.007267 Initialization: 6.033000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.213000 Kernel 1: 0.023000 Kernel 2: 111.139999 Copyback: 0.017000 Sum: 0.036000 It 33,Best ac:0.003968 0.800000 fi:0.357868. Ave ac:0.005423,0.006629 Initialization: 26.896000 Memcpy Instances: 399.558990 Memcpy Classifiers: 0.078000 Kernel 1: 0.026000 Kernel 2: 570.370972 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 557.921997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 580.547974 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.015000 Kernel 2: 560.974976 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.078000 Kernel 1: 0.018000 Kernel 2: 571.456970 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 533.768982 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 561.783020 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.015000 Kernel 2: 548.312988 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 564.151001 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 558.315002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 179.925995 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.005779 0.627356 fi:0.519284. Ave ac:0.006753,0.021235 Best acc 0.005779 0.627356 Rule:Att PSSM_-1_19 is [-2.864716,9.979595]|Att PSSM_0_2 is [<-4.086861]|Att PSSM_0_11 is [>-2.872943]|Att PSSM_1_10 is [-2.480008,7.038644]|Att PSSM_2_11 is [-4.510567,5.925750]|1 Accuracy : 0.772637 0 1 155556 8524 44824 25734 Removed 1201 instances. 200380 Instances left. Acc of rule 0.003770-0.632806 Initialization: 6.011000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.057000 Kernel 1: 0.025000 Kernel 2: 99.120003 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005246 accuracy2:0.215412 Initialization: 6.074000 Memcpy Classifiers: 0.585000 Memcpy Instances: 8.013000 Kernel 1: 0.023000 Kernel 2: 104.196999 Copyback: 0.017000 Sum: 0.049000 It 0,Best ac:0.003244 0.722222 fi:0.492441. Ave ac:0.010033,0.013257 Initialization: 6.075000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.011000 Kernel 1: 0.024000 Kernel 2: 104.964996 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.004741 0.575758 fi:0.523779. Ave ac:0.010970,0.013388 Initialization: 6.031000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.971000 Kernel 1: 0.022000 Kernel 2: 106.142998 Copyback: 0.018000 Sum: 0.028000 It 2,Best ac:0.004490 0.580645 fi:0.519005. Ave ac:0.010070,0.011150 Initialization: 6.546000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.202000 Kernel 1: 0.023000 Kernel 2: 105.693001 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.004742 0.826087 fi:0.273447. Ave ac:0.010375,0.013544 Initialization: 6.383000 Memcpy Classifiers: 0.571000 Memcpy Instances: 8.012000 Kernel 1: 0.023000 Kernel 2: 105.130997 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.003743 0.625000 fi:0.474988. Ave ac:0.009284,0.012923 Initialization: 6.076000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.013000 Kernel 1: 0.024000 Kernel 2: 103.957001 Copyback: 0.017000 Sum: 0.038000 It 5,Best ac:0.004741 0.730769 fi:0.368768. Ave ac:0.008002,0.010681 Initialization: 6.020000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.047000 Kernel 1: 0.024000 Kernel 2: 103.665001 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.005987 0.600000 fi:0.498970. Ave ac:0.008041,0.008145 Initialization: 6.043000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.079000 Kernel 1: 0.024000 Kernel 2: 101.209999 Copyback: 0.020000 Sum: 0.030000 It 7,Best ac:0.004492 0.692308 fi:0.407340. Ave ac:0.007644,0.008325 Initialization: 6.029000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.016000 Kernel 1: 0.024000 Kernel 2: 101.250999 Copyback: 0.017000 Sum: 0.037000 It 8,Best ac:0.005740 0.676471 fi:0.422610. Ave ac:0.007930,0.008310 Initialization: 6.048000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.077000 Kernel 1: 0.024000 Kernel 2: 97.890999 Copyback: 0.371000 Sum: 0.037000 It 9,Best ac:0.004741 0.730769 fi:0.368768. Ave ac:0.008049,0.008759 Iteration 10:MDL fitness activated Error 0.368768 TL 0.037245 MDL Theory Length Weight: 3.3004112440 (7) Initialization: 6.208000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.097000 Kernel 1: 0.023000 Kernel 2: 98.112999 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.003244 0.866667 fi:0.439980. Ave ac:0.007039,0.009267 Initialization: 6.034000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.056000 Kernel 1: 0.024000 Kernel 2: 97.339996 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.005489 0.814815 fi:0.407304. Ave ac:0.009326,0.009553 Initialization: 6.204000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.022000 Kernel 1: 0.022000 Kernel 2: 96.580002 Copyback: 0.019000 Sum: 0.032000 It 12,Best ac:0.004490 0.750000 fi:0.437280. Ave ac:0.007175,0.006441 Initialization: 6.081000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.754000 Kernel 1: 0.023000 Kernel 2: 93.445000 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.004242 0.739130 fi:0.437780. Ave ac:0.007520,0.007770 Initialization: 6.107000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.076000 Kernel 1: 0.024000 Kernel 2: 92.036003 Copyback: 0.017000 Sum: 0.038000 It 14,Best ac:0.007236 0.743590 fi:0.427814. Ave ac:0.006178,0.005130 Initialization: 6.070000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.504000 Kernel 1: 0.023000 Kernel 2: 91.171997 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.003743 0.882353 fi:0.330483. Ave ac:0.009382,0.010836 Initialization: 6.037000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.067000 Kernel 1: 0.023000 Kernel 2: 90.667999 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.006738 0.843750 fi:0.369658. Ave ac:0.007692,0.007007 Initialization: 5.956000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.105000 Kernel 1: 0.023000 Kernel 2: 88.695000 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.006737 0.771429 fi:0.424124. Ave ac:0.007282,0.005369 Initialization: 6.016000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.051000 Kernel 1: 0.024000 Kernel 2: 91.482002 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.004492 0.900000 fi:0.305797. Ave ac:0.006711,0.005331 Initialization: 5.994000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.076000 Kernel 1: 0.022000 Kernel 2: 91.125000 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.003993 0.761905 fi:0.429953. Ave ac:0.006731,0.005228 Initialization: 5.949000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.035000 Kernel 1: 0.023000 Kernel 2: 89.405998 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004242 0.772727 fi:0.415729. Ave ac:0.007701,0.007169 Initialization: 6.075000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.055000 Kernel 1: 0.023000 Kernel 2: 87.431999 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.004741 0.826087 fi:0.376142. Ave ac:0.006571,0.005115 Initialization: 6.076000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.051000 Kernel 1: 0.023000 Kernel 2: 87.706001 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.004741 0.791667 fi:0.421566. Ave ac:0.007492,0.005625 Initialization: 6.017000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.038000 Kernel 1: 0.023000 Kernel 2: 88.736000 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.003993 0.800000 fi:0.424910. Ave ac:0.007363,0.006012 Initialization: 6.053000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.010000 Kernel 1: 0.024000 Kernel 2: 90.371002 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.007237 0.725000 fi:0.444604. Ave ac:0.006353,0.004666 Initialization: 5.985000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.037000 Kernel 1: 0.024000 Kernel 2: 86.526001 Copyback: 0.017000 Sum: 0.036000 It 25,Best ac:0.003742 0.789474 fi:0.415159. Ave ac:0.005780,0.004778 Initialization: 6.042000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.046000 Kernel 1: 0.024000 Kernel 2: 88.306999 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.004243 0.894737 fi:0.312305. Ave ac:0.006304,0.004953 Initialization: 6.005000 Memcpy Classifiers: 0.394000 Memcpy Instances: 8.525000 Kernel 1: 0.023000 Kernel 2: 87.428001 Copyback: 0.016000 Sum: 0.035000 It 27,Best ac:0.003743 0.750000 fi:0.448730. Ave ac:0.006191,0.004532 MDL Theory Length Weight: 2.9703701196 (10) Initialization: 5.965000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.062000 Kernel 1: 0.024000 Kernel 2: 86.430000 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.003743 0.833333 fi:0.374710. Ave ac:0.007203,0.004905 Initialization: 6.017000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.029000 Kernel 1: 0.024000 Kernel 2: 84.797997 Copyback: 0.016000 Sum: 0.032000 It 29,Best ac:0.005240 0.840000 fi:0.317317. Ave ac:0.004259,0.003986 Initialization: 5.993000 Memcpy Classifiers: 0.447000 Memcpy Instances: 8.097000 Kernel 1: 0.023000 Kernel 2: 84.845001 Copyback: 0.017000 Sum: 0.041000 It 30,Best ac:0.003743 0.937500 fi:0.240055. Ave ac:0.006650,0.004285 Initialization: 6.050000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.071000 Kernel 1: 0.024000 Kernel 2: 81.272003 Copyback: 0.017000 Sum: 0.040000 It 31,Best ac:0.003743 0.882353 fi:0.313179. Ave ac:0.005524,0.004139 Initialization: 5.967000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.817000 Kernel 1: 0.023000 Kernel 2: 79.112999 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.004990 0.800000 fi:0.380506. Ave ac:0.006025,0.004428 Initialization: 5.947000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.044000 Kernel 1: 0.023000 Kernel 2: 78.864998 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.004492 0.692308 fi:0.465347. Ave ac:0.005401,0.003975 Initialization: 27.238001 Memcpy Instances: 398.516998 Memcpy Classifiers: 0.077000 Kernel 1: 0.026000 Kernel 2: 483.959991 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 487.549988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 496.066010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.016000 Kernel 2: 480.061005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 483.476013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 483.792999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 480.911987 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 473.670013 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 484.169006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 479.239014 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005495 0.627350 fi:0.529850. Ave ac:0.007084,0.021103 Best acc 0.005495 0.627350 Initialization: 6.107000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.050000 Kernel 1: 0.025000 Kernel 2: 101.088997 Copyback: 0.018000 Sum: 0.043000 Initial population average accuracy1:0.006041 accuracy2:0.226803 Initialization: 6.008000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.105000 Kernel 1: 0.024000 Kernel 2: 101.204002 Copyback: 0.017000 Sum: 0.060000 It 0,Best ac:0.004741 0.527778 fi:0.571759. Ave ac:0.011512,0.015777 Initialization: 5.990000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.090000 Kernel 1: 0.024000 Kernel 2: 103.401001 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.005739 0.589744 fi:0.509337. Ave ac:0.014076,0.015390 Initialization: 6.043000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.147000 Kernel 1: 0.023000 Kernel 2: 101.900002 Copyback: 0.018000 Sum: 0.030000 It 2,Best ac:0.006986 0.560000 fi:0.538517. Ave ac:0.013561,0.014340 Initialization: 6.075000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.013000 Kernel 1: 0.024000 Kernel 2: 101.871002 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.011230 0.600000 fi:0.496584. Ave ac:0.013500,0.011727 Initialization: 6.552000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.040000 Kernel 1: 0.023000 Kernel 2: 100.758003 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.005240 0.617647 fi:0.481663. Ave ac:0.013404,0.013375 Initialization: 6.025000 Memcpy Classifiers: 0.464000 Memcpy Instances: 8.023000 Kernel 1: 0.023000 Kernel 2: 100.085999 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003993 0.761905 fi:0.337970. Ave ac:0.013878,0.013103 Initialization: 6.194000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.141000 Kernel 1: 0.023000 Kernel 2: 99.629997 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.003743 0.789474 fi:0.310515. Ave ac:0.016243,0.015455 Initialization: 6.093000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.092000 Kernel 1: 0.023000 Kernel 2: 98.268997 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.005490 0.758621 fi:0.340573. Ave ac:0.014557,0.013855 Initialization: 6.087000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.008000 Kernel 1: 0.024000 Kernel 2: 98.725998 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.005988 0.827586 fi:0.271384. Ave ac:0.014226,0.013588 Initialization: 6.021000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.064000 Kernel 1: 0.024000 Kernel 2: 97.954002 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.009733 0.829787 fi:0.267477. Ave ac:0.012498,0.010651 Iteration 10:MDL fitness activated Error 0.267477 TL 0.022785 MDL Theory Length Weight: 3.9130082925 (1) Initialization: 6.025000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.111000 Kernel 1: 0.024000 Kernel 2: 97.559998 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.005489 0.785714 fi:0.405181. Ave ac:0.010113,0.009358 Initialization: 6.067000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.019000 Kernel 1: 0.023000 Kernel 2: 96.972000 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.004742 0.950000 fi:0.273418. Ave ac:0.008916,0.008133 Initialization: 5.992000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.039000 Kernel 1: 0.025000 Kernel 2: 95.555000 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.004243 0.708333 fi:0.506691. Ave ac:0.008430,0.009983 Initialization: 6.000000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.077000 Kernel 1: 0.023000 Kernel 2: 93.556000 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.006986 0.736842 fi:0.468177. Ave ac:0.008464,0.008695 Initialization: 6.019000 Memcpy Classifiers: 0.395000 Memcpy Instances: 8.022000 Kernel 1: 0.024000 Kernel 2: 91.467003 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.007485 0.731707 fi:0.493293. Ave ac:0.010545,0.009466 Initialization: 6.037000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.017000 Kernel 1: 0.023000 Kernel 2: 91.225998 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.003743 0.833333 fi:0.411273. Ave ac:0.011240,0.011415 Initialization: 6.076000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.029000 Kernel 1: 0.024000 Kernel 2: 89.385002 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004243 0.772727 fi:0.441248. Ave ac:0.010019,0.009200 Initialization: 6.075000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.261000 Kernel 1: 0.024000 Kernel 2: 89.489998 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004242 0.894737 fi:0.300798. Ave ac:0.009034,0.009163 Initialization: 5.989000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.189000 Kernel 1: 0.022000 Kernel 2: 84.610001 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.004990 0.833333 fi:0.400006. Ave ac:0.008584,0.008831 Initialization: 6.184000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.092000 Kernel 1: 0.024000 Kernel 2: 84.808998 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.005240 0.807692 fi:0.379291. Ave ac:0.008658,0.008893 Initialization: 5.838000 Memcpy Classifiers: 0.367000 Memcpy Instances: 8.020000 Kernel 1: 0.024000 Kernel 2: 87.171997 Copyback: 0.017000 Sum: 0.104000 It 20,Best ac:0.004991 0.800000 fi:0.401672. Ave ac:0.012493,0.012964 MDL Theory Length Weight: 3.5217074633 (10) Initialization: 5.970000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.049000 Kernel 1: 0.023000 Kernel 2: 85.484001 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.006737 0.794118 fi:0.379270. Ave ac:0.008866,0.009559 Initialization: 6.023000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.056000 Kernel 1: 0.023000 Kernel 2: 86.098999 Copyback: 0.016000 Sum: 0.031000 It 22,Best ac:0.004242 0.772727 fi:0.428632. Ave ac:0.008806,0.008663 Initialization: 6.118000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.053000 Kernel 1: 0.023000 Kernel 2: 89.788002 Copyback: 0.018000 Sum: 0.034000 It 23,Best ac:0.006489 0.812500 fi:0.371994. Ave ac:0.009232,0.008359 Initialization: 6.105000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.308000 Kernel 1: 0.023000 Kernel 2: 89.474998 Copyback: 0.017000 Sum: 0.039000 It 24,Best ac:0.003493 0.875000 fi:0.374865. Ave ac:0.006712,0.005712 Initialization: 5.990000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.172000 Kernel 1: 0.023000 Kernel 2: 88.497002 Copyback: 0.016000 Sum: 0.035000 It 25,Best ac:0.004990 0.869565 fi:0.320760. Ave ac:0.006251,0.005267 Initialization: 5.945000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.042000 Kernel 1: 0.024000 Kernel 2: 89.891998 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.004990 0.952381 fi:0.227202. Ave ac:0.005702,0.005558 Initialization: 6.285000 Memcpy Classifiers: 0.262000 Memcpy Instances: 8.021000 Kernel 1: 0.024000 Kernel 2: 89.098999 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.004242 0.894737 fi:0.306500. Ave ac:0.006364,0.005245 Initialization: 6.044000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.015000 Kernel 1: 0.023000 Kernel 2: 83.610001 Copyback: 0.018000 Sum: 0.036000 It 28,Best ac:0.004491 0.857143 fi:0.318677. Ave ac:0.005159,0.004749 Initialization: 6.255000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.030000 Kernel 1: 0.023000 Kernel 2: 82.806000 Copyback: 0.020000 Sum: 0.045000 It 29,Best ac:0.005988 0.827586 fi:0.391908. Ave ac:0.006972,0.005406 Initialization: 6.057000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.522000 Kernel 1: 0.024000 Kernel 2: 82.512001 Copyback: 0.016000 Sum: 0.035000 It 30,Best ac:0.004742 0.791667 fi:0.388103. Ave ac:0.005984,0.004487 Initialization: 5.994000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.024000 Kernel 1: 0.024000 Kernel 2: 81.916000 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.003993 0.761905 fi:0.427369. Ave ac:0.005946,0.004183 Initialization: 6.014000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.057000 Kernel 1: 0.022000 Kernel 2: 83.500999 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.005241 0.913043 fi:0.278290. Ave ac:0.006591,0.007388 Initialization: 5.987000 Memcpy Classifiers: 0.335000 Memcpy Instances: 8.046000 Kernel 1: 0.023000 Kernel 2: 89.932999 Copyback: 0.371000 Sum: 0.034000 It 33,Best ac:0.005990 0.705882 fi:0.479046. Ave ac:0.007229,0.008033 Initialization: 28.260000 Memcpy Instances: 394.188995 Memcpy Classifiers: 0.075000 Kernel 1: 0.025000 Kernel 2: 509.088989 Copyback: 0.017000 Sum: 0.012000 Memcpy Classifiers: 0.074000 Kernel 1: 0.016000 Kernel 2: 511.535004 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 523.271973 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 509.812988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 522.468018 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 504.747009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 515.078003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 507.453003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 500.970001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 530.995972 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004966 0.655036 fi:0.519159. Ave ac:0.007016,0.020898 Best acc 0.004966 0.655036 Rule:Att PSSM_-4_7 is [<-0.219025]|Att PSSM_-3_4 is [-7.217317,-2.113163]|Att PSSM_-1_4 is [>-6.445031]|Att PSSM_0_3 is [<-1.048220]|Att PSSM_0_8 is [-2.225689,4.051124]|Att PSSM_0_12 is [<-2.106936]|Att PSSM_1_15 is [<-0.787491]|1 Accuracy : 0.774644 0 1 155032 9048 43829 26729 Removed 1519 instances. 198861 Instances left. Acc of rule 0.004966-0.655036 Initialization: 6.126000 Memcpy Classifiers: 0.605000 Memcpy Instances: 7.956000 Kernel 1: 0.026000 Kernel 2: 95.691002 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.004863 accuracy2:0.200999 Initialization: 6.023000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.945000 Kernel 1: 0.025000 Kernel 2: 100.397003 Copyback: 0.017000 Sum: 0.046000 It 0,Best ac:0.003520 0.500000 fi:0.635930. Ave ac:0.009267,0.011731 Initialization: 6.431000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.051000 Kernel 1: 0.023000 Kernel 2: 104.168999 Copyback: 0.016000 Sum: 0.034000 It 1,Best ac:0.006286 0.454545 fi:0.644247. Ave ac:0.011217,0.012062 Initialization: 5.990000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.963000 Kernel 1: 0.023000 Kernel 2: 101.030998 Copyback: 0.018000 Sum: 0.032000 It 2,Best ac:0.007793 0.563636 fi:0.534460. Ave ac:0.011158,0.013280 Initialization: 5.910000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.956000 Kernel 1: 0.023000 Kernel 2: 101.734001 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.004777 0.655172 fi:0.444313. Ave ac:0.012352,0.015688 Initialization: 5.902000 Memcpy Classifiers: 0.437000 Memcpy Instances: 7.950000 Kernel 1: 0.023000 Kernel 2: 100.290001 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.005530 0.611111 fi:0.488029. Ave ac:0.011435,0.012639 Initialization: 6.363000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.962000 Kernel 1: 0.023000 Kernel 2: 99.127998 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.005279 0.636364 fi:0.462892. Ave ac:0.011709,0.012882 Initialization: 6.387000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.973000 Kernel 1: 0.024000 Kernel 2: 100.129997 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.005280 0.807692 fi:0.291561. Ave ac:0.010221,0.009966 Initialization: 5.978000 Memcpy Classifiers: 0.461000 Memcpy Instances: 8.049000 Kernel 1: 0.024000 Kernel 2: 99.250999 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.003520 0.736842 fi:0.399088. Ave ac:0.009458,0.011100 Initialization: 6.045000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.368000 Kernel 1: 0.023000 Kernel 2: 99.972000 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.003771 0.652174 fi:0.447778. Ave ac:0.008713,0.009055 Initialization: 5.982000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.953000 Kernel 1: 0.024000 Kernel 2: 99.251999 Copyback: 0.018000 Sum: 0.031000 It 9,Best ac:0.007040 0.666667 fi:0.431774. Ave ac:0.008038,0.008871 Iteration 10:MDL fitness activated Error 0.431774 TL 0.036133 MDL Theory Length Weight: 3.9831557822 (4) Initialization: 5.939000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.002000 Kernel 1: 0.024000 Kernel 2: 99.260002 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.005029 0.666667 fi:0.557755. Ave ac:0.007211,0.007246 Initialization: 5.952000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.089000 Kernel 1: 0.023000 Kernel 2: 93.311996 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.004274 0.739130 fi:0.473214. Ave ac:0.008479,0.008748 Initialization: 6.019000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.956000 Kernel 1: 0.024000 Kernel 2: 94.926003 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.003772 0.652174 fi:0.547404. Ave ac:0.007913,0.008506 Initialization: 5.962000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.991000 Kernel 1: 0.024000 Kernel 2: 91.445000 Copyback: 0.018000 Sum: 0.035000 It 13,Best ac:0.004023 0.666667 fi:0.531088. Ave ac:0.008699,0.010943 Initialization: 5.944000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.002000 Kernel 1: 0.024000 Kernel 2: 90.088997 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.005783 0.884615 fi:0.362585. Ave ac:0.009601,0.013134 Initialization: 6.034000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.943000 Kernel 1: 0.025000 Kernel 2: 89.334999 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.004023 0.842105 fi:0.371120. Ave ac:0.009652,0.013354 Initialization: 5.981000 Memcpy Classifiers: 0.356000 Memcpy Instances: 8.412000 Kernel 1: 0.022000 Kernel 2: 90.257004 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.004777 0.703704 fi:0.489191. Ave ac:0.008680,0.011120 Initialization: 6.208000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.109000 Kernel 1: 0.024000 Kernel 2: 90.735001 Copyback: 0.018000 Sum: 0.032000 It 17,Best ac:0.006538 0.742857 fi:0.456441. Ave ac:0.010555,0.015721 Initialization: 6.003000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.948000 Kernel 1: 0.024000 Kernel 2: 86.906998 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.004024 0.800000 fi:0.403544. Ave ac:0.008859,0.008184 Initialization: 5.986000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.989000 Kernel 1: 0.024000 Kernel 2: 87.401001 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.003771 0.750000 fi:0.438983. Ave ac:0.007695,0.013376 Initialization: 5.925000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.950000 Kernel 1: 0.023000 Kernel 2: 88.686996 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.003771 0.789474 fi:0.423868. Ave ac:0.007623,0.010615 Initialization: 7.328000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.995000 Kernel 1: 0.022000 Kernel 2: 88.416000 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.004022 0.695652 fi:0.523629. Ave ac:0.009340,0.011666 Initialization: 5.971000 Memcpy Classifiers: 0.311000 Memcpy Instances: 8.472000 Kernel 1: 0.023000 Kernel 2: 88.392998 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.006035 0.800000 fi:0.382758. Ave ac:0.010561,0.014841 Initialization: 5.999000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.950000 Kernel 1: 0.024000 Kernel 2: 89.487999 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.003772 0.681818 fi:0.497088. Ave ac:0.007658,0.012038 MDL Theory Length Weight: 3.5848402039 (10) Initialization: 5.916000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.965000 Kernel 1: 0.024000 Kernel 2: 86.240997 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.004023 0.727273 fi:0.446016. Ave ac:0.009093,0.012977 Initialization: 5.938000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.963000 Kernel 1: 0.025000 Kernel 2: 84.505997 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.004023 0.727273 fi:0.442570. Ave ac:0.009211,0.012773 Initialization: 5.973000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.966000 Kernel 1: 0.024000 Kernel 2: 87.521004 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.004777 0.826087 fi:0.348866. Ave ac:0.008760,0.012281 Initialization: 6.029000 Memcpy Classifiers: 0.348000 Memcpy Instances: 8.524000 Kernel 1: 0.022000 Kernel 2: 85.453003 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.004022 0.842105 fi:0.328634. Ave ac:0.010414,0.011920 Initialization: 5.947000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.134000 Kernel 1: 0.023000 Kernel 2: 82.723999 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.003773 0.750000 fi:0.443222. Ave ac:0.009120,0.010396 Initialization: 5.986000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.951000 Kernel 1: 0.024000 Kernel 2: 83.415001 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.004525 0.818182 fi:0.353773. Ave ac:0.008104,0.011779 Initialization: 6.089000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.996000 Kernel 1: 0.024000 Kernel 2: 84.203003 Copyback: 0.018000 Sum: 0.028000 It 30,Best ac:0.004525 0.947368 fi:0.245508. Ave ac:0.008815,0.009276 Initialization: 5.934000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.012000 Kernel 1: 0.024000 Kernel 2: 82.468002 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.004527 0.692308 fi:0.487352. Ave ac:0.008143,0.013990 Initialization: 5.997000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.943000 Kernel 1: 0.024000 Kernel 2: 80.949997 Copyback: 0.018000 Sum: 0.033000 It 32,Best ac:0.005532 0.785714 fi:0.386234. Ave ac:0.011574,0.016048 Initialization: 5.973000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.061000 Kernel 1: 0.022000 Kernel 2: 81.385002 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.004275 0.809524 fi:0.364219. Ave ac:0.009533,0.010678 Initialization: 27.672001 Memcpy Instances: 392.049011 Memcpy Classifiers: 0.068000 Kernel 1: 0.025000 Kernel 2: 477.804993 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 502.026001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 497.631012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 496.651001 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 501.777008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 487.441986 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 499.912994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 495.417999 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 499.356995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 444.634003 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003922 0.586026 fi:0.589321. Ave ac:0.008379,0.026161 Best acc 0.003922 0.586026 Initialization: 5.934000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.013000 Kernel 1: 0.025000 Kernel 2: 95.261002 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.005124 accuracy2:0.207044 Initialization: 5.896000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.995000 Kernel 1: 0.023000 Kernel 2: 105.448997 Copyback: 0.017000 Sum: 0.059000 It 0,Best ac:0.003520 0.466667 fi:0.668277. Ave ac:0.011181,0.017104 Initialization: 6.443000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.986000 Kernel 1: 0.023000 Kernel 2: 104.005997 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.005785 0.534884 fi:0.564137. Ave ac:0.015003,0.018947 Initialization: 5.949000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.061000 Kernel 1: 0.023000 Kernel 2: 102.052002 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.004274 0.472222 fi:0.627497. Ave ac:0.014027,0.017418 Initialization: 5.855000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.994000 Kernel 1: 0.024000 Kernel 2: 103.192001 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.006033 0.533333 fi:0.565575. Ave ac:0.013306,0.015621 Initialization: 6.488000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.033000 Kernel 1: 0.024000 Kernel 2: 102.514000 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.006538 0.604651 fi:0.494025. Ave ac:0.010061,0.012596 Initialization: 6.023000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.965000 Kernel 1: 0.023000 Kernel 2: 99.404999 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.004776 0.575758 fi:0.523730. Ave ac:0.010961,0.013550 Initialization: 6.208000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.042000 Kernel 1: 0.022000 Kernel 2: 100.093002 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.010058 0.625000 fi:0.472047. Ave ac:0.009590,0.009529 Initialization: 5.976000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.414000 Kernel 1: 0.023000 Kernel 2: 98.875999 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.006288 0.625000 fi:0.473789. Ave ac:0.010648,0.013277 Initialization: 6.513000 Memcpy Classifiers: 0.420000 Memcpy Instances: 8.254000 Kernel 1: 0.028000 Kernel 2: 97.723000 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004275 0.772727 fi:0.326990. Ave ac:0.011128,0.013313 Initialization: 5.915000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.202000 Kernel 1: 0.022000 Kernel 2: 96.778000 Copyback: 0.016000 Sum: 0.028000 It 9,Best ac:0.003772 1.000000 fi:0.099950. Ave ac:0.010361,0.011968 Iteration 10:MDL fitness activated Error 0.099950 TL 0.042681 MDL Theory Length Weight: 0.7805973238 (1) Initialization: 5.921000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.016000 Kernel 1: 0.023000 Kernel 2: 94.610001 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.005282 0.617647 fi:0.500292. Ave ac:0.009213,0.011599 Initialization: 6.408000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.003000 Kernel 1: 0.023000 Kernel 2: 94.566002 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.003773 0.750000 fi:0.372370. Ave ac:0.009350,0.012842 Initialization: 5.973000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.956000 Kernel 1: 0.023000 Kernel 2: 90.210999 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.004777 0.678571 fi:0.437997. Ave ac:0.007988,0.009780 Initialization: 5.920000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.030000 Kernel 1: 0.024000 Kernel 2: 92.128998 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.010307 0.773585 fi:0.340776. Ave ac:0.009965,0.014455 Initialization: 5.985000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.942000 Kernel 1: 0.024000 Kernel 2: 88.792000 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.004024 0.800000 fi:0.315549. Ave ac:0.010138,0.012653 Initialization: 5.951000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.476000 Kernel 1: 0.023000 Kernel 2: 86.290001 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.008044 0.666667 fi:0.453797. Ave ac:0.008095,0.012868 Initialization: 6.027000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.972000 Kernel 1: 0.022000 Kernel 2: 85.469002 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.007290 0.783784 fi:0.330065. Ave ac:0.011011,0.015440 Initialization: 5.924000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.017000 Kernel 1: 0.023000 Kernel 2: 85.232002 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.005029 0.833333 fi:0.286953. Ave ac:0.008623,0.015623 Initialization: 5.832000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.046000 Kernel 1: 0.023000 Kernel 2: 84.694000 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.004275 0.809524 fi:0.311235. Ave ac:0.011280,0.021960 Initialization: 6.598000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.157000 Kernel 1: 0.024000 Kernel 2: 82.653000 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.004022 0.666667 fi:0.454322. Ave ac:0.007704,0.013888 Initialization: 6.093000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.029000 Kernel 1: 0.024000 Kernel 2: 86.389000 Copyback: 0.371000 Sum: 0.028000 It 20,Best ac:0.004023 0.800000 fi:0.321461. Ave ac:0.008916,0.015679 Initialization: 6.096000 Memcpy Classifiers: 0.308000 Memcpy Instances: 9.341000 Kernel 1: 0.022000 Kernel 2: 91.343002 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.004023 0.888889 fi:0.231268. Ave ac:0.008748,0.010447 Initialization: 6.559000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.170000 Kernel 1: 0.024000 Kernel 2: 96.305000 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.005029 0.769231 fi:0.350724. Ave ac:0.006729,0.005798 Initialization: 5.980000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.035000 Kernel 1: 0.023000 Kernel 2: 92.264999 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.003771 0.833333 fi:0.285308. Ave ac:0.005733,0.004596 Initialization: 5.991000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.486000 Kernel 1: 0.024000 Kernel 2: 93.404999 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.006035 0.827586 fi:0.293493. Ave ac:0.007344,0.005768 Initialization: 5.912000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.055000 Kernel 1: 0.022000 Kernel 2: 92.424004 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.006536 0.896552 fi:0.223573. Ave ac:0.008254,0.005026 Initialization: 5.998000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.945000 Kernel 1: 0.024000 Kernel 2: 92.152000 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.003771 0.789474 fi:0.329823. Ave ac:0.003655,0.003909 Initialization: 5.966000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.990000 Kernel 1: 0.022000 Kernel 2: 90.695999 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.007541 0.810811 fi:0.306133. Ave ac:0.008204,0.007896 Initialization: 6.011000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.439000 Kernel 1: 0.024000 Kernel 2: 92.832001 Copyback: 0.018000 Sum: 0.032000 It 28,Best ac:0.005280 0.840000 fi:0.278152. Ave ac:0.007058,0.004357 Initialization: 5.951000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.472000 Kernel 1: 0.023000 Kernel 2: 92.517998 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.008549 0.871795 fi:0.249804. Ave ac:0.006719,0.004200 Initialization: 5.971000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.144000 Kernel 1: 0.024000 Kernel 2: 91.974998 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.004275 0.944444 fi:0.176047. Ave ac:0.005851,0.004067 Initialization: 6.191000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.029000 Kernel 1: 0.023000 Kernel 2: 91.331001 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.003268 0.928571 fi:0.291118. Ave ac:0.006531,0.004198 Initialization: 6.129000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.508000 Kernel 1: 0.022000 Kernel 2: 92.045998 Copyback: 0.020000 Sum: 0.031000 It 32,Best ac:0.004275 0.739130 fi:0.376287. Ave ac:0.004968,0.004486 Initialization: 5.962000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.958000 Kernel 1: 0.025000 Kernel 2: 91.167999 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.008046 0.842105 fi:0.275625. Ave ac:0.008337,0.005984 Initialization: 28.084000 Memcpy Instances: 394.389008 Memcpy Classifiers: 0.066000 Kernel 1: 0.025000 Kernel 2: 553.453003 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 551.539978 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 574.289978 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 549.468994 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 563.096008 Copyback: 0.025000 Sum: 0.006000 Memcpy Classifiers: 0.065000 Kernel 1: 0.021000 Kernel 2: 552.859985 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 571.729004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 543.440002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 562.846985 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 478.954987 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004822 0.695431 fi:0.426208. Ave ac:0.006231,0.017965 Best acc 0.004822 0.695431 Rule:Att PSSM_-4_14 is [-5.369332,6.471630]|Att PSSM_-4_18 is [<7.388057]|Att PSSM_-3_6 is [<-0.920822]|Att PSSM_-2_12 is [<-0.480161]|Att PSSM_-1_12 is [-6.942450,-2.369713]|Att PSSM_0_12 is [-6.203561,-2.651094]|Att PSSM_1_7 is [-5.257431,-2.995943]|Att PSSM_2_7 is [-5.226998,-0.773002]|Att PSSM_3_1 is [-4.081934,4.775829]|Att PSSM_3_4 is [>-7.117322]|Att PSSM_4_6 is [<8.741143]|1 Accuracy : 0.776942 0 1 154612 9468 42870 27688 Removed 1379 instances. 197482 Instances left. Acc of rule 0.004822-0.695431 Initialization: 5.941000 Memcpy Classifiers: 0.577000 Memcpy Instances: 7.970000 Kernel 1: 0.025000 Kernel 2: 96.113998 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.005886 accuracy2:0.209909 Initialization: 5.903000 Memcpy Classifiers: 0.587000 Memcpy Instances: 7.918000 Kernel 1: 0.024000 Kernel 2: 100.750000 Copyback: 0.017000 Sum: 0.045000 It 0,Best ac:0.007344 0.426471 fi:0.671779. Ave ac:0.011361,0.016829 Initialization: 5.907000 Memcpy Classifiers: 0.499000 Memcpy Instances: 7.918000 Kernel 1: 0.024000 Kernel 2: 104.237999 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.032160 0.453571 fi:0.639665. Ave ac:0.012743,0.015340 Initialization: 5.966000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.055000 Kernel 1: 0.023000 Kernel 2: 102.720001 Copyback: 0.016000 Sum: 0.030000 It 2,Best ac:0.003544 0.666667 fi:0.450129. Ave ac:0.013492,0.016879 Initialization: 5.965000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.360000 Kernel 1: 0.023000 Kernel 2: 102.064003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.004303 0.629630 fi:0.470046. Ave ac:0.014430,0.016353 Initialization: 5.977000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.926000 Kernel 1: 0.024000 Kernel 2: 102.277000 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004305 0.629630 fi:0.470044. Ave ac:0.014518,0.016237 Initialization: 5.990000 Memcpy Classifiers: 0.481000 Memcpy Instances: 7.907000 Kernel 1: 0.022000 Kernel 2: 99.521004 Copyback: 0.018000 Sum: 0.030000 It 5,Best ac:0.004051 0.615385 fi:0.484410. Ave ac:0.014069,0.014414 Initialization: 5.982000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.923000 Kernel 1: 0.024000 Kernel 2: 98.852997 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.007342 0.604167 fi:0.494087. Ave ac:0.013298,0.015190 Initialization: 6.180000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.932000 Kernel 1: 0.023000 Kernel 2: 96.669998 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.004051 0.666667 fi:0.433128. Ave ac:0.012177,0.014076 Initialization: 6.045000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.885000 Kernel 1: 0.024000 Kernel 2: 94.959999 Copyback: 0.018000 Sum: 0.031000 It 8,Best ac:0.004810 0.703704 fi:0.395735. Ave ac:0.011707,0.013711 Initialization: 6.431000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.978000 Kernel 1: 0.022000 Kernel 2: 95.647003 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.004303 0.739130 fi:0.360546. Ave ac:0.010395,0.011404 Iteration 10:MDL fitness activated Error 0.360546 TL 0.038287 MDL Theory Length Weight: 3.1389826468 (1) Initialization: 5.985000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.972000 Kernel 1: 0.022000 Kernel 2: 94.389999 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.004051 0.695652 fi:0.510819. Ave ac:0.009340,0.010693 Initialization: 5.897000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.004000 Kernel 1: 0.023000 Kernel 2: 94.245003 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.005316 0.750000 fi:0.433908. Ave ac:0.010719,0.012483 Initialization: 5.904000 Memcpy Classifiers: 0.413000 Memcpy Instances: 8.417000 Kernel 1: 0.022000 Kernel 2: 93.658997 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.005316 0.750000 fi:0.448259. Ave ac:0.010110,0.012247 Initialization: 5.900000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.950000 Kernel 1: 0.023000 Kernel 2: 90.466003 Copyback: 0.018000 Sum: 0.035000 It 13,Best ac:0.005063 0.740741 fi:0.463903. Ave ac:0.010045,0.013253 Initialization: 5.868000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.942000 Kernel 1: 0.024000 Kernel 2: 90.139000 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.005063 0.769231 fi:0.391642. Ave ac:0.013102,0.017225 Initialization: 6.404000 Memcpy Classifiers: 0.394000 Memcpy Instances: 9.013000 Kernel 1: 0.022000 Kernel 2: 87.844002 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.004305 0.850000 fi:0.307630. Ave ac:0.008333,0.012601 Initialization: 6.002000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.996000 Kernel 1: 0.023000 Kernel 2: 87.453003 Copyback: 0.016000 Sum: 0.034000 It 16,Best ac:0.004810 0.730769 fi:0.430222. Ave ac:0.010369,0.015627 Initialization: 6.432000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.942000 Kernel 1: 0.023000 Kernel 2: 88.278999 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004052 0.727273 fi:0.444710. Ave ac:0.010359,0.017556 Initialization: 5.960000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.918000 Kernel 1: 0.024000 Kernel 2: 89.626999 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.003544 0.875000 fi:0.298498. Ave ac:0.013299,0.020761 Initialization: 5.897000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.922000 Kernel 1: 0.024000 Kernel 2: 89.517998 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.004050 0.761905 fi:0.411177. Ave ac:0.008446,0.015492 Initialization: 6.112000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.017000 Kernel 1: 0.022000 Kernel 2: 88.485001 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.003545 0.666667 fi:0.506244. Ave ac:0.009513,0.017371 Initialization: 5.970000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.045000 Kernel 1: 0.023000 Kernel 2: 84.452003 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.004052 0.695652 fi:0.481198. Ave ac:0.013854,0.023603 Initialization: 5.904000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.002000 Kernel 1: 0.023000 Kernel 2: 83.335999 Copyback: 0.018000 Sum: 0.023000 It 22,Best ac:0.006837 0.642857 fi:0.493739. Ave ac:0.013837,0.020291 Initialization: 5.922000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.936000 Kernel 1: 0.024000 Kernel 2: 82.195999 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.004052 0.695652 fi:0.448309. Ave ac:0.013549,0.027017 Initialization: 5.916000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.012000 Kernel 1: 0.021000 Kernel 2: 78.933998 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.004811 0.760000 fi:0.393371. Ave ac:0.018043,0.033793 Initialization: 5.923000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.904000 Kernel 1: 0.023000 Kernel 2: 76.015999 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.004052 0.761905 fi:0.418216. Ave ac:0.017792,0.033552 Initialization: 5.902000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.033000 Kernel 1: 0.024000 Kernel 2: 74.774002 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.004558 0.720000 fi:0.434845. Ave ac:0.017168,0.032032 Initialization: 5.948000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.888000 Kernel 1: 0.024000 Kernel 2: 73.503998 Copyback: 0.018000 Sum: 0.025000 It 27,Best ac:0.010380 0.759259 fi:0.377817. Ave ac:0.017497,0.031513 MDL Theory Length Weight: 2.8250843821 (10) Initialization: 5.901000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.972000 Kernel 1: 0.024000 Kernel 2: 72.139999 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.005570 0.785714 fi:0.373781. Ave ac:0.015280,0.030732 Initialization: 5.959000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.980000 Kernel 1: 0.023000 Kernel 2: 75.385002 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.004050 0.888889 fi:0.260667. Ave ac:0.017349,0.038759 Initialization: 6.096000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.364000 Kernel 1: 0.023000 Kernel 2: 73.663002 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.005571 0.758621 fi:0.391890. Ave ac:0.011427,0.027535 Initialization: 6.263000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.971000 Kernel 1: 0.024000 Kernel 2: 73.052002 Copyback: 0.016000 Sum: 0.024000 It 31,Best ac:0.003544 0.736842 fi:0.394013. Ave ac:0.025569,0.044513 Initialization: 5.976000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.888000 Kernel 1: 0.024000 Kernel 2: 72.737000 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.008103 0.727273 fi:0.408226. Ave ac:0.019785,0.037894 Initialization: 5.821000 Memcpy Classifiers: 0.330000 Memcpy Instances: 7.989000 Kernel 1: 0.023000 Kernel 2: 71.047997 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.003798 0.789474 fi:0.344395. Ave ac:0.013347,0.029725 Initialization: 27.469000 Memcpy Instances: 391.028015 Memcpy Classifiers: 0.066000 Kernel 1: 0.025000 Kernel 2: 470.592987 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 459.291992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 456.113007 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 448.768005 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.066000 Kernel 1: 0.022000 Kernel 2: 461.122986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 453.645996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 464.681000 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.016000 Kernel 2: 466.308990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 462.634003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 422.963989 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003656 0.589869 fi:0.570524. Ave ac:0.012593,0.043562 Best acc 0.003656 0.589869 Initialization: 5.893000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.447000 Kernel 1: 0.025000 Kernel 2: 98.031998 Copyback: 0.017000 Sum: 0.050000 Initial population average accuracy1:0.006557 accuracy2:0.211235 Initialization: 5.853000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.901000 Kernel 1: 0.024000 Kernel 2: 106.817001 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.011395 0.416667 fi:0.679685. Ave ac:0.011243,0.016154 Initialization: 5.958000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.152000 Kernel 1: 0.022000 Kernel 2: 106.297997 Copyback: 0.018000 Sum: 0.032000 It 1,Best ac:0.009871 0.458824 fi:0.638245. Ave ac:0.014481,0.017129 Initialization: 5.995000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.888000 Kernel 1: 0.024000 Kernel 2: 103.249001 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.005318 0.567568 fi:0.531631. Ave ac:0.014528,0.016030 Initialization: 5.977000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.404000 Kernel 1: 0.023000 Kernel 2: 102.906998 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.006077 0.666667 fi:0.432176. Ave ac:0.012997,0.013723 Initialization: 5.867000 Memcpy Classifiers: 0.454000 Memcpy Instances: 7.981000 Kernel 1: 0.024000 Kernel 2: 97.223999 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.006074 0.545455 fi:0.553392. Ave ac:0.011795,0.013959 Initialization: 5.913000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.931000 Kernel 1: 0.024000 Kernel 2: 93.507004 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.003798 0.576923 fi:0.522988. Ave ac:0.012010,0.014421 Initialization: 5.950000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.968000 Kernel 1: 0.023000 Kernel 2: 92.961998 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.004305 0.739130 fi:0.360543. Ave ac:0.012471,0.014915 Initialization: 5.985000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.930000 Kernel 1: 0.024000 Kernel 2: 91.995003 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.003797 0.681818 fi:0.418095. Ave ac:0.012293,0.012465 Initialization: 5.973000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.013000 Kernel 1: 0.024000 Kernel 2: 93.829002 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004556 0.692308 fi:0.407250. Ave ac:0.010966,0.013659 Initialization: 6.471000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.009000 Kernel 1: 0.023000 Kernel 2: 94.317001 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003798 0.652174 fi:0.447737. Ave ac:0.009249,0.009031 Iteration 10:MDL fitness activated Error 0.447737 TL 0.032283 MDL Theory Length Weight: 4.6230214551 (4) Initialization: 5.852000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.900000 Kernel 1: 0.023000 Kernel 2: 92.689003 Copyback: 0.017000 Sum: 0.037000 It 10,Best ac:0.004052 0.695652 fi:0.476830. Ave ac:0.008550,0.008723 Initialization: 5.918000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.936000 Kernel 1: 0.023000 Kernel 2: 89.862999 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.003543 0.777778 fi:0.476922. Ave ac:0.009537,0.011082 Initialization: 5.906000 Memcpy Classifiers: 0.888000 Memcpy Instances: 7.900000 Kernel 1: 0.022000 Kernel 2: 86.913002 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.008357 0.687500 fi:0.540976. Ave ac:0.012461,0.014242 Initialization: 5.973000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.405000 Kernel 1: 0.022000 Kernel 2: 85.440002 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.003545 0.875000 fi:0.435032. Ave ac:0.010488,0.012809 Initialization: 5.928000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.888000 Kernel 1: 0.023000 Kernel 2: 83.516998 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.003797 0.833333 fi:0.363580. Ave ac:0.013262,0.016604 Initialization: 5.967000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.922000 Kernel 1: 0.023000 Kernel 2: 81.184998 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.005316 0.840000 fi:0.404531. Ave ac:0.010563,0.012863 Initialization: 5.912000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.028000 Kernel 1: 0.023000 Kernel 2: 81.114998 Copyback: 0.016000 Sum: 0.032000 It 16,Best ac:0.005824 0.696970 fi:0.540048. Ave ac:0.009945,0.012745 Initialization: 5.891000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.358000 Kernel 1: 0.023000 Kernel 2: 81.536003 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.004304 0.708333 fi:0.506108. Ave ac:0.010051,0.013182 Initialization: 6.166000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.941000 Kernel 1: 0.022000 Kernel 2: 81.186996 Copyback: 0.016000 Sum: 0.032000 It 18,Best ac:0.003544 0.700000 fi:0.532221. Ave ac:0.009672,0.013392 Initialization: 5.918000 Memcpy Classifiers: 0.384000 Memcpy Instances: 7.890000 Kernel 1: 0.023000 Kernel 2: 81.545998 Copyback: 0.018000 Sum: 0.032000 It 19,Best ac:0.004557 0.692308 fi:0.479939. Ave ac:0.011842,0.014838 Initialization: 5.938000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.898000 Kernel 1: 0.024000 Kernel 2: 81.066002 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.003544 0.777778 fi:0.448398. Ave ac:0.014866,0.019822 Initialization: 6.423000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.259000 Kernel 1: 0.022000 Kernel 2: 77.957001 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.004305 0.739130 fi:0.475969. Ave ac:0.012563,0.017477 Initialization: 5.937000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.953000 Kernel 1: 0.024000 Kernel 2: 79.725998 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.003544 0.736842 fi:0.491466. Ave ac:0.014045,0.018532 Initialization: 5.920000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.943000 Kernel 1: 0.024000 Kernel 2: 77.739998 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.004051 0.695652 fi:0.479214. Ave ac:0.014017,0.017220 MDL Theory Length Weight: 4.1607193096 (10) Initialization: 5.874000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.329000 Kernel 1: 0.023000 Kernel 2: 74.924004 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.007848 0.815789 fi:0.360873. Ave ac:0.014154,0.022525 Initialization: 5.983000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.887000 Kernel 1: 0.024000 Kernel 2: 74.625999 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.003545 0.700000 fi:0.499849. Ave ac:0.010795,0.021153 Initialization: 5.870000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.956000 Kernel 1: 0.024000 Kernel 2: 75.121002 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.005063 0.740741 fi:0.394905. Ave ac:0.015035,0.025259 Initialization: 6.121000 Memcpy Classifiers: 0.288000 Memcpy Instances: 7.968000 Kernel 1: 0.024000 Kernel 2: 76.602997 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.003797 0.833333 fi:0.312250. Ave ac:0.014272,0.024986 Initialization: 6.896000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.923000 Kernel 1: 0.024000 Kernel 2: 73.505997 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.004305 0.708333 fi:0.428357. Ave ac:0.011533,0.019813 Initialization: 5.957000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.077000 Kernel 1: 0.023000 Kernel 2: 73.682999 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.003798 0.652174 fi:0.486971. Ave ac:0.013725,0.024744 Initialization: 6.364000 Memcpy Classifiers: 0.231000 Memcpy Instances: 8.360000 Kernel 1: 0.023000 Kernel 2: 71.889999 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.003797 0.714286 fi:0.450140. Ave ac:0.016516,0.030443 Initialization: 6.395000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.896000 Kernel 1: 0.023000 Kernel 2: 72.846001 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.003797 0.714286 fi:0.424888. Ave ac:0.016100,0.026319 Initialization: 5.867000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.985000 Kernel 1: 0.023000 Kernel 2: 72.051003 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.006582 0.787879 fi:0.389376. Ave ac:0.016771,0.030006 Initialization: 5.927000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.936000 Kernel 1: 0.024000 Kernel 2: 72.143997 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003797 0.750000 fi:0.402454. Ave ac:0.018382,0.030073 Initialization: 27.476999 Memcpy Instances: 390.886993 Memcpy Classifiers: 0.064000 Kernel 1: 0.027000 Kernel 2: 437.471985 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 442.153992 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.016000 Kernel 2: 434.997009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 443.691010 Copyback: 0.018000 Sum: 0.001000 Memcpy Classifiers: 0.777000 Kernel 1: 0.013000 Kernel 2: 447.520996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 452.846985 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.064000 Kernel 1: 0.021000 Kernel 2: 448.022003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 444.807007 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 438.677002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 392.358002 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.091543 0.537668 fi:0.580569. Ave ac:0.013148,0.045186 Best acc 0.091543 0.537668 Rule:Att PSSM_-3_12 is [-6.015729,-0.546693]|Att PSSM_0_2 is [<6.673368]|Att PSSM_0_8 is [-6.637594,2.249124]|Att PSSM_0_12 is [<-4.899531]|Att PSSM_1_15 is [<0.284050]|Att PSSM_1_16 is [<6.895956]|Att PSSM_3_17 is [-4.394208,-0.129481]|Att PSSM_4_7 is [-5.009190,1.009189]|Att PSSM_4_10 is [>-6.834023]|1 Accuracy : 0.777879 0 1 154110 9970 42148 28410 Removed 1224 instances. 196258 Instances left. Acc of rule 0.003656-0.589869 Initialization: 5.930000 Memcpy Classifiers: 0.594000 Memcpy Instances: 7.898000 Kernel 1: 0.030000 Kernel 2: 94.911003 Copyback: 0.018000 Sum: 0.051000 Initial population average accuracy1:0.004982 accuracy2:0.215030 Initialization: 5.868000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.874000 Kernel 1: 0.023000 Kernel 2: 100.388000 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.003567 0.823529 fi:0.277551. Ave ac:0.009839,0.014173 Initialization: 5.890000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.901000 Kernel 1: 0.023000 Kernel 2: 101.361000 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.008917 0.522388 fi:0.575081. Ave ac:0.011320,0.016144 Initialization: 6.425000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.898000 Kernel 1: 0.023000 Kernel 2: 98.862000 Copyback: 0.017000 Sum: 0.027000 It 2,Best ac:0.007389 0.537037 fi:0.561156. Ave ac:0.014081,0.018587 Initialization: 5.916000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.863000 Kernel 1: 0.025000 Kernel 2: 97.232002 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.003822 0.576923 fi:0.522958. Ave ac:0.014396,0.017686 Initialization: 5.831000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.063000 Kernel 1: 0.023000 Kernel 2: 96.533997 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.003566 0.583333 fi:0.517747. Ave ac:0.012322,0.016012 Initialization: 5.923000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.869000 Kernel 1: 0.024000 Kernel 2: 97.500999 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.003566 0.666667 fi:0.434414. Ave ac:0.013360,0.015940 Initialization: 5.848000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.872000 Kernel 1: 0.024000 Kernel 2: 97.885002 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.004076 0.727273 fi:0.372488. Ave ac:0.011672,0.011672 Initialization: 7.397000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.847000 Kernel 1: 0.023000 Kernel 2: 100.710999 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004076 0.695652 fi:0.404109. Ave ac:0.010728,0.012119 Initialization: 5.956000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.316000 Kernel 1: 0.023000 Kernel 2: 97.941002 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004076 0.761905 fi:0.337856. Ave ac:0.011655,0.014392 Initialization: 5.888000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.307000 Kernel 1: 0.023000 Kernel 2: 96.870003 Copyback: 0.017000 Sum: 0.025000 It 9,Best ac:0.004076 0.666667 fi:0.433094. Ave ac:0.009079,0.009283 Iteration 10:MDL fitness activated Error 0.433094 TL 0.034764 MDL Theory Length Weight: 3.7374735134 (10) Initialization: 5.943000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.828000 Kernel 1: 0.025000 Kernel 2: 95.889999 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.004331 0.850000 fi:0.312525. Ave ac:0.009564,0.011213 Initialization: 5.861000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.885000 Kernel 1: 0.024000 Kernel 2: 95.413002 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.003057 0.923077 fi:0.369305. Ave ac:0.009047,0.014485 Initialization: 5.925000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.342000 Kernel 1: 0.023000 Kernel 2: 92.556000 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.004075 0.666667 fi:0.507145. Ave ac:0.010082,0.015905 Initialization: 6.046000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.355000 Kernel 1: 0.023000 Kernel 2: 83.408997 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.004585 0.692308 fi:0.485180. Ave ac:0.010473,0.017768 Initialization: 5.904000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.822000 Kernel 1: 0.024000 Kernel 2: 79.623001 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.004841 0.863636 fi:0.301194. Ave ac:0.012209,0.020288 Initialization: 5.842000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.910000 Kernel 1: 0.024000 Kernel 2: 74.363998 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.004077 0.727273 fi:0.431612. Ave ac:0.009024,0.017936 Initialization: 5.925000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.831000 Kernel 1: 0.024000 Kernel 2: 72.175003 Copyback: 0.017000 Sum: 0.022000 It 16,Best ac:0.004586 0.857143 fi:0.298334. Ave ac:0.012236,0.024291 Initialization: 6.041000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.839000 Kernel 1: 0.024000 Kernel 2: 70.218002 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.003566 0.736842 fi:0.415222. Ave ac:0.007925,0.018414 Initialization: 5.766000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.840000 Kernel 1: 0.024000 Kernel 2: 67.726997 Copyback: 0.017000 Sum: 0.044000 It 18,Best ac:0.003822 0.714286 fi:0.436742. Ave ac:0.007429,0.019269 Initialization: 5.906000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.840000 Kernel 1: 0.024000 Kernel 2: 65.208000 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.004076 0.888889 fi:0.260992. Ave ac:0.010030,0.017400 Initialization: 6.410000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.847000 Kernel 1: 0.024000 Kernel 2: 66.288002 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.003822 0.750000 fi:0.394595. Ave ac:0.006586,0.017739 Initialization: 5.884000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.925000 Kernel 1: 0.023000 Kernel 2: 65.740997 Copyback: 0.017000 Sum: 0.019000 It 21,Best ac:0.003822 0.576923 fi:0.574176. Ave ac:0.013053,0.028146 Initialization: 5.880000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.964000 Kernel 1: 0.023000 Kernel 2: 65.375000 Copyback: 0.272000 Sum: 0.022000 It 22,Best ac:0.005096 0.769231 fi:0.395479. Ave ac:0.012151,0.027218 Initialization: 5.886000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.906000 Kernel 1: 0.022000 Kernel 2: 65.378998 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.004076 0.761905 fi:0.395631. Ave ac:0.009023,0.021421 Initialization: 5.917000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.895000 Kernel 1: 0.023000 Kernel 2: 63.883999 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.004331 0.850000 fi:0.295196. Ave ac:0.008628,0.015753 Initialization: 5.900000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.876000 Kernel 1: 0.023000 Kernel 2: 63.868999 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.006368 0.806452 fi:0.336905. Ave ac:0.008798,0.023529 Initialization: 5.976000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.921000 Kernel 1: 0.023000 Kernel 2: 63.125000 Copyback: 0.019000 Sum: 0.024000 It 26,Best ac:0.003822 0.882353 fi:0.275303. Ave ac:0.007037,0.017169 Initialization: 6.632000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.984000 Kernel 1: 0.023000 Kernel 2: 65.233002 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003567 0.823529 fi:0.337333. Ave ac:0.009369,0.021711 Initialization: 6.370000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.912000 Kernel 1: 0.023000 Kernel 2: 64.299004 Copyback: 0.017000 Sum: 0.020000 It 28,Best ac:0.003567 0.777778 fi:0.392377. Ave ac:0.007287,0.019059 MDL Theory Length Weight: 3.3637261621 (10) Initialization: 5.928000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.357000 Kernel 1: 0.022000 Kernel 2: 63.974998 Copyback: 0.018000 Sum: 0.023000 It 29,Best ac:0.003822 0.750000 fi:0.399121. Ave ac:0.009710,0.023526 Initialization: 5.810000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.326000 Kernel 1: 0.023000 Kernel 2: 62.759998 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.004586 0.720000 fi:0.419281. Ave ac:0.007753,0.019000 Initialization: 5.924000 Memcpy Classifiers: 0.208000 Memcpy Instances: 7.940000 Kernel 1: 0.023000 Kernel 2: 66.778000 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.003567 0.777778 fi:0.377639. Ave ac:0.006586,0.019170 Initialization: 6.016000 Memcpy Classifiers: 0.313000 Memcpy Instances: 8.114000 Kernel 1: 0.023000 Kernel 2: 63.314999 Copyback: 0.018000 Sum: 0.026000 It 32,Best ac:0.005096 0.769231 fi:0.369579. Ave ac:0.009555,0.021458 Initialization: 7.180000 Memcpy Classifiers: 0.229000 Memcpy Instances: 8.012000 Kernel 1: 0.023000 Kernel 2: 64.322998 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.004841 0.826087 fi:0.323674. Ave ac:0.010798,0.027818 Initialization: 28.570999 Memcpy Instances: 388.506012 Memcpy Classifiers: 0.066000 Kernel 1: 0.025000 Kernel 2: 437.148010 Copyback: 0.369000 Sum: 0.011000 Memcpy Classifiers: 0.059000 Kernel 1: 0.015000 Kernel 2: 433.420990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 419.617004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 440.760986 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 438.415009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 430.136993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 443.118988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 432.612000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 436.488007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 350.449005 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004627 0.643972 fi:0.495290. Ave ac:0.010160,0.036214 Best acc 0.004627 0.643972 Initialization: 5.911000 Memcpy Classifiers: 0.554000 Memcpy Instances: 7.835000 Kernel 1: 0.024000 Kernel 2: 96.954002 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005882 accuracy2:0.198854 Initialization: 5.866000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.876000 Kernel 1: 0.022000 Kernel 2: 101.818001 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.004331 0.515152 fi:0.584489. Ave ac:0.011053,0.015548 Initialization: 5.941000 Memcpy Classifiers: 0.475000 Memcpy Instances: 7.836000 Kernel 1: 0.024000 Kernel 2: 101.290001 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.006115 0.558140 fi:0.540656. Ave ac:0.013437,0.018707 Initialization: 6.083000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.864000 Kernel 1: 0.024000 Kernel 2: 98.402000 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.004076 0.592593 fi:0.507168. Ave ac:0.011247,0.012259 Initialization: 5.835000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.870000 Kernel 1: 0.023000 Kernel 2: 95.167999 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.005605 0.594595 fi:0.504442. Ave ac:0.011798,0.011197 Initialization: 5.764000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.864000 Kernel 1: 0.023000 Kernel 2: 94.585999 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.005094 0.714286 fi:0.384993. Ave ac:0.012130,0.012090 Initialization: 5.955000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.849000 Kernel 1: 0.023000 Kernel 2: 90.844002 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.007132 0.700000 fi:0.398313. Ave ac:0.010680,0.014532 Initialization: 6.491000 Memcpy Classifiers: 0.363000 Memcpy Instances: 49.832001 Kernel 1: 0.023000 Kernel 2: 92.884003 Copyback: 0.023000 Sum: 0.031000 It 6,Best ac:0.003566 0.636364 fi:0.464717. Ave ac:0.008799,0.010105 Initialization: 5.976000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.845000 Kernel 1: 0.023000 Kernel 2: 92.808998 Copyback: 0.018000 Sum: 0.032000 It 7,Best ac:0.005096 0.769231 fi:0.330047. Ave ac:0.010210,0.012296 Initialization: 6.057000 Memcpy Classifiers: 0.504000 Memcpy Instances: 9.393000 Kernel 1: 0.023000 Kernel 2: 91.877998 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.006879 0.729730 fi:0.368704. Ave ac:0.008909,0.009558 Initialization: 7.145000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.078000 Kernel 1: 0.022000 Kernel 2: 90.026001 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.004585 0.720000 fi:0.379520. Ave ac:0.008817,0.010266 Iteration 10:MDL fitness activated Error 0.379520 TL 0.019876 MDL Theory Length Weight: 6.3647344512 (3) Initialization: 13.274000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.614000 Kernel 1: 0.022000 Kernel 2: 93.612999 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.003567 0.823529 fi:0.483767. Ave ac:0.008356,0.010746 Initialization: 6.746000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.985000 Kernel 1: 0.023000 Kernel 2: 91.081001 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.009427 0.606557 fi:0.608084. Ave ac:0.007212,0.008885 Initialization: 6.703000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.336000 Kernel 1: 0.022000 Kernel 2: 88.549004 Copyback: 0.020000 Sum: 0.036000 It 12,Best ac:0.007643 0.652174 fi:0.556974. Ave ac:0.009674,0.010029 Initialization: 5.993000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.961000 Kernel 1: 0.024000 Kernel 2: 80.342003 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.006369 0.694444 fi:0.517410. Ave ac:0.013594,0.016452 Initialization: 5.889000 Memcpy Classifiers: 1.437000 Memcpy Instances: 8.234000 Kernel 1: 0.022000 Kernel 2: 78.749001 Copyback: 0.369000 Sum: 0.034000 It 14,Best ac:0.003312 0.866667 fi:0.437204. Ave ac:0.014364,0.014839 Initialization: 6.474000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.891000 Kernel 1: 0.024000 Kernel 2: 77.280998 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.004331 0.809524 fi:0.407981. Ave ac:0.012671,0.013629 Initialization: 5.858000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.910000 Kernel 1: 0.024000 Kernel 2: 75.793999 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.004332 0.772727 fi:0.466064. Ave ac:0.011853,0.012151 Initialization: 5.948000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.830000 Kernel 1: 0.024000 Kernel 2: 76.196999 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.003822 0.882353 fi:0.359320. Ave ac:0.010580,0.010886 Initialization: 5.798000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.114000 Kernel 1: 0.024000 Kernel 2: 74.706001 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.005860 0.676471 fi:0.551015. Ave ac:0.008403,0.008355 Initialization: 5.836000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.426000 Kernel 1: 0.023000 Kernel 2: 74.754997 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.004841 0.904762 fi:0.326282. Ave ac:0.011533,0.010023 Initialization: 5.934000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.829000 Kernel 1: 0.024000 Kernel 2: 73.290001 Copyback: 0.018000 Sum: 0.025000 It 20,Best ac:0.004076 0.800000 fi:0.399269. Ave ac:0.010957,0.010165 Initialization: 5.855000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.882000 Kernel 1: 0.023000 Kernel 2: 72.999001 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.003822 0.714286 fi:0.496672. Ave ac:0.008512,0.008288 Initialization: 5.885000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.928000 Kernel 1: 0.023000 Kernel 2: 72.945000 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.003822 0.937500 fi:0.286394. Ave ac:0.009111,0.009113 Initialization: 5.966000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.916000 Kernel 1: 0.023000 Kernel 2: 73.027000 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.003311 0.866667 fi:0.418559. Ave ac:0.009673,0.010345 Initialization: 5.888000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.321000 Kernel 1: 0.022000 Kernel 2: 72.691002 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.005860 0.657143 fi:0.532906. Ave ac:0.008971,0.011066 Initialization: 6.349000 Memcpy Classifiers: 0.262000 Memcpy Instances: 7.936000 Kernel 1: 0.022000 Kernel 2: 71.473000 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.005350 0.724138 fi:0.486699. Ave ac:0.008528,0.009797 Initialization: 6.388000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.910000 Kernel 1: 0.022000 Kernel 2: 69.374001 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.004331 0.708333 fi:0.515319. Ave ac:0.011953,0.015139 Initialization: 5.946000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.839000 Kernel 1: 0.023000 Kernel 2: 70.039001 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003822 0.789474 fi:0.452533. Ave ac:0.010587,0.011040 Initialization: 6.129000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.335000 Kernel 1: 0.023000 Kernel 2: 70.356003 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.005096 0.769231 fi:0.475020. Ave ac:0.008403,0.008929 Initialization: 5.858000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.382000 Kernel 1: 0.023000 Kernel 2: 70.915001 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.003821 0.882353 fi:0.371831. Ave ac:0.009886,0.009696 Initialization: 5.875000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.912000 Kernel 1: 0.023000 Kernel 2: 69.167000 Copyback: 0.017000 Sum: 0.020000 It 30,Best ac:0.004076 0.842105 fi:0.406122. Ave ac:0.007077,0.007659 Initialization: 5.917000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.228000 Kernel 1: 0.022000 Kernel 2: 69.966003 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.004076 0.761905 fi:0.466019. Ave ac:0.009099,0.012787 MDL Theory Length Weight: 5.7282610061 (10) Initialization: 5.834000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.828000 Kernel 1: 0.024000 Kernel 2: 69.858002 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.002803 1.000000 fi:0.406198. Ave ac:0.010304,0.010299 Initialization: 5.897000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.833000 Kernel 1: 0.023000 Kernel 2: 69.849998 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.003822 0.882353 fi:0.324436. Ave ac:0.008330,0.006963 Initialization: 27.749001 Memcpy Instances: 387.382996 Memcpy Classifiers: 0.063000 Kernel 1: 0.026000 Kernel 2: 463.880005 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.056000 Kernel 1: 0.015000 Kernel 2: 483.502991 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 463.869995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 465.493988 Copyback: 0.024000 Sum: 0.006000 Memcpy Classifiers: 0.064000 Kernel 1: 0.021000 Kernel 2: 459.804993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 472.419006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 473.186005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 450.066986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 459.122986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 364.967010 Copyback: 0.369000 Sum: 0.001000 It 34,Best ac:0.004382 0.594744 fi:0.586891. Ave ac:0.007216,0.021601 Best acc 0.004382 0.594744 Rule:Att PSSM_-4_2 is [<6.983953]|Att PSSM_0_1 is [>4.300310]|Att PSSM_0_4 is [<-2.451877]|Att PSSM_4_6 is [<-0.830287]|1 Accuracy : 0.779609 0 1 153608 10472 41240 29318 Removed 1410 instances. 194848 Instances left. Acc of rule 0.004627-0.643972 Initialization: 6.029000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.817000 Kernel 1: 0.026000 Kernel 2: 95.470001 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.004576 accuracy2:0.215620 Initialization: 5.859000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.772000 Kernel 1: 0.024000 Kernel 2: 104.734001 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.003336 0.464286 fi:0.682791. Ave ac:0.007839,0.010834 Initialization: 5.851000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.835000 Kernel 1: 0.024000 Kernel 2: 103.606003 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.004105 0.551724 fi:0.547995. Ave ac:0.011085,0.012908 Initialization: 5.857000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.807000 Kernel 1: 0.023000 Kernel 2: 103.509003 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003849 0.576923 fi:0.522919. Ave ac:0.011559,0.014926 Initialization: 5.966000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.779000 Kernel 1: 0.024000 Kernel 2: 101.992996 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.007442 0.547170 fi:0.550946. Ave ac:0.010730,0.012980 Initialization: 5.814000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.783000 Kernel 1: 0.022000 Kernel 2: 104.751999 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.004619 0.620690 fi:0.478782. Ave ac:0.009805,0.009462 Initialization: 5.857000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.773000 Kernel 1: 0.023000 Kernel 2: 102.009003 Copyback: 0.018000 Sum: 0.034000 It 5,Best ac:0.005389 0.600000 fi:0.499102. Ave ac:0.008663,0.009061 Initialization: 5.980000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.782000 Kernel 1: 0.023000 Kernel 2: 100.880997 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.003336 0.650000 fi:0.497077. Ave ac:0.009051,0.012033 Initialization: 6.413000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.786000 Kernel 1: 0.022000 Kernel 2: 100.667000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.003848 0.681818 fi:0.418024. Ave ac:0.007743,0.008073 Initialization: 5.910000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.827000 Kernel 1: 0.023000 Kernel 2: 102.349998 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.003593 0.666667 fi:0.433299. Ave ac:0.007509,0.008185 Initialization: 5.830000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.800000 Kernel 1: 0.024000 Kernel 2: 104.286003 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.005647 0.628571 fi:0.470404. Ave ac:0.007139,0.007578 Iteration 10:MDL fitness activated Error 0.470404 TL 0.032886 MDL Theory Length Weight: 4.7680141971 (3) Initialization: 5.906000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.908000 Kernel 1: 0.022000 Kernel 2: 102.460999 Copyback: 0.019000 Sum: 0.033000 It 10,Best ac:0.004620 0.750000 fi:0.499434. Ave ac:0.007193,0.006911 Initialization: 5.889000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.836000 Kernel 1: 0.024000 Kernel 2: 103.392998 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.005902 0.638889 fi:0.553041. Ave ac:0.007368,0.006321 Initialization: 5.882000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.903000 Kernel 1: 0.023000 Kernel 2: 99.191002 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.005132 0.714286 fi:0.500703. Ave ac:0.008335,0.008553 Initialization: 6.381000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.991000 Kernel 1: 0.022000 Kernel 2: 95.455002 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.003848 0.625000 fi:0.580872. Ave ac:0.008663,0.009652 Initialization: 5.862000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.790000 Kernel 1: 0.024000 Kernel 2: 91.108002 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.004362 0.850000 fi:0.382731. Ave ac:0.008420,0.007746 Initialization: 5.867000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.807000 Kernel 1: 0.023000 Kernel 2: 91.125000 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.003336 0.764706 fi:0.497616. Ave ac:0.006860,0.006230 Initialization: 5.884000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.889000 Kernel 1: 0.023000 Kernel 2: 89.855003 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.003593 0.700000 fi:0.503747. Ave ac:0.006705,0.006679 Initialization: 5.964000 Memcpy Classifiers: 0.374000 Memcpy Instances: 8.236000 Kernel 1: 0.024000 Kernel 2: 88.417999 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.003593 0.933333 fi:0.351647. Ave ac:0.008955,0.008457 Initialization: 5.900000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.816000 Kernel 1: 0.024000 Kernel 2: 85.219002 Copyback: 0.018000 Sum: 0.032000 It 18,Best ac:0.004620 0.750000 fi:0.459861. Ave ac:0.008685,0.008120 Initialization: 6.414000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.789000 Kernel 1: 0.023000 Kernel 2: 88.110001 Copyback: 0.017000 Sum: 0.038000 It 19,Best ac:0.003593 0.875000 fi:0.379581. Ave ac:0.007813,0.006524 Initialization: 5.882000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.785000 Kernel 1: 0.024000 Kernel 2: 85.944000 Copyback: 0.016000 Sum: 0.033000 It 20,Best ac:0.003849 1.000000 fi:0.246949. Ave ac:0.007106,0.006713 Initialization: 5.845000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.865000 Kernel 1: 0.024000 Kernel 2: 88.320000 Copyback: 0.018000 Sum: 0.037000 It 21,Best ac:0.005132 0.714286 fi:0.488724. Ave ac:0.006585,0.005648 Initialization: 5.893000 Memcpy Classifiers: 0.350000 Memcpy Instances: 8.256000 Kernel 1: 0.022000 Kernel 2: 86.248001 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.004107 0.727273 fi:0.429557. Ave ac:0.008377,0.007489 Initialization: 6.001000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.783000 Kernel 1: 0.022000 Kernel 2: 83.571999 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.005645 0.758621 fi:0.452153. Ave ac:0.009316,0.008859 Initialization: 6.323000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.812000 Kernel 1: 0.023000 Kernel 2: 81.710999 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.004106 0.727273 fi:0.453238. Ave ac:0.008105,0.010415 Initialization: 5.841000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.811000 Kernel 1: 0.024000 Kernel 2: 83.411003 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.010008 0.722222 fi:0.461328. Ave ac:0.010592,0.010073 Initialization: 5.914000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.783000 Kernel 1: 0.023000 Kernel 2: 83.757004 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.003337 0.928571 fi:0.302520. Ave ac:0.009319,0.009732 Initialization: 5.928000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.805000 Kernel 1: 0.024000 Kernel 2: 82.470001 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.003848 0.750000 fi:0.461778. Ave ac:0.009837,0.010946 Initialization: 5.849000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.252000 Kernel 1: 0.023000 Kernel 2: 83.824997 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.003849 0.789474 fi:0.451750. Ave ac:0.012979,0.016994 Initialization: 5.890000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.791000 Kernel 1: 0.023000 Kernel 2: 82.217003 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.004620 0.692308 fi:0.469531. Ave ac:0.011313,0.014330 MDL Theory Length Weight: 4.2912127774 (10) Initialization: 5.741000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.936000 Kernel 1: 0.022000 Kernel 2: 82.666000 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.003848 0.833333 fi:0.319495. Ave ac:0.011058,0.011080 Initialization: 5.908000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.802000 Kernel 1: 0.023000 Kernel 2: 82.945000 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.003080 1.000000 fi:0.311761. Ave ac:0.008618,0.008171 Initialization: 5.930000 Memcpy Classifiers: 0.314000 Memcpy Instances: 7.773000 Kernel 1: 0.024000 Kernel 2: 82.212997 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.004362 0.772727 fi:0.405374. Ave ac:0.008620,0.008742 Initialization: 7.135000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.825000 Kernel 1: 0.023000 Kernel 2: 84.138000 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.003849 0.625000 fi:0.551091. Ave ac:0.008207,0.009927 Initialization: 28.424000 Memcpy Instances: 386.033997 Memcpy Classifiers: 0.071000 Kernel 1: 0.027000 Kernel 2: 527.158997 Copyback: 0.368000 Sum: 0.015000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 562.341980 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 548.466980 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 549.942993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 538.052979 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 545.593018 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 560.906982 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 541.870972 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 536.593018 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 245.367996 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003505 0.553036 fi:0.606654. Ave ac:0.011452,0.034981 Best acc 0.003505 0.553036 Initialization: 5.937000 Memcpy Classifiers: 0.577000 Memcpy Instances: 7.800000 Kernel 1: 0.025000 Kernel 2: 95.452003 Copyback: 0.018000 Sum: 0.043000 Initial population average accuracy1:0.005968 accuracy2:0.206244 Initialization: 6.019000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.782000 Kernel 1: 0.023000 Kernel 2: 101.559998 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.006928 0.450000 fi:0.648363. Ave ac:0.010402,0.015107 Initialization: 5.907000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.776000 Kernel 1: 0.024000 Kernel 2: 102.704002 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.008984 0.583333 fi:0.514038. Ave ac:0.013722,0.017020 Initialization: 5.903000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.832000 Kernel 1: 0.023000 Kernel 2: 103.052002 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.004106 0.592593 fi:0.507126. Ave ac:0.014658,0.017546 Initialization: 6.140000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.786000 Kernel 1: 0.023000 Kernel 2: 100.908997 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.007444 0.537037 fi:0.561075. Ave ac:0.014111,0.017306 Initialization: 5.890000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.821000 Kernel 1: 0.023000 Kernel 2: 100.296997 Copyback: 0.018000 Sum: 0.031000 It 4,Best ac:0.007698 0.612245 fi:0.485748. Ave ac:0.013005,0.015268 Initialization: 5.849000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.817000 Kernel 1: 0.023000 Kernel 2: 97.328003 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003336 0.684211 fi:0.462866. Ave ac:0.012107,0.016456 Initialization: 5.874000 Memcpy Classifiers: 0.474000 Memcpy Instances: 8.212000 Kernel 1: 0.023000 Kernel 2: 95.028999 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005645 0.687500 fi:0.411479. Ave ac:0.011392,0.014528 Initialization: 5.864000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.777000 Kernel 1: 0.023000 Kernel 2: 90.112999 Copyback: 0.372000 Sum: 0.030000 It 7,Best ac:0.004618 0.782609 fi:0.316863. Ave ac:0.012328,0.018170 Initialization: 5.930000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.919000 Kernel 1: 0.020000 Kernel 2: 87.489998 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.004619 0.620690 fi:0.478782. Ave ac:0.011642,0.019985 Initialization: 5.943000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.779000 Kernel 1: 0.024000 Kernel 2: 89.403000 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003849 0.750000 fi:0.349842. Ave ac:0.013147,0.019929 Iteration 10:MDL fitness activated Error 0.349842 TL 0.046371 MDL Theory Length Weight: 2.5148070686 (3) Initialization: 5.896000 Memcpy Classifiers: 0.423000 Memcpy Instances: 7.826000 Kernel 1: 0.023000 Kernel 2: 87.782997 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.003336 0.812500 fi:0.430243. Ave ac:0.011245,0.017228 Initialization: 5.917000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.521000 Kernel 1: 0.022000 Kernel 2: 87.704002 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.006159 0.685714 fi:0.474315. Ave ac:0.014705,0.023846 Initialization: 6.369000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.795000 Kernel 1: 0.023000 Kernel 2: 85.443001 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.007442 0.763158 fi:0.382833. Ave ac:0.012521,0.018329 Initialization: 5.857000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.802000 Kernel 1: 0.023000 Kernel 2: 81.771004 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.005645 0.687500 fi:0.459089. Ave ac:0.013684,0.022548 Initialization: 5.833000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.825000 Kernel 1: 0.023000 Kernel 2: 80.343002 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.002822 0.846154 fi:0.457568. Ave ac:0.012603,0.019816 Initialization: 5.874000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.776000 Kernel 1: 0.024000 Kernel 2: 81.839996 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.003079 0.857143 fi:0.423492. Ave ac:0.014703,0.022025 Initialization: 6.631000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.818000 Kernel 1: 0.023000 Kernel 2: 81.505997 Copyback: 0.018000 Sum: 0.031000 It 16,Best ac:0.003592 0.777778 fi:0.387783. Ave ac:0.013642,0.025405 Initialization: 5.903000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.950000 Kernel 1: 0.023000 Kernel 2: 82.410004 Copyback: 0.018000 Sum: 0.029000 It 17,Best ac:0.003080 0.923077 fi:0.350084. Ave ac:0.012647,0.018176 Initialization: 5.708000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.842000 Kernel 1: 0.023000 Kernel 2: 82.696999 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.004362 0.739130 fi:0.385891. Ave ac:0.010734,0.015322 Initialization: 5.880000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.790000 Kernel 1: 0.024000 Kernel 2: 82.329002 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.004106 0.727273 fi:0.427177. Ave ac:0.010269,0.013282 Initialization: 5.828000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.775000 Kernel 1: 0.024000 Kernel 2: 82.004997 Copyback: 0.024000 Sum: 0.032000 It 20,Best ac:0.005389 0.656250 fi:0.503985. Ave ac:0.008947,0.014482 Initialization: 5.959000 Memcpy Classifiers: 0.309000 Memcpy Instances: 7.846000 Kernel 1: 0.023000 Kernel 2: 81.041000 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.004361 0.772727 fi:0.363039. Ave ac:0.010375,0.013857 Initialization: 5.861000 Memcpy Classifiers: 0.407000 Memcpy Instances: 7.807000 Kernel 1: 0.023000 Kernel 2: 83.706001 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.005645 0.709677 fi:0.434108. Ave ac:0.009534,0.014046 Initialization: 5.992000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.817000 Kernel 1: 0.023000 Kernel 2: 86.028000 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.005645 0.758621 fi:0.390829. Ave ac:0.013285,0.021989 Initialization: 5.910000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.876000 Kernel 1: 0.023000 Kernel 2: 84.161003 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.004362 0.680000 fi:0.472523. Ave ac:0.008761,0.015575 Initialization: 5.875000 Memcpy Classifiers: 0.412000 Memcpy Instances: 8.066000 Kernel 1: 0.024000 Kernel 2: 82.822998 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.004363 0.629630 fi:0.519260. Ave ac:0.008479,0.012863 Initialization: 5.873000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.873000 Kernel 1: 0.022000 Kernel 2: 86.568001 Copyback: 0.018000 Sum: 0.031000 It 26,Best ac:0.004362 0.680000 fi:0.475025. Ave ac:0.009682,0.010675 MDL Theory Length Weight: 2.2633263617 (10) Initialization: 5.841000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.793000 Kernel 1: 0.024000 Kernel 2: 84.198997 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.009494 0.755102 fi:0.386310. Ave ac:0.011592,0.016810 Initialization: 5.938000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.902000 Kernel 1: 0.023000 Kernel 2: 83.482002 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.003849 0.833333 fi:0.321788. Ave ac:0.009951,0.014767 Initialization: 5.875000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.283000 Kernel 1: 0.023000 Kernel 2: 84.600998 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.004876 0.730769 fi:0.407333. Ave ac:0.007475,0.010456 Initialization: 5.920000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.799000 Kernel 1: 0.022000 Kernel 2: 86.084999 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.003849 0.882353 fi:0.269857. Ave ac:0.008500,0.011691 Initialization: 6.022000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.781000 Kernel 1: 0.023000 Kernel 2: 84.367996 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.004619 0.620690 fi:0.516222. Ave ac:0.006846,0.009250 Initialization: 5.846000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.768000 Kernel 1: 0.024000 Kernel 2: 86.059998 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.005389 0.700000 fi:0.444526. Ave ac:0.009128,0.012412 Initialization: 5.836000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.775000 Kernel 1: 0.024000 Kernel 2: 83.727997 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.003593 0.823529 fi:0.333997. Ave ac:0.009124,0.013354 Initialization: 29.848000 Memcpy Instances: 381.700989 Memcpy Classifiers: 0.066000 Kernel 1: 0.025000 Kernel 2: 571.539978 Copyback: 0.020000 Sum: 0.013000 Memcpy Classifiers: 0.062000 Kernel 1: 0.018000 Kernel 2: 553.289978 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 556.000977 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 558.567017 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.016000 Kernel 2: 556.690002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 543.138977 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 545.020996 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 547.331970 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 540.094971 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 250.847000 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003875 0.569382 fi:0.569201. Ave ac:0.007466,0.022416 Best acc 0.003875 0.569382 Rule:Att PSSM_-3_12 is [<0.780087]|Att PSSM_-2_19 is [>-4.913057]|Att PSSM_-1_19 is [>-2.357967]|Att PSSM_0_12 is [-6.522912,-3.226597]|Att PSSM_1_15 is [-6.128937,6.807831]|Att PSSM_2_15 is [<1.639107]|Att PSSM_4_12 is [-4.731358,-1.328403]|1 Accuracy : 0.780394 0 1 153037 11043 40485 30073 Removed 1326 instances. 193522 Instances left. Acc of rule 0.003875-0.569382 Initialization: 5.994000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.935000 Kernel 1: 0.025000 Kernel 2: 94.925003 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005972 accuracy2:0.198508 Initialization: 5.883000 Memcpy Classifiers: 0.518000 Memcpy Instances: 7.727000 Kernel 1: 0.024000 Kernel 2: 99.140999 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.004392 0.548387 fi:0.551169. Ave ac:0.010630,0.015128 Initialization: 5.722000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.780000 Kernel 1: 0.023000 Kernel 2: 99.568001 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.003875 0.555556 fi:0.544252. Ave ac:0.013837,0.018277 Initialization: 5.892000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.798000 Kernel 1: 0.023000 Kernel 2: 97.107002 Copyback: 0.016000 Sum: 0.034000 It 2,Best ac:0.003617 0.583333 fi:0.516600. Ave ac:0.013776,0.017237 Initialization: 5.857000 Memcpy Classifiers: 0.476000 Memcpy Instances: 7.816000 Kernel 1: 0.024000 Kernel 2: 94.990997 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.003617 0.700000 fi:0.399933. Ave ac:0.014497,0.017518 Initialization: 5.815000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.783000 Kernel 1: 0.023000 Kernel 2: 96.417999 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.003877 0.600000 fi:0.499805. Ave ac:0.014157,0.015250 Initialization: 5.826000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.732000 Kernel 1: 0.025000 Kernel 2: 96.296997 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.003875 0.681818 fi:0.417989. Ave ac:0.014783,0.015253 Initialization: 5.842000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.724000 Kernel 1: 0.025000 Kernel 2: 97.829002 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.005167 0.689655 fi:0.409525. Ave ac:0.012690,0.015394 Initialization: 5.912000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.749000 Kernel 1: 0.024000 Kernel 2: 97.621002 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.006202 0.800000 fi:0.298674. Ave ac:0.013559,0.015161 Initialization: 5.820000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.755000 Kernel 1: 0.023000 Kernel 2: 97.267998 Copyback: 0.016000 Sum: 0.028000 It 8,Best ac:0.004134 0.695652 fi:0.404027. Ave ac:0.012006,0.015621 Initialization: 5.798000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.717000 Kernel 1: 0.023000 Kernel 2: 95.710999 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.005426 0.724138 fi:0.374916. Ave ac:0.010720,0.013521 Iteration 10:MDL fitness activated Error 0.374916 TL 0.022348 MDL Theory Length Weight: 5.5921295460 (3) Initialization: 5.955000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.762000 Kernel 1: 0.022000 Kernel 2: 97.998001 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.002843 1.000000 fi:0.428175. Ave ac:0.011718,0.016846 Initialization: 6.339000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.739000 Kernel 1: 0.023000 Kernel 2: 94.848000 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004133 0.941176 fi:0.327437. Ave ac:0.010308,0.013170 Initialization: 5.896000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.722000 Kernel 1: 0.023000 Kernel 2: 95.605003 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.007233 0.800000 fi:0.401771. Ave ac:0.008342,0.010853 Initialization: 5.811000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.399000 Kernel 1: 0.022000 Kernel 2: 98.205002 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.006460 0.714286 fi:0.476041. Ave ac:0.006087,0.008512 Initialization: 5.994000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.782000 Kernel 1: 0.024000 Kernel 2: 95.564003 Copyback: 0.017000 Sum: 0.041000 It 14,Best ac:0.010592 0.706897 fi:0.468713. Ave ac:0.010252,0.012192 Initialization: 5.790000 Memcpy Classifiers: 0.318000 Memcpy Instances: 7.822000 Kernel 1: 0.022000 Kernel 2: 91.289001 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.007752 0.769231 fi:0.407755. Ave ac:0.008025,0.008919 Initialization: 5.825000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.798000 Kernel 1: 0.023000 Kernel 2: 90.348999 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.005685 0.666667 fi:0.509665. Ave ac:0.007257,0.007177 Initialization: 6.058000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.761000 Kernel 1: 0.022000 Kernel 2: 91.805000 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.006975 0.710526 fi:0.480922. Ave ac:0.008201,0.009483 Initialization: 5.821000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.757000 Kernel 1: 0.024000 Kernel 2: 88.280998 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.004651 0.692308 fi:0.469209. Ave ac:0.008035,0.006597 Initialization: 5.918000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.260000 Kernel 1: 0.023000 Kernel 2: 87.529999 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.004392 0.739130 fi:0.436815. Ave ac:0.010047,0.010384 Initialization: 5.857000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.797000 Kernel 1: 0.024000 Kernel 2: 84.093002 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.011108 0.741379 fi:0.435378. Ave ac:0.008571,0.008537 MDL Theory Length Weight: 5.0329165914 (10) Initialization: 6.610000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.763000 Kernel 1: 0.024000 Kernel 2: 81.657997 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.002842 0.846154 fi:0.501494. Ave ac:0.007946,0.010816 Initialization: 5.889000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.744000 Kernel 1: 0.023000 Kernel 2: 82.817001 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.005942 0.696970 fi:0.474900. Ave ac:0.011371,0.015372 Initialization: 5.838000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.931000 Kernel 1: 0.024000 Kernel 2: 81.183998 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.004908 0.826087 fi:0.333230. Ave ac:0.015721,0.017199 Initialization: 5.921000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.808000 Kernel 1: 0.023000 Kernel 2: 76.162003 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.005167 0.740741 fi:0.439349. Ave ac:0.013262,0.016934 Initialization: 5.825000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.760000 Kernel 1: 0.023000 Kernel 2: 80.731003 Copyback: 0.024000 Sum: 0.028000 It 25,Best ac:0.003618 0.608696 fi:0.560697. Ave ac:0.010988,0.013407 Initialization: 5.884000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.205000 Kernel 1: 0.023000 Kernel 2: 74.778000 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.003876 0.714286 fi:0.478587. Ave ac:0.009414,0.011907 Initialization: 6.284000 Memcpy Classifiers: 0.248000 Memcpy Instances: 7.755000 Kernel 1: 0.023000 Kernel 2: 75.728996 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.005425 0.700000 fi:0.469710. Ave ac:0.011252,0.015226 Initialization: 5.870000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.787000 Kernel 1: 0.023000 Kernel 2: 73.902000 Copyback: 0.371000 Sum: 0.023000 It 28,Best ac:0.004650 0.857143 fi:0.308115. Ave ac:0.007844,0.008237 Initialization: 5.875000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.847000 Kernel 1: 0.023000 Kernel 2: 76.080002 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.007492 0.783784 fi:0.382689. Ave ac:0.009316,0.009710 Initialization: 6.407000 Memcpy Classifiers: 0.248000 Memcpy Instances: 8.020000 Kernel 1: 0.023000 Kernel 2: 74.901001 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.004133 0.888889 fi:0.279544. Ave ac:0.008429,0.008028 Initialization: 6.302000 Memcpy Classifiers: 0.305000 Memcpy Instances: 7.798000 Kernel 1: 0.023000 Kernel 2: 70.753998 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.004393 0.772727 fi:0.423924. Ave ac:0.006465,0.006666 Initialization: 5.863000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.741000 Kernel 1: 0.024000 Kernel 2: 75.709999 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.004135 0.761905 fi:0.419695. Ave ac:0.007988,0.011875 Initialization: 5.856000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.709000 Kernel 1: 0.024000 Kernel 2: 72.370003 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.005168 0.952381 fi:0.235563. Ave ac:0.009430,0.010316 Initialization: 28.566000 Memcpy Instances: 383.755005 Memcpy Classifiers: 0.062000 Kernel 1: 0.025000 Kernel 2: 505.763000 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 514.684998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 513.476990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 499.246002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 504.647003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.094000 Kernel 1: 0.014000 Kernel 2: 506.898987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 516.281982 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 528.247986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 502.223999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 184.522995 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.043354 0.558663 fi:0.584179. Ave ac:0.006296,0.018021 Best acc 0.043354 0.558663 Initialization: 5.822000 Memcpy Classifiers: 0.606000 Memcpy Instances: 7.781000 Kernel 1: 0.025000 Kernel 2: 91.778999 Copyback: 0.017000 Sum: 0.052000 Initial population average accuracy1:0.005384 accuracy2:0.209625 Initialization: 6.607000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.788000 Kernel 1: 0.023000 Kernel 2: 100.404999 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.004134 0.551724 fi:0.547958. Ave ac:0.009619,0.014202 Initialization: 5.891000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.715000 Kernel 1: 0.024000 Kernel 2: 100.710999 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.004908 0.527778 fi:0.571528. Ave ac:0.011327,0.015744 Initialization: 5.774000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.725000 Kernel 1: 0.024000 Kernel 2: 96.644997 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.004652 0.642857 fi:0.456571. Ave ac:0.009311,0.012389 Initialization: 5.825000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.725000 Kernel 1: 0.025000 Kernel 2: 95.827003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003876 0.535714 fi:0.564091. Ave ac:0.007659,0.008477 Initialization: 6.371000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.774000 Kernel 1: 0.024000 Kernel 2: 94.431000 Copyback: 0.017000 Sum: 0.037000 It 4,Best ac:0.003359 0.812500 fi:0.318782. Ave ac:0.006983,0.007742 Initialization: 5.920000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.731000 Kernel 1: 0.023000 Kernel 2: 94.758003 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004133 0.615385 fi:0.484298. Ave ac:0.006282,0.007015 Initialization: 5.798000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.775000 Kernel 1: 0.023000 Kernel 2: 93.542999 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.009042 0.625000 fi:0.472297. Ave ac:0.008409,0.008680 Initialization: 5.775000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.738000 Kernel 1: 0.024000 Kernel 2: 93.487999 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.002842 0.916667 fi:0.348264. Ave ac:0.006809,0.007841 Initialization: 5.899000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.270000 Kernel 1: 0.023000 Kernel 2: 93.203003 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.003617 0.560000 fi:0.539933. Ave ac:0.006229,0.011496 Initialization: 5.801000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.798000 Kernel 1: 0.024000 Kernel 2: 93.997002 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.007235 0.700000 fi:0.398171. Ave ac:0.009682,0.014249 Iteration 10:MDL fitness activated Error 0.398171 TL 0.018623 MDL Theory Length Weight: 7.1267529885 (6) Initialization: 5.851000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.768000 Kernel 1: 0.021000 Kernel 2: 94.167999 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.003877 0.714286 fi:0.578283. Ave ac:0.008823,0.014087 Initialization: 5.883000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.173000 Kernel 1: 0.023000 Kernel 2: 90.545998 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.003877 0.750000 fi:0.522772. Ave ac:0.009093,0.011394 Initialization: 5.861000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.755000 Kernel 1: 0.023000 Kernel 2: 89.700996 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.004908 0.593750 fi:0.636469. Ave ac:0.010020,0.013126 Initialization: 5.855000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.789000 Kernel 1: 0.023000 Kernel 2: 83.480003 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.005425 0.656250 fi:0.528654. Ave ac:0.011218,0.015683 Initialization: 5.824000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.781000 Kernel 1: 0.024000 Kernel 2: 71.836998 Copyback: 0.017000 Sum: 0.022000 It 14,Best ac:0.004650 0.750000 fi:0.490431. Ave ac:0.014320,0.026800 Initialization: 5.844000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.793000 Kernel 1: 0.023000 Kernel 2: 70.213997 Copyback: 0.018000 Sum: 0.024000 It 15,Best ac:0.003617 0.700000 fi:0.499987. Ave ac:0.014430,0.025071 Initialization: 5.875000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.299000 Kernel 1: 0.022000 Kernel 2: 66.683998 Copyback: 0.017000 Sum: 0.024000 It 16,Best ac:0.005425 0.807692 fi:0.422276. Ave ac:0.021711,0.033020 Initialization: 5.867000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.183000 Kernel 1: 0.023000 Kernel 2: 65.407997 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.005685 0.687500 fi:0.466049. Ave ac:0.016440,0.026120 Initialization: 5.787000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.792000 Kernel 1: 0.022000 Kernel 2: 64.306000 Copyback: 0.017000 Sum: 0.023000 It 18,Best ac:0.005426 0.700000 fi:0.454539. Ave ac:0.014972,0.027194 Initialization: 5.870000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.185000 Kernel 1: 0.023000 Kernel 2: 64.737999 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.006720 0.565217 fi:0.599817. Ave ac:0.018914,0.038207 Initialization: 5.820000 Memcpy Classifiers: 0.188000 Memcpy Instances: 7.736000 Kernel 1: 0.023000 Kernel 2: 61.872002 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.004392 0.653846 fi:0.576624. Ave ac:0.019582,0.034728 Initialization: 6.199000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.728000 Kernel 1: 0.022000 Kernel 2: 62.169998 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.002842 0.647059 fi:0.663039. Ave ac:0.021213,0.042363 Initialization: 6.428000 Memcpy Classifiers: 0.190000 Memcpy Instances: 7.726000 Kernel 1: 0.023000 Kernel 2: 61.273998 Copyback: 0.017000 Sum: 0.021000 It 22,Best ac:0.004650 0.750000 fi:0.432650. Ave ac:0.024315,0.040502 Initialization: 5.819000 Memcpy Classifiers: 0.204000 Memcpy Instances: 8.231000 Kernel 1: 0.022000 Kernel 2: 63.167999 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.004650 0.750000 fi:0.459211. Ave ac:0.021756,0.036352 Initialization: 5.855000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.716000 Kernel 1: 0.024000 Kernel 2: 59.803001 Copyback: 0.017000 Sum: 0.020000 It 24,Best ac:0.004910 0.593750 fi:0.558725. Ave ac:0.022834,0.041569 Initialization: 5.868000 Memcpy Classifiers: 0.190000 Memcpy Instances: 7.740000 Kernel 1: 0.024000 Kernel 2: 60.706001 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.003618 0.636364 fi:0.542262. Ave ac:0.023639,0.045194 MDL Theory Length Weight: 6.4140776897 (10) Initialization: 5.873000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.709000 Kernel 1: 0.024000 Kernel 2: 60.918999 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.003876 0.681818 fi:0.495251. Ave ac:0.019899,0.043003 Initialization: 5.886000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.803000 Kernel 1: 0.024000 Kernel 2: 59.866001 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.007233 0.622222 fi:0.526667. Ave ac:0.020816,0.044018 Initialization: 5.866000 Memcpy Classifiers: 0.225000 Memcpy Instances: 7.986000 Kernel 1: 0.023000 Kernel 2: 60.131001 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.003875 0.681818 fi:0.446897. Ave ac:0.023156,0.047192 Initialization: 5.856000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.754000 Kernel 1: 0.024000 Kernel 2: 59.222000 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.004908 0.593750 fi:0.556269. Ave ac:0.026097,0.048186 Initialization: 5.863000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.727000 Kernel 1: 0.023000 Kernel 2: 59.210999 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.003618 0.700000 fi:0.573418. Ave ac:0.021489,0.047200 Initialization: 5.893000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.850000 Kernel 1: 0.023000 Kernel 2: 60.436001 Copyback: 0.017000 Sum: 0.273000 It 31,Best ac:0.003875 0.652174 fi:0.512110. Ave ac:0.024371,0.047821 Initialization: 5.922000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.759000 Kernel 1: 0.023000 Kernel 2: 62.056999 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.004133 0.615385 fi:0.529074. Ave ac:0.020819,0.042756 Initialization: 5.809000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.767000 Kernel 1: 0.024000 Kernel 2: 60.847000 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.005425 0.700000 fi:0.448215. Ave ac:0.020257,0.042879 Initialization: 28.344999 Memcpy Instances: 382.653992 Memcpy Classifiers: 0.053000 Kernel 1: 0.024000 Kernel 2: 423.460999 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 424.243988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 422.165985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 436.944000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 426.963989 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 423.759003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 421.286987 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 428.665985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 415.204987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 159.136993 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.038988 0.468488 fi:0.660879. Ave ac:0.018955,0.069088 Best acc 0.038988 0.468488 Rule:Att PSSM_0_2 is [<-2.606997]|Att PSSM_0_5 is [2.820108,5.701008]|1 Accuracy : 0.780696 0 1 152013 12067 39390 31168 Removed 2119 instances. 191403 Instances left. Acc of rule 0.043354-0.558663 Initialization: 6.235000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.672000 Kernel 1: 0.026000 Kernel 2: 94.258003 Copyback: 0.017000 Sum: 0.050000 Initial population average accuracy1:0.005085 accuracy2:0.204887 Initialization: 5.806000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.675000 Kernel 1: 0.023000 Kernel 2: 98.928001 Copyback: 0.022000 Sum: 0.033000 It 0,Best ac:0.005486 0.567568 fi:0.531413. Ave ac:0.009922,0.012397 Initialization: 5.837000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.790000 Kernel 1: 0.022000 Kernel 2: 100.074997 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.016458 0.484615 fi:0.608945. Ave ac:0.009901,0.011119 Initialization: 5.746000 Memcpy Classifiers: 0.462000 Memcpy Instances: 7.713000 Kernel 1: 0.023000 Kernel 2: 99.454002 Copyback: 0.022000 Sum: 0.034000 It 2,Best ac:0.004702 0.720000 fi:0.379368. Ave ac:0.011095,0.013539 Initialization: 5.733000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.689000 Kernel 1: 0.024000 Kernel 2: 94.890999 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.005486 0.552632 fi:0.546349. Ave ac:0.009189,0.010715 Initialization: 5.764000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.673000 Kernel 1: 0.023000 Kernel 2: 96.584000 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.004963 0.655172 fi:0.444066. Ave ac:0.009589,0.010932 Initialization: 5.800000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.618000 Kernel 1: 0.024000 Kernel 2: 93.239998 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.003657 0.700000 fi:0.399884. Ave ac:0.009073,0.009208 Initialization: 6.193000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.635000 Kernel 1: 0.024000 Kernel 2: 95.814003 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.003657 0.700000 fi:0.399884. Ave ac:0.009002,0.010768 Initialization: 5.816000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.429000 Kernel 1: 0.023000 Kernel 2: 95.960999 Copyback: 0.016000 Sum: 0.029000 It 7,Best ac:0.005486 0.677419 fi:0.421561. Ave ac:0.007609,0.006736 Initialization: 5.803000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.624000 Kernel 1: 0.024000 Kernel 2: 96.112999 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.005223 0.740741 fi:0.358369. Ave ac:0.008107,0.008667 Initialization: 5.793000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.767000 Kernel 1: 0.022000 Kernel 2: 94.293999 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.004702 0.720000 fi:0.379368. Ave ac:0.007581,0.006980 Iteration 10:MDL fitness activated Error 0.379368 TL 0.033568 MDL Theory Length Weight: 3.7671782986 (2) Initialization: 5.814000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.619000 Kernel 1: 0.023000 Kernel 2: 93.754997 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.006531 0.781250 fi:0.456147. Ave ac:0.008318,0.007816 Initialization: 5.757000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.803000 Kernel 1: 0.023000 Kernel 2: 91.459999 Copyback: 0.019000 Sum: 0.031000 It 11,Best ac:0.005486 0.840000 fi:0.411319. Ave ac:0.008583,0.008522 Initialization: 5.770000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.637000 Kernel 1: 0.024000 Kernel 2: 89.309998 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.006008 0.718750 fi:0.484192. Ave ac:0.007494,0.007900 Initialization: 5.814000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.664000 Kernel 1: 0.022000 Kernel 2: 84.578003 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.003657 0.736842 fi:0.449133. Ave ac:0.007378,0.008530 Initialization: 5.850000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.636000 Kernel 1: 0.023000 Kernel 2: 83.677002 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.004963 0.863636 fi:0.346201. Ave ac:0.009375,0.010181 Initialization: 5.907000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.730000 Kernel 1: 0.022000 Kernel 2: 83.778999 Copyback: 0.017000 Sum: 0.037000 It 15,Best ac:0.003396 0.812500 fi:0.410152. Ave ac:0.010223,0.010083 Initialization: 5.752000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.624000 Kernel 1: 0.024000 Kernel 2: 82.841003 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.005225 0.689655 fi:0.501872. Ave ac:0.008432,0.008785 Initialization: 5.837000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.679000 Kernel 1: 0.023000 Kernel 2: 81.125999 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.003396 0.866667 fi:0.344672. Ave ac:0.008648,0.009584 Initialization: 5.888000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.662000 Kernel 1: 0.023000 Kernel 2: 82.761002 Copyback: 0.017000 Sum: 1.041000 It 18,Best ac:0.003917 0.750000 fi:0.468204. Ave ac:0.006870,0.006462 Initialization: 5.785000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.675000 Kernel 1: 0.023000 Kernel 2: 79.037003 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.003657 0.823529 fi:0.384929. Ave ac:0.007147,0.006613 Initialization: 6.282000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.921000 Kernel 1: 0.022000 Kernel 2: 79.017998 Copyback: 0.016000 Sum: 0.032000 It 20,Best ac:0.003395 0.812500 fi:0.413884. Ave ac:0.005864,0.004897 Initialization: 6.241000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.671000 Kernel 1: 0.023000 Kernel 2: 79.500000 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.006010 0.718750 fi:0.488841. Ave ac:0.005934,0.006685 Initialization: 5.796000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.667000 Kernel 1: 0.023000 Kernel 2: 77.160004 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.003396 0.866667 fi:0.354941. Ave ac:0.006364,0.005736 Initialization: 5.795000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.657000 Kernel 1: 0.023000 Kernel 2: 79.456001 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.006010 0.821429 fi:0.369708. Ave ac:0.005492,0.005217 Initialization: 5.901000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.626000 Kernel 1: 0.023000 Kernel 2: 77.709000 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.003657 0.823529 fi:0.390934. Ave ac:0.007056,0.007091 Initialization: 5.813000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.639000 Kernel 1: 0.023000 Kernel 2: 74.921997 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.006531 0.806452 fi:0.396686. Ave ac:0.007125,0.005683 Initialization: 5.768000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.639000 Kernel 1: 0.023000 Kernel 2: 77.348000 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.003658 0.736842 fi:0.465286. Ave ac:0.006087,0.004680 MDL Theory Length Weight: 3.3904604687 (10) Initialization: 5.780000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.150000 Kernel 1: 0.023000 Kernel 2: 78.666000 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.004181 0.800000 fi:0.386119. Ave ac:0.005264,0.005403 Initialization: 5.841000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.743000 Kernel 1: 0.023000 Kernel 2: 75.726997 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.004180 0.842105 fi:0.342920. Ave ac:0.007250,0.006110 Initialization: 5.795000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.619000 Kernel 1: 0.024000 Kernel 2: 74.811996 Copyback: 0.019000 Sum: 0.029000 It 29,Best ac:0.004180 0.761905 fi:0.447051. Ave ac:0.006976,0.005586 Initialization: 5.769000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.672000 Kernel 1: 0.024000 Kernel 2: 74.558998 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.006008 0.821429 fi:0.357025. Ave ac:0.007049,0.005406 Initialization: 5.786000 Memcpy Classifiers: 0.386000 Memcpy Instances: 7.617000 Kernel 1: 0.024000 Kernel 2: 72.564003 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.003657 0.736842 fi:0.456173. Ave ac:0.005837,0.005183 Initialization: 5.739000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.641000 Kernel 1: 0.022000 Kernel 2: 74.188004 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.004962 0.863636 fi:0.328734. Ave ac:0.007249,0.007348 Initialization: 5.893000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.690000 Kernel 1: 0.023000 Kernel 2: 75.780998 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.003396 0.812500 fi:0.389078. Ave ac:0.007127,0.007333 Initialization: 28.788000 Memcpy Instances: 389.653015 Memcpy Classifiers: 0.070000 Kernel 1: 0.023000 Kernel 2: 509.054993 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 521.075012 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 499.903015 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.015000 Kernel 2: 513.984009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.015000 Kernel 2: 505.109985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 497.588013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.015000 Kernel 2: 507.506012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 500.760010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 505.790009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 135.257996 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.003370 0.641791 fi:0.565013. Ave ac:0.006691,0.019234 Best acc 0.003370 0.641791 Initialization: 5.814000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.666000 Kernel 1: 0.025000 Kernel 2: 93.738998 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.005601 accuracy2:0.196883 Initialization: 5.775000 Memcpy Classifiers: 0.527000 Memcpy Instances: 8.089000 Kernel 1: 0.023000 Kernel 2: 96.848000 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.004963 0.452381 fi:0.646858. Ave ac:0.009313,0.011844 Initialization: 5.828000 Memcpy Classifiers: 0.485000 Memcpy Instances: 7.624000 Kernel 1: 0.025000 Kernel 2: 98.680000 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.004180 0.695652 fi:0.403974. Ave ac:0.012059,0.016590 Initialization: 5.906000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.744000 Kernel 1: 0.023000 Kernel 2: 99.280998 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.006270 0.600000 fi:0.498594. Ave ac:0.012944,0.015018 Initialization: 5.769000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.661000 Kernel 1: 0.056000 Kernel 2: 99.782997 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.005484 0.636364 fi:0.462617. Ave ac:0.012525,0.013923 Initialization: 5.798000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.638000 Kernel 1: 0.023000 Kernel 2: 98.240997 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004965 0.760000 fi:0.339236. Ave ac:0.012017,0.013366 Initialization: 5.729000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.709000 Kernel 1: 0.023000 Kernel 2: 95.514999 Copyback: 0.018000 Sum: 0.027000 It 5,Best ac:0.005486 0.750000 fi:0.348981. Ave ac:0.010028,0.011626 Initialization: 5.972000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.636000 Kernel 1: 0.023000 Kernel 2: 94.249001 Copyback: 0.370000 Sum: 0.031000 It 6,Best ac:0.003918 0.750000 fi:0.349755. Ave ac:0.009848,0.010388 Initialization: 5.759000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.637000 Kernel 1: 0.023000 Kernel 2: 92.209999 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004963 0.655172 fi:0.444066. Ave ac:0.009045,0.011040 Initialization: 5.780000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.648000 Kernel 1: 0.024000 Kernel 2: 91.888000 Copyback: 0.018000 Sum: 0.032000 It 8,Best ac:0.004179 0.695652 fi:0.403974. Ave ac:0.008778,0.012412 Initialization: 5.836000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.737000 Kernel 1: 0.022000 Kernel 2: 92.808998 Copyback: 0.018000 Sum: 0.034000 It 9,Best ac:0.003396 0.764706 fi:0.342323. Ave ac:0.010095,0.014631 Iteration 10:MDL fitness activated Error 0.342323 TL 0.036035 MDL Theory Length Weight: 3.1665900834 (6) Initialization: 5.910000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.754000 Kernel 1: 0.023000 Kernel 2: 95.453003 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.004181 0.761905 fi:0.457324. Ave ac:0.010674,0.015841 Initialization: 5.800000 Memcpy Classifiers: 0.609000 Memcpy Instances: 7.747000 Kernel 1: 0.023000 Kernel 2: 92.141998 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004442 0.708333 fi:0.478503. Ave ac:0.010008,0.017495 Initialization: 5.952000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.662000 Kernel 1: 0.024000 Kernel 2: 85.144997 Copyback: 0.018000 Sum: 0.031000 It 12,Best ac:0.003657 0.636364 fi:0.531411. Ave ac:0.012051,0.020489 Initialization: 5.786000 Memcpy Classifiers: 0.391000 Memcpy Instances: 7.879000 Kernel 1: 0.023000 Kernel 2: 85.078003 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.007837 0.666667 fi:0.513310. Ave ac:0.012670,0.022999 Initialization: 5.767000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.656000 Kernel 1: 0.024000 Kernel 2: 86.469002 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.003657 0.777778 fi:0.392890. Ave ac:0.013337,0.027143 Initialization: 5.809000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.794000 Kernel 1: 0.024000 Kernel 2: 83.143997 Copyback: 0.017000 Sum: 0.025000 It 15,Best ac:0.003396 0.866667 fi:0.292286. Ave ac:0.013359,0.021726 Initialization: 5.859000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.201000 Kernel 1: 0.022000 Kernel 2: 83.748001 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.006268 0.705882 fi:0.430085. Ave ac:0.010475,0.017673 Initialization: 5.849000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.688000 Kernel 1: 0.024000 Kernel 2: 83.677002 Copyback: 0.017000 Sum: 0.023000 It 17,Best ac:0.006008 0.696970 fi:0.468000. Ave ac:0.010387,0.023820 Initialization: 5.756000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.626000 Kernel 1: 0.024000 Kernel 2: 81.356003 Copyback: 0.017000 Sum: 0.021000 It 18,Best ac:0.005225 0.588235 fi:0.559993. Ave ac:0.010925,0.021153 Initialization: 5.853000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.104000 Kernel 1: 0.021000 Kernel 2: 81.478996 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.003918 0.714286 fi:0.461329. Ave ac:0.014420,0.023395 Initialization: 5.769000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.758000 Kernel 1: 0.023000 Kernel 2: 82.935997 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.006007 0.741935 fi:0.408829. Ave ac:0.012031,0.019471 Initialization: 5.847000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.704000 Kernel 1: 0.024000 Kernel 2: 83.329002 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.007053 0.729730 fi:0.424570. Ave ac:0.009743,0.021196 Initialization: 5.829000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.677000 Kernel 1: 0.024000 Kernel 2: 82.507004 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.003396 0.764706 fi:0.405494. Ave ac:0.012332,0.021708 Initialization: 12.736000 Memcpy Classifiers: 0.331000 Memcpy Instances: 8.801000 Kernel 1: 0.023000 Kernel 2: 82.470001 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.004441 0.850000 fi:0.296598. Ave ac:0.010267,0.016590 Initialization: 5.837000 Memcpy Classifiers: 0.325000 Memcpy Instances: 7.728000 Kernel 1: 0.022000 Kernel 2: 82.349998 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.003918 0.750000 fi:0.396532. Ave ac:0.009053,0.017086 MDL Theory Length Weight: 2.8499310751 (10) Initialization: 6.182000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.680000 Kernel 1: 0.023000 Kernel 2: 81.007004 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.003657 0.736842 fi:0.407732. Ave ac:0.012920,0.024626 Initialization: 5.868000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.625000 Kernel 1: 0.023000 Kernel 2: 79.976997 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.004441 0.653846 fi:0.474631. Ave ac:0.011697,0.023300 Initialization: 5.880000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.680000 Kernel 1: 0.023000 Kernel 2: 83.240997 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.004181 0.640000 fi:0.521780. Ave ac:0.012959,0.026257 Initialization: 6.355000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.637000 Kernel 1: 0.023000 Kernel 2: 81.133003 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.003396 0.619048 fi:0.512746. Ave ac:0.012669,0.025091 Initialization: 5.784000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.090000 Kernel 1: 0.022000 Kernel 2: 78.842003 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003918 0.833333 fi:0.295402. Ave ac:0.014571,0.026465 Initialization: 5.937000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.648000 Kernel 1: 0.022000 Kernel 2: 78.367996 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.004179 0.761905 fi:0.401426. Ave ac:0.011638,0.025475 Initialization: 5.879000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.621000 Kernel 1: 0.023000 Kernel 2: 79.432999 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.004179 0.761905 fi:0.374460. Ave ac:0.011519,0.022258 Initialization: 5.733000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.656000 Kernel 1: 0.023000 Kernel 2: 77.369003 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.008100 0.704545 fi:0.445740. Ave ac:0.012584,0.019385 Initialization: 5.846000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.651000 Kernel 1: 0.023000 Kernel 2: 74.794998 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.005225 0.740741 fi:0.436974. Ave ac:0.010188,0.018835 Initialization: 29.295000 Memcpy Instances: 378.846008 Memcpy Classifiers: 0.075000 Kernel 1: 0.024000 Kernel 2: 523.960022 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.075000 Kernel 1: 0.015000 Kernel 2: 522.015991 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.074000 Kernel 1: 0.015000 Kernel 2: 531.905029 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 550.708008 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.074000 Kernel 1: 0.015000 Kernel 2: 538.023010 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 516.797974 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 528.676025 Copyback: 0.333000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 560.333984 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 509.209015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 130.348999 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005036 0.556261 fi:0.593429. Ave ac:0.010731,0.035236 Best acc 0.005036 0.556261 Rule:Att PSSM_-4_7 is [<-0.553587]|Att PSSM_-3_12 is [<-1.586588]|Att PSSM_-2_18 is [-5.213816,5.631090]|Att PSSM_0_2 is [<-2.078680]|Att PSSM_0_7 is [<-2.486512]|Att PSSM_1_8 is [-4.751049,2.220593]|Att PSSM_1_12 is [<-1.087487]|Att PSSM_2_7 is [-4.954899,-1.045101]|1 Accuracy : 0.781911 0 1 151653 12427 38745 31813 Removed 1005 instances. 190398 Instances left. Acc of rule 0.003370-0.641791 Initialization: 5.743000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.579000 Kernel 1: 0.024000 Kernel 2: 92.271004 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.006034 accuracy2:0.203252 Initialization: 6.207000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.901000 Kernel 1: 0.023000 Kernel 2: 95.884003 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.004727 0.500000 fi:0.599329. Ave ac:0.011179,0.016226 Initialization: 5.778000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.615000 Kernel 1: 0.025000 Kernel 2: 98.876999 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.007616 0.467742 fi:0.630144. Ave ac:0.012825,0.015575 Initialization: 5.836000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.574000 Kernel 1: 0.023000 Kernel 2: 96.592003 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.006565 0.520833 fi:0.577577. Ave ac:0.013503,0.014361 Initialization: 5.832000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.648000 Kernel 1: 0.023000 Kernel 2: 98.049004 Copyback: 0.017000 Sum: 0.026000 It 3,Best ac:0.004989 0.558824 fi:0.540374. Ave ac:0.013264,0.015541 Initialization: 5.811000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.648000 Kernel 1: 0.023000 Kernel 2: 95.998001 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004202 0.615385 fi:0.484207. Ave ac:0.013083,0.014427 Initialization: 5.690000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.619000 Kernel 1: 0.023000 Kernel 2: 92.842003 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.002889 0.733333 fi:0.498401. Ave ac:0.012224,0.015611 Initialization: 5.760000 Memcpy Classifiers: 0.485000 Memcpy Instances: 7.610000 Kernel 1: 0.025000 Kernel 2: 93.912003 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.002889 0.785714 fi:0.446020. Ave ac:0.012382,0.013014 Initialization: 5.952000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.587000 Kernel 1: 0.023000 Kernel 2: 90.370003 Copyback: 0.018000 Sum: 0.030000 It 7,Best ac:0.005777 0.628571 fi:0.470233. Ave ac:0.010546,0.011365 Initialization: 6.721000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.598000 Kernel 1: 0.023000 Kernel 2: 87.910004 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.003939 0.833333 fi:0.266389. Ave ac:0.010029,0.011393 Initialization: 6.268000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.787000 Kernel 1: 0.023000 Kernel 2: 86.954002 Copyback: 0.018000 Sum: 0.032000 It 9,Best ac:0.004727 0.750000 fi:0.349329. Ave ac:0.011143,0.010616 Iteration 10:MDL fitness activated Error 0.349329 TL 0.031872 MDL Theory Length Weight: 3.6534948313 (2) Initialization: 5.762000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.614000 Kernel 1: 0.024000 Kernel 2: 86.535004 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.006303 0.774194 fi:0.450803. Ave ac:0.010317,0.010041 Initialization: 5.760000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.622000 Kernel 1: 0.023000 Kernel 2: 84.663002 Copyback: 0.016000 Sum: 0.028000 It 11,Best ac:0.003414 0.650000 fi:0.504399. Ave ac:0.008685,0.010869 Initialization: 5.784000 Memcpy Classifiers: 0.386000 Memcpy Instances: 7.605000 Kernel 1: 0.024000 Kernel 2: 82.807999 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.004727 0.720000 fi:0.517069. Ave ac:0.011984,0.012963 Initialization: 5.730000 Memcpy Classifiers: 0.391000 Memcpy Instances: 7.661000 Kernel 1: 0.023000 Kernel 2: 82.384003 Copyback: 0.018000 Sum: 0.027000 It 13,Best ac:0.003414 0.764706 fi:0.440092. Ave ac:0.011047,0.017580 Initialization: 6.708000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.822000 Kernel 1: 0.022000 Kernel 2: 84.648003 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.003415 0.722222 fi:0.474718. Ave ac:0.008124,0.008134 Initialization: 5.829000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.667000 Kernel 1: 0.023000 Kernel 2: 79.151001 Copyback: 0.018000 Sum: 0.027000 It 15,Best ac:0.005515 0.677419 fi:0.480886. Ave ac:0.007780,0.010454 Initialization: 5.815000 Memcpy Classifiers: 0.367000 Memcpy Instances: 7.595000 Kernel 1: 0.024000 Kernel 2: 77.782997 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.002889 0.785714 fi:0.504880. Ave ac:0.010231,0.012633 Initialization: 5.788000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.625000 Kernel 1: 0.023000 Kernel 2: 76.646004 Copyback: 0.017000 Sum: 0.024000 It 17,Best ac:0.003414 0.764706 fi:0.416055. Ave ac:0.009587,0.010607 Initialization: 5.826000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.666000 Kernel 1: 0.023000 Kernel 2: 77.728996 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.005513 0.750000 fi:0.434572. Ave ac:0.009368,0.008289 Initialization: 5.782000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.594000 Kernel 1: 0.023000 Kernel 2: 72.513000 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.003414 0.812500 fi:0.400797. Ave ac:0.008643,0.008920 Initialization: 5.762000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.060000 Kernel 1: 0.023000 Kernel 2: 74.474998 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.005251 0.714286 fi:0.467020. Ave ac:0.010461,0.017233 Initialization: 6.222000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.606000 Kernel 1: 0.023000 Kernel 2: 71.518997 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.003939 0.750000 fi:0.424983. Ave ac:0.010641,0.013756 Initialization: 5.798000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.591000 Kernel 1: 0.024000 Kernel 2: 71.874001 Copyback: 0.018000 Sum: 0.026000 It 22,Best ac:0.009194 0.700000 fi:0.452830. Ave ac:0.011232,0.013663 Initialization: 5.741000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.609000 Kernel 1: 0.024000 Kernel 2: 70.919998 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.003414 0.764706 fi:0.412758. Ave ac:0.009418,0.015582 Initialization: 5.775000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.630000 Kernel 1: 0.022000 Kernel 2: 71.185997 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.005515 0.750000 fi:0.434572. Ave ac:0.008785,0.010560 Initialization: 5.827000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.577000 Kernel 1: 0.023000 Kernel 2: 70.834999 Copyback: 0.016000 Sum: 0.025000 It 25,Best ac:0.004991 0.760000 fi:0.404090. Ave ac:0.010733,0.013519 Initialization: 5.696000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.668000 Kernel 1: 0.024000 Kernel 2: 68.976997 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.003414 0.764706 fi:0.387288. Ave ac:0.009170,0.010653 Initialization: 5.790000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.582000 Kernel 1: 0.023000 Kernel 2: 68.324997 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.003939 0.833333 fi:0.337992. Ave ac:0.008172,0.009048 Initialization: 5.778000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.581000 Kernel 1: 0.023000 Kernel 2: 67.833000 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.002889 0.916667 fi:0.382596. Ave ac:0.009079,0.011805 Initialization: 5.869000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.573000 Kernel 1: 0.023000 Kernel 2: 69.775002 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.003152 0.857143 fi:0.355675. Ave ac:0.006740,0.008297 Initialization: 5.875000 Memcpy Classifiers: 0.262000 Memcpy Instances: 7.589000 Kernel 1: 0.022000 Kernel 2: 68.036003 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.003939 0.789474 fi:0.387084. Ave ac:0.007751,0.009009 Initialization: 5.900000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.579000 Kernel 1: 0.023000 Kernel 2: 68.795998 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.004202 0.761905 fi:0.423323. Ave ac:0.008465,0.010017 Initialization: 5.749000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.658000 Kernel 1: 0.022000 Kernel 2: 68.552002 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.004989 0.678571 fi:0.492756. Ave ac:0.007727,0.007596 Initialization: 5.736000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.612000 Kernel 1: 0.023000 Kernel 2: 66.563004 Copyback: 0.372000 Sum: 0.025000 It 33,Best ac:0.004464 0.739130 fi:0.419071. Ave ac:0.006979,0.008128 Initialization: 29.150000 Memcpy Instances: 378.286011 Memcpy Classifiers: 0.069000 Kernel 1: 0.023000 Kernel 2: 481.889008 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 478.446014 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 468.977997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 491.078003 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.069000 Kernel 1: 0.016000 Kernel 2: 470.089996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 470.697998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 465.815002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 478.269012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 455.282013 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003692 0.569692 fi:0.606988. Ave ac:0.008014,0.023748 Best acc 0.003692 0.569692 Initialization: 5.813000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.665000 Kernel 1: 0.025000 Kernel 2: 92.343002 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.004704 accuracy2:0.203599 Initialization: 5.772000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.663000 Kernel 1: 0.023000 Kernel 2: 99.573997 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.004202 0.571429 fi:0.528163. Ave ac:0.009130,0.012094 Initialization: 5.818000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.129000 Kernel 1: 0.023000 Kernel 2: 101.882004 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.012342 0.484536 fi:0.610988. Ave ac:0.010841,0.013885 Initialization: 5.837000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.053000 Kernel 1: 0.022000 Kernel 2: 101.137001 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.004989 0.575758 fi:0.523440. Ave ac:0.011489,0.012913 Initialization: 5.760000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.636000 Kernel 1: 0.023000 Kernel 2: 102.200996 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.004203 0.695652 fi:0.403937. Ave ac:0.009460,0.011031 Initialization: 5.892000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.147000 Kernel 1: 0.023000 Kernel 2: 98.553001 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004727 0.600000 fi:0.499329. Ave ac:0.009846,0.011875 Initialization: 5.779000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.631000 Kernel 1: 0.024000 Kernel 2: 98.572998 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.008929 0.607143 fi:0.490087. Ave ac:0.008965,0.011753 Initialization: 5.738000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.620000 Kernel 1: 0.024000 Kernel 2: 100.981003 Copyback: 0.016000 Sum: 0.031000 It 6,Best ac:0.004202 0.551724 fi:0.547867. Ave ac:0.009658,0.010092 Initialization: 5.790000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.576000 Kernel 1: 0.023000 Kernel 2: 99.921997 Copyback: 0.369000 Sum: 0.034000 It 7,Best ac:0.002626 0.769231 fi:0.532346. Ave ac:0.009286,0.010504 Initialization: 5.826000 Memcpy Classifiers: 0.472000 Memcpy Instances: 7.828000 Kernel 1: 0.023000 Kernel 2: 98.735001 Copyback: 0.018000 Sum: 0.031000 It 8,Best ac:0.004464 0.680000 fi:0.419460. Ave ac:0.011032,0.011594 Initialization: 5.723000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.616000 Kernel 1: 0.024000 Kernel 2: 99.002998 Copyback: 0.018000 Sum: 0.032000 It 9,Best ac:0.006567 0.625000 fi:0.473406. Ave ac:0.008947,0.009744 Iteration 10:MDL fitness activated Error 0.473406 TL 0.028549 MDL Theory Length Weight: 5.5273637234 (7) Initialization: 5.751000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.581000 Kernel 1: 0.060000 Kernel 2: 100.142998 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.004464 0.680000 fi:0.623239. Ave ac:0.012145,0.013490 Initialization: 5.835000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.670000 Kernel 1: 0.024000 Kernel 2: 95.433998 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.005777 0.709677 fi:0.514599. Ave ac:0.015051,0.015351 Initialization: 5.797000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.620000 Kernel 1: 0.024000 Kernel 2: 91.068001 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.009191 0.603448 fi:0.604969. Ave ac:0.017738,0.017349 Initialization: 5.785000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.581000 Kernel 1: 0.024000 Kernel 2: 91.904999 Copyback: 0.016000 Sum: 0.032000 It 13,Best ac:0.005779 0.578947 fi:0.662924. Ave ac:0.014270,0.015947 Initialization: 5.817000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.583000 Kernel 1: 0.024000 Kernel 2: 89.295998 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.003676 0.636364 fi:0.615720. Ave ac:0.017796,0.019744 Initialization: 5.736000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.810000 Kernel 1: 0.024000 Kernel 2: 84.092003 Copyback: 0.018000 Sum: 0.035000 It 15,Best ac:0.009454 0.705882 fi:0.458121. Ave ac:0.023007,0.023574 Initialization: 5.789000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.573000 Kernel 1: 0.023000 Kernel 2: 84.932999 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.003152 0.857143 fi:0.425496. Ave ac:0.020017,0.024346 Initialization: 6.404000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.717000 Kernel 1: 0.023000 Kernel 2: 81.552002 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.006828 0.604651 fi:0.564672. Ave ac:0.017871,0.026001 Initialization: 5.772000 Memcpy Classifiers: 0.371000 Memcpy Instances: 7.609000 Kernel 1: 0.023000 Kernel 2: 79.122002 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.004727 0.720000 fi:0.517896. Ave ac:0.016352,0.022716 Initialization: 5.823000 Memcpy Classifiers: 0.308000 Memcpy Instances: 8.072000 Kernel 1: 0.023000 Kernel 2: 77.295998 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.004202 0.695652 fi:0.529317. Ave ac:0.016418,0.023514 Initialization: 5.753000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.592000 Kernel 1: 0.024000 Kernel 2: 76.322998 Copyback: 0.018000 Sum: 0.022000 It 20,Best ac:0.004727 0.720000 fi:0.476234. Ave ac:0.016172,0.027033 Initialization: 5.719000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.674000 Kernel 1: 0.023000 Kernel 2: 74.935997 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.003414 0.928571 fi:0.230711. Ave ac:0.016834,0.027718 Initialization: 5.842000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.614000 Kernel 1: 0.024000 Kernel 2: 75.666000 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.005515 0.656250 fi:0.505622. Ave ac:0.009409,0.021336 Initialization: 5.838000 Memcpy Classifiers: 0.266000 Memcpy Instances: 7.591000 Kernel 1: 0.023000 Kernel 2: 75.412003 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.006828 0.684211 fi:0.506090. Ave ac:0.013508,0.030248 Initialization: 5.728000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.676000 Kernel 1: 0.023000 Kernel 2: 75.808998 Copyback: 0.016000 Sum: 0.022000 It 24,Best ac:0.002625 0.909091 fi:0.492604. Ave ac:0.010912,0.023035 Initialization: 5.852000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.598000 Kernel 1: 0.024000 Kernel 2: 74.960999 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.004989 0.633333 fi:0.591243. Ave ac:0.011015,0.022776 Initialization: 5.908000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.609000 Kernel 1: 0.023000 Kernel 2: 70.157997 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.004989 0.730769 fi:0.443677. Ave ac:0.016369,0.030254 Initialization: 5.752000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.635000 Kernel 1: 0.023000 Kernel 2: 70.070999 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.002889 0.785714 fi:0.529663. Ave ac:0.013909,0.033102 Initialization: 5.747000 Memcpy Classifiers: 0.263000 Memcpy Instances: 9.608000 Kernel 1: 0.021000 Kernel 2: 72.063004 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.005515 0.777778 fi:0.377239. Ave ac:0.017470,0.034536 Initialization: 5.864000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.056000 Kernel 1: 0.023000 Kernel 2: 72.209999 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.004463 0.566667 fi:0.586810. Ave ac:0.008248,0.021795 Initialization: 5.731000 Memcpy Classifiers: 0.274000 Memcpy Instances: 8.150000 Kernel 1: 0.023000 Kernel 2: 69.477997 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.003939 0.882353 fi:0.268089. Ave ac:0.018874,0.032519 MDL Theory Length Weight: 4.9746273510 (10) Initialization: 6.202000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.736000 Kernel 1: 0.024000 Kernel 2: 69.647003 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.004727 0.720000 fi:0.445807. Ave ac:0.020435,0.037972 Initialization: 6.345000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.632000 Kernel 1: 0.023000 Kernel 2: 68.751999 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.003939 0.833333 fi:0.335163. Ave ac:0.012933,0.031038 Initialization: 5.833000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.604000 Kernel 1: 0.023000 Kernel 2: 67.968002 Copyback: 0.018000 Sum: 0.022000 It 33,Best ac:0.003151 0.750000 fi:0.480666. Ave ac:0.021443,0.042718 Initialization: 28.930000 Memcpy Instances: 392.190002 Memcpy Classifiers: 0.054000 Kernel 1: 0.023000 Kernel 2: 459.684998 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 473.864990 Copyback: 0.015000 Sum: 0.004000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 449.921997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 455.942993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 469.261993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 465.454987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 461.272003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 465.998993 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 432.453003 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.048530 0.503021 fi:0.623612. Ave ac:0.015067,0.054037 Best acc 0.048530 0.503021 Rule:Att PSSM_-3_2 is [-6.584431,2.497513]|Att PSSM_0_2 is [<-3.725591]|Att PSSM_0_7 is [<-3.336727]|Att PSSM_0_20 is [-1.883287,6.083400]|Att PSSM_3_7 is [-6.849000,-2.794181]|Att PSSM_4_12 is [-5.107631,-0.500070]|1 Accuracy : 0.782644 0 1 151122 12958 38042 32516 Removed 1234 instances. 189164 Instances left. Acc of rule 0.003692-0.569692 Initialization: 5.786000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.523000 Kernel 1: 0.025000 Kernel 2: 92.613998 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.005794 accuracy2:0.198906 Initialization: 5.762000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.474000 Kernel 1: 0.023000 Kernel 2: 98.793999 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.009516 0.473684 fi:0.623196. Ave ac:0.010630,0.014970 Initialization: 5.755000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.020000 Kernel 1: 0.023000 Kernel 2: 100.195000 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.003965 0.555556 fi:0.544131. Ave ac:0.013702,0.016862 Initialization: 5.821000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.003000 Kernel 1: 0.022000 Kernel 2: 96.806999 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.004758 0.600000 fi:0.499286. Ave ac:0.011609,0.013293 Initialization: 5.747000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.532000 Kernel 1: 0.023000 Kernel 2: 94.424004 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.003436 0.812500 fi:0.287454. Ave ac:0.011436,0.013245 Initialization: 5.801000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.527000 Kernel 1: 0.024000 Kernel 2: 95.235001 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003701 0.608696 fi:0.491124. Ave ac:0.010352,0.012056 Initialization: 5.736000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.532000 Kernel 1: 0.024000 Kernel 2: 92.415001 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.003965 0.714286 fi:0.385401. Ave ac:0.008099,0.009816 Initialization: 5.750000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.039000 Kernel 1: 0.022000 Kernel 2: 87.456001 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.005024 0.593750 fi:0.505399. Ave ac:0.007366,0.008568 Initialization: 5.769000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.562000 Kernel 1: 0.023000 Kernel 2: 89.385002 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.003965 0.625000 fi:0.474686. Ave ac:0.007072,0.006668 Initialization: 5.719000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.029000 Kernel 1: 0.023000 Kernel 2: 85.774002 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.003436 0.541667 fi:0.558287. Ave ac:0.006245,0.008422 Initialization: 5.763000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.533000 Kernel 1: 0.023000 Kernel 2: 89.393997 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003436 0.684211 fi:0.415743. Ave ac:0.008535,0.009900 Iteration 10:MDL fitness activated Error 0.415743 TL 0.020147 MDL Theory Length Weight: 6.8784113510 (7) Initialization: 5.751000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.571000 Kernel 1: 0.023000 Kernel 2: 87.958000 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.003965 0.681818 fi:0.551997. Ave ac:0.007756,0.010010 Initialization: 5.730000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.543000 Kernel 1: 0.023000 Kernel 2: 84.269997 Copyback: 0.018000 Sum: 0.029000 It 11,Best ac:0.006607 0.555556 fi:0.686237. Ave ac:0.007266,0.009633 Initialization: 5.883000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.596000 Kernel 1: 0.023000 Kernel 2: 85.362999 Copyback: 0.016000 Sum: 0.034000 It 12,Best ac:0.005022 0.791667 fi:0.409241. Ave ac:0.009507,0.010708 Initialization: 5.828000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.620000 Kernel 1: 0.023000 Kernel 2: 80.700996 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.006080 0.605263 fi:0.670892. Ave ac:0.007441,0.009044 Initialization: 5.779000 Memcpy Classifiers: 0.320000 Memcpy Instances: 14.862000 Kernel 1: 0.025000 Kernel 2: 78.260002 Copyback: 0.017000 Sum: 0.039000 It 14,Best ac:0.003436 0.722222 fi:0.526362. Ave ac:0.010122,0.016670 Initialization: 5.692000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.000000 Kernel 1: 0.022000 Kernel 2: 79.042999 Copyback: 0.018000 Sum: 0.026000 It 15,Best ac:0.005815 0.488889 fi:0.673673. Ave ac:0.009887,0.014946 Initialization: 5.691000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.762000 Kernel 1: 0.024000 Kernel 2: 74.700996 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.004757 0.580645 fi:0.579886. Ave ac:0.011852,0.017054 Initialization: 5.704000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.552000 Kernel 1: 0.024000 Kernel 2: 75.650002 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.005815 0.550000 fi:0.644518. Ave ac:0.014090,0.020498 Initialization: 6.306000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.807000 Kernel 1: 0.022000 Kernel 2: 71.726997 Copyback: 0.017000 Sum: 0.021000 It 18,Best ac:0.003702 0.636364 fi:0.524699. Ave ac:0.014379,0.023075 Initialization: 5.787000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.986000 Kernel 1: 0.024000 Kernel 2: 68.294998 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.003436 0.619048 fi:0.562128. Ave ac:0.016376,0.027220 Initialization: 5.735000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.705000 Kernel 1: 0.029000 Kernel 2: 66.099998 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.009249 0.583333 fi:0.554341. Ave ac:0.015492,0.023723 Initialization: 5.757000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.043000 Kernel 1: 0.023000 Kernel 2: 63.590000 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.005022 0.703704 fi:0.452492. Ave ac:0.013286,0.024039 MDL Theory Length Weight: 6.1905702159 (10) Initialization: 5.857000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.619000 Kernel 1: 0.024000 Kernel 2: 62.398998 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.003436 0.764706 fi:0.412821. Ave ac:0.017699,0.038154 Initialization: 5.938000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.526000 Kernel 1: 0.024000 Kernel 2: 62.657001 Copyback: 0.018000 Sum: 0.020000 It 23,Best ac:0.005815 0.628571 fi:0.535727. Ave ac:0.016292,0.033042 Initialization: 5.724000 Memcpy Classifiers: 0.225000 Memcpy Instances: 7.527000 Kernel 1: 0.024000 Kernel 2: 62.348000 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.006607 0.694444 fi:0.459095. Ave ac:0.019106,0.033560 Initialization: 5.806000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.526000 Kernel 1: 0.024000 Kernel 2: 61.333000 Copyback: 0.017000 Sum: 0.020000 It 25,Best ac:0.007664 0.568627 fi:0.581936. Ave ac:0.019171,0.038785 Initialization: 5.765000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.543000 Kernel 1: 0.024000 Kernel 2: 62.023998 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.004758 0.750000 fi:0.427024. Ave ac:0.019993,0.037429 Initialization: 5.771000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.853000 Kernel 1: 0.022000 Kernel 2: 63.300999 Copyback: 0.018000 Sum: 0.024000 It 27,Best ac:0.004494 0.680000 fi:0.493701. Ave ac:0.016798,0.034914 Initialization: 5.793000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.519000 Kernel 1: 0.024000 Kernel 2: 63.296001 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.006080 0.676471 fi:0.528230. Ave ac:0.012352,0.028384 Initialization: 5.730000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.534000 Kernel 1: 0.023000 Kernel 2: 63.694000 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.003436 0.928571 fi:0.226480. Ave ac:0.017698,0.030274 Initialization: 5.716000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.005000 Kernel 1: 0.024000 Kernel 2: 64.098000 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.005550 0.700000 fi:0.456467. Ave ac:0.011589,0.024395 Initialization: 5.762000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.522000 Kernel 1: 0.024000 Kernel 2: 64.968002 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.003964 0.714286 fi:0.440191. Ave ac:0.015503,0.030502 Initialization: 5.684000 Memcpy Classifiers: 0.237000 Memcpy Instances: 7.562000 Kernel 1: 0.023000 Kernel 2: 64.653000 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.012685 0.500000 fi:0.634889. Ave ac:0.016123,0.032425 Initialization: 5.761000 Memcpy Classifiers: 0.262000 Memcpy Instances: 8.016000 Kernel 1: 0.023000 Kernel 2: 64.802002 Copyback: 0.016000 Sum: 0.021000 It 33,Best ac:0.003436 0.590909 fi:0.564163. Ave ac:0.017819,0.036983 Initialization: 28.976000 Memcpy Instances: 371.973999 Memcpy Classifiers: 0.075000 Kernel 1: 0.026000 Kernel 2: 429.296997 Copyback: 0.369000 Sum: 0.015000 Memcpy Classifiers: 0.082000 Kernel 1: 0.013000 Kernel 2: 439.782013 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 441.791992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 430.298004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 444.865997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 444.638000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 431.057007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 432.835999 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 421.940002 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004636 0.534105 fi:0.622824. Ave ac:0.027552,0.089927 Best acc 0.004636 0.534105 Initialization: 5.904000 Memcpy Classifiers: 0.542000 Memcpy Instances: 7.571000 Kernel 1: 0.024000 Kernel 2: 93.203003 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005220 accuracy2:0.195867 Initialization: 5.787000 Memcpy Classifiers: 0.477000 Memcpy Instances: 7.994000 Kernel 1: 0.023000 Kernel 2: 98.206001 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.004229 0.421053 fi:0.678497. Ave ac:0.009296,0.011908 Initialization: 5.816000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.537000 Kernel 1: 0.024000 Kernel 2: 99.306999 Copyback: 0.018000 Sum: 0.031000 It 1,Best ac:0.006078 0.511111 fi:0.587506. Ave ac:0.012214,0.013799 Initialization: 5.729000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.521000 Kernel 1: 0.024000 Kernel 2: 99.103996 Copyback: 0.018000 Sum: 0.033000 It 2,Best ac:0.006344 0.571429 fi:0.527051. Ave ac:0.012156,0.014175 Initialization: 5.726000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.567000 Kernel 1: 0.023000 Kernel 2: 98.961998 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.006344 0.615385 fi:0.483099. Ave ac:0.013255,0.014629 Initialization: 6.361000 Memcpy Classifiers: 0.419000 Memcpy Instances: 7.609000 Kernel 1: 0.023000 Kernel 2: 94.928001 Copyback: 0.016000 Sum: 0.033000 It 4,Best ac:0.003701 0.823529 fi:0.276288. Ave ac:0.011656,0.012835 Initialization: 5.821000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.587000 Kernel 1: 0.023000 Kernel 2: 92.721001 Copyback: 0.018000 Sum: 0.034000 It 5,Best ac:0.004228 0.615385 fi:0.484168. Ave ac:0.010011,0.010427 Initialization: 5.798000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.718000 Kernel 1: 0.023000 Kernel 2: 91.358002 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004228 0.592593 fi:0.506960. Ave ac:0.009439,0.009760 Initialization: 5.770000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.712000 Kernel 1: 0.023000 Kernel 2: 92.347000 Copyback: 0.024000 Sum: 0.038000 It 7,Best ac:0.003964 0.681818 fi:0.417868. Ave ac:0.009568,0.009109 Initialization: 5.743000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.003000 Kernel 1: 0.022000 Kernel 2: 91.806999 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.004494 0.809524 fi:0.289895. Ave ac:0.007923,0.006985 Initialization: 5.781000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.572000 Kernel 1: 0.024000 Kernel 2: 87.598000 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.003171 0.857143 fi:0.289331. Ave ac:0.006544,0.006754 Iteration 10:MDL fitness activated Error 0.289331 TL 0.029267 MDL Theory Length Weight: 3.2952958086 (6) Initialization: 5.760000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.653000 Kernel 1: 0.023000 Kernel 2: 88.387001 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.002908 0.916667 fi:0.429229. Ave ac:0.007031,0.006742 Initialization: 5.768000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.576000 Kernel 1: 0.024000 Kernel 2: 87.336998 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.003436 0.764706 fi:0.453757. Ave ac:0.006659,0.006558 Initialization: 5.701000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.323000 Kernel 1: 0.022000 Kernel 2: 85.814003 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.004757 0.720000 fi:0.514882. Ave ac:0.006486,0.006069 Initialization: 5.944000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.582000 Kernel 1: 0.024000 Kernel 2: 86.303001 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003437 0.812500 fi:0.403330. Ave ac:0.006798,0.005755 Initialization: 5.707000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.004000 Kernel 1: 0.022000 Kernel 2: 85.495003 Copyback: 0.018000 Sum: 0.036000 It 14,Best ac:0.003701 0.777778 fi:0.439393. Ave ac:0.006759,0.006074 Initialization: 6.262000 Memcpy Classifiers: 0.420000 Memcpy Instances: 7.583000 Kernel 1: 0.024000 Kernel 2: 84.228996 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.003701 0.736842 fi:0.515278. Ave ac:0.006188,0.005091 Initialization: 5.816000 Memcpy Classifiers: 0.386000 Memcpy Instances: 8.883000 Kernel 1: 0.022000 Kernel 2: 83.174004 Copyback: 0.017000 Sum: 0.038000 It 16,Best ac:0.004758 0.720000 fi:0.481860. Ave ac:0.006210,0.005018 Initialization: 5.792000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.521000 Kernel 1: 0.023000 Kernel 2: 82.699997 Copyback: 0.017000 Sum: 0.038000 It 17,Best ac:0.005022 0.593750 fi:0.581391. Ave ac:0.006409,0.007891 Initialization: 5.753000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.580000 Kernel 1: 0.024000 Kernel 2: 82.531998 Copyback: 0.016000 Sum: 0.034000 It 18,Best ac:0.003171 0.800000 fi:0.439054. Ave ac:0.007412,0.008069 Initialization: 5.778000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.616000 Kernel 1: 0.023000 Kernel 2: 81.241997 Copyback: 0.369000 Sum: 0.036000 It 19,Best ac:0.006342 0.666667 fi:0.519491. Ave ac:0.005177,0.007103 Initialization: 5.876000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.535000 Kernel 1: 0.023000 Kernel 2: 84.863998 Copyback: 0.017000 Sum: 0.037000 It 20,Best ac:0.003436 0.764706 fi:0.451127. Ave ac:0.008341,0.009895 Initialization: 5.801000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.535000 Kernel 1: 0.023000 Kernel 2: 81.666000 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.005287 0.800000 fi:0.384916. Ave ac:0.007040,0.008021 Initialization: 6.211000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.613000 Kernel 1: 0.023000 Kernel 2: 82.277000 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.004229 0.842105 fi:0.328532. Ave ac:0.006566,0.006529 Initialization: 5.799000 Memcpy Classifiers: 0.354000 Memcpy Instances: 7.560000 Kernel 1: 0.023000 Kernel 2: 82.459999 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.004229 0.842105 fi:0.335362. Ave ac:0.007299,0.006758 Initialization: 5.719000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.572000 Kernel 1: 0.023000 Kernel 2: 80.651001 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.003436 0.812500 fi:0.363126. Ave ac:0.005032,0.004546 Initialization: 5.785000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.524000 Kernel 1: 0.024000 Kernel 2: 79.688004 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.004494 0.809524 fi:0.360580. Ave ac:0.005482,0.004276 Initialization: 5.861000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.529000 Kernel 1: 0.023000 Kernel 2: 77.626999 Copyback: 0.018000 Sum: 0.032000 It 26,Best ac:0.003171 0.750000 fi:0.488813. Ave ac:0.004755,0.003455 Initialization: 5.746000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.528000 Kernel 1: 0.025000 Kernel 2: 78.860001 Copyback: 0.018000 Sum: 0.033000 It 27,Best ac:0.004228 0.800000 fi:0.376648. Ave ac:0.006455,0.004881 Initialization: 5.899000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.748000 Kernel 1: 0.024000 Kernel 2: 79.831001 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.005551 0.724138 fi:0.445537. Ave ac:0.004958,0.004314 Initialization: 6.079000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.262000 Kernel 1: 0.022000 Kernel 2: 79.745003 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.002908 0.916667 fi:0.427166. Ave ac:0.005571,0.004104 Initialization: 5.807000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.645000 Kernel 1: 0.022000 Kernel 2: 77.010002 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.003436 0.812500 fi:0.399905. Ave ac:0.005233,0.003120 Initialization: 5.687000 Memcpy Classifiers: 0.356000 Memcpy Instances: 8.161000 Kernel 1: 0.022000 Kernel 2: 76.867996 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.004493 0.809524 fi:0.352962. Ave ac:0.004781,0.004025 MDL Theory Length Weight: 2.9657662278 (10) Initialization: 5.805000 Memcpy Classifiers: 0.756000 Memcpy Instances: 7.692000 Kernel 1: 0.022000 Kernel 2: 77.056000 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.005288 0.689655 fi:0.502791. Ave ac:0.004863,0.003783 Initialization: 5.876000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.811000 Kernel 1: 0.023000 Kernel 2: 77.913002 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.003436 0.812500 fi:0.357013. Ave ac:0.007549,0.006579 Initialization: 29.868000 Memcpy Instances: 376.729004 Memcpy Classifiers: 0.076000 Kernel 1: 0.025000 Kernel 2: 517.455994 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.074000 Kernel 1: 0.015000 Kernel 2: 516.739014 Copyback: 0.021000 Sum: 0.008000 Memcpy Classifiers: 0.076000 Kernel 1: 0.021000 Kernel 2: 510.257996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 514.653015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 513.851990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 527.559021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 515.655029 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 513.729004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 492.480988 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.004657 0.572078 fi:0.595648. Ave ac:0.004956,0.013912 Best acc 0.004657 0.572078 Rule:Att PSSM_-3_6 is [<1.586555]|Att PSSM_-2_7 is [-5.965214,-2.034786]|Att PSSM_-1_3 is [<1.736466]|Att PSSM_0_2 is [-5.923839,-2.076161]|Att PSSM_0_4 is [<1.736550]|Att PSSM_0_5 is [-1.908175,3.643541]|Att PSSM_0_7 is [<-0.698151]|Att PSSM_1_19 is [<9.745252]|Att PSSM_4_6 is [>-6.073824]|1 Accuracy : 0.783590 0 1 150463 13617 37161 33397 Removed 1540 instances. 187624 Instances left. Acc of rule 0.004657-0.572078 Initialization: 5.922000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.763000 Kernel 1: 0.024000 Kernel 2: 91.452003 Copyback: 0.018000 Sum: 0.044000 Initial population average accuracy1:0.005428 accuracy2:0.204069 Initialization: 5.649000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.821000 Kernel 1: 0.023000 Kernel 2: 101.125000 Copyback: 0.017000 Sum: 0.046000 It 0,Best ac:0.003463 0.500000 fi:0.599914. Ave ac:0.009954,0.013553 Initialization: 5.640000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.452000 Kernel 1: 0.024000 Kernel 2: 99.406998 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.003731 0.583333 fi:0.516441. Ave ac:0.010717,0.012171 Initialization: 5.707000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.545000 Kernel 1: 0.023000 Kernel 2: 100.723000 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.002665 0.769231 fi:0.502266. Ave ac:0.010695,0.013345 Initialization: 5.746000 Memcpy Classifiers: 0.476000 Memcpy Instances: 7.493000 Kernel 1: 0.023000 Kernel 2: 101.570999 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.003998 0.535714 fi:0.563924. Ave ac:0.009500,0.010474 Initialization: 5.724000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.475000 Kernel 1: 0.023000 Kernel 2: 101.848999 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003198 0.750000 fi:0.375796. Ave ac:0.009772,0.010671 Initialization: 5.777000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.480000 Kernel 1: 0.023000 Kernel 2: 105.594002 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.006130 0.638889 fi:0.459654. Ave ac:0.008476,0.008237 Initialization: 5.744000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.540000 Kernel 1: 0.022000 Kernel 2: 104.401001 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.003997 0.555556 fi:0.544085. Ave ac:0.007694,0.006854 Initialization: 5.772000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.522000 Kernel 1: 0.022000 Kernel 2: 107.031998 Copyback: 0.016000 Sum: 0.031000 It 7,Best ac:0.003998 0.576923 fi:0.522715. Ave ac:0.007544,0.006501 Initialization: 5.799000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.467000 Kernel 1: 0.024000 Kernel 2: 105.396004 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004795 0.692308 fi:0.406923. Ave ac:0.007747,0.007472 Initialization: 5.690000 Memcpy Classifiers: 0.889000 Memcpy Instances: 7.483000 Kernel 1: 0.023000 Kernel 2: 108.032997 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.006128 0.575000 fi:0.523547. Ave ac:0.008134,0.008498 Iteration 10:MDL fitness activated Error 0.523547 TL 0.028904 MDL Theory Length Weight: 6.0378289014 (6) Initialization: 5.727000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.462000 Kernel 1: 0.023000 Kernel 2: 105.884003 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.002932 0.687500 fi:0.612078. Ave ac:0.009202,0.008137 Initialization: 6.761000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.646000 Kernel 1: 0.023000 Kernel 2: 100.516998 Copyback: 0.017000 Sum: 0.039000 It 11,Best ac:0.004531 0.586207 fi:0.718078. Ave ac:0.009562,0.009221 Initialization: 5.888000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.585000 Kernel 1: 0.022000 Kernel 2: 97.862000 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.004796 0.750000 fi:0.510376. Ave ac:0.011584,0.010180 Initialization: 5.717000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.508000 Kernel 1: 0.024000 Kernel 2: 94.160004 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.005330 0.666667 fi:0.571139. Ave ac:0.014193,0.014187 Initialization: 5.772000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.476000 Kernel 1: 0.023000 Kernel 2: 94.710999 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004264 0.533333 fi:0.637490. Ave ac:0.011541,0.012548 Initialization: 5.681000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.501000 Kernel 1: 0.024000 Kernel 2: 89.125999 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.004797 0.600000 fi:0.630438. Ave ac:0.015131,0.020275 Initialization: 6.138000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.752000 Kernel 1: 0.022000 Kernel 2: 84.347000 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004797 0.750000 fi:0.523115. Ave ac:0.016806,0.020455 Initialization: 5.730000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.530000 Kernel 1: 0.023000 Kernel 2: 81.696999 Copyback: 0.017000 Sum: 0.026000 It 17,Best ac:0.003464 0.619048 fi:0.585845. Ave ac:0.016029,0.020277 Initialization: 5.669000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.515000 Kernel 1: 0.022000 Kernel 2: 82.714996 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.005063 0.730769 fi:0.467521. Ave ac:0.015618,0.018655 Initialization: 5.795000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.462000 Kernel 1: 0.023000 Kernel 2: 77.852997 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.005864 0.666667 fi:0.544169. Ave ac:0.015542,0.018145 Initialization: 5.703000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.469000 Kernel 1: 0.023000 Kernel 2: 76.525002 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.005064 0.678571 fi:0.548845. Ave ac:0.018292,0.025264 Initialization: 5.679000 Memcpy Classifiers: 0.281000 Memcpy Instances: 7.478000 Kernel 1: 0.023000 Kernel 2: 77.050003 Copyback: 0.017000 Sum: 0.021000 It 21,Best ac:0.002931 0.846154 fi:0.482228. Ave ac:0.018138,0.024717 Initialization: 5.671000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.497000 Kernel 1: 0.023000 Kernel 2: 75.123001 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.003997 0.681818 fi:0.530267. Ave ac:0.014008,0.019776 Initialization: 5.625000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.578000 Kernel 1: 0.023000 Kernel 2: 73.027000 Copyback: 0.025000 Sum: 0.026000 It 23,Best ac:0.005862 0.666667 fi:0.541497. Ave ac:0.014549,0.022599 Initialization: 6.200000 Memcpy Classifiers: 0.289000 Memcpy Instances: 7.744000 Kernel 1: 0.023000 Kernel 2: 73.498001 Copyback: 0.019000 Sum: 0.025000 It 24,Best ac:0.003997 0.714286 fi:0.475219. Ave ac:0.013205,0.022289 Initialization: 5.877000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.562000 Kernel 1: 0.024000 Kernel 2: 71.219002 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.003465 0.812500 fi:0.408817. Ave ac:0.013529,0.023015 Initialization: 5.724000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.507000 Kernel 1: 0.023000 Kernel 2: 70.477997 Copyback: 0.016000 Sum: 0.022000 It 26,Best ac:0.003197 0.800000 fi:0.421484. Ave ac:0.012346,0.021796 Initialization: 5.606000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.670000 Kernel 1: 0.023000 Kernel 2: 68.946999 Copyback: 0.016000 Sum: 0.023000 It 27,Best ac:0.003464 0.722222 fi:0.465716. Ave ac:0.012848,0.021775 Initialization: 5.717000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.514000 Kernel 1: 0.023000 Kernel 2: 68.564003 Copyback: 0.018000 Sum: 0.023000 It 28,Best ac:0.003998 0.652174 fi:0.512350. Ave ac:0.012245,0.024216 Initialization: 5.775000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.615000 Kernel 1: 0.023000 Kernel 2: 68.454002 Copyback: 0.018000 Sum: 0.025000 It 29,Best ac:0.004530 0.653846 fi:0.541804. Ave ac:0.012934,0.023657 Initialization: 6.878000 Memcpy Classifiers: 0.328000 Memcpy Instances: 7.763000 Kernel 1: 0.023000 Kernel 2: 65.946999 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.004797 0.620690 fi:0.545866. Ave ac:0.014909,0.031604 Initialization: 5.705000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.961000 Kernel 1: 0.022000 Kernel 2: 65.023003 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.002665 0.909091 fi:0.496630. Ave ac:0.018497,0.030602 Initialization: 5.693000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.459000 Kernel 1: 0.023000 Kernel 2: 65.111000 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.003465 0.722222 fi:0.445098. Ave ac:0.016564,0.029935 Initialization: 5.641000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.493000 Kernel 1: 0.024000 Kernel 2: 67.810997 Copyback: 0.025000 Sum: 0.024000 It 33,Best ac:0.003731 0.636364 fi:0.549910. Ave ac:0.013747,0.029562 Initialization: 29.861000 Memcpy Instances: 389.454010 Memcpy Classifiers: 0.060000 Kernel 1: 0.021000 Kernel 2: 467.798004 Copyback: 0.022000 Sum: 0.015000 Memcpy Classifiers: 0.059000 Kernel 1: 0.021000 Kernel 2: 475.570007 Copyback: 0.363000 Sum: 0.009000 Memcpy Classifiers: 0.065000 Kernel 1: 0.021000 Kernel 2: 486.865997 Copyback: 0.022000 Sum: 0.009000 Memcpy Classifiers: 0.065000 Kernel 1: 0.022000 Kernel 2: 478.503998 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 499.632996 Copyback: 0.020000 Sum: 0.007000 Memcpy Classifiers: 0.064000 Kernel 1: 0.019000 Kernel 2: 497.339996 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.016000 Kernel 2: 488.903015 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 474.683014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 419.609985 Copyback: 0.017000 Sum: 0.001000 It 34,Best ac:0.003432 0.487879 fi:0.676935. Ave ac:0.019658,0.064113 Best acc 0.003432 0.487879 Initialization: 5.767000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.945000 Kernel 1: 0.024000 Kernel 2: 93.188004 Copyback: 0.017000 Sum: 0.051000 Initial population average accuracy1:0.005476 accuracy2:0.185089 Initialization: 5.790000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.693000 Kernel 1: 0.022000 Kernel 2: 97.945999 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.004530 0.472222 fi:0.627145. Ave ac:0.010017,0.012891 Initialization: 5.769000 Memcpy Classifiers: 0.491000 Memcpy Instances: 7.473000 Kernel 1: 0.024000 Kernel 2: 102.195000 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.003730 0.583333 fi:0.516444. Ave ac:0.012203,0.013451 Initialization: 5.769000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.634000 Kernel 1: 0.023000 Kernel 2: 97.585999 Copyback: 0.018000 Sum: 0.031000 It 2,Best ac:0.006128 0.657143 fi:0.441400. Ave ac:0.012134,0.014450 Initialization: 5.741000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.529000 Kernel 1: 0.023000 Kernel 2: 97.981003 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.004797 0.545455 fi:0.553773. Ave ac:0.013330,0.014731 Initialization: 5.914000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.965000 Kernel 1: 0.022000 Kernel 2: 95.880997 Copyback: 0.016000 Sum: 0.028000 It 4,Best ac:0.007196 0.519231 fi:0.578765. Ave ac:0.012926,0.016203 Initialization: 5.711000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.510000 Kernel 1: 0.023000 Kernel 2: 95.714996 Copyback: 0.019000 Sum: 0.034000 It 5,Best ac:0.007196 0.613636 fi:0.484359. Ave ac:0.012432,0.013674 Initialization: 5.675000 Memcpy Classifiers: 0.460000 Memcpy Instances: 7.466000 Kernel 1: 0.023000 Kernel 2: 96.778999 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.006663 0.641026 fi:0.457244. Ave ac:0.010882,0.013205 Initialization: 5.787000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.494000 Kernel 1: 0.023000 Kernel 2: 92.705002 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.004531 0.739130 fi:0.360234. Ave ac:0.010439,0.010441 Initialization: 5.718000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.498000 Kernel 1: 0.024000 Kernel 2: 92.680000 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004263 0.695652 fi:0.403852. Ave ac:0.009494,0.011606 Initialization: 5.654000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.481000 Kernel 1: 0.023000 Kernel 2: 91.473000 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.005862 0.687500 fi:0.411180. Ave ac:0.008188,0.008117 Iteration 10:MDL fitness activated Error 0.411180 TL 0.029333 MDL Theory Length Weight: 4.6726258197 (3) Initialization: 6.228000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.580000 Kernel 1: 0.023000 Kernel 2: 90.549004 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.004264 0.727273 fi:0.514812. Ave ac:0.008194,0.008613 Initialization: 5.770000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.459000 Kernel 1: 0.024000 Kernel 2: 88.691002 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.006928 0.634146 fi:0.587336. Ave ac:0.007133,0.007463 Initialization: 5.734000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.491000 Kernel 1: 0.023000 Kernel 2: 84.917999 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.003998 0.681818 fi:0.526790. Ave ac:0.010019,0.012431 Initialization: 5.788000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.528000 Kernel 1: 0.023000 Kernel 2: 86.248001 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.003464 0.764706 fi:0.440283. Ave ac:0.011880,0.012743 Initialization: 6.073000 Memcpy Classifiers: 0.307000 Memcpy Instances: 9.794000 Kernel 1: 0.961000 Kernel 2: 85.235001 Copyback: 0.018000 Sum: 0.039000 It 14,Best ac:0.004530 0.586207 fi:0.604497. Ave ac:0.009625,0.011276 Initialization: 5.728000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.455000 Kernel 1: 0.024000 Kernel 2: 81.129997 Copyback: 0.018000 Sum: 0.032000 It 15,Best ac:0.004264 0.640000 fi:0.532549. Ave ac:0.011272,0.013688 Initialization: 5.704000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.518000 Kernel 1: 0.023000 Kernel 2: 80.994003 Copyback: 0.018000 Sum: 0.032000 It 16,Best ac:0.003198 0.857143 fi:0.382660. Ave ac:0.011515,0.013375 Initialization: 5.755000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.796000 Kernel 1: 0.024000 Kernel 2: 77.323997 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.003465 0.722222 fi:0.466977. Ave ac:0.008997,0.012704 Initialization: 5.701000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.575000 Kernel 1: 0.022000 Kernel 2: 77.613998 Copyback: 0.018000 Sum: 0.032000 It 18,Best ac:0.004796 0.666667 fi:0.527015. Ave ac:0.013299,0.018048 Initialization: 5.638000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.603000 Kernel 1: 0.022000 Kernel 2: 78.356003 Copyback: 0.371000 Sum: 0.026000 It 19,Best ac:0.003730 0.666667 fi:0.510987. Ave ac:0.011773,0.015700 Initialization: 5.906000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.702000 Kernel 1: 0.023000 Kernel 2: 76.844002 Copyback: 0.017000 Sum: 0.025000 It 20,Best ac:0.006928 0.722222 fi:0.444286. Ave ac:0.012153,0.015269 Initialization: 5.710000 Memcpy Classifiers: 0.262000 Memcpy Instances: 7.714000 Kernel 1: 0.023000 Kernel 2: 75.000999 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.004796 0.692308 fi:0.502751. Ave ac:0.009806,0.014671 Initialization: 5.784000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.710000 Kernel 1: 0.022000 Kernel 2: 74.245003 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.003731 0.608696 fi:0.588774. Ave ac:0.011915,0.015543 Initialization: 5.929000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.669000 Kernel 1: 0.023000 Kernel 2: 74.582001 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.003465 0.764706 fi:0.413036. Ave ac:0.013858,0.018678 Initialization: 5.707000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.924000 Kernel 1: 0.022000 Kernel 2: 72.860001 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.003465 0.764706 fi:0.424106. Ave ac:0.013455,0.018135 Initialization: 5.892000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.964000 Kernel 1: 0.023000 Kernel 2: 71.637001 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.003197 0.705882 fi:0.479984. Ave ac:0.012229,0.017977 MDL Theory Length Weight: 4.2053632377 (10) Initialization: 5.813000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.512000 Kernel 1: 0.023000 Kernel 2: 71.462997 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.004263 0.615385 fi:0.528816. Ave ac:0.013324,0.020750 Initialization: 5.958000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.647000 Kernel 1: 0.024000 Kernel 2: 70.911003 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.003197 0.750000 fi:0.430038. Ave ac:0.013014,0.020338 Initialization: 5.689000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.510000 Kernel 1: 0.023000 Kernel 2: 69.555000 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.003998 0.882353 fi:0.300350. Ave ac:0.011505,0.016817 Initialization: 5.698000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.541000 Kernel 1: 0.023000 Kernel 2: 70.005997 Copyback: 0.017000 Sum: 0.020000 It 29,Best ac:0.003198 0.750000 fi:0.430038. Ave ac:0.013265,0.017266 Initialization: 5.953000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.874000 Kernel 1: 0.022000 Kernel 2: 71.877998 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.003997 0.750000 fi:0.403883. Ave ac:0.010177,0.013458 Initialization: 5.701000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.471000 Kernel 1: 0.024000 Kernel 2: 73.396004 Copyback: 0.019000 Sum: 0.023000 It 31,Best ac:0.004797 0.720000 fi:0.422452. Ave ac:0.009554,0.014432 Initialization: 5.728000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.458000 Kernel 1: 0.023000 Kernel 2: 72.189003 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.003997 0.714286 fi:0.439939. Ave ac:0.012388,0.019720 Initialization: 5.690000 Memcpy Classifiers: 0.248000 Memcpy Instances: 7.654000 Kernel 1: 0.021000 Kernel 2: 73.142998 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003465 0.722222 fi:0.430297. Ave ac:0.010887,0.016759 Initialization: 29.020000 Memcpy Instances: 379.493988 Memcpy Classifiers: 0.068000 Kernel 1: 0.024000 Kernel 2: 502.167999 Copyback: 0.017000 Sum: 0.014000 Memcpy Classifiers: 0.062000 Kernel 1: 0.016000 Kernel 2: 503.010010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 505.529999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 484.739014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 505.179993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 503.738007 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 519.674988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 498.899994 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 432.156006 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003843 0.504549 fi:0.639866. Ave ac:0.009866,0.030781 Best acc 0.003843 0.504549 Rule:Att PSSM_-3_17 is [>-2.341149]|Att PSSM_0_7 is [<-3.317248]|Att PSSM_1_5 is [>-1.786008]|Att PSSM_2_13 is [>-6.185791]|Att PSSM_4_7 is [<-0.664752]|1 Accuracy : 0.783645 0 1 149755 14325 36440 34118 Removed 1429 instances. 186195 Instances left. Acc of rule 0.003843-0.504549 Initialization: 5.908000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.395000 Kernel 1: 0.024000 Kernel 2: 92.309998 Copyback: 0.019000 Sum: 0.054000 Initial population average accuracy1:0.004604 accuracy2:0.184472 Initialization: 5.819000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.043000 Kernel 1: 0.023000 Kernel 2: 95.260002 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.005102 0.404255 fi:0.694785. Ave ac:0.009193,0.013109 Initialization: 5.719000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.572000 Kernel 1: 0.023000 Kernel 2: 101.670998 Copyback: 0.018000 Sum: 0.034000 It 1,Best ac:0.005909 0.511628 fi:0.586990. Ave ac:0.013836,0.016575 Initialization: 5.703000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.390000 Kernel 1: 0.023000 Kernel 2: 101.637001 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.004565 0.586207 fi:0.513113. Ave ac:0.015502,0.018742 Initialization: 5.742000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.408000 Kernel 1: 0.024000 Kernel 2: 105.211998 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.003491 0.520000 fi:0.579877. Ave ac:0.013136,0.016355 Initialization: 6.173000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.412000 Kernel 1: 0.023000 Kernel 2: 105.233002 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.008324 0.574074 fi:0.523287. Ave ac:0.012959,0.014180 Initialization: 5.649000 Memcpy Classifiers: 0.457000 Memcpy Instances: 7.389000 Kernel 1: 0.023000 Kernel 2: 102.070999 Copyback: 0.018000 Sum: 0.027000 It 5,Best ac:0.004566 0.629630 fi:0.469687. Ave ac:0.011638,0.013098 Initialization: 5.739000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.428000 Kernel 1: 0.023000 Kernel 2: 100.551003 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.005102 0.703704 fi:0.395337. Ave ac:0.010939,0.012285 Initialization: 5.598000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.981000 Kernel 1: 0.024000 Kernel 2: 98.671997 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.004834 0.600000 fi:0.499180. Ave ac:0.008733,0.010784 Initialization: 5.721000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.392000 Kernel 1: 0.022000 Kernel 2: 98.167999 Copyback: 0.016000 Sum: 0.028000 It 8,Best ac:0.005371 0.714286 fi:0.384615. Ave ac:0.010421,0.010770 Initialization: 5.660000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.401000 Kernel 1: 0.024000 Kernel 2: 97.179001 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.003491 0.722222 fi:0.377655. Ave ac:0.009239,0.012025 Iteration 10:MDL fitness activated Error 0.377655 TL 0.047413 MDL Theory Length Weight: 2.6550869069 (1) Initialization: 6.179000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.406000 Kernel 1: 0.023000 Kernel 2: 94.083000 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.003759 0.823529 fi:0.367101. Ave ac:0.008936,0.009281 Initialization: 5.740000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.404000 Kernel 1: 0.023000 Kernel 2: 94.348000 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.004296 0.727273 fi:0.447288. Ave ac:0.008996,0.011165 Initialization: 5.702000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.399000 Kernel 1: 0.024000 Kernel 2: 92.440002 Copyback: 0.018000 Sum: 0.036000 It 12,Best ac:0.004834 0.818182 fi:0.356193. Ave ac:0.008152,0.010052 Initialization: 5.685000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.426000 Kernel 1: 0.023000 Kernel 2: 93.910004 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.003491 0.812500 fi:0.413262. Ave ac:0.009761,0.010289 Initialization: 5.726000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.427000 Kernel 1: 0.022000 Kernel 2: 91.037003 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.005102 0.760000 fi:0.408398. Ave ac:0.010514,0.012211 Initialization: 5.853000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.723000 Kernel 1: 0.021000 Kernel 2: 89.156998 Copyback: 0.017000 Sum: 0.039000 It 15,Best ac:0.003491 0.812500 fi:0.366379. Ave ac:0.009997,0.013055 Initialization: 5.873000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.402000 Kernel 1: 0.023000 Kernel 2: 88.558998 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.003760 0.700000 fi:0.464852. Ave ac:0.009498,0.012045 Initialization: 5.641000 Memcpy Classifiers: 0.422000 Memcpy Instances: 7.390000 Kernel 1: 0.024000 Kernel 2: 86.269997 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.003759 0.736842 fi:0.407724. Ave ac:0.009733,0.012496 Initialization: 5.695000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.393000 Kernel 1: 0.024000 Kernel 2: 84.093002 Copyback: 0.018000 Sum: 0.030000 It 18,Best ac:0.005908 0.733333 fi:0.453388. Ave ac:0.008647,0.010839 Initialization: 5.692000 Memcpy Classifiers: 0.389000 Memcpy Instances: 7.398000 Kernel 1: 0.024000 Kernel 2: 83.460999 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.004028 0.652174 fi:0.505845. Ave ac:0.009635,0.012765 Initialization: 5.613000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.553000 Kernel 1: 0.022000 Kernel 2: 84.651001 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.004834 0.720000 fi:0.447149. Ave ac:0.011021,0.014332 Initialization: 5.839000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.064000 Kernel 1: 0.023000 Kernel 2: 83.454002 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.003759 0.666667 fi:0.493177. Ave ac:0.009079,0.009108 MDL Theory Length Weight: 2.3895782162 (10) Initialization: 5.721000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.085000 Kernel 1: 0.023000 Kernel 2: 82.591003 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.005102 0.730769 fi:0.448830. Ave ac:0.007134,0.007973 Initialization: 5.660000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.934000 Kernel 1: 0.023000 Kernel 2: 80.745003 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.004028 0.833333 fi:0.347418. Ave ac:0.008146,0.008043 Initialization: 5.672000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.480000 Kernel 1: 0.022000 Kernel 2: 80.827003 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.004565 0.653846 fi:0.485628. Ave ac:0.006583,0.006522 Initialization: 5.587000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.429000 Kernel 1: 0.024000 Kernel 2: 78.855003 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.004296 0.761905 fi:0.400172. Ave ac:0.008330,0.006652 Initialization: 5.708000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.426000 Kernel 1: 0.024000 Kernel 2: 79.235001 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.002954 0.846154 fi:0.413196. Ave ac:0.007301,0.007058 Initialization: 5.898000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.908000 Kernel 1: 0.023000 Kernel 2: 80.023003 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.004028 0.937500 fi:0.234621. Ave ac:0.008078,0.007223 Initialization: 5.919000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.392000 Kernel 1: 0.024000 Kernel 2: 77.248001 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.004834 0.782609 fi:0.378468. Ave ac:0.006417,0.006350 Initialization: 5.642000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.918000 Kernel 1: 0.022000 Kernel 2: 77.087997 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.003491 0.764706 fi:0.394270. Ave ac:0.006831,0.005287 Initialization: 6.341000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.544000 Kernel 1: 0.022000 Kernel 2: 79.167000 Copyback: 0.018000 Sum: 0.033000 It 30,Best ac:0.004028 0.750000 fi:0.402961. Ave ac:0.006719,0.005270 Initialization: 6.692000 Memcpy Classifiers: 0.345000 Memcpy Instances: 7.424000 Kernel 1: 0.023000 Kernel 2: 79.242996 Copyback: 0.018000 Sum: 0.035000 It 31,Best ac:0.005369 0.909091 fi:0.246050. Ave ac:0.006971,0.005037 Initialization: 5.813000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.439000 Kernel 1: 0.024000 Kernel 2: 79.836998 Copyback: 0.016000 Sum: 0.030000 It 32,Best ac:0.005102 0.703704 fi:0.464047. Ave ac:0.005053,0.003883 Initialization: 6.011000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.584000 Kernel 1: 0.022000 Kernel 2: 78.752998 Copyback: 0.019000 Sum: 0.031000 It 33,Best ac:0.002954 0.916667 fi:0.332139. Ave ac:0.005718,0.004609 Initialization: 29.653000 Memcpy Instances: 369.701996 Memcpy Classifiers: 0.077000 Kernel 1: 0.026000 Kernel 2: 531.465027 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 535.304993 Copyback: 0.019000 Sum: 0.005000 Memcpy Classifiers: 0.075000 Kernel 1: 0.017000 Kernel 2: 545.702026 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 550.093018 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.075000 Kernel 1: 0.016000 Kernel 2: 543.958984 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 566.039001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 546.893005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 544.599976 Copyback: 0.017000 Sum: 0.005000 Memcpy Classifiers: 0.071000 Kernel 1: 0.017000 Kernel 2: 402.779999 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003856 0.607445 fi:0.560953. Ave ac:0.006934,0.019265 Best acc 0.003856 0.607445 Initialization: 5.813000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.871000 Kernel 1: 0.025000 Kernel 2: 91.410004 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.004176 accuracy2:0.190099 Initialization: 5.778000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.467000 Kernel 1: 0.024000 Kernel 2: 95.404999 Copyback: 0.017000 Sum: 0.050000 It 0,Best ac:0.006711 0.390625 fi:0.707579. Ave ac:0.007438,0.009080 Initialization: 5.674000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.415000 Kernel 1: 0.023000 Kernel 2: 96.428001 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.005908 0.385965 fi:0.712657. Ave ac:0.009975,0.010468 Initialization: 5.693000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.403000 Kernel 1: 0.023000 Kernel 2: 95.278999 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.005908 0.448980 fi:0.649642. Ave ac:0.010492,0.011753 Initialization: 5.663000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.432000 Kernel 1: 0.023000 Kernel 2: 94.156998 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.008861 0.440000 fi:0.657088. Ave ac:0.010026,0.010795 Initialization: 6.189000 Memcpy Classifiers: 0.421000 Memcpy Instances: 7.608000 Kernel 1: 0.023000 Kernel 2: 88.550003 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.003491 0.565217 fi:0.534660. Ave ac:0.011660,0.013742 Initialization: 6.192000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.509000 Kernel 1: 0.024000 Kernel 2: 89.218002 Copyback: 0.016000 Sum: 0.031000 It 5,Best ac:0.002149 0.800000 fi:0.605189. Ave ac:0.010002,0.011551 Initialization: 5.653000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.393000 Kernel 1: 0.024000 Kernel 2: 91.021004 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.003758 0.538462 fi:0.561276. Ave ac:0.008888,0.011131 Initialization: 5.792000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.408000 Kernel 1: 0.023000 Kernel 2: 88.525002 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.004296 0.640000 fi:0.459459. Ave ac:0.008977,0.011498 Initialization: 5.696000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.397000 Kernel 1: 0.023000 Kernel 2: 87.106003 Copyback: 0.017000 Sum: 0.037000 It 8,Best ac:0.004565 0.739130 fi:0.360189. Ave ac:0.009865,0.010242 Initialization: 5.782000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.410000 Kernel 1: 0.023000 Kernel 2: 85.898003 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.006174 0.605263 fi:0.493219. Ave ac:0.009550,0.011258 Iteration 10:MDL fitness activated Error 0.493219 TL 0.024157 MDL Theory Length Weight: 6.8058775829 (2) Initialization: 5.832000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.493000 Kernel 1: 0.023000 Kernel 2: 84.926003 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.004029 0.652174 fi:0.648930. Ave ac:0.008632,0.009394 Initialization: 5.694000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.414000 Kernel 1: 0.024000 Kernel 2: 78.509003 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.003492 0.619048 fi:0.664117. Ave ac:0.009790,0.013729 Initialization: 5.945000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.402000 Kernel 1: 0.023000 Kernel 2: 74.735001 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.003760 0.583333 fi:0.673156. Ave ac:0.012032,0.013650 Initialization: 5.641000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.399000 Kernel 1: 0.023000 Kernel 2: 72.912003 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.006178 0.605263 fi:0.633054. Ave ac:0.010850,0.012289 Initialization: 5.757000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.405000 Kernel 1: 0.024000 Kernel 2: 71.388000 Copyback: 0.016000 Sum: 0.028000 It 14,Best ac:0.003760 0.777778 fi:0.465788. Ave ac:0.013353,0.013211 Initialization: 5.681000 Memcpy Classifiers: 0.262000 Memcpy Instances: 7.397000 Kernel 1: 0.024000 Kernel 2: 69.472000 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.003222 0.857143 fi:0.483401. Ave ac:0.014302,0.017295 Initialization: 5.675000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.396000 Kernel 1: 0.023000 Kernel 2: 68.934998 Copyback: 0.017000 Sum: 0.024000 It 16,Best ac:0.005639 0.583333 fi:0.579535. Ave ac:0.019245,0.022143 Initialization: 5.699000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.448000 Kernel 1: 0.023000 Kernel 2: 69.083000 Copyback: 0.017000 Sum: 0.023000 It 17,Best ac:0.008324 0.534483 fi:0.646967. Ave ac:0.018112,0.023807 Initialization: 5.655000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.394000 Kernel 1: 0.023000 Kernel 2: 69.970001 Copyback: 0.371000 Sum: 0.022000 It 18,Best ac:0.003223 0.800000 fi:0.417419. Ave ac:0.017963,0.020407 Initialization: 5.652000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.421000 Kernel 1: 0.023000 Kernel 2: 67.699997 Copyback: 0.018000 Sum: 0.027000 It 19,Best ac:0.004834 0.545455 fi:0.623795. Ave ac:0.020829,0.026460 Initialization: 6.135000 Memcpy Classifiers: 0.248000 Memcpy Instances: 7.408000 Kernel 1: 0.023000 Kernel 2: 68.237999 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.009130 0.653846 fi:0.543048. Ave ac:0.020020,0.023437 Initialization: 5.687000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.421000 Kernel 1: 0.023000 Kernel 2: 67.421997 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.003222 0.857143 fi:0.358300. Ave ac:0.020603,0.027235 Initialization: 5.654000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.576000 Kernel 1: 0.023000 Kernel 2: 68.572998 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.003223 0.800000 fi:0.419441. Ave ac:0.019498,0.023701 Initialization: 5.669000 Memcpy Classifiers: 0.256000 Memcpy Instances: 7.374000 Kernel 1: 0.023000 Kernel 2: 68.363998 Copyback: 0.018000 Sum: 0.023000 It 23,Best ac:0.002954 0.733333 fi:0.538163. Ave ac:0.016379,0.019256 Initialization: 5.662000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.443000 Kernel 1: 0.023000 Kernel 2: 68.252998 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.004296 0.761905 fi:0.455780. Ave ac:0.015239,0.017438 Initialization: 6.156000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.408000 Kernel 1: 0.023000 Kernel 2: 67.250000 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.004296 0.727273 fi:0.461435. Ave ac:0.020128,0.026323 Initialization: 6.147000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.409000 Kernel 1: 0.023000 Kernel 2: 69.820999 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.003759 0.636364 fi:0.535446. Ave ac:0.017026,0.024175 Initialization: 5.661000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.526000 Kernel 1: 0.023000 Kernel 2: 65.019997 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.005908 0.687500 fi:0.500635. Ave ac:0.019089,0.031739 Initialization: 5.646000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.442000 Kernel 1: 0.023000 Kernel 2: 68.967003 Copyback: 0.016000 Sum: 0.021000 It 28,Best ac:0.005639 0.807692 fi:0.412988. Ave ac:0.015250,0.023251 Initialization: 5.671000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.504000 Kernel 1: 0.023000 Kernel 2: 66.628998 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.003491 0.650000 fi:0.557779. Ave ac:0.016180,0.027056 Initialization: 5.688000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.875000 Kernel 1: 0.024000 Kernel 2: 64.894997 Copyback: 0.018000 Sum: 0.022000 It 30,Best ac:0.003222 0.857143 fi:0.392910. Ave ac:0.017474,0.030042 MDL Theory Length Weight: 6.1252898246 (10) Initialization: 5.773000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.466000 Kernel 1: 0.024000 Kernel 2: 65.291000 Copyback: 0.017000 Sum: 0.020000 It 31,Best ac:0.004565 0.680000 fi:0.509184. Ave ac:0.018430,0.031430 Initialization: 5.781000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.424000 Kernel 1: 0.023000 Kernel 2: 66.250000 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.007517 0.622222 fi:0.529904. Ave ac:0.016449,0.031004 Initialization: 5.907000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.439000 Kernel 1: 0.024000 Kernel 2: 67.127998 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.003759 0.666667 fi:0.523884. Ave ac:0.012468,0.025211 Initialization: 29.517000 Memcpy Instances: 366.277008 Memcpy Classifiers: 0.062000 Kernel 1: 0.022000 Kernel 2: 480.393005 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 489.108002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 473.947998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.046000 Kernel 2: 492.412994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 486.052002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 478.451996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 481.161987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 483.128998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.015000 Kernel 2: 383.152008 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.038846 0.479007 fi:0.683538. Ave ac:0.012951,0.041367 Best acc 0.038846 0.479007 Rule:Att PSSM_-3_6 is [<1.898867]|Att PSSM_-2_7 is [<-1.992107]|Att PSSM_-1_12 is [<-1.411201]|Att PSSM_-1_20 is [-2.369668,4.955708]|Att PSSM_0_7 is [<-2.017817]|Att PSSM_0_12 is [<-1.840067]|Att PSSM_0_15 is [-6.772995,0.155494]|Att PSSM_1_4 is [<-1.673150]|Att PSSM_1_16 is [>-5.625026]|Att PSSM_3_12 is [-6.219661,2.219661]|1 Accuracy : 0.784728 0 1 149291 14789 35722 34836 Removed 1182 instances. 185013 Instances left. Acc of rule 0.003856-0.607445 Initialization: 5.843000 Memcpy Classifiers: 0.594000 Memcpy Instances: 7.352000 Kernel 1: 0.024000 Kernel 2: 90.863998 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005323 accuracy2:0.191694 Initialization: 5.657000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.461000 Kernel 1: 0.023000 Kernel 2: 94.363998 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.004054 0.428571 fi:0.670983. Ave ac:0.009653,0.013285 Initialization: 5.645000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.403000 Kernel 1: 0.023000 Kernel 2: 95.925003 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.007299 0.415385 fi:0.682461. Ave ac:0.011981,0.013132 Initialization: 5.597000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.380000 Kernel 1: 0.023000 Kernel 2: 93.172997 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.009189 0.453333 fi:0.643515. Ave ac:0.013181,0.013439 Initialization: 5.667000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.346000 Kernel 1: 0.023000 Kernel 2: 91.764000 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.001621 1.000000 fi:0.545781. Ave ac:0.013148,0.013270 Initialization: 5.655000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.419000 Kernel 1: 0.023000 Kernel 2: 88.268997 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.003784 0.538462 fi:0.561235. Ave ac:0.013917,0.013855 Initialization: 5.690000 Memcpy Classifiers: 0.402000 Memcpy Instances: 7.816000 Kernel 1: 0.024000 Kernel 2: 87.130997 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.007027 0.509804 fi:0.588189. Ave ac:0.011451,0.011539 Initialization: 5.620000 Memcpy Classifiers: 0.420000 Memcpy Instances: 7.607000 Kernel 1: 0.022000 Kernel 2: 87.667999 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.003514 0.619048 fi:0.480792. Ave ac:0.011402,0.011336 Initialization: 5.657000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.936000 Kernel 1: 0.022000 Kernel 2: 87.485001 Copyback: 0.024000 Sum: 0.035000 It 7,Best ac:0.012159 0.600000 fi:0.495291. Ave ac:0.011094,0.010590 Initialization: 5.569000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.389000 Kernel 1: 0.023000 Kernel 2: 86.116997 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.003514 0.650000 fi:0.449839. Ave ac:0.010478,0.011336 Initialization: 5.611000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.365000 Kernel 1: 0.023000 Kernel 2: 84.081001 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.005676 0.636364 fi:0.462336. Ave ac:0.009549,0.010189 Iteration 10:MDL fitness activated Error 0.462336 TL 0.039462 MDL Theory Length Weight: 3.9052934698 (2) Initialization: 5.641000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.366000 Kernel 1: 0.023000 Kernel 2: 83.838997 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.005134 0.633333 fi:0.560829. Ave ac:0.009141,0.009508 Initialization: 5.638000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.305000 Kernel 1: 0.023000 Kernel 2: 84.336998 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.008376 0.607843 fi:0.587096. Ave ac:0.010735,0.012229 Initialization: 6.026000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.464000 Kernel 1: 0.023000 Kernel 2: 79.502998 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.004324 0.666667 fi:0.514703. Ave ac:0.010131,0.010483 Initialization: 5.695000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.445000 Kernel 1: 0.022000 Kernel 2: 80.851997 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.003513 0.764706 fi:0.431481. Ave ac:0.009646,0.009461 Initialization: 5.633000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.352000 Kernel 1: 0.023000 Kernel 2: 76.695999 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.003514 0.722222 fi:0.516126. Ave ac:0.008523,0.007972 Initialization: 5.829000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.346000 Kernel 1: 0.024000 Kernel 2: 76.467003 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.003783 0.608696 fi:0.589925. Ave ac:0.007967,0.009036 Initialization: 5.642000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.825000 Kernel 1: 0.023000 Kernel 2: 74.310997 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.003243 0.705882 fi:0.492935. Ave ac:0.009587,0.008921 Initialization: 5.646000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.896000 Kernel 1: 0.023000 Kernel 2: 73.149002 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.005405 0.833333 fi:0.368648. Ave ac:0.008236,0.007790 Initialization: 6.048000 Memcpy Classifiers: 0.345000 Memcpy Instances: 7.685000 Kernel 1: 0.023000 Kernel 2: 73.706001 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.005405 0.571429 fi:0.596210. Ave ac:0.008999,0.008309 Initialization: 5.683000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.744000 Kernel 1: 0.023000 Kernel 2: 75.239998 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.004593 0.629630 fi:0.539004. Ave ac:0.009713,0.009477 Initialization: 5.764000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.424000 Kernel 1: 0.022000 Kernel 2: 74.054001 Copyback: 0.017000 Sum: 0.025000 It 20,Best ac:0.003783 0.700000 fi:0.515376. Ave ac:0.010958,0.010157 Initialization: 5.659000 Memcpy Classifiers: 0.329000 Memcpy Instances: 7.362000 Kernel 1: 0.023000 Kernel 2: 72.851997 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.006218 0.676471 fi:0.504983. Ave ac:0.010536,0.014112 Initialization: 5.588000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.367000 Kernel 1: 0.023000 Kernel 2: 72.846001 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.003243 0.857143 fi:0.337051. Ave ac:0.010608,0.011505 Initialization: 5.677000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.409000 Kernel 1: 0.024000 Kernel 2: 72.218002 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.002702 0.769231 fi:0.577300. Ave ac:0.008092,0.010059 Initialization: 5.673000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.384000 Kernel 1: 0.024000 Kernel 2: 72.361000 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.004325 0.800000 fi:0.375197. Ave ac:0.009998,0.011244 Initialization: 5.616000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.451000 Kernel 1: 0.024000 Kernel 2: 71.575996 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.005405 0.769231 fi:0.441849. Ave ac:0.009197,0.008878 Initialization: 5.624000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.386000 Kernel 1: 0.022000 Kernel 2: 74.511002 Copyback: 0.016000 Sum: 0.026000 It 26,Best ac:0.004593 0.653846 fi:0.537245. Ave ac:0.007554,0.008029 Initialization: 5.632000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.380000 Kernel 1: 0.024000 Kernel 2: 71.435997 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.002703 1.000000 fi:0.337998. Ave ac:0.008577,0.010252 Initialization: 5.635000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.374000 Kernel 1: 0.023000 Kernel 2: 70.712997 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.009189 0.680000 fi:0.488134. Ave ac:0.008951,0.009027 Initialization: 5.649000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.352000 Kernel 1: 0.024000 Kernel 2: 72.476997 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.006218 0.718750 fi:0.469585. Ave ac:0.007403,0.006888 Initialization: 5.637000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.379000 Kernel 1: 0.023000 Kernel 2: 72.323997 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.004323 0.666667 fi:0.504939. Ave ac:0.007108,0.007461 Initialization: 5.685000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.357000 Kernel 1: 0.024000 Kernel 2: 69.821999 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.006215 0.676471 fi:0.488432. Ave ac:0.007972,0.007853 MDL Theory Length Weight: 3.5147641228 (10) Initialization: 5.602000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.359000 Kernel 1: 0.024000 Kernel 2: 69.268997 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.007025 0.590909 fi:0.549875. Ave ac:0.008240,0.009376 Initialization: 5.614000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.442000 Kernel 1: 0.022000 Kernel 2: 68.251999 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.004054 0.750000 fi:0.407246. Ave ac:0.009792,0.013609 Initialization: 29.747000 Memcpy Instances: 365.365997 Memcpy Classifiers: 0.078000 Kernel 1: 0.023000 Kernel 2: 500.239990 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 499.362000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 502.950989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 515.898010 Copyback: 0.366000 Sum: 0.004000 Memcpy Classifiers: 0.076000 Kernel 1: 0.015000 Kernel 2: 499.365997 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.079000 Kernel 1: 0.021000 Kernel 2: 522.020996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 493.774994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 497.108002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 235.513000 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004583 0.524428 fi:0.655777. Ave ac:0.008676,0.026067 Best acc 0.004583 0.524428 Initialization: 5.730000 Memcpy Classifiers: 0.561000 Memcpy Instances: 7.348000 Kernel 1: 0.024000 Kernel 2: 91.925003 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.004911 accuracy2:0.197783 Initialization: 5.680000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.353000 Kernel 1: 0.023000 Kernel 2: 95.016998 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.004865 0.382979 fi:0.716148. Ave ac:0.009124,0.012114 Initialization: 5.633000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.455000 Kernel 1: 0.023000 Kernel 2: 100.880997 Copyback: 0.017000 Sum: 0.026000 It 1,Best ac:0.003242 0.521739 fi:0.578245. Ave ac:0.010607,0.012300 Initialization: 5.700000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.819000 Kernel 1: 0.022000 Kernel 2: 95.016998 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.005135 0.593750 fi:0.505239. Ave ac:0.009471,0.011397 Initialization: 5.648000 Memcpy Classifiers: 0.457000 Memcpy Instances: 8.374000 Kernel 1: 0.022000 Kernel 2: 94.146004 Copyback: 0.018000 Sum: 0.029000 It 3,Best ac:0.005677 0.552632 fi:0.546068. Ave ac:0.009961,0.012085 Initialization: 5.703000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.372000 Kernel 1: 0.023000 Kernel 2: 92.095001 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.005676 0.677419 fi:0.421281. Ave ac:0.009088,0.010272 Initialization: 5.600000 Memcpy Classifiers: 0.574000 Memcpy Instances: 7.370000 Kernel 1: 0.023000 Kernel 2: 88.166000 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003243 0.545455 fi:0.554527. Ave ac:0.009112,0.009457 Initialization: 5.641000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.348000 Kernel 1: 0.024000 Kernel 2: 90.001999 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005676 0.636364 fi:0.462336. Ave ac:0.009111,0.008952 Initialization: 5.706000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.795000 Kernel 1: 0.022000 Kernel 2: 88.643997 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004324 0.695652 fi:0.403760. Ave ac:0.008514,0.008395 Initialization: 6.176000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.385000 Kernel 1: 0.023000 Kernel 2: 85.189003 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.003243 0.631579 fi:0.468403. Ave ac:0.007969,0.007717 Initialization: 5.667000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.436000 Kernel 1: 0.023000 Kernel 2: 88.948997 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003242 0.750000 fi:0.349984. Ave ac:0.008603,0.008858 Iteration 10:MDL fitness activated Error 0.349984 TL 0.030808 MDL Theory Length Weight: 3.7867420288 (1) Initialization: 5.612000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.376000 Kernel 1: 0.023000 Kernel 2: 86.832001 Copyback: 0.016000 Sum: 0.029000 It 10,Best ac:0.005405 0.588235 fi:0.640404. Ave ac:0.008479,0.009630 Initialization: 5.632000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.540000 Kernel 1: 0.022000 Kernel 2: 88.096001 Copyback: 0.017000 Sum: 0.043000 It 11,Best ac:0.004053 0.789474 fi:0.440594. Ave ac:0.011674,0.011909 Initialization: 5.913000 Memcpy Classifiers: 0.404000 Memcpy Instances: 7.396000 Kernel 1: 0.023000 Kernel 2: 86.478996 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.004595 0.653846 fi:0.590221. Ave ac:0.009763,0.010579 Initialization: 5.630000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.381000 Kernel 1: 0.023000 Kernel 2: 85.339996 Copyback: 0.018000 Sum: 0.034000 It 13,Best ac:0.006757 0.595238 fi:0.570248. Ave ac:0.012977,0.013373 Initialization: 6.139000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.437000 Kernel 1: 0.023000 Kernel 2: 82.768997 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.003514 0.764706 fi:0.465644. Ave ac:0.013216,0.012859 Initialization: 5.681000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.365000 Kernel 1: 0.023000 Kernel 2: 81.626999 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.005946 0.785714 fi:0.385929. Ave ac:0.011871,0.011470 Initialization: 5.720000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.362000 Kernel 1: 0.023000 Kernel 2: 79.394997 Copyback: 0.018000 Sum: 0.031000 It 16,Best ac:0.004054 0.625000 fi:0.527836. Ave ac:0.009354,0.009360 Initialization: 5.691000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.361000 Kernel 1: 0.023000 Kernel 2: 78.709000 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.005135 0.678571 fi:0.532338. Ave ac:0.011751,0.013314 Initialization: 5.645000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.443000 Kernel 1: 0.022000 Kernel 2: 77.670998 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.004055 0.750000 fi:0.415246. Ave ac:0.012333,0.013772 Initialization: 5.757000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.340000 Kernel 1: 0.022000 Kernel 2: 78.042000 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.003513 0.684211 fi:0.478400. Ave ac:0.013706,0.014764 Initialization: 5.675000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.377000 Kernel 1: 0.023000 Kernel 2: 77.766998 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.002972 0.846154 fi:0.397015. Ave ac:0.013029,0.015654 Initialization: 5.681000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.391000 Kernel 1: 0.024000 Kernel 2: 75.617996 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.004054 0.681818 fi:0.467627. Ave ac:0.013961,0.018751 Initialization: 5.632000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.384000 Kernel 1: 0.024000 Kernel 2: 76.467003 Copyback: 0.017000 Sum: 0.044000 It 22,Best ac:0.004323 0.727273 fi:0.447007. Ave ac:0.011107,0.014593 Initialization: 5.856000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.345000 Kernel 1: 0.023000 Kernel 2: 75.622002 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.003784 0.736842 fi:0.471106. Ave ac:0.010629,0.013666 Initialization: 5.624000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.445000 Kernel 1: 0.022000 Kernel 2: 77.087997 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.008106 0.638298 fi:0.527706. Ave ac:0.012782,0.016354 MDL Theory Length Weight: 3.4080678259 (10) Initialization: 6.190000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.378000 Kernel 1: 0.024000 Kernel 2: 77.348999 Copyback: 0.016000 Sum: 0.025000 It 25,Best ac:0.003513 0.650000 fi:0.499669. Ave ac:0.012249,0.017323 Initialization: 6.123000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.352000 Kernel 1: 0.023000 Kernel 2: 73.921997 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.009459 0.714286 fi:0.464046. Ave ac:0.014945,0.019763 Initialization: 5.630000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.420000 Kernel 1: 0.023000 Kernel 2: 75.308998 Copyback: 0.020000 Sum: 0.029000 It 27,Best ac:0.007027 0.812500 fi:0.344527. Ave ac:0.011081,0.014003 Initialization: 5.617000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.387000 Kernel 1: 0.022000 Kernel 2: 74.915001 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.005407 0.740741 fi:0.410431. Ave ac:0.011497,0.014998 Initialization: 5.733000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.452000 Kernel 1: 0.023000 Kernel 2: 76.268997 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.004054 0.652174 fi:0.492283. Ave ac:0.009634,0.014436 Initialization: 5.764000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.355000 Kernel 1: 0.023000 Kernel 2: 77.226997 Copyback: 0.373000 Sum: 0.026000 It 30,Best ac:0.003514 0.812500 fi:0.360072. Ave ac:0.013501,0.016313 Initialization: 5.691000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.393000 Kernel 1: 0.023000 Kernel 2: 75.580002 Copyback: 0.016000 Sum: 0.027000 It 31,Best ac:0.003514 0.650000 fi:0.508961. Ave ac:0.009944,0.015631 Initialization: 6.186000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.388000 Kernel 1: 0.023000 Kernel 2: 76.056999 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.003242 0.800000 fi:0.388304. Ave ac:0.009781,0.014684 Initialization: 5.627000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.356000 Kernel 1: 0.024000 Kernel 2: 76.879997 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.004323 0.727273 fi:0.465087. Ave ac:0.012333,0.018997 Initialization: 29.646999 Memcpy Instances: 363.626007 Memcpy Classifiers: 0.080000 Kernel 1: 0.028000 Kernel 2: 554.927002 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 555.877014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 565.719971 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 562.182007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 575.736023 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 563.815979 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.078000 Kernel 1: 0.018000 Kernel 2: 577.158020 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.015000 Kernel 2: 556.242981 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.015000 Kernel 2: 276.604004 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003475 0.524470 fi:0.642768. Ave ac:0.010132,0.030394 Best acc 0.003475 0.524470 Rule:Att PSSM_-4_7 is [<-0.579082]|Att PSSM_-1_3 is [<3.009509]|Att PSSM_0_4 is [<-3.165502]|Att PSSM_0_6 is [<-1.631113]|Att PSSM_1_7 is [<-0.459001]|Att PSSM_1_16 is [-5.506454,6.091309]|Att PSSM_3_7 is [<-1.073905]|Att PSSM_4_12 is [<-0.387839]|1 Accuracy : 0.785065 0 1 148522 15558 34874 35684 Removed 1617 instances. 183396 Instances left. Acc of rule 0.004583-0.524428 Initialization: 5.768000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.305000 Kernel 1: 0.024000 Kernel 2: 90.622002 Copyback: 0.018000 Sum: 0.041000 Initial population average accuracy1:0.005381 accuracy2:0.179538 Initialization: 5.621000 Memcpy Classifiers: 0.565000 Memcpy Instances: 7.309000 Kernel 1: 0.023000 Kernel 2: 94.127998 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.003817 0.500000 fi:0.599648. Ave ac:0.009061,0.011465 Initialization: 5.604000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.334000 Kernel 1: 0.024000 Kernel 2: 96.668999 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.008454 0.484375 fi:0.612793. Ave ac:0.011021,0.012104 Initialization: 5.629000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.269000 Kernel 1: 0.024000 Kernel 2: 93.829002 Copyback: 0.017000 Sum: 0.037000 It 2,Best ac:0.003817 0.560000 fi:0.539651. Ave ac:0.009726,0.011087 Initialization: 5.561000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.296000 Kernel 1: 0.028000 Kernel 2: 91.531998 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.008179 0.555556 fi:0.541758. Ave ac:0.007869,0.008325 Initialization: 5.542000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.278000 Kernel 1: 0.024000 Kernel 2: 89.968002 Copyback: 0.018000 Sum: 0.031000 It 4,Best ac:0.010357 0.558824 fi:0.537331. Ave ac:0.007861,0.007467 Initialization: 5.542000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.266000 Kernel 1: 0.024000 Kernel 2: 88.304001 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.003544 0.541667 fi:0.558128. Ave ac:0.008683,0.009233 Initialization: 5.572000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.304000 Kernel 1: 0.024000 Kernel 2: 90.224998 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.005181 0.678571 fi:0.420347. Ave ac:0.010820,0.010425 Initialization: 5.635000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.726000 Kernel 1: 0.022000 Kernel 2: 88.425003 Copyback: 0.017000 Sum: 0.025000 It 7,Best ac:0.003544 0.590909 fi:0.508888. Ave ac:0.009489,0.009956 Initialization: 5.549000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.305000 Kernel 1: 0.023000 Kernel 2: 91.823997 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.005996 0.666667 fi:0.431819. Ave ac:0.008678,0.008671 Initialization: 5.660000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.279000 Kernel 1: 0.022000 Kernel 2: 92.440002 Copyback: 0.016000 Sum: 0.029000 It 9,Best ac:0.003000 0.785714 fi:0.360045. Ave ac:0.007562,0.007895 Iteration 10:MDL fitness activated Error 0.360045 TL 0.035067 MDL Theory Length Weight: 3.4224673518 (1) Initialization: 5.563000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.303000 Kernel 1: 0.023000 Kernel 2: 93.253998 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.007088 0.702703 fi:0.522445. Ave ac:0.007977,0.007798 Initialization: 5.607000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.281000 Kernel 1: 0.023000 Kernel 2: 88.650002 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004636 0.629630 fi:0.607395. Ave ac:0.008219,0.009228 Initialization: 5.647000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.392000 Kernel 1: 0.023000 Kernel 2: 88.554001 Copyback: 0.016000 Sum: 0.030000 It 12,Best ac:0.003271 0.705882 fi:0.482899. Ave ac:0.010654,0.011547 Initialization: 5.666000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.297000 Kernel 1: 0.023000 Kernel 2: 89.772003 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.002998 0.916667 fi:0.315502. Ave ac:0.010253,0.011479 Initialization: 5.664000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.318000 Kernel 1: 0.023000 Kernel 2: 85.433998 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.004907 0.782609 fi:0.398801. Ave ac:0.012518,0.014211 Initialization: 5.635000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.276000 Kernel 1: 0.023000 Kernel 2: 85.426003 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.005453 0.588235 fi:0.581158. Ave ac:0.010710,0.011034 Initialization: 5.595000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.350000 Kernel 1: 0.023000 Kernel 2: 81.813004 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.002999 0.846154 fi:0.410493. Ave ac:0.010872,0.012632 Initialization: 5.665000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.325000 Kernel 1: 0.023000 Kernel 2: 80.055000 Copyback: 0.018000 Sum: 0.039000 It 17,Best ac:0.005454 0.645161 fi:0.537242. Ave ac:0.009867,0.010657 Initialization: 5.634000 Memcpy Classifiers: 0.367000 Memcpy Instances: 7.298000 Kernel 1: 0.023000 Kernel 2: 78.240997 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.003271 0.800000 fi:0.383823. Ave ac:0.009630,0.010628 Initialization: 5.661000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.922000 Kernel 1: 0.023000 Kernel 2: 80.282997 Copyback: 0.016000 Sum: 0.031000 It 19,Best ac:0.003817 0.700000 fi:0.492845. Ave ac:0.007595,0.009066 Initialization: 5.878000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.278000 Kernel 1: 0.029000 Kernel 2: 80.884003 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.004907 0.750000 fi:0.462332. Ave ac:0.008876,0.009639 Initialization: 5.606000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.318000 Kernel 1: 0.023000 Kernel 2: 81.463997 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.005998 0.709677 fi:0.470733. Ave ac:0.008481,0.009799 Initialization: 5.619000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.280000 Kernel 1: 0.023000 Kernel 2: 81.668999 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.003816 0.666667 fi:0.499034. Ave ac:0.008545,0.007796 MDL Theory Length Weight: 3.0802206166 (10) Initialization: 5.648000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.277000 Kernel 1: 0.023000 Kernel 2: 79.054001 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.003817 0.777778 fi:0.379031. Ave ac:0.009641,0.013184 Initialization: 5.567000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.379000 Kernel 1: 0.023000 Kernel 2: 81.706001 Copyback: 0.018000 Sum: 0.033000 It 24,Best ac:0.003544 0.619048 fi:0.528941. Ave ac:0.007058,0.008509 Initialization: 5.609000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.303000 Kernel 1: 0.023000 Kernel 2: 80.019997 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.003818 0.666667 fi:0.497310. Ave ac:0.008595,0.012022 Initialization: 5.639000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.403000 Kernel 1: 0.021000 Kernel 2: 79.469002 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.003545 0.722222 fi:0.425047. Ave ac:0.009502,0.010820 Initialization: 5.601000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.721000 Kernel 1: 0.023000 Kernel 2: 78.533997 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.003544 1.000000 fi:0.175701. Ave ac:0.007624,0.008201 Initialization: 5.593000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.311000 Kernel 1: 0.023000 Kernel 2: 78.286003 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.005725 0.724138 fi:0.436160. Ave ac:0.006535,0.006696 Initialization: 5.654000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.343000 Kernel 1: 0.023000 Kernel 2: 79.685997 Copyback: 0.018000 Sum: 0.032000 It 29,Best ac:0.006818 0.581395 fi:0.570564. Ave ac:0.005920,0.006722 Initialization: 5.665000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.273000 Kernel 1: 0.023000 Kernel 2: 80.602997 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.003544 0.684211 fi:0.465897. Ave ac:0.009757,0.011244 Initialization: 5.648000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.280000 Kernel 1: 0.023000 Kernel 2: 78.434998 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.003272 0.800000 fi:0.357098. Ave ac:0.008385,0.008795 Initialization: 5.609000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.275000 Kernel 1: 0.023000 Kernel 2: 79.746002 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.003272 0.666667 fi:0.484352. Ave ac:0.009576,0.011809 Initialization: 5.616000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.581000 Kernel 1: 0.024000 Kernel 2: 78.264999 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.004907 0.818182 fi:0.320916. Ave ac:0.009217,0.009823 Initialization: 30.677999 Memcpy Instances: 359.575012 Memcpy Classifiers: 0.072000 Kernel 1: 0.024000 Kernel 2: 582.431030 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.069000 Kernel 1: 0.016000 Kernel 2: 587.088989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 579.520020 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 582.429016 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 567.721985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 578.406006 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.072000 Kernel 1: 0.015000 Kernel 2: 580.176025 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 572.914978 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 222.457001 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004520 0.499699 fi:0.653491. Ave ac:0.008187,0.023008 Best acc 0.004520 0.499699 Initialization: 5.629000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.290000 Kernel 1: 0.024000 Kernel 2: 89.377998 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.004907 accuracy2:0.195729 Initialization: 6.139000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.291000 Kernel 1: 0.023000 Kernel 2: 94.814003 Copyback: 0.017000 Sum: 0.030000 It 0,Best ac:0.003545 0.520000 fi:0.579794. Ave ac:0.009020,0.012452 Initialization: 5.664000 Memcpy Classifiers: 0.478000 Memcpy Instances: 7.305000 Kernel 1: 0.023000 Kernel 2: 94.406998 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.003817 0.700000 fi:0.399651. Ave ac:0.009654,0.011254 Initialization: 5.602000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.310000 Kernel 1: 0.023000 Kernel 2: 91.496002 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.004635 0.500000 fi:0.599214. Ave ac:0.009503,0.011062 Initialization: 5.515000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.313000 Kernel 1: 0.024000 Kernel 2: 91.763000 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.004089 0.681818 fi:0.417687. Ave ac:0.008311,0.009570 Initialization: 5.703000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.317000 Kernel 1: 0.023000 Kernel 2: 88.023003 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.004089 0.625000 fi:0.474506. Ave ac:0.008847,0.010176 Initialization: 5.684000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.290000 Kernel 1: 0.024000 Kernel 2: 85.029999 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004907 0.642857 fi:0.456211. Ave ac:0.008686,0.010730 Initialization: 5.606000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.341000 Kernel 1: 0.023000 Kernel 2: 83.892998 Copyback: 0.017000 Sum: 0.025000 It 6,Best ac:0.003543 0.619048 fi:0.480749. Ave ac:0.007135,0.009987 Initialization: 5.655000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.276000 Kernel 1: 0.023000 Kernel 2: 84.102997 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.003818 0.736842 fi:0.362806. Ave ac:0.008879,0.010772 Initialization: 5.768000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.250000 Kernel 1: 0.022000 Kernel 2: 82.971001 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.003272 0.631579 fi:0.468364. Ave ac:0.007079,0.007059 Initialization: 5.691000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.347000 Kernel 1: 0.023000 Kernel 2: 84.917000 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.006543 0.615385 fi:0.482805. Ave ac:0.007732,0.008902 Iteration 10:MDL fitness activated Error 0.482805 TL 0.035050 MDL Theory Length Weight: 4.5915922431 (3) Initialization: 5.615000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.310000 Kernel 1: 0.023000 Kernel 2: 83.626999 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.003272 0.631579 fi:0.607466. Ave ac:0.006894,0.007084 Initialization: 5.670000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.273000 Kernel 1: 0.024000 Kernel 2: 85.042000 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.008177 0.638298 fi:0.586057. Ave ac:0.009168,0.009242 Initialization: 5.603000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.291000 Kernel 1: 0.023000 Kernel 2: 88.487000 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.006269 0.575000 fi:0.630112. Ave ac:0.008850,0.009496 Initialization: 6.045000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.338000 Kernel 1: 0.023000 Kernel 2: 85.367996 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.007634 0.622222 fi:0.553465. Ave ac:0.010037,0.009147 Initialization: 5.629000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.321000 Kernel 1: 0.023000 Kernel 2: 84.041000 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.005453 0.689655 fi:0.502485. Ave ac:0.008511,0.007999 Initialization: 5.626000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.297000 Kernel 1: 0.024000 Kernel 2: 85.378998 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.005998 0.687500 fi:0.534078. Ave ac:0.008318,0.008680 Initialization: 5.617000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.318000 Kernel 1: 0.022000 Kernel 2: 86.612000 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.003272 0.923077 fi:0.298011. Ave ac:0.007108,0.006377 Initialization: 5.695000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.273000 Kernel 1: 0.023000 Kernel 2: 83.564003 Copyback: 0.017000 Sum: 0.039000 It 17,Best ac:0.006543 0.705882 fi:0.557116. Ave ac:0.004810,0.003086 Initialization: 5.673000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.296000 Kernel 1: 0.022000 Kernel 2: 86.568001 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.003545 0.812500 fi:0.414788. Ave ac:0.004671,0.003604 Initialization: 5.555000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.777000 Kernel 1: 0.022000 Kernel 2: 85.849998 Copyback: 0.018000 Sum: 0.030000 It 19,Best ac:0.002726 0.833333 fi:0.500380. Ave ac:0.006257,0.003716 Initialization: 5.634000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.277000 Kernel 1: 0.023000 Kernel 2: 84.022003 Copyback: 0.018000 Sum: 0.031000 It 20,Best ac:0.004635 0.809524 fi:0.406565. Ave ac:0.005620,0.004250 Initialization: 5.661000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.431000 Kernel 1: 0.022000 Kernel 2: 84.125000 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.003271 0.571429 fi:0.625327. Ave ac:0.004098,0.003300 Initialization: 5.599000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.281000 Kernel 1: 0.023000 Kernel 2: 86.772003 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.005451 0.645161 fi:0.568123. Ave ac:0.006408,0.005078 Initialization: 5.617000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.283000 Kernel 1: 0.023000 Kernel 2: 86.584000 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.003271 0.800000 fi:0.411026. Ave ac:0.006600,0.005559 Initialization: 5.609000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.424000 Kernel 1: 0.023000 Kernel 2: 83.686996 Copyback: 0.016000 Sum: 0.030000 It 24,Best ac:0.003271 0.800000 fi:0.441119. Ave ac:0.005170,0.003419 Initialization: 5.585000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.270000 Kernel 1: 0.022000 Kernel 2: 82.657997 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.003818 0.608696 fi:0.570027. Ave ac:0.003473,0.002660 MDL Theory Length Weight: 4.1324330188 (10) Initialization: 6.079000 Memcpy Classifiers: 0.334000 Memcpy Instances: 7.347000 Kernel 1: 0.023000 Kernel 2: 82.027000 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.004089 0.882353 fi:0.339873. Ave ac:0.005619,0.003994 Initialization: 5.616000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.758000 Kernel 1: 0.023000 Kernel 2: 80.639999 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.003544 0.650000 fi:0.567986. Ave ac:0.004927,0.003476 Initialization: 5.647000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.776000 Kernel 1: 0.023000 Kernel 2: 81.417999 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.004091 0.882353 fi:0.296879. Ave ac:0.006596,0.004566 Initialization: 5.627000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.287000 Kernel 1: 0.023000 Kernel 2: 79.606003 Copyback: 0.018000 Sum: 0.032000 It 29,Best ac:0.002727 0.833333 fi:0.498232. Ave ac:0.004620,0.003572 Initialization: 5.748000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.309000 Kernel 1: 0.022000 Kernel 2: 80.976997 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.003545 0.812500 fi:0.383671. Ave ac:0.004954,0.003254 Initialization: 5.612000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.315000 Kernel 1: 0.022000 Kernel 2: 77.924004 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.004089 0.750000 fi:0.476564. Ave ac:0.004418,0.002762 Initialization: 5.601000 Memcpy Classifiers: 0.345000 Memcpy Instances: 7.283000 Kernel 1: 0.023000 Kernel 2: 78.169998 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.004091 0.789474 fi:0.406895. Ave ac:0.004348,0.002829 Initialization: 6.424000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.290000 Kernel 1: 0.022000 Kernel 2: 78.677002 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.003817 0.777778 fi:0.444594. Ave ac:0.004246,0.003146 Initialization: 31.229000 Memcpy Instances: 362.303009 Memcpy Classifiers: 0.073000 Kernel 1: 0.024000 Kernel 2: 571.598999 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 565.406982 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 557.307007 Copyback: 0.016000 Sum: 0.005000 Memcpy Classifiers: 0.072000 Kernel 1: 0.016000 Kernel 2: 561.643982 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 578.101013 Copyback: 0.018000 Sum: 0.007000 Memcpy Classifiers: 0.073000 Kernel 1: 0.018000 Kernel 2: 599.726990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 576.070007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 562.817993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 220.647003 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.025720 0.507750 fi:0.671544. Ave ac:0.005070,0.013857 Best acc 0.025720 0.507750 Rule:Att PSSM_-2_2 is [-6.706282,-1.293718]|Att PSSM_-1_14 is [-2.249526,5.622487]|Att PSSM_-1_18 is [0.574370,11.728212]|Att PSSM_0_6 is [<-2.895517]|Att PSSM_2_1 is [>-4.528714]|Att PSSM_2_3 is [-4.426305,5.658854]|Att PSSM_2_7 is [<-1.191758]|1 Accuracy : 0.785278 0 1 148365 15715 34667 35891 Removed 364 instances. 183032 Instances left. Acc of rule 0.025720-0.507750 Initialization: 5.868000 Memcpy Classifiers: 0.577000 Memcpy Instances: 7.313000 Kernel 1: 0.025000 Kernel 2: 90.132004 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.006189 accuracy2:0.191477 Initialization: 5.626000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.328000 Kernel 1: 0.023000 Kernel 2: 96.920998 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.004642 0.377778 fi:0.721422. Ave ac:0.009894,0.012932 Initialization: 5.702000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.287000 Kernel 1: 0.022000 Kernel 2: 97.013000 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.012835 0.373016 fi:0.721788. Ave ac:0.012830,0.015187 Initialization: 5.753000 Memcpy Classifiers: 0.445000 Memcpy Instances: 7.263000 Kernel 1: 0.023000 Kernel 2: 94.677002 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.012292 0.436893 fi:0.658204. Ave ac:0.011829,0.015214 Initialization: 5.630000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.284000 Kernel 1: 0.024000 Kernel 2: 91.122002 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.004098 0.517241 fi:0.582248. Ave ac:0.009483,0.011925 Initialization: 5.641000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.260000 Kernel 1: 0.022000 Kernel 2: 88.591003 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.006011 0.536585 fi:0.561877. Ave ac:0.009082,0.011017 Initialization: 5.615000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.318000 Kernel 1: 0.023000 Kernel 2: 89.539001 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.004642 0.566667 fi:0.532533. Ave ac:0.009490,0.010127 Initialization: 5.717000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.276000 Kernel 1: 0.023000 Kernel 2: 89.851997 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004098 0.535714 fi:0.563775. Ave ac:0.007986,0.006998 Initialization: 5.669000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.559000 Kernel 1: 0.022000 Kernel 2: 91.124001 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003550 0.565217 fi:0.534569. Ave ac:0.008702,0.010340 Initialization: 5.644000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.776000 Kernel 1: 0.022000 Kernel 2: 89.719002 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004918 0.580645 fi:0.518404. Ave ac:0.008312,0.009296 Initialization: 5.593000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.263000 Kernel 1: 0.023000 Kernel 2: 90.588997 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.003005 0.523810 fi:0.618257. Ave ac:0.007307,0.005840 Iteration 10:MDL fitness activated Error 0.618257 TL 0.036675 MDL Theory Length Weight: 5.6193060377 (2) Initialization: 6.233000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.271000 Kernel 1: 0.023000 Kernel 2: 89.550003 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.004645 0.607143 fi:0.578235. Ave ac:0.008635,0.007853 Initialization: 5.610000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.270000 Kernel 1: 0.023000 Kernel 2: 87.990997 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.003824 0.700000 fi:0.558696. Ave ac:0.009600,0.011661 Initialization: 5.527000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.627000 Kernel 1: 0.023000 Kernel 2: 85.218002 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.005190 0.593750 fi:0.641538. Ave ac:0.011895,0.012776 Initialization: 5.570000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.257000 Kernel 1: 0.023000 Kernel 2: 82.889999 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.006284 0.638889 fi:0.590037. Ave ac:0.012021,0.012686 Initialization: 5.647000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.294000 Kernel 1: 0.024000 Kernel 2: 81.790001 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004644 0.586207 fi:0.603779. Ave ac:0.013278,0.015401 Initialization: 5.595000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.336000 Kernel 1: 0.023000 Kernel 2: 80.043999 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.005464 0.606061 fi:0.609849. Ave ac:0.012998,0.015162 Initialization: 5.607000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.266000 Kernel 1: 0.023000 Kernel 2: 77.897003 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.003824 0.700000 fi:0.528188. Ave ac:0.013800,0.015827 Initialization: 5.655000 Memcpy Classifiers: 0.262000 Memcpy Instances: 7.295000 Kernel 1: 0.024000 Kernel 2: 74.903999 Copyback: 0.018000 Sum: 0.021000 It 17,Best ac:0.007377 0.519231 fi:0.620222. Ave ac:0.016896,0.023071 Initialization: 5.679000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.310000 Kernel 1: 0.023000 Kernel 2: 73.573997 Copyback: 0.017000 Sum: 0.023000 It 18,Best ac:0.003825 0.518519 fi:0.659280. Ave ac:0.014879,0.021480 Initialization: 5.671000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.270000 Kernel 1: 0.022000 Kernel 2: 73.712997 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.002731 0.769231 fi:0.498459. Ave ac:0.019899,0.028725 Initialization: 5.593000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.258000 Kernel 1: 0.024000 Kernel 2: 70.403999 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.004097 0.714286 fi:0.486771. Ave ac:0.019679,0.027835 Initialization: 5.617000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.248000 Kernel 1: 0.024000 Kernel 2: 69.778000 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.003279 0.666667 fi:0.512248. Ave ac:0.013103,0.017920 Initialization: 6.766000 Memcpy Classifiers: 0.232000 Memcpy Instances: 7.416000 Kernel 1: 0.022000 Kernel 2: 68.445999 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.005191 0.655172 fi:0.513426. Ave ac:0.018596,0.030264 Initialization: 5.668000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.304000 Kernel 1: 0.024000 Kernel 2: 70.203003 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.003824 0.608696 fi:0.557101. Ave ac:0.020279,0.031092 Initialization: 5.654000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.257000 Kernel 1: 0.022000 Kernel 2: 67.938004 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.003005 0.846154 fi:0.367616. Ave ac:0.020361,0.036490 Initialization: 5.689000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.259000 Kernel 1: 0.023000 Kernel 2: 64.091003 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.004098 0.652174 fi:0.499705. Ave ac:0.023189,0.037912 Initialization: 5.583000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.356000 Kernel 1: 0.023000 Kernel 2: 62.799999 Copyback: 0.016000 Sum: 0.023000 It 26,Best ac:0.004918 0.720000 fi:0.432138. Ave ac:0.026193,0.044735 Initialization: 5.584000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.793000 Kernel 1: 0.022000 Kernel 2: 63.221001 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003823 0.700000 fi:0.454278. Ave ac:0.025167,0.046133 Initialization: 5.631000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.273000 Kernel 1: 0.023000 Kernel 2: 65.942001 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.003551 0.619048 fi:0.553436. Ave ac:0.029352,0.048742 Initialization: 5.586000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.304000 Kernel 1: 0.023000 Kernel 2: 63.617001 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.004918 0.666667 fi:0.486637. Ave ac:0.025595,0.044254 Initialization: 5.654000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.400000 Kernel 1: 0.023000 Kernel 2: 64.626999 Copyback: 0.016000 Sum: 0.020000 It 30,Best ac:0.003550 0.590909 fi:0.546158. Ave ac:0.022684,0.039478 Initialization: 5.650000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.316000 Kernel 1: 0.023000 Kernel 2: 66.581001 Copyback: 0.016000 Sum: 0.022000 It 31,Best ac:0.004098 0.600000 fi:0.532934. Ave ac:0.022244,0.042736 Initialization: 5.647000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.468000 Kernel 1: 0.022000 Kernel 2: 63.073002 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.003005 0.733333 fi:0.473055. Ave ac:0.026827,0.046139 Initialization: 5.551000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.333000 Kernel 1: 0.023000 Kernel 2: 62.507999 Copyback: 0.017000 Sum: 0.020000 It 33,Best ac:0.004372 0.695652 fi:0.447996. Ave ac:0.023997,0.046628 MDL Theory Length Weight: 5.0573754340 (10) Initialization: 29.610001 Memcpy Instances: 360.332001 Memcpy Classifiers: 0.050000 Kernel 1: 0.025000 Kernel 2: 464.337006 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 449.529999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 453.782013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 451.468994 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 454.269012 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 438.009003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.012000 Kernel 2: 441.412994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 442.613007 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 176.610992 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003142 0.477178 fi:0.658590. Ave ac:0.026602,0.087305 Best acc 0.003142 0.477178 Initialization: 5.710000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.321000 Kernel 1: 0.025000 Kernel 2: 92.384003 Copyback: 0.017000 Sum: 0.050000 Initial population average accuracy1:0.005241 accuracy2:0.184693 Initialization: 5.650000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.421000 Kernel 1: 0.024000 Kernel 2: 98.369003 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.004917 0.514286 fi:0.584764. Ave ac:0.009972,0.012675 Initialization: 5.613000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.272000 Kernel 1: 0.024000 Kernel 2: 96.864998 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.004918 0.580645 fi:0.518404. Ave ac:0.011724,0.014119 Initialization: 5.549000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.342000 Kernel 1: 0.024000 Kernel 2: 96.736000 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.009560 0.460526 fi:0.636036. Ave ac:0.012007,0.014296 Initialization: 5.636000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.260000 Kernel 1: 0.024000 Kernel 2: 93.577003 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.006011 0.564103 fi:0.534360. Ave ac:0.010919,0.012608 Initialization: 5.646000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.287000 Kernel 1: 0.024000 Kernel 2: 94.123001 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004369 0.571429 fi:0.527918. Ave ac:0.009187,0.010634 Initialization: 5.622000 Memcpy Classifiers: 0.489000 Memcpy Instances: 7.295000 Kernel 1: 0.023000 Kernel 2: 92.944000 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.007921 0.644444 fi:0.452991. Ave ac:0.010247,0.011159 Initialization: 5.558000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.290000 Kernel 1: 0.023000 Kernel 2: 87.930000 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.003004 0.733333 fi:0.408733. Ave ac:0.008028,0.009713 Initialization: 5.660000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.276000 Kernel 1: 0.023000 Kernel 2: 86.486000 Copyback: 0.017000 Sum: 0.053000 It 7,Best ac:0.002459 1.000000 fi:0.297041. Ave ac:0.008142,0.007659 Initialization: 5.604000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.362000 Kernel 1: 0.022000 Kernel 2: 84.342003 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.004918 0.562500 fi:0.536550. Ave ac:0.006221,0.006891 Initialization: 5.702000 Memcpy Classifiers: 0.816000 Memcpy Instances: 7.266000 Kernel 1: 0.024000 Kernel 2: 84.938004 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.004917 0.562500 fi:0.536550. Ave ac:0.005971,0.005291 Iteration 10:MDL fitness activated Error 0.536550 TL 0.033520 MDL Theory Length Weight: 5.3356302673 (3) Initialization: 5.610000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.768000 Kernel 1: 0.022000 Kernel 2: 84.551003 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.002732 0.769231 fi:0.614761. Ave ac:0.006754,0.006414 Initialization: 5.611000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.316000 Kernel 1: 0.023000 Kernel 2: 84.257004 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.004645 0.708333 fi:0.548622. Ave ac:0.006200,0.005385 Initialization: 5.632000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.297000 Kernel 1: 0.024000 Kernel 2: 82.940002 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.003823 0.777778 fi:0.463795. Ave ac:0.006185,0.003869 Initialization: 6.535000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.267000 Kernel 1: 0.024000 Kernel 2: 82.488998 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003552 0.764706 fi:0.480596. Ave ac:0.005471,0.004250 Initialization: 5.603000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.323000 Kernel 1: 0.023000 Kernel 2: 82.505997 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.003552 0.619048 fi:0.625440. Ave ac:0.003307,0.002746 Initialization: 5.679000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.258000 Kernel 1: 0.024000 Kernel 2: 79.345001 Copyback: 0.019000 Sum: 0.034000 It 15,Best ac:0.005190 0.655172 fi:0.602381. Ave ac:0.006090,0.003950 Initialization: 5.543000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.297000 Kernel 1: 0.023000 Kernel 2: 78.822998 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.003824 0.777778 fi:0.438676. Ave ac:0.007643,0.005057 Initialization: 5.675000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.320000 Kernel 1: 0.023000 Kernel 2: 77.359001 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.003005 0.733333 fi:0.512029. Ave ac:0.005102,0.004690 Initialization: 5.588000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.830000 Kernel 1: 0.024000 Kernel 2: 73.755997 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.003551 0.764706 fi:0.469174. Ave ac:0.006034,0.005193 Initialization: 6.117000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.305000 Kernel 1: 0.023000 Kernel 2: 72.594002 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.003552 0.590909 fi:0.611116. Ave ac:0.005158,0.005251 Initialization: 6.107000 Memcpy Classifiers: 0.330000 Memcpy Instances: 7.482000 Kernel 1: 0.023000 Kernel 2: 72.648003 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.003005 0.733333 fi:0.548334. Ave ac:0.007692,0.006325 Initialization: 5.696000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.285000 Kernel 1: 0.024000 Kernel 2: 73.818001 Copyback: 0.016000 Sum: 0.030000 It 21,Best ac:0.003823 0.636364 fi:0.558308. Ave ac:0.005510,0.005985 Initialization: 5.549000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.256000 Kernel 1: 0.024000 Kernel 2: 74.643997 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.003005 0.785714 fi:0.453962. Ave ac:0.006648,0.006514 Initialization: 5.572000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.325000 Kernel 1: 0.023000 Kernel 2: 71.466003 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.004918 0.562500 fi:0.665095. Ave ac:0.008536,0.008642 Initialization: 5.587000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.322000 Kernel 1: 0.023000 Kernel 2: 69.523003 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.003551 0.812500 fi:0.426065. Ave ac:0.009657,0.007418 Initialization: 5.615000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.353000 Kernel 1: 0.041000 Kernel 2: 67.662003 Copyback: 0.016000 Sum: 0.031000 It 25,Best ac:0.003552 0.764706 fi:0.443387. Ave ac:0.009854,0.009133 Initialization: 5.635000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.282000 Kernel 1: 0.024000 Kernel 2: 67.461998 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.007646 0.583333 fi:0.609512. Ave ac:0.006983,0.005416 Initialization: 5.666000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.272000 Kernel 1: 0.022000 Kernel 2: 66.822998 Copyback: 0.016000 Sum: 0.026000 It 27,Best ac:0.005464 0.689655 fi:0.491252. Ave ac:0.006804,0.005900 Initialization: 5.987000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.303000 Kernel 1: 0.024000 Kernel 2: 67.650002 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.004098 0.600000 fi:0.598935. Ave ac:0.008738,0.008019 Initialization: 5.608000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.316000 Kernel 1: 0.024000 Kernel 2: 66.401001 Copyback: 0.016000 Sum: 0.024000 It 29,Best ac:0.003825 0.666667 fi:0.540421. Ave ac:0.008296,0.007749 Initialization: 5.576000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.450000 Kernel 1: 0.023000 Kernel 2: 66.795998 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.003005 0.846154 fi:0.374638. Ave ac:0.009957,0.011000 Initialization: 5.753000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.305000 Kernel 1: 0.023000 Kernel 2: 66.093002 Copyback: 0.016000 Sum: 0.025000 It 31,Best ac:0.006011 0.523810 fi:0.644536. Ave ac:0.006075,0.006106 Initialization: 6.111000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.297000 Kernel 1: 0.023000 Kernel 2: 66.148003 Copyback: 0.016000 Sum: 0.022000 It 32,Best ac:0.004098 0.652174 fi:0.514791. Ave ac:0.009715,0.009686 Initialization: 5.577000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.709000 Kernel 1: 0.022000 Kernel 2: 65.973999 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.007648 0.608696 fi:0.593541. Ave ac:0.007697,0.011016 Initialization: 30.733999 Memcpy Instances: 361.971008 Memcpy Classifiers: 0.067000 Kernel 1: 0.023000 Kernel 2: 470.647003 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 481.566986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 492.850006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 499.675995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 482.933014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 466.901001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 500.777008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 492.308014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 187.796997 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.056673 0.440187 fi:0.685673. Ave ac:0.011450,0.032999 Best acc 0.056673 0.440187 Initialization: 5.655000 Memcpy Classifiers: 0.595000 Memcpy Instances: 7.311000 Kernel 1: 0.024000 Kernel 2: 88.846001 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005019 accuracy2:0.192674 Initialization: 5.625000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.740000 Kernel 1: 0.023000 Kernel 2: 93.176003 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.004644 0.447368 fi:0.651831. Ave ac:0.008819,0.012161 Initialization: 5.581000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.300000 Kernel 1: 0.023000 Kernel 2: 93.447998 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.004096 0.555556 fi:0.543937. Ave ac:0.010955,0.013844 Initialization: 5.638000 Memcpy Classifiers: 0.445000 Memcpy Instances: 7.661000 Kernel 1: 0.023000 Kernel 2: 91.674004 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.004645 0.531250 fi:0.567946. Ave ac:0.011093,0.013325 Initialization: 5.795000 Memcpy Classifiers: 0.424000 Memcpy Instances: 7.271000 Kernel 1: 0.024000 Kernel 2: 89.667999 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.006556 0.510638 fi:0.587536. Ave ac:0.011748,0.014324 Initialization: 5.633000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.356000 Kernel 1: 0.024000 Kernel 2: 88.353996 Copyback: 0.018000 Sum: 0.029000 It 4,Best ac:0.004642 0.531250 fi:0.567950. Ave ac:0.012825,0.015025 Initialization: 5.538000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.309000 Kernel 1: 0.024000 Kernel 2: 92.260002 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.005190 0.558824 fi:0.540079. Ave ac:0.011344,0.013688 Initialization: 5.559000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.303000 Kernel 1: 0.023000 Kernel 2: 91.639999 Copyback: 0.024000 Sum: 0.035000 It 6,Best ac:0.004370 0.533333 fi:0.566013. Ave ac:0.010765,0.011660 Initialization: 5.587000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.251000 Kernel 1: 0.024000 Kernel 2: 89.821999 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.003552 0.520000 fi:0.579783. Ave ac:0.009204,0.010356 Initialization: 6.773000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.288000 Kernel 1: 0.023000 Kernel 2: 89.244003 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.003279 0.571429 fi:0.528501. Ave ac:0.010330,0.010541 Initialization: 5.670000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.732000 Kernel 1: 0.023000 Kernel 2: 91.820999 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.006556 0.631579 fi:0.466595. Ave ac:0.008756,0.010646 Iteration 10:MDL fitness activated Error 0.466595 TL 0.029654 MDL Theory Length Weight: 5.2449109689 (1) Initialization: 5.590000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.255000 Kernel 1: 0.024000 Kernel 2: 90.221001 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.007375 0.658537 fi:0.619247. Ave ac:0.009253,0.010783 Initialization: 6.015000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.273000 Kernel 1: 0.023000 Kernel 2: 86.968002 Copyback: 0.371000 Sum: 0.030000 It 11,Best ac:0.008194 0.576923 fi:0.593149. Ave ac:0.012219,0.014429 Initialization: 5.568000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.260000 Kernel 1: 0.024000 Kernel 2: 82.019997 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.004645 0.772727 fi:0.455926. Ave ac:0.016011,0.019383 Initialization: 5.584000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.282000 Kernel 1: 0.023000 Kernel 2: 79.441002 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.004096 0.681818 fi:0.507070. Ave ac:0.019559,0.022742 Initialization: 5.518000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.262000 Kernel 1: 0.023000 Kernel 2: 77.572998 Copyback: 0.017000 Sum: 0.026000 It 14,Best ac:0.004098 0.555556 fi:0.684485. Ave ac:0.013731,0.018392 Initialization: 5.617000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.324000 Kernel 1: 0.023000 Kernel 2: 75.175003 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.002458 0.750000 fi:0.635529. Ave ac:0.019435,0.023906 Initialization: 5.671000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.264000 Kernel 1: 0.023000 Kernel 2: 70.841003 Copyback: 0.017000 Sum: 0.024000 It 16,Best ac:0.003005 0.647059 fi:0.521758. Ave ac:0.018119,0.023335 Initialization: 5.539000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.467000 Kernel 1: 0.023000 Kernel 2: 70.314003 Copyback: 0.017000 Sum: 0.024000 It 17,Best ac:0.006281 0.589744 fi:0.590860. Ave ac:0.016493,0.024345 Initialization: 5.636000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.459000 Kernel 1: 0.023000 Kernel 2: 70.081001 Copyback: 0.016000 Sum: 0.021000 It 18,Best ac:0.003277 0.705882 fi:0.480790. Ave ac:0.022226,0.030181 Initialization: 5.729000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.376000 Kernel 1: 0.023000 Kernel 2: 70.151001 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.002731 0.909091 fi:0.395706. Ave ac:0.022393,0.029089 Initialization: 5.563000 Memcpy Classifiers: 0.262000 Memcpy Instances: 7.283000 Kernel 1: 0.023000 Kernel 2: 67.712997 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.004645 0.629630 fi:0.557898. Ave ac:0.020509,0.030932 Initialization: 5.613000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.285000 Kernel 1: 0.024000 Kernel 2: 66.589996 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.004372 0.695652 fi:0.461480. Ave ac:0.022760,0.035261 Initialization: 5.574000 Memcpy Classifiers: 0.267000 Memcpy Instances: 7.337000 Kernel 1: 0.022000 Kernel 2: 65.117996 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.003279 0.750000 fi:0.437405. Ave ac:0.023107,0.034052 Initialization: 5.642000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.381000 Kernel 1: 0.023000 Kernel 2: 64.622002 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.006831 0.641026 fi:0.535083. Ave ac:0.020457,0.030382 Initialization: 5.544000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.266000 Kernel 1: 0.024000 Kernel 2: 62.397999 Copyback: 0.017000 Sum: 0.020000 It 24,Best ac:0.004372 0.640000 fi:0.502956. Ave ac:0.020140,0.031636 Initialization: 6.478000 Memcpy Classifiers: 0.305000 Memcpy Instances: 7.279000 Kernel 1: 0.023000 Kernel 2: 61.886002 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.003552 0.764706 fi:0.393854. Ave ac:0.020937,0.034207 Initialization: 5.563000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.267000 Kernel 1: 0.023000 Kernel 2: 62.620998 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.003005 0.916667 fi:0.288157. Ave ac:0.018497,0.036137 Initialization: 5.676000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.311000 Kernel 1: 0.024000 Kernel 2: 61.875999 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.002731 0.769231 fi:0.479962. Ave ac:0.019405,0.039605 Initialization: 5.604000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.284000 Kernel 1: 0.024000 Kernel 2: 64.848000 Copyback: 0.016000 Sum: 0.022000 It 28,Best ac:0.003005 0.733333 fi:0.472728. Ave ac:0.019002,0.040664 Initialization: 5.571000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.728000 Kernel 1: 0.022000 Kernel 2: 63.387001 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.003005 0.687500 fi:0.563347. Ave ac:0.021038,0.045692 Initialization: 5.640000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.282000 Kernel 1: 0.023000 Kernel 2: 63.047001 Copyback: 0.016000 Sum: 0.019000 It 30,Best ac:0.005738 0.656250 fi:0.492363. Ave ac:0.017500,0.038371 Initialization: 5.582000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.285000 Kernel 1: 0.023000 Kernel 2: 65.302002 Copyback: 0.016000 Sum: 0.020000 It 31,Best ac:0.003278 0.571429 fi:0.577565. Ave ac:0.018351,0.039582 Initialization: 5.631000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.314000 Kernel 1: 0.024000 Kernel 2: 62.494999 Copyback: 0.017000 Sum: 0.020000 It 32,Best ac:0.002458 0.900000 fi:0.453264. Ave ac:0.022147,0.043155 Initialization: 5.664000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.312000 Kernel 1: 0.023000 Kernel 2: 64.879997 Copyback: 0.017000 Sum: 0.020000 It 33,Best ac:0.002732 0.909091 fi:0.368621. Ave ac:0.027616,0.049158 Initialization: 30.242001 Memcpy Instances: 361.501007 Memcpy Classifiers: 0.052000 Kernel 1: 0.023000 Kernel 2: 445.765015 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 449.476013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 444.670990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 436.489990 Copyback: 0.014000 Sum: 0.003000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 460.231995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 444.847992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 440.835999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 439.015015 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 176.822006 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003715 0.496713 fi:0.646596. Ave ac:0.019700,0.067590 Best acc 0.003715 0.496713 Initialization: 6.000000 Memcpy Classifiers: 0.560000 Memcpy Instances: 7.993000 Kernel 1: 0.025000 Kernel 2: 89.540001 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.004303 accuracy2:0.180384 Initialization: 5.633000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.258000 Kernel 1: 0.024000 Kernel 2: 94.188004 Copyback: 0.017000 Sum: 0.030000 It 0,Best ac:0.004097 0.555556 fi:0.543934. Ave ac:0.008954,0.013845 Initialization: 5.590000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.262000 Kernel 1: 0.024000 Kernel 2: 98.438004 Copyback: 0.018000 Sum: 0.027000 It 1,Best ac:0.004097 0.500000 fi:0.599490. Ave ac:0.010934,0.013005 Initialization: 5.624000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.346000 Kernel 1: 0.022000 Kernel 2: 94.696999 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.004917 0.529412 fi:0.569642. Ave ac:0.011139,0.012616 Initialization: 5.568000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.434000 Kernel 1: 0.023000 Kernel 2: 91.610001 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.003825 0.608696 fi:0.490941. Ave ac:0.009780,0.010569 Initialization: 5.718000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.728000 Kernel 1: 0.022000 Kernel 2: 92.563004 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.005190 0.612903 fi:0.486000. Ave ac:0.009179,0.010297 Initialization: 5.709000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.259000 Kernel 1: 0.023000 Kernel 2: 90.594002 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.005461 0.512821 fi:0.585940. Ave ac:0.007102,0.008120 Initialization: 5.568000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.354000 Kernel 1: 0.023000 Kernel 2: 92.252998 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.004369 0.551724 fi:0.547622. Ave ac:0.008277,0.008831 Initialization: 5.635000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.254000 Kernel 1: 0.024000 Kernel 2: 91.740997 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003279 0.631579 fi:0.468351. Ave ac:0.009216,0.009769 Initialization: 5.589000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.274000 Kernel 1: 0.023000 Kernel 2: 92.924004 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.003552 0.565217 fi:0.534566. Ave ac:0.009240,0.008062 Initialization: 5.604000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.741000 Kernel 1: 0.023000 Kernel 2: 90.694000 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.003278 0.705882 fi:0.394050. Ave ac:0.008671,0.007432 Iteration 10:MDL fitness activated Error 0.394050 TL 0.044999 MDL Theory Length Weight: 2.9189361896 (1) Initialization: 5.544000 Memcpy Classifiers: 0.438000 Memcpy Instances: 7.262000 Kernel 1: 0.061000 Kernel 2: 94.492996 Copyback: 0.018000 Sum: 0.034000 It 10,Best ac:0.004370 0.592593 fi:0.616794. Ave ac:0.006980,0.006273 Initialization: 5.650000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.273000 Kernel 1: 0.024000 Kernel 2: 91.003998 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.005738 0.600000 fi:0.575052. Ave ac:0.008428,0.007807 Initialization: 5.621000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.296000 Kernel 1: 0.023000 Kernel 2: 91.280998 Copyback: 0.017000 Sum: 0.027000 It 12,Best ac:0.003824 0.736842 fi:0.472418. Ave ac:0.010535,0.010467 Initialization: 5.594000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.466000 Kernel 1: 0.023000 Kernel 2: 88.811996 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.003279 0.705882 fi:0.493723. Ave ac:0.011481,0.011473 Initialization: 5.587000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.833000 Kernel 1: 0.023000 Kernel 2: 88.127998 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.003824 0.736842 fi:0.467428. Ave ac:0.010564,0.010365 Initialization: 5.644000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.289000 Kernel 1: 0.024000 Kernel 2: 85.802002 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.004096 0.750000 fi:0.473532. Ave ac:0.011540,0.012210 Initialization: 5.657000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.298000 Kernel 1: 0.024000 Kernel 2: 82.882004 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.006827 0.581395 fi:0.595562. Ave ac:0.009490,0.010234 Initialization: 5.687000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.261000 Kernel 1: 0.024000 Kernel 2: 85.126999 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.004918 0.720000 fi:0.454988. Ave ac:0.010617,0.010796 Initialization: 5.642000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.256000 Kernel 1: 0.024000 Kernel 2: 84.477997 Copyback: 0.018000 Sum: 0.031000 It 18,Best ac:0.004372 0.571429 fi:0.576857. Ave ac:0.008208,0.008928 Initialization: 5.585000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.282000 Kernel 1: 0.023000 Kernel 2: 81.123001 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.003552 0.684211 fi:0.467528. Ave ac:0.010591,0.014077 Initialization: 5.595000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.449000 Kernel 1: 0.023000 Kernel 2: 83.434998 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.003824 0.700000 fi:0.467932. Ave ac:0.008753,0.009614 Initialization: 5.582000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.779000 Kernel 1: 0.021000 Kernel 2: 82.746002 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.003278 0.600000 fi:0.548875. Ave ac:0.009325,0.011646 Initialization: 6.121000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.271000 Kernel 1: 0.023000 Kernel 2: 80.417000 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.002732 1.000000 fi:0.299114. Ave ac:0.008764,0.010014 Initialization: 5.601000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.336000 Kernel 1: 0.023000 Kernel 2: 82.760002 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.007104 0.684211 fi:0.495279. Ave ac:0.008060,0.010928 Initialization: 5.628000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.286000 Kernel 1: 0.022000 Kernel 2: 84.175003 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.003551 0.684211 fi:0.505639. Ave ac:0.008793,0.011463 Initialization: 5.573000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.273000 Kernel 1: 0.023000 Kernel 2: 82.584000 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.003279 0.800000 fi:0.404561. Ave ac:0.008793,0.008311 Initialization: 5.584000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.253000 Kernel 1: 0.023000 Kernel 2: 80.237000 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.006557 0.666667 fi:0.476494. Ave ac:0.007425,0.008098 Initialization: 5.615000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.401000 Kernel 1: 0.023000 Kernel 2: 82.916000 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.004915 0.642857 fi:0.524393. Ave ac:0.009410,0.010570 Initialization: 5.591000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.357000 Kernel 1: 0.023000 Kernel 2: 80.768997 Copyback: 0.018000 Sum: 0.031000 It 28,Best ac:0.003278 0.750000 fi:0.431703. Ave ac:0.008784,0.008098 Initialization: 6.213000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.336000 Kernel 1: 0.023000 Kernel 2: 79.008003 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.003552 0.684211 fi:0.484309. Ave ac:0.007961,0.008425 Initialization: 5.678000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.263000 Kernel 1: 0.023000 Kernel 2: 80.885002 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.003278 0.750000 fi:0.424610. Ave ac:0.007804,0.007248 Initialization: 7.753000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.289000 Kernel 1: 0.023000 Kernel 2: 83.075996 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.004097 0.833333 fi:0.334451. Ave ac:0.008175,0.008192 MDL Theory Length Weight: 2.6270425707 (10) Initialization: 5.691000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.277000 Kernel 1: 0.024000 Kernel 2: 80.287003 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.004370 0.727273 fi:0.410523. Ave ac:0.008216,0.006992 Initialization: 5.558000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.451000 Kernel 1: 0.022000 Kernel 2: 80.935997 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.002732 0.769231 fi:0.491192. Ave ac:0.006311,0.006719 Initialization: 30.212999 Memcpy Instances: 361.183014 Memcpy Classifiers: 0.070000 Kernel 1: 0.024000 Kernel 2: 568.257019 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 559.801025 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 583.223022 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 595.205994 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 585.744019 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 579.445984 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.071000 Kernel 1: 0.018000 Kernel 2: 575.492004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 571.067993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 225.966003 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003999 0.518414 fi:0.642507. Ave ac:0.007143,0.020115 Best acc 0.003999 0.518414 Rule:Att PSSM_-3_12 is [<-1.580894]|Att PSSM_-1_4 is [<1.028196]|Att PSSM_-1_7 is [-5.634291,4.517003]|Att PSSM_-1_13 is [-6.776294,10.281380]|Att PSSM_-1_15 is [-4.912420,0.912420]|Att PSSM_0_2 is [<-2.558717]|Att PSSM_0_4 is [-7.227957,-2.772043]|Att PSSM_4_12 is [<-2.409901]|1 Accuracy : 0.785499 0 1 147685 16395 33935 36623 Removed 1412 instances. 181620 Instances left. Acc of rule 0.003999-0.518414 Initialization: 5.547000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.411000 Kernel 1: 0.025000 Kernel 2: 94.267998 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005204 accuracy2:0.173106 Initialization: 5.522000 Memcpy Classifiers: 0.939000 Memcpy Instances: 7.256000 Kernel 1: 0.023000 Kernel 2: 95.892998 Copyback: 0.016000 Sum: 0.040000 It 0,Best ac:0.003028 0.440000 fi:0.683114. Ave ac:0.008504,0.012377 Initialization: 5.564000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.246000 Kernel 1: 0.024000 Kernel 2: 95.425003 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.004130 0.500000 fi:0.599444. Ave ac:0.012795,0.015611 Initialization: 5.579000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.382000 Kernel 1: 0.022000 Kernel 2: 92.264999 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.005780 0.488372 fi:0.610174. Ave ac:0.012222,0.015096 Initialization: 5.585000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.238000 Kernel 1: 0.023000 Kernel 2: 90.334999 Copyback: 0.016000 Sum: 0.031000 It 3,Best ac:0.006057 0.478261 fi:0.620130. Ave ac:0.012578,0.015180 Initialization: 5.599000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.558000 Kernel 1: 0.023000 Kernel 2: 91.447998 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004955 0.600000 fi:0.498995. Ave ac:0.010852,0.013303 Initialization: 5.545000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.101000 Kernel 1: 0.022000 Kernel 2: 88.363998 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.003028 0.687500 fi:0.435614. Ave ac:0.009740,0.010465 Initialization: 5.589000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.354000 Kernel 1: 0.022000 Kernel 2: 84.723000 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.006606 0.615385 fi:0.482712. Ave ac:0.007174,0.007739 Initialization: 5.510000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.482000 Kernel 1: 0.023000 Kernel 2: 80.685997 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003855 0.538462 fi:0.561133. Ave ac:0.006081,0.006559 Initialization: 5.574000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.208000 Kernel 1: 0.023000 Kernel 2: 81.293999 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.003303 0.666667 fi:0.433227. Ave ac:0.009317,0.009517 Initialization: 5.666000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.301000 Kernel 1: 0.022000 Kernel 2: 81.125999 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003578 0.684211 fi:0.415533. Ave ac:0.008961,0.009244 Iteration 10:MDL fitness activated Error 0.415533 TL 0.031504 MDL Theory Length Weight: 4.3966880354 (1) Initialization: 5.544000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.202000 Kernel 1: 0.024000 Kernel 2: 78.027000 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.005507 0.645161 fi:0.565024. Ave ac:0.009010,0.009317 Initialization: 5.493000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.274000 Kernel 1: 0.023000 Kernel 2: 80.706001 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.002754 0.769231 fi:0.562123. Ave ac:0.009219,0.011843 Initialization: 5.515000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.288000 Kernel 1: 0.023000 Kernel 2: 77.679001 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.004130 0.681818 fi:0.553287. Ave ac:0.012262,0.014038 Initialization: 5.575000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.256000 Kernel 1: 0.023000 Kernel 2: 79.253998 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003029 0.647059 fi:0.606587. Ave ac:0.011113,0.011322 Initialization: 6.722000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.281000 Kernel 1: 0.022000 Kernel 2: 78.337997 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.005780 0.636364 fi:0.576184. Ave ac:0.014412,0.016713 Initialization: 5.745000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.278000 Kernel 1: 0.023000 Kernel 2: 73.792000 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.007434 0.613636 fi:0.568466. Ave ac:0.016939,0.019293 Initialization: 5.560000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.236000 Kernel 1: 0.022000 Kernel 2: 71.612999 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.003579 0.619048 fi:0.549350. Ave ac:0.014573,0.020052 Initialization: 5.632000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.201000 Kernel 1: 0.023000 Kernel 2: 71.489998 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.006056 0.758621 fi:0.432464. Ave ac:0.015164,0.016522 Initialization: 5.568000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.205000 Kernel 1: 0.024000 Kernel 2: 72.359001 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.004404 0.941176 fi:0.232447. Ave ac:0.012922,0.016111 Initialization: 5.595000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.246000 Kernel 1: 0.022000 Kernel 2: 71.732002 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.003028 0.687500 fi:0.508666. Ave ac:0.009849,0.014794 Initialization: 5.547000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.664000 Kernel 1: 0.022000 Kernel 2: 70.792999 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.003578 0.650000 fi:0.532021. Ave ac:0.009734,0.013258 Initialization: 6.729000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.824000 Kernel 1: 0.023000 Kernel 2: 68.970001 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.003029 0.733333 fi:0.481405. Ave ac:0.010394,0.011903 Initialization: 5.568000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.717000 Kernel 1: 0.022000 Kernel 2: 68.823997 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.003855 0.636364 fi:0.561007. Ave ac:0.007615,0.008665 Initialization: 5.549000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.216000 Kernel 1: 0.024000 Kernel 2: 70.500000 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.003303 0.666667 fi:0.505620. Ave ac:0.008972,0.009822 Initialization: 5.549000 Memcpy Classifiers: 0.326000 Memcpy Instances: 7.224000 Kernel 1: 0.023000 Kernel 2: 72.106003 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.004129 0.652174 fi:0.515508. Ave ac:0.011465,0.015188 Initialization: 5.559000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.698000 Kernel 1: 0.022000 Kernel 2: 72.147003 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.004682 0.566667 fi:0.575754. Ave ac:0.008642,0.017594 Initialization: 5.555000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.330000 Kernel 1: 0.023000 Kernel 2: 68.945000 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.004681 0.653846 fi:0.511351. Ave ac:0.011949,0.021293 Initialization: 5.487000 Memcpy Classifiers: 0.292000 Memcpy Instances: 7.331000 Kernel 1: 0.023000 Kernel 2: 73.278999 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.003580 0.764706 fi:0.470696. Ave ac:0.011522,0.020227 MDL Theory Length Weight: 3.9570192318 (10) Initialization: 5.561000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.416000 Kernel 1: 0.023000 Kernel 2: 72.251999 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.003580 0.684211 fi:0.469276. Ave ac:0.010290,0.025415 Initialization: 5.522000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.247000 Kernel 1: 0.023000 Kernel 2: 70.896004 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.004955 0.642857 fi:0.511311. Ave ac:0.010807,0.023646 Initialization: 5.537000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.291000 Kernel 1: 0.023000 Kernel 2: 71.283997 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.005782 0.538462 fi:0.596194. Ave ac:0.010222,0.023684 Initialization: 5.706000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.292000 Kernel 1: 0.023000 Kernel 2: 71.212997 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.003854 0.666667 fi:0.498081. Ave ac:0.013635,0.029798 Initialization: 5.502000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.327000 Kernel 1: 0.024000 Kernel 2: 69.198997 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.003303 0.666667 fi:0.502865. Ave ac:0.016795,0.032901 Initialization: 5.515000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.703000 Kernel 1: 0.023000 Kernel 2: 69.419998 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.004130 0.714286 fi:0.422370. Ave ac:0.014243,0.030090 Initialization: 30.768000 Memcpy Instances: 358.415985 Memcpy Classifiers: 0.067000 Kernel 1: 0.027000 Kernel 2: 602.681030 Copyback: 0.016000 Sum: 0.012000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 501.214996 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 594.469971 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 505.199005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 579.479980 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 596.703979 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 586.466980 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 485.304993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 145.770004 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005335 0.482570 fi:0.652327. Ave ac:0.013421,0.045188 Best acc 0.005335 0.482570 Initialization: 5.757000 Memcpy Classifiers: 0.613000 Memcpy Instances: 7.207000 Kernel 1: 0.026000 Kernel 2: 90.202003 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.004560 accuracy2:0.174552 Initialization: 5.598000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.201000 Kernel 1: 0.024000 Kernel 2: 95.599998 Copyback: 0.017000 Sum: 0.045000 It 0,Best ac:0.003303 0.666667 fi:0.433227. Ave ac:0.008782,0.010549 Initialization: 5.551000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.207000 Kernel 1: 0.025000 Kernel 2: 95.198997 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.003854 0.437500 fi:0.662094. Ave ac:0.009856,0.012128 Initialization: 5.708000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.207000 Kernel 1: 0.022000 Kernel 2: 95.086998 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.002753 0.666667 fi:0.536164. Ave ac:0.011028,0.013776 Initialization: 5.628000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.201000 Kernel 1: 0.023000 Kernel 2: 94.195000 Copyback: 0.018000 Sum: 0.032000 It 3,Best ac:0.004957 0.600000 fi:0.498991. Ave ac:0.010676,0.012364 Initialization: 5.567000 Memcpy Classifiers: 0.461000 Memcpy Instances: 7.188000 Kernel 1: 0.024000 Kernel 2: 92.928001 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.005233 0.655172 fi:0.443669. Ave ac:0.010149,0.012375 Initialization: 5.574000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.222000 Kernel 1: 0.023000 Kernel 2: 88.954002 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.003029 0.611111 fi:0.510709. Ave ac:0.009270,0.011174 Initialization: 5.570000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.315000 Kernel 1: 0.023000 Kernel 2: 87.515999 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.003854 0.700000 fi:0.399594. Ave ac:0.010476,0.012586 Initialization: 5.553000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.654000 Kernel 1: 0.023000 Kernel 2: 83.866997 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.005507 0.571429 fi:0.527263. Ave ac:0.008919,0.010885 Initialization: 5.596000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.226000 Kernel 1: 0.023000 Kernel 2: 81.926003 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.006881 0.641026 fi:0.456921. Ave ac:0.009953,0.011852 Initialization: 5.557000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.333000 Kernel 1: 0.023000 Kernel 2: 83.323997 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.003855 0.700000 fi:0.399594. Ave ac:0.008673,0.011410 Iteration 10:MDL fitness activated Error 0.399594 TL 0.041357 MDL Theory Length Weight: 3.2207063143 (4) Initialization: 5.676000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.204000 Kernel 1: 0.023000 Kernel 2: 81.280998 Copyback: 0.024000 Sum: 0.037000 It 10,Best ac:0.003303 0.600000 fi:0.581455. Ave ac:0.006966,0.009724 Initialization: 5.494000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.226000 Kernel 1: 0.023000 Kernel 2: 77.303001 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.003304 0.666667 fi:0.521007. Ave ac:0.009117,0.012809 Initialization: 5.580000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.191000 Kernel 1: 0.023000 Kernel 2: 75.358002 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.003303 0.705882 fi:0.482460. Ave ac:0.007597,0.009335 Initialization: 5.559000 Memcpy Classifiers: 0.401000 Memcpy Instances: 7.189000 Kernel 1: 0.023000 Kernel 2: 73.001999 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.002753 0.769231 fi:0.524766. Ave ac:0.008510,0.011254 Initialization: 5.525000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.203000 Kernel 1: 0.023000 Kernel 2: 74.241997 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.004129 0.833333 fi:0.358095. Ave ac:0.009026,0.012673 Initialization: 5.574000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.193000 Kernel 1: 0.023000 Kernel 2: 70.894997 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.003029 0.647059 fi:0.552265. Ave ac:0.007074,0.009840 Initialization: 5.516000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.204000 Kernel 1: 0.023000 Kernel 2: 72.363998 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.003578 0.866667 fi:0.308873. Ave ac:0.009068,0.012184 Initialization: 5.536000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.202000 Kernel 1: 0.023000 Kernel 2: 71.945999 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.003028 0.647059 fi:0.528784. Ave ac:0.007473,0.010275 Initialization: 5.501000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.257000 Kernel 1: 0.022000 Kernel 2: 69.446999 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.003579 0.650000 fi:0.533839. Ave ac:0.006854,0.012065 Initialization: 5.473000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.254000 Kernel 1: 0.023000 Kernel 2: 70.392998 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.005780 0.677419 fi:0.505732. Ave ac:0.007773,0.011442 Initialization: 5.605000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.242000 Kernel 1: 0.023000 Kernel 2: 71.069000 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.003303 0.705882 fi:0.480757. Ave ac:0.011123,0.013140 Initialization: 5.593000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.220000 Kernel 1: 0.022000 Kernel 2: 70.163002 Copyback: 0.016000 Sum: 0.028000 It 21,Best ac:0.003305 0.800000 fi:0.360019. Ave ac:0.009757,0.011636 Initialization: 5.562000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.194000 Kernel 1: 0.024000 Kernel 2: 70.862999 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.004130 0.600000 fi:0.566992. Ave ac:0.006653,0.006892 Initialization: 5.539000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.196000 Kernel 1: 0.024000 Kernel 2: 71.068001 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.003854 0.823529 fi:0.359120. Ave ac:0.009978,0.012947 Initialization: 5.579000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.192000 Kernel 1: 0.024000 Kernel 2: 70.925003 Copyback: 0.020000 Sum: 0.032000 It 24,Best ac:0.003303 0.631579 fi:0.514903. Ave ac:0.009494,0.016297 Initialization: 5.596000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.189000 Kernel 1: 0.023000 Kernel 2: 67.863998 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.004130 0.625000 fi:0.531474. Ave ac:0.007348,0.011106 MDL Theory Length Weight: 2.8986356828 (10) Initialization: 5.666000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.659000 Kernel 1: 0.023000 Kernel 2: 67.695000 Copyback: 0.018000 Sum: 0.028000 It 26,Best ac:0.007709 0.756757 fi:0.401451. Ave ac:0.010191,0.015356 Initialization: 5.604000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.233000 Kernel 1: 0.023000 Kernel 2: 69.883003 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.009083 0.634615 fi:0.502898. Ave ac:0.009665,0.013906 Initialization: 5.614000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.231000 Kernel 1: 0.022000 Kernel 2: 69.489998 Copyback: 0.018000 Sum: 0.025000 It 28,Best ac:0.003029 0.785714 fi:0.396987. Ave ac:0.009153,0.016587 Initialization: 5.610000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.200000 Kernel 1: 0.023000 Kernel 2: 71.182999 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.004130 0.625000 fi:0.528602. Ave ac:0.007126,0.011737 Initialization: 5.568000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.201000 Kernel 1: 0.023000 Kernel 2: 73.490997 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.003303 0.631579 fi:0.521763. Ave ac:0.008517,0.014773 Initialization: 5.514000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.223000 Kernel 1: 0.023000 Kernel 2: 69.636002 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.002753 0.909091 fi:0.366403. Ave ac:0.010328,0.014935 Initialization: 5.538000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.197000 Kernel 1: 0.023000 Kernel 2: 69.107002 Copyback: 0.018000 Sum: 0.026000 It 32,Best ac:0.003580 0.650000 fi:0.499911. Ave ac:0.010437,0.014466 Initialization: 5.577000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.199000 Kernel 1: 0.023000 Kernel 2: 69.954002 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.003578 0.812500 fi:0.357545. Ave ac:0.009534,0.015479 Initialization: 30.101000 Memcpy Instances: 359.838013 Memcpy Classifiers: 0.072000 Kernel 1: 0.025000 Kernel 2: 515.828979 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 589.789001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 600.481995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 605.674988 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 592.325012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 617.119019 Copyback: 0.015000 Sum: 0.004000 Memcpy Classifiers: 0.070000 Kernel 1: 0.015000 Kernel 2: 500.035004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 608.906006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 155.908997 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.044180 0.463520 fi:0.661410. Ave ac:0.006339,0.019790 Best acc 0.044180 0.463520 Initialization: 5.565000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.541000 Kernel 1: 0.024000 Kernel 2: 90.153999 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005806 accuracy2:0.181702 Initialization: 5.506000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.189000 Kernel 1: 0.024000 Kernel 2: 99.233002 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.003029 0.500000 fi:0.621820. Ave ac:0.009666,0.013540 Initialization: 5.530000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.723000 Kernel 1: 0.023000 Kernel 2: 97.499001 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.006331 0.575000 fi:0.523246. Ave ac:0.011727,0.015777 Initialization: 5.584000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.202000 Kernel 1: 0.023000 Kernel 2: 97.901001 Copyback: 0.016000 Sum: 0.034000 It 2,Best ac:0.008533 0.476923 fi:0.620125. Ave ac:0.011829,0.015258 Initialization: 5.577000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.226000 Kernel 1: 0.024000 Kernel 2: 94.211998 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.003303 0.666667 fi:0.433227. Ave ac:0.011288,0.011993 Initialization: 5.585000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.320000 Kernel 1: 0.023000 Kernel 2: 92.733002 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.005780 0.656250 fi:0.442296. Ave ac:0.010635,0.012160 Initialization: 5.606000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.214000 Kernel 1: 0.024000 Kernel 2: 94.436996 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.003029 0.647059 fi:0.476055. Ave ac:0.010177,0.011350 Initialization: 5.737000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.238000 Kernel 1: 0.022000 Kernel 2: 93.422997 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.005780 0.538462 fi:0.560084. Ave ac:0.009032,0.010263 Initialization: 5.653000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.263000 Kernel 1: 0.023000 Kernel 2: 94.184998 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004130 0.652174 fi:0.447270. Ave ac:0.008243,0.009660 Initialization: 5.502000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.321000 Kernel 1: 0.024000 Kernel 2: 94.154999 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.009359 0.607143 fi:0.489456. Ave ac:0.007264,0.008651 Initialization: 5.548000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.331000 Kernel 1: 0.023000 Kernel 2: 91.605003 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.003579 0.650000 fi:0.449741. Ave ac:0.009460,0.011044 Iteration 10:MDL fitness activated Error 0.449741 TL 0.032542 MDL Theory Length Weight: 4.6067514532 (7) Initialization: 5.725000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.256000 Kernel 1: 0.023000 Kernel 2: 91.347000 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.003029 0.611111 fi:0.670131. Ave ac:0.008107,0.007597 Initialization: 5.485000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.702000 Kernel 1: 0.023000 Kernel 2: 88.863998 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.014042 0.579545 fi:0.643721. Ave ac:0.008728,0.008773 Initialization: 5.963000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.291000 Kernel 1: 0.022000 Kernel 2: 90.120003 Copyback: 0.047000 Sum: 0.031000 It 12,Best ac:0.002753 0.769231 fi:0.563446. Ave ac:0.009476,0.012123 Initialization: 5.563000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.380000 Kernel 1: 0.022000 Kernel 2: 86.391998 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.003579 0.764706 fi:0.534085. Ave ac:0.010829,0.013532 Initialization: 5.524000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.319000 Kernel 1: 0.023000 Kernel 2: 87.816002 Copyback: 0.016000 Sum: 0.028000 It 14,Best ac:0.003578 0.590909 fi:0.637224. Ave ac:0.009474,0.010551 Initialization: 5.554000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.273000 Kernel 1: 0.024000 Kernel 2: 87.418999 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.004131 0.681818 fi:0.542322. Ave ac:0.010329,0.011038 Initialization: 5.989000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.055000 Kernel 1: 0.023000 Kernel 2: 85.186996 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004679 0.680000 fi:0.527231. Ave ac:0.011350,0.013897 Initialization: 5.708000 Memcpy Classifiers: 0.343000 Memcpy Instances: 7.198000 Kernel 1: 0.023000 Kernel 2: 83.824997 Copyback: 0.016000 Sum: 0.044000 It 17,Best ac:0.003579 0.764706 fi:0.443124. Ave ac:0.009898,0.012127 Initialization: 5.464000 Memcpy Classifiers: 0.387000 Memcpy Instances: 7.188000 Kernel 1: 0.024000 Kernel 2: 81.337997 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.005233 0.703704 fi:0.510857. Ave ac:0.008765,0.013580 Initialization: 5.515000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.250000 Kernel 1: 0.024000 Kernel 2: 80.448997 Copyback: 0.018000 Sum: 0.029000 It 19,Best ac:0.003028 0.687500 fi:0.541515. Ave ac:0.009453,0.012647 Initialization: 5.507000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.258000 Kernel 1: 0.023000 Kernel 2: 81.648003 Copyback: 0.018000 Sum: 0.029000 It 20,Best ac:0.002753 0.714286 fi:0.607435. Ave ac:0.009722,0.015468 Initialization: 5.678000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.286000 Kernel 1: 0.023000 Kernel 2: 79.072998 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.003578 0.684211 fi:0.494050. Ave ac:0.012816,0.021083 Initialization: 5.551000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.247000 Kernel 1: 0.022000 Kernel 2: 77.132004 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.003028 0.846154 fi:0.394814. Ave ac:0.012041,0.019026 Initialization: 5.625000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.417000 Kernel 1: 0.023000 Kernel 2: 76.189003 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.003578 0.684211 fi:0.509277. Ave ac:0.009545,0.016137 Initialization: 5.528000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.258000 Kernel 1: 0.023000 Kernel 2: 72.327003 Copyback: 0.016000 Sum: 0.030000 It 24,Best ac:0.002753 0.769231 fi:0.483656. Ave ac:0.009345,0.014371 Initialization: 5.541000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.232000 Kernel 1: 0.024000 Kernel 2: 72.378998 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.003028 0.846154 fi:0.381792. Ave ac:0.010995,0.019789 Initialization: 5.513000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.743000 Kernel 1: 0.022000 Kernel 2: 71.791000 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.002753 0.769231 fi:0.506712. Ave ac:0.011834,0.018105 Initialization: 5.563000 Memcpy Classifiers: 0.429000 Memcpy Instances: 7.659000 Kernel 1: 0.023000 Kernel 2: 69.876999 Copyback: 0.016000 Sum: 0.024000 It 27,Best ac:0.007159 0.787879 fi:0.415222. Ave ac:0.013800,0.022942 Initialization: 6.102000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.213000 Kernel 1: 0.023000 Kernel 2: 69.415001 Copyback: 0.016000 Sum: 0.024000 It 28,Best ac:0.003029 0.733333 fi:0.496573. Ave ac:0.015164,0.024303 Initialization: 6.049000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.260000 Kernel 1: 0.022000 Kernel 2: 71.134003 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.008808 0.761905 fi:0.411212. Ave ac:0.013402,0.019399 Initialization: 5.591000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.261000 Kernel 1: 0.023000 Kernel 2: 71.140999 Copyback: 0.018000 Sum: 0.026000 It 30,Best ac:0.003854 0.875000 fi:0.354440. Ave ac:0.013957,0.024820 Initialization: 5.515000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.202000 Kernel 1: 0.023000 Kernel 2: 70.961998 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.004679 0.680000 fi:0.500374. Ave ac:0.011997,0.018314 Initialization: 5.576000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.302000 Kernel 1: 0.022000 Kernel 2: 72.287003 Copyback: 0.016000 Sum: 0.025000 It 32,Best ac:0.004679 0.850000 fi:0.324861. Ave ac:0.011439,0.022217 Initialization: 5.567000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.225000 Kernel 1: 0.024000 Kernel 2: 72.749001 Copyback: 0.019000 Sum: 0.032000 It 33,Best ac:0.003304 0.600000 fi:0.524262. Ave ac:0.008062,0.015236 Initialization: 30.781000 Memcpy Instances: 358.300995 Memcpy Classifiers: 0.082000 Kernel 1: 0.023000 Kernel 2: 596.210999 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 500.612000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 586.726990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 493.765015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 603.706970 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 578.065002 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.123000 Kernel 1: 0.015000 Kernel 2: 576.931030 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 496.494995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 153.770996 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004041 0.532656 fi:0.672139. Ave ac:0.012332,0.038103 Best acc 0.004041 0.532656 Initialization: 5.672000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.212000 Kernel 1: 0.024000 Kernel 2: 90.024002 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.004760 accuracy2:0.169742 Initialization: 5.673000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.298000 Kernel 1: 0.022000 Kernel 2: 91.627998 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.005231 0.463415 fi:0.635431. Ave ac:0.008120,0.011301 Initialization: 5.728000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.201000 Kernel 1: 0.025000 Kernel 2: 95.619003 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.003854 0.500000 fi:0.599594. Ave ac:0.010101,0.013174 Initialization: 5.464000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.244000 Kernel 1: 0.024000 Kernel 2: 92.528000 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.004131 0.517241 fi:0.582200. Ave ac:0.009511,0.011800 Initialization: 5.596000 Memcpy Classifiers: 1.425000 Memcpy Instances: 7.491000 Kernel 1: 0.022000 Kernel 2: 90.915001 Copyback: 0.016000 Sum: 0.028000 It 3,Best ac:0.004129 0.517241 fi:0.582203. Ave ac:0.009229,0.009965 Initialization: 5.506000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.251000 Kernel 1: 0.023000 Kernel 2: 88.361000 Copyback: 0.018000 Sum: 0.032000 It 4,Best ac:0.003304 0.521739 fi:0.578155. Ave ac:0.009009,0.010019 Initialization: 5.539000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.700000 Kernel 1: 0.023000 Kernel 2: 87.829002 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.006333 0.534884 fi:0.563357. Ave ac:0.009287,0.010785 Initialization: 5.475000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.254000 Kernel 1: 0.022000 Kernel 2: 85.981003 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005231 0.612903 fi:0.485942. Ave ac:0.009738,0.010466 Initialization: 5.639000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.196000 Kernel 1: 0.023000 Kernel 2: 84.399002 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.003304 0.600000 fi:0.499894. Ave ac:0.009360,0.009555 Initialization: 5.435000 Memcpy Classifiers: 0.365000 Memcpy Instances: 7.283000 Kernel 1: 0.022000 Kernel 2: 84.825996 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.005233 0.678571 fi:0.420270. Ave ac:0.009231,0.010638 Initialization: 5.589000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.248000 Kernel 1: 0.023000 Kernel 2: 87.083000 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.003578 0.722222 fi:0.377522. Ave ac:0.008350,0.008574 Iteration 10:MDL fitness activated Error 0.377522 TL 0.030871 MDL Theory Length Weight: 4.0762940058 (1) Initialization: 5.514000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.242000 Kernel 1: 0.023000 Kernel 2: 84.363998 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.003029 0.647059 fi:0.607190. Ave ac:0.008078,0.007964 Initialization: 5.653000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.192000 Kernel 1: 0.023000 Kernel 2: 87.362999 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.003303 0.666667 fi:0.542849. Ave ac:0.009767,0.009730 Initialization: 5.650000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.210000 Kernel 1: 0.023000 Kernel 2: 84.855003 Copyback: 0.016000 Sum: 0.059000 It 12,Best ac:0.010184 0.616667 fi:0.588266. Ave ac:0.011648,0.011026 Initialization: 5.568000 Memcpy Classifiers: 0.370000 Memcpy Instances: 7.286000 Kernel 1: 0.023000 Kernel 2: 85.635002 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.003854 0.666667 fi:0.526813. Ave ac:0.010650,0.010756 Initialization: 5.552000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.253000 Kernel 1: 0.023000 Kernel 2: 80.021004 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.005507 0.689655 fi:0.530480. Ave ac:0.011285,0.010380 Initialization: 5.711000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.197000 Kernel 1: 0.024000 Kernel 2: 81.580002 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.003304 0.800000 fi:0.429049. Ave ac:0.009439,0.010166 Initialization: 5.553000 Memcpy Classifiers: 0.359000 Memcpy Instances: 7.225000 Kernel 1: 0.023000 Kernel 2: 81.190002 Copyback: 0.017000 Sum: 0.025000 It 16,Best ac:0.006881 0.609756 fi:0.611717. Ave ac:0.010123,0.009513 Initialization: 5.539000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.199000 Kernel 1: 0.023000 Kernel 2: 81.059998 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.003855 0.777778 fi:0.427197. Ave ac:0.012777,0.011290 Initialization: 5.539000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.369000 Kernel 1: 0.023000 Kernel 2: 80.557999 Copyback: 0.017000 Sum: 0.041000 It 18,Best ac:0.003303 0.666667 fi:0.528229. Ave ac:0.010718,0.009866 Initialization: 5.547000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.189000 Kernel 1: 0.023000 Kernel 2: 81.302002 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.005230 0.612903 fi:0.553004. Ave ac:0.011824,0.010275 Initialization: 5.564000 Memcpy Classifiers: 0.369000 Memcpy Instances: 7.237000 Kernel 1: 0.023000 Kernel 2: 76.279999 Copyback: 0.021000 Sum: 0.035000 It 20,Best ac:0.005780 0.777778 fi:0.425538. Ave ac:0.009659,0.008818 Initialization: 5.610000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.199000 Kernel 1: 0.025000 Kernel 2: 76.160004 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.003304 0.705882 fi:0.494684. Ave ac:0.008338,0.007886 Initialization: 5.586000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.424000 Kernel 1: 0.024000 Kernel 2: 74.882004 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.003579 0.722222 fi:0.489669. Ave ac:0.007580,0.007544 Initialization: 5.512000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.288000 Kernel 1: 0.024000 Kernel 2: 75.939003 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.003854 0.736842 fi:0.473583. Ave ac:0.007129,0.008032 Initialization: 5.564000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.708000 Kernel 1: 0.024000 Kernel 2: 75.044998 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.004129 0.652174 fi:0.526326. Ave ac:0.008548,0.009221 Initialization: 6.330000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.251000 Kernel 1: 0.023000 Kernel 2: 75.286003 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.004956 0.666667 fi:0.494512. Ave ac:0.008446,0.010257 Initialization: 5.531000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.243000 Kernel 1: 0.023000 Kernel 2: 74.922997 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.007157 0.650000 fi:0.540368. Ave ac:0.009904,0.009844 Initialization: 5.553000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.296000 Kernel 1: 0.023000 Kernel 2: 75.070000 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.004679 0.739130 fi:0.462525. Ave ac:0.010163,0.009508 Initialization: 6.650000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.314000 Kernel 1: 0.023000 Kernel 2: 74.658997 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.004955 0.666667 fi:0.537322. Ave ac:0.009615,0.010754 Initialization: 5.584000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.096000 Kernel 1: 0.022000 Kernel 2: 73.792000 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.003578 0.619048 fi:0.588700. Ave ac:0.007783,0.009384 MDL Theory Length Weight: 3.6686646052 (10) Initialization: 5.651000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.260000 Kernel 1: 0.023000 Kernel 2: 73.545998 Copyback: 0.018000 Sum: 0.030000 It 30,Best ac:0.003305 0.705882 fi:0.499174. Ave ac:0.009010,0.010906 Initialization: 5.564000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.201000 Kernel 1: 0.023000 Kernel 2: 71.570000 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.003029 0.916667 fi:0.313105. Ave ac:0.007227,0.007471 Initialization: 5.528000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.235000 Kernel 1: 0.023000 Kernel 2: 73.390999 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.003578 0.722222 fi:0.436330. Ave ac:0.007030,0.007683 Initialization: 5.541000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.248000 Kernel 1: 0.023000 Kernel 2: 72.762001 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.003304 0.750000 fi:0.446967. Ave ac:0.007292,0.008337 Initialization: 29.993999 Memcpy Instances: 361.188995 Memcpy Classifiers: 0.073000 Kernel 1: 0.026000 Kernel 2: 556.054016 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 632.367004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 636.705017 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 629.635010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 556.375977 Copyback: 0.366000 Sum: 0.004000 Memcpy Classifiers: 0.072000 Kernel 1: 0.016000 Kernel 2: 630.491028 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 548.979004 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 643.359985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 166.582001 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003039 0.556452 fi:0.621892. Ave ac:0.007301,0.020751 Best acc 0.003039 0.556452 Rule:Att PSSM_-1_1 is [>-5.582253]|Att PSSM_0_2 is [<-2.593075]|Att PSSM_0_4 is [<1.484729]|Att PSSM_0_5 is [-0.505785,8.614554]|Att PSSM_1_13 is [-2.807238,6.032280]|Att PSSM_1_15 is [<7.381622]|Att PSSM_3_12 is [<-1.146585]|1 Accuracy : 0.785977 0 1 147245 16835 33383 37175 Removed 992 instances. 180628 Instances left. Acc of rule 0.003039-0.556452 Initialization: 5.464000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.204000 Kernel 1: 0.024000 Kernel 2: 90.134003 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.004896 accuracy2:0.192537 Initialization: 5.575000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.177000 Kernel 1: 0.023000 Kernel 2: 92.508003 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.004708 0.435897 fi:0.663202. Ave ac:0.009009,0.012268 Initialization: 5.628000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.164000 Kernel 1: 0.023000 Kernel 2: 93.125000 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.003045 0.458333 fi:0.650341. Ave ac:0.009498,0.010781 Initialization: 5.528000 Memcpy Classifiers: 0.479000 Memcpy Instances: 7.675000 Kernel 1: 0.022000 Kernel 2: 93.638000 Copyback: 0.024000 Sum: 0.036000 It 2,Best ac:0.005259 0.500000 fi:0.598798. Ave ac:0.009792,0.011160 Initialization: 5.586000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.188000 Kernel 1: 0.023000 Kernel 2: 93.985001 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.004428 0.500000 fi:0.599255. Ave ac:0.008543,0.008821 Initialization: 5.603000 Memcpy Classifiers: 0.465000 Memcpy Instances: 7.161000 Kernel 1: 0.023000 Kernel 2: 94.164001 Copyback: 0.018000 Sum: 0.028000 It 4,Best ac:0.002214 0.888889 fi:0.462874. Ave ac:0.008696,0.009078 Initialization: 5.514000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.177000 Kernel 1: 0.023000 Kernel 2: 93.216003 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.001661 1.000000 fi:0.513093. Ave ac:0.007534,0.009204 Initialization: 5.484000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.243000 Kernel 1: 0.023000 Kernel 2: 91.988998 Copyback: 0.020000 Sum: 0.033000 It 6,Best ac:0.003045 0.647059 fi:0.460279. Ave ac:0.006324,0.005822 Initialization: 5.513000 Memcpy Classifiers: 1.726000 Memcpy Instances: 7.175000 Kernel 1: 0.022000 Kernel 2: 91.413002 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004152 0.681818 fi:0.417589. Ave ac:0.007329,0.006024 Initialization: 6.766000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.357000 Kernel 1: 0.023000 Kernel 2: 92.680000 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004428 0.533333 fi:0.565922. Ave ac:0.005803,0.005701 Initialization: 5.704000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.634000 Kernel 1: 0.021000 Kernel 2: 92.417000 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.006366 0.657143 fi:0.441047. Ave ac:0.007243,0.006943 Iteration 10:MDL fitness activated Error 0.441047 TL 0.037398 MDL Theory Length Weight: 3.9310588648 (3) Initialization: 5.507000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.185000 Kernel 1: 0.024000 Kernel 2: 89.653000 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.007475 0.529412 fi:0.697422. Ave ac:0.007704,0.006534 Initialization: 5.734000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.350000 Kernel 1: 0.023000 Kernel 2: 87.426003 Copyback: 0.018000 Sum: 0.041000 It 11,Best ac:0.003045 0.733333 fi:0.519366. Ave ac:0.008679,0.008349 Initialization: 5.561000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.503000 Kernel 1: 0.022000 Kernel 2: 87.730003 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004153 0.714286 fi:0.525100. Ave ac:0.009078,0.008381 Initialization: 5.532000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.209000 Kernel 1: 0.023000 Kernel 2: 85.855003 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.003321 0.600000 fi:0.605228. Ave ac:0.008653,0.007596 Initialization: 5.503000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.208000 Kernel 1: 0.023000 Kernel 2: 86.338997 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.002769 0.833333 fi:0.492164. Ave ac:0.008393,0.008215 Initialization: 5.550000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.172000 Kernel 1: 0.023000 Kernel 2: 83.983002 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.008306 0.600000 fi:0.594348. Ave ac:0.007996,0.008205 Initialization: 5.560000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.151000 Kernel 1: 0.024000 Kernel 2: 85.455002 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.003321 0.600000 fi:0.601581. Ave ac:0.009806,0.009120 Initialization: 5.571000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.153000 Kernel 1: 0.023000 Kernel 2: 88.264000 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.003321 0.666667 fi:0.523434. Ave ac:0.011459,0.010293 Initialization: 6.702000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.138000 Kernel 1: 0.022000 Kernel 2: 85.783997 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.003599 0.722222 fi:0.484924. Ave ac:0.010051,0.010052 Initialization: 5.617000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.323000 Kernel 1: 0.023000 Kernel 2: 86.570000 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.004428 0.615385 fi:0.613289. Ave ac:0.010208,0.009819 Initialization: 5.573000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.169000 Kernel 1: 0.023000 Kernel 2: 86.761002 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004152 0.652174 fi:0.528202. Ave ac:0.011825,0.011450 Initialization: 5.562000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.164000 Kernel 1: 0.023000 Kernel 2: 85.565002 Copyback: 0.018000 Sum: 0.031000 It 21,Best ac:0.003598 0.812500 fi:0.371605. Ave ac:0.012560,0.011367 Initialization: 5.547000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.200000 Kernel 1: 0.024000 Kernel 2: 83.167999 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.006645 0.615385 fi:0.597747. Ave ac:0.007391,0.008268 Initialization: 5.551000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.168000 Kernel 1: 0.024000 Kernel 2: 82.792999 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.002769 0.769231 fi:0.530855. Ave ac:0.009917,0.010480 Initialization: 5.556000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.152000 Kernel 1: 0.023000 Kernel 2: 82.768997 Copyback: 0.017000 Sum: 0.038000 It 24,Best ac:0.003599 0.722222 fi:0.508078. Ave ac:0.011812,0.011612 Initialization: 5.576000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.220000 Kernel 1: 0.023000 Kernel 2: 86.004997 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.003045 0.785714 fi:0.464878. Ave ac:0.008453,0.009347 Initialization: 5.560000 Memcpy Classifiers: 0.355000 Memcpy Instances: 7.167000 Kernel 1: 0.023000 Kernel 2: 84.661003 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.003045 0.846154 fi:0.394630. Ave ac:0.009165,0.009331 Initialization: 5.785000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.175000 Kernel 1: 0.023000 Kernel 2: 82.417000 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.002215 1.000000 fi:0.468906. Ave ac:0.008107,0.008519 Initialization: 5.429000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.193000 Kernel 1: 0.023000 Kernel 2: 81.722000 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.008029 0.659091 fi:0.515803. Ave ac:0.007593,0.007790 Initialization: 5.513000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.267000 Kernel 1: 0.024000 Kernel 2: 83.005997 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.006919 0.675676 fi:0.522919. Ave ac:0.008230,0.007489 Initialization: 5.546000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.155000 Kernel 1: 0.024000 Kernel 2: 84.070000 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.002768 0.769231 fi:0.504726. Ave ac:0.005609,0.006265 MDL Theory Length Weight: 3.5379529784 (10) Initialization: 5.589000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.290000 Kernel 1: 0.024000 Kernel 2: 82.889000 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.004152 0.652174 fi:0.500393. Ave ac:0.010779,0.010963 Initialization: 5.554000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.668000 Kernel 1: 0.023000 Kernel 2: 79.429001 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.003875 0.636364 fi:0.522826. Ave ac:0.007233,0.007787 Initialization: 5.549000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.163000 Kernel 1: 0.023000 Kernel 2: 77.681999 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.006091 0.647059 fi:0.530400. Ave ac:0.009750,0.010119 Initialization: 31.438000 Memcpy Instances: 360.056000 Memcpy Classifiers: 0.083000 Kernel 1: 0.024000 Kernel 2: 532.809998 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 644.603027 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 565.715027 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 645.895020 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 535.265015 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 630.674011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 546.783020 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 630.059998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 119.921997 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004302 0.481413 fi:0.697029. Ave ac:0.009702,0.026475 Best acc 0.004302 0.481413 Initialization: 5.754000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.186000 Kernel 1: 0.024000 Kernel 2: 88.624001 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.005413 accuracy2:0.170871 Initialization: 5.581000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.226000 Kernel 1: 0.024000 Kernel 2: 92.028999 Copyback: 0.017000 Sum: 0.046000 It 0,Best ac:0.005537 0.444444 fi:0.654197. Ave ac:0.008430,0.009515 Initialization: 5.559000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.394000 Kernel 1: 0.023000 Kernel 2: 94.511002 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.006643 0.428571 fi:0.669466. Ave ac:0.010040,0.010613 Initialization: 5.632000 Memcpy Classifiers: 0.491000 Memcpy Instances: 7.384000 Kernel 1: 0.022000 Kernel 2: 95.819000 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.006366 0.500000 fi:0.598190. Ave ac:0.009988,0.011320 Initialization: 6.049000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.203000 Kernel 1: 0.023000 Kernel 2: 93.549004 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003045 0.647059 fi:0.461615. Ave ac:0.008414,0.008502 Initialization: 5.542000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.229000 Kernel 1: 0.023000 Kernel 2: 90.288002 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.005260 0.527778 fi:0.571016. Ave ac:0.008358,0.008840 Initialization: 5.480000 Memcpy Classifiers: 0.441000 Memcpy Instances: 7.182000 Kernel 1: 0.023000 Kernel 2: 90.585999 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.003599 0.541667 fi:0.558042. Ave ac:0.008677,0.009049 Initialization: 5.478000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.188000 Kernel 1: 0.024000 Kernel 2: 87.634003 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004430 0.640000 fi:0.459251. Ave ac:0.008647,0.009447 Initialization: 5.566000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.629000 Kernel 1: 0.022000 Kernel 2: 86.369003 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.006091 0.628571 fi:0.469765. Ave ac:0.008751,0.010062 Initialization: 5.522000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.231000 Kernel 1: 0.023000 Kernel 2: 87.348000 Copyback: 0.017000 Sum: 0.026000 It 8,Best ac:0.005537 0.606061 fi:0.492586. Ave ac:0.008277,0.009294 Initialization: 5.964000 Memcpy Classifiers: 0.443000 Memcpy Instances: 7.167000 Kernel 1: 0.023000 Kernel 2: 87.264999 Copyback: 0.017000 Sum: 0.416000 It 9,Best ac:0.004983 0.692308 fi:0.406643. Ave ac:0.008357,0.008953 Iteration 10:MDL fitness activated Error 0.406643 TL 0.032477 MDL Theory Length Weight: 4.1737098675 (1) Initialization: 5.573000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.204000 Kernel 1: 0.023000 Kernel 2: 88.001999 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.005812 0.583333 fi:0.611976. Ave ac:0.008334,0.010494 Initialization: 5.531000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.181000 Kernel 1: 0.023000 Kernel 2: 88.710999 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.004152 0.750000 fi:0.495778. Ave ac:0.007899,0.007935 Initialization: 5.585000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.275000 Kernel 1: 0.023000 Kernel 2: 84.219002 Copyback: 0.018000 Sum: 0.034000 It 12,Best ac:0.004430 0.615385 fi:0.601421. Ave ac:0.008979,0.009975 Initialization: 5.530000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.208000 Kernel 1: 0.023000 Kernel 2: 85.271004 Copyback: 0.018000 Sum: 0.034000 It 13,Best ac:0.003598 0.722222 fi:0.520133. Ave ac:0.010364,0.012514 Initialization: 5.526000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.281000 Kernel 1: 0.023000 Kernel 2: 83.337997 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.002215 1.000000 fi:0.454849. Ave ac:0.009004,0.009283 Initialization: 5.674000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.211000 Kernel 1: 0.022000 Kernel 2: 82.358002 Copyback: 0.016000 Sum: 0.031000 It 15,Best ac:0.004152 0.652174 fi:0.552394. Ave ac:0.008556,0.013020 Initialization: 6.015000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.244000 Kernel 1: 0.023000 Kernel 2: 81.935997 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.003598 0.812500 fi:0.403931. Ave ac:0.011842,0.015121 Initialization: 5.994000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.239000 Kernel 1: 0.021000 Kernel 2: 81.578003 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004705 0.809524 fi:0.403333. Ave ac:0.008189,0.010880 Initialization: 5.599000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.217000 Kernel 1: 0.024000 Kernel 2: 83.987999 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.003321 0.857143 fi:0.391610. Ave ac:0.007215,0.009616 Initialization: 6.045000 Memcpy Classifiers: 0.325000 Memcpy Instances: 7.172000 Kernel 1: 0.023000 Kernel 2: 83.532997 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.005259 0.612903 fi:0.605282. Ave ac:0.006811,0.008089 Initialization: 5.517000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.226000 Kernel 1: 0.023000 Kernel 2: 81.467003 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.003321 0.545455 fi:0.598154. Ave ac:0.006085,0.008570 Initialization: 5.489000 Memcpy Classifiers: 0.331000 Memcpy Instances: 7.149000 Kernel 1: 0.023000 Kernel 2: 80.709000 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.003045 0.785714 fi:0.431161. Ave ac:0.010714,0.014403 Initialization: 5.488000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.195000 Kernel 1: 0.023000 Kernel 2: 78.950996 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.003045 0.785714 fi:0.418806. Ave ac:0.008037,0.011712 Initialization: 5.519000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.151000 Kernel 1: 0.023000 Kernel 2: 78.330002 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.004708 0.607143 fi:0.606568. Ave ac:0.005655,0.005645 Initialization: 5.515000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.325000 Kernel 1: 0.022000 Kernel 2: 76.990997 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.005812 0.636364 fi:0.575768. Ave ac:0.007627,0.007879 Initialization: 5.596000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.217000 Kernel 1: 0.023000 Kernel 2: 73.653000 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.004153 0.681818 fi:0.503588. Ave ac:0.008676,0.010307 Initialization: 5.629000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.618000 Kernel 1: 0.023000 Kernel 2: 76.188004 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.004428 0.761905 fi:0.443807. Ave ac:0.011105,0.012870 Initialization: 5.969000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.173000 Kernel 1: 0.022000 Kernel 2: 75.538002 Copyback: 0.016000 Sum: 0.027000 It 27,Best ac:0.002768 0.769231 fi:0.536002. Ave ac:0.008667,0.013516 MDL Theory Length Weight: 3.7563388807 (10) Initialization: 5.586000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.152000 Kernel 1: 0.023000 Kernel 2: 73.803001 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.003321 0.666667 fi:0.479723. Ave ac:0.011845,0.016768 Initialization: 5.497000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.208000 Kernel 1: 0.023000 Kernel 2: 71.983002 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.004153 0.750000 fi:0.406102. Ave ac:0.013492,0.015877 Initialization: 5.518000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.264000 Kernel 1: 0.023000 Kernel 2: 71.446999 Copyback: 0.016000 Sum: 0.022000 It 30,Best ac:0.003598 0.722222 fi:0.450662. Ave ac:0.010281,0.014159 Initialization: 6.040000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.239000 Kernel 1: 0.022000 Kernel 2: 69.652000 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.003875 0.666667 fi:0.481883. Ave ac:0.010407,0.017962 Initialization: 5.587000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.453000 Kernel 1: 0.023000 Kernel 2: 66.205002 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.004428 0.640000 fi:0.489170. Ave ac:0.009357,0.020032 Initialization: 5.523000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.168000 Kernel 1: 0.023000 Kernel 2: 66.017998 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.003876 0.666667 fi:0.468176. Ave ac:0.011126,0.024373 Initialization: 30.711000 Memcpy Instances: 358.640015 Memcpy Classifiers: 0.068000 Kernel 1: 0.023000 Kernel 2: 589.275024 Copyback: 0.019000 Sum: 0.015000 Memcpy Classifiers: 0.063000 Kernel 1: 0.018000 Kernel 2: 578.369995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 578.549011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 573.515015 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 589.143005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 583.885010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 593.080017 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 584.177002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.042000 Kernel 1: 0.014000 Kernel 2: 115.565002 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.026834 0.466911 fi:0.650567. Ave ac:0.010171,0.033239 Best acc 0.026834 0.466911 Initialization: 5.552000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.237000 Kernel 1: 0.025000 Kernel 2: 88.863998 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.005069 accuracy2:0.195541 Initialization: 5.499000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.185000 Kernel 1: 0.023000 Kernel 2: 92.897003 Copyback: 0.018000 Sum: 0.039000 It 0,Best ac:0.003321 0.500000 fi:0.599864. Ave ac:0.007996,0.010260 Initialization: 5.507000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.234000 Kernel 1: 0.024000 Kernel 2: 95.862000 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.003321 0.545455 fi:0.554410. Ave ac:0.010198,0.012344 Initialization: 5.530000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.197000 Kernel 1: 0.023000 Kernel 2: 93.353996 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.005536 0.444444 fi:0.654202. Ave ac:0.010746,0.012912 Initialization: 5.565000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.223000 Kernel 1: 0.024000 Kernel 2: 90.717003 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.005260 0.487179 fi:0.611615. Ave ac:0.011578,0.014568 Initialization: 12.582000 Memcpy Classifiers: 0.452000 Memcpy Instances: 10.734000 Kernel 1: 0.022000 Kernel 2: 89.539001 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.005536 0.588235 fi:0.510411. Ave ac:0.010126,0.012641 Initialization: 5.618000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.157000 Kernel 1: 0.024000 Kernel 2: 89.782997 Copyback: 0.018000 Sum: 0.027000 It 5,Best ac:0.006089 0.578947 fi:0.519394. Ave ac:0.009360,0.009903 Initialization: 5.473000 Memcpy Classifiers: 0.396000 Memcpy Instances: 7.190000 Kernel 1: 0.023000 Kernel 2: 86.321999 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.005260 0.612903 fi:0.485891. Ave ac:0.010083,0.011836 Initialization: 5.498000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.159000 Kernel 1: 0.024000 Kernel 2: 86.374001 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.004152 0.625000 fi:0.474407. Ave ac:0.010190,0.011323 Initialization: 5.586000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.198000 Kernel 1: 0.022000 Kernel 2: 82.304001 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003876 0.736842 fi:0.362714. Ave ac:0.008875,0.010202 Initialization: 6.661000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.362000 Kernel 1: 0.021000 Kernel 2: 82.570000 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.005814 0.656250 fi:0.442239. Ave ac:0.007843,0.007793 Iteration 10:MDL fitness activated Error 0.442239 TL 0.034395 MDL Theory Length Weight: 4.2859453926 (2) Initialization: 5.979000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.241000 Kernel 1: 0.023000 Kernel 2: 83.833000 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.004428 0.666667 fi:0.595272. Ave ac:0.007140,0.008934 Initialization: 5.576000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.157000 Kernel 1: 0.023000 Kernel 2: 82.710999 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.003322 0.800000 fi:0.372207. Ave ac:0.009987,0.011065 Initialization: 5.488000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.226000 Kernel 1: 0.022000 Kernel 2: 83.637001 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.003046 0.785714 fi:0.460220. Ave ac:0.008948,0.007813 Initialization: 5.568000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.154000 Kernel 1: 0.022000 Kernel 2: 81.089996 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.004983 0.782609 fi:0.396213. Ave ac:0.010361,0.009899 Initialization: 5.565000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.151000 Kernel 1: 0.023000 Kernel 2: 81.150002 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.004152 0.681818 fi:0.525523. Ave ac:0.009359,0.010207 Initialization: 5.503000 Memcpy Classifiers: 0.357000 Memcpy Instances: 7.191000 Kernel 1: 0.023000 Kernel 2: 83.239998 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.004431 0.640000 fi:0.517990. Ave ac:0.009532,0.014421 Initialization: 5.577000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.150000 Kernel 1: 0.023000 Kernel 2: 80.644997 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.004428 0.761905 fi:0.453154. Ave ac:0.014087,0.015637 Initialization: 5.536000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.220000 Kernel 1: 0.023000 Kernel 2: 78.081001 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.004707 0.680000 fi:0.483276. Ave ac:0.012901,0.016084 Initialization: 5.547000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.615000 Kernel 1: 0.023000 Kernel 2: 76.627998 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.002214 1.000000 fi:0.462390. Ave ac:0.015424,0.023201 Initialization: 5.548000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.150000 Kernel 1: 0.024000 Kernel 2: 75.108002 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.004428 0.727273 fi:0.465583. Ave ac:0.012471,0.017966 Initialization: 5.509000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.638000 Kernel 1: 0.023000 Kernel 2: 75.133003 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.003598 0.722222 fi:0.438931. Ave ac:0.011591,0.015175 MDL Theory Length Weight: 3.8573508533 (10) Initialization: 5.574000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.171000 Kernel 1: 0.023000 Kernel 2: 75.514999 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.004152 0.681818 fi:0.497287. Ave ac:0.009878,0.012549 Initialization: 5.457000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.353000 Kernel 1: 0.021000 Kernel 2: 76.157997 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.003875 0.736842 fi:0.421794. Ave ac:0.013321,0.012630 Initialization: 5.516000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.257000 Kernel 1: 0.021000 Kernel 2: 75.889000 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.003045 0.687500 fi:0.486152. Ave ac:0.010333,0.008699 Initialization: 5.629000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.156000 Kernel 1: 0.024000 Kernel 2: 75.626999 Copyback: 0.016000 Sum: 0.026000 It 24,Best ac:0.004705 0.772727 fi:0.395170. Ave ac:0.008065,0.007150 Initialization: 5.490000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.146000 Kernel 1: 0.023000 Kernel 2: 74.566002 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.004153 0.714286 fi:0.446817. Ave ac:0.006958,0.008140 Initialization: 5.503000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.200000 Kernel 1: 0.023000 Kernel 2: 74.002998 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.002768 0.714286 fi:0.544212. Ave ac:0.006654,0.008314 Initialization: 5.426000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.241000 Kernel 1: 0.023000 Kernel 2: 74.512001 Copyback: 0.371000 Sum: 0.022000 It 27,Best ac:0.004982 0.782609 fi:0.394748. Ave ac:0.008634,0.010208 Initialization: 5.608000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.154000 Kernel 1: 0.024000 Kernel 2: 74.602997 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.003876 0.736842 fi:0.442784. Ave ac:0.009238,0.011914 Initialization: 5.475000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.157000 Kernel 1: 0.023000 Kernel 2: 73.856003 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.003322 0.705882 fi:0.463576. Ave ac:0.007382,0.008170 Initialization: 5.559000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.181000 Kernel 1: 0.023000 Kernel 2: 74.949997 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.002214 1.000000 fi:0.428140. Ave ac:0.006746,0.008435 Initialization: 5.616000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.154000 Kernel 1: 0.024000 Kernel 2: 74.681999 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.003321 0.750000 fi:0.416178. Ave ac:0.007543,0.010062 Initialization: 5.380000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.143000 Kernel 1: 0.023000 Kernel 2: 74.778999 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.004983 0.620690 fi:0.545366. Ave ac:0.006295,0.006565 Initialization: 5.540000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.175000 Kernel 1: 0.023000 Kernel 2: 76.307999 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.002491 0.750000 fi:0.599978. Ave ac:0.008292,0.009254 Initialization: 31.457001 Memcpy Instances: 355.825012 Memcpy Classifiers: 0.070000 Kernel 1: 0.028000 Kernel 2: 646.437012 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 662.351990 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 664.721008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 658.369019 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 648.099976 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 646.486023 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 652.651978 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 635.421021 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.045000 Kernel 1: 0.021000 Kernel 2: 118.978996 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003333 0.523023 fi:0.655239. Ave ac:0.009729,0.027514 Best acc 0.003333 0.523023 Initialization: 5.674000 Memcpy Classifiers: 0.560000 Memcpy Instances: 7.169000 Kernel 1: 0.024000 Kernel 2: 90.379997 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.004789 accuracy2:0.170966 Initialization: 5.570000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.187000 Kernel 1: 0.022000 Kernel 2: 94.712997 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.010518 0.372549 fi:0.723357. Ave ac:0.008342,0.012393 Initialization: 5.872000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.191000 Kernel 1: 0.024000 Kernel 2: 94.442001 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.002215 0.727273 fi:0.623518. Ave ac:0.010359,0.012760 Initialization: 5.491000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.204000 Kernel 1: 0.023000 Kernel 2: 95.040001 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.004983 0.692308 fi:0.406639. Ave ac:0.010936,0.013714 Initialization: 5.535000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.232000 Kernel 1: 0.024000 Kernel 2: 94.565002 Copyback: 0.016000 Sum: 0.029000 It 3,Best ac:0.003045 0.647059 fi:0.461615. Ave ac:0.009073,0.009650 Initialization: 5.638000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.212000 Kernel 1: 0.023000 Kernel 2: 94.375000 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.002768 0.714286 fi:0.475418. Ave ac:0.008023,0.009423 Initialization: 5.481000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.328000 Kernel 1: 0.023000 Kernel 2: 94.838997 Copyback: 0.016000 Sum: 0.031000 It 5,Best ac:0.004153 0.555556 fi:0.543852. Ave ac:0.008807,0.007759 Initialization: 5.588000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.214000 Kernel 1: 0.023000 Kernel 2: 92.646004 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004153 0.600000 fi:0.499404. Ave ac:0.006745,0.006123 Initialization: 5.535000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.220000 Kernel 1: 0.023000 Kernel 2: 95.549004 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003045 0.785714 fi:0.322960. Ave ac:0.006737,0.006007 Initialization: 5.560000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.148000 Kernel 1: 0.024000 Kernel 2: 92.466003 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.004153 0.681818 fi:0.417586. Ave ac:0.006379,0.005891 Initialization: 5.471000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.170000 Kernel 1: 0.023000 Kernel 2: 93.789001 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003321 0.750000 fi:0.349864. Ave ac:0.006022,0.005191 Iteration 10:MDL fitness activated Error 0.349864 TL 0.036879 MDL Theory Length Weight: 3.1622477077 (3) Initialization: 5.546000 Memcpy Classifiers: 0.534000 Memcpy Instances: 7.236000 Kernel 1: 0.022000 Kernel 2: 90.617996 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.003598 0.684211 fi:0.540634. Ave ac:0.005808,0.005616 Initialization: 5.525000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.253000 Kernel 1: 0.023000 Kernel 2: 89.374001 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.003598 0.684211 fi:0.489108. Ave ac:0.006211,0.005729 Initialization: 5.580000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.186000 Kernel 1: 0.023000 Kernel 2: 87.108002 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.005259 0.791667 fi:0.423757. Ave ac:0.006167,0.005016 Initialization: 6.011000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.193000 Kernel 1: 0.023000 Kernel 2: 84.736000 Copyback: 0.018000 Sum: 0.031000 It 13,Best ac:0.007750 0.666667 fi:0.512689. Ave ac:0.005972,0.005511 Initialization: 5.538000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.156000 Kernel 1: 0.023000 Kernel 2: 83.487999 Copyback: 0.018000 Sum: 0.031000 It 14,Best ac:0.008859 0.680851 fi:0.492194. Ave ac:0.005023,0.004855 Initialization: 5.621000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.158000 Kernel 1: 0.023000 Kernel 2: 85.995003 Copyback: 0.016000 Sum: 0.030000 It 15,Best ac:0.004152 0.750000 fi:0.433276. Ave ac:0.006979,0.005834 Initialization: 5.509000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.169000 Kernel 1: 0.023000 Kernel 2: 84.873001 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.005812 0.656250 fi:0.524343. Ave ac:0.008025,0.006410 Initialization: 5.693000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.183000 Kernel 1: 0.024000 Kernel 2: 83.091003 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004152 0.576923 fi:0.612452. Ave ac:0.005832,0.005582 Initialization: 5.541000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.187000 Kernel 1: 0.023000 Kernel 2: 81.440002 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.003875 0.666667 fi:0.517130. Ave ac:0.008524,0.007237 Initialization: 5.569000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.179000 Kernel 1: 0.023000 Kernel 2: 81.838997 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.003321 0.705882 fi:0.459107. Ave ac:0.008125,0.008063 Initialization: 6.805000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.534000 Kernel 1: 0.022000 Kernel 2: 83.367996 Copyback: 0.018000 Sum: 0.031000 It 20,Best ac:0.003321 0.750000 fi:0.462577. Ave ac:0.008221,0.006835 Initialization: 5.636000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.205000 Kernel 1: 0.023000 Kernel 2: 83.757004 Copyback: 0.016000 Sum: 0.027000 It 21,Best ac:0.003323 0.705882 fi:0.510051. Ave ac:0.008259,0.006930 MDL Theory Length Weight: 2.8460229369 (10) Initialization: 5.535000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.147000 Kernel 1: 0.024000 Kernel 2: 82.276001 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.003598 0.722222 fi:0.440791. Ave ac:0.007766,0.007339 Initialization: 5.635000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.222000 Kernel 1: 0.024000 Kernel 2: 83.185997 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.004152 0.714286 fi:0.468849. Ave ac:0.007374,0.006867 Initialization: 5.567000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.355000 Kernel 1: 0.024000 Kernel 2: 83.693001 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.004428 0.695652 fi:0.484145. Ave ac:0.007517,0.007326 Initialization: 5.528000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.691000 Kernel 1: 0.022000 Kernel 2: 83.053001 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.004152 0.789474 fi:0.393632. Ave ac:0.008340,0.008294 Initialization: 5.504000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.159000 Kernel 1: 0.024000 Kernel 2: 82.263000 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.003045 0.916667 fi:0.267820. Ave ac:0.006633,0.006607 Initialization: 5.580000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.182000 Kernel 1: 0.023000 Kernel 2: 79.735001 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.003045 0.733333 fi:0.431045. Ave ac:0.007372,0.006750 Initialization: 5.509000 Memcpy Classifiers: 0.327000 Memcpy Instances: 7.225000 Kernel 1: 0.023000 Kernel 2: 79.787003 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.004152 0.789474 fi:0.381356. Ave ac:0.008550,0.008019 Initialization: 5.527000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.152000 Kernel 1: 0.023000 Kernel 2: 78.832001 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.003321 0.800000 fi:0.367684. Ave ac:0.006515,0.006406 Initialization: 5.647000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.150000 Kernel 1: 0.024000 Kernel 2: 80.724998 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.003598 0.764706 fi:0.389858. Ave ac:0.009280,0.007797 Initialization: 5.523000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.209000 Kernel 1: 0.023000 Kernel 2: 78.359001 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.005260 0.791667 fi:0.389733. Ave ac:0.007796,0.007401 Initialization: 5.998000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.505000 Kernel 1: 0.022000 Kernel 2: 79.377998 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.004153 0.789474 fi:0.393024. Ave ac:0.005839,0.005590 Initialization: 5.821000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.196000 Kernel 1: 0.022000 Kernel 2: 79.614998 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.003045 0.785714 fi:0.389797. Ave ac:0.006870,0.006162 Initialization: 31.209999 Memcpy Instances: 359.196014 Memcpy Classifiers: 0.075000 Kernel 1: 0.027000 Kernel 2: 681.919983 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.072000 Kernel 1: 0.015000 Kernel 2: 669.515015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 672.375977 Copyback: 0.369000 Sum: 0.003000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 675.442993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 686.849976 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 690.073975 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 688.294983 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 693.656982 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.042000 Kernel 1: 0.014000 Kernel 2: 118.262001 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003826 0.534830 fi:0.638645. Ave ac:0.006718,0.018339 Best acc 0.003826 0.534830 Rule:Att PSSM_-4_6 is [<0.836083]|Att PSSM_-4_20 is [<2.238616]|Att PSSM_-2_12 is [-5.994599,-0.005401]|Att PSSM_-1_12 is [-6.058470,-1.941530]|Att PSSM_0_4 is [-6.147037,-1.560881]|Att PSSM_0_12 is [<-0.424733]|Att PSSM_1_7 is [-5.584929,-0.415071]|Att PSSM_2_1 is [0.623578,6.262309]|1 Accuracy : 0.786360 0 1 146644 17436 32692 37866 Removed 1292 instances. 179336 Instances left. Acc of rule 0.003826-0.534830 Initialization: 5.478000 Memcpy Classifiers: 0.568000 Memcpy Instances: 7.159000 Kernel 1: 0.025000 Kernel 2: 89.236000 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.004469 accuracy2:0.167162 Initialization: 5.526000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.129000 Kernel 1: 0.024000 Kernel 2: 92.853996 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.011430 0.414141 fi:0.681174. Ave ac:0.008268,0.010507 Initialization: 5.527000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.119000 Kernel 1: 0.025000 Kernel 2: 96.186996 Copyback: 0.018000 Sum: 0.030000 It 1,Best ac:0.003624 0.541667 fi:0.558003. Ave ac:0.010111,0.011423 Initialization: 5.513000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.095000 Kernel 1: 0.023000 Kernel 2: 96.952003 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.006691 0.545455 fi:0.552505. Ave ac:0.009917,0.011394 Initialization: 5.541000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.196000 Kernel 1: 0.023000 Kernel 2: 93.061996 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.004739 0.629630 fi:0.469418. Ave ac:0.008784,0.011308 Initialization: 5.646000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.308000 Kernel 1: 0.023000 Kernel 2: 95.308998 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003346 0.631579 fi:0.468243. Ave ac:0.008368,0.009286 Initialization: 5.582000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.160000 Kernel 1: 0.024000 Kernel 2: 93.704002 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003067 0.578947 fi:0.521033. Ave ac:0.007916,0.009877 Initialization: 5.555000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.847000 Kernel 1: 0.023000 Kernel 2: 91.885002 Copyback: 0.016000 Sum: 0.031000 It 6,Best ac:0.004739 0.548387 fi:0.550660. Ave ac:0.006675,0.009197 Initialization: 5.528000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.105000 Kernel 1: 0.023000 Kernel 2: 93.786003 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003067 0.733333 fi:0.366647. Ave ac:0.007099,0.009306 Initialization: 5.526000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.099000 Kernel 1: 0.023000 Kernel 2: 97.595001 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.003904 0.518519 fi:0.580992. Ave ac:0.007743,0.010548 Initialization: 5.585000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.138000 Kernel 1: 0.023000 Kernel 2: 92.050003 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.003345 0.750000 fi:0.349825. Ave ac:0.007462,0.008610 Iteration 10:MDL fitness activated Error 0.349825 TL 0.030637 MDL Theory Length Weight: 3.8060780556 (1) Initialization: 5.547000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.348000 Kernel 1: 0.023000 Kernel 2: 91.112999 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.003624 0.590909 fi:0.609524. Ave ac:0.007047,0.007348 Initialization: 6.018000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.110000 Kernel 1: 0.024000 Kernel 2: 88.315002 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.005576 0.625000 fi:0.604269. Ave ac:0.006782,0.007370 Initialization: 5.701000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.094000 Kernel 1: 0.024000 Kernel 2: 87.216003 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.003345 0.545455 fi:0.606372. Ave ac:0.008727,0.011886 Initialization: 6.121000 Memcpy Classifiers: 0.443000 Memcpy Instances: 7.161000 Kernel 1: 0.022000 Kernel 2: 81.200996 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003903 0.608696 fi:0.562066. Ave ac:0.008977,0.013204 Initialization: 5.531000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.235000 Kernel 1: 0.023000 Kernel 2: 80.116997 Copyback: 0.017000 Sum: 0.025000 It 14,Best ac:0.004739 0.607143 fi:0.552049. Ave ac:0.011931,0.017879 Initialization: 5.542000 Memcpy Classifiers: 0.367000 Memcpy Instances: 7.137000 Kernel 1: 0.023000 Kernel 2: 78.782997 Copyback: 0.018000 Sum: 0.027000 It 15,Best ac:0.003346 0.666667 fi:0.498839. Ave ac:0.012028,0.016375 Initialization: 5.576000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.112000 Kernel 1: 0.023000 Kernel 2: 76.753998 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.003345 0.750000 fi:0.412317. Ave ac:0.013396,0.017630 Initialization: 6.450000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.174000 Kernel 1: 0.023000 Kernel 2: 75.855003 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.003067 0.523810 fi:0.638894. Ave ac:0.010813,0.018701 Initialization: 5.996000 Memcpy Classifiers: 0.305000 Memcpy Instances: 7.106000 Kernel 1: 0.023000 Kernel 2: 74.623001 Copyback: 0.017000 Sum: 0.023000 It 18,Best ac:0.003625 0.541667 fi:0.628313. Ave ac:0.012385,0.019433 Initialization: 5.529000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.114000 Kernel 1: 0.023000 Kernel 2: 70.806000 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.003067 0.578947 fi:0.573035. Ave ac:0.015441,0.024077 Initialization: 5.578000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.394000 Kernel 1: 0.023000 Kernel 2: 69.214996 Copyback: 0.016000 Sum: 0.024000 It 20,Best ac:0.003067 0.687500 fi:0.481510. Ave ac:0.015379,0.022801 Initialization: 5.446000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.098000 Kernel 1: 0.023000 Kernel 2: 71.602997 Copyback: 0.017000 Sum: 0.019000 It 21,Best ac:0.003067 0.733333 fi:0.421637. Ave ac:0.016465,0.023302 Initialization: 5.568000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.106000 Kernel 1: 0.023000 Kernel 2: 69.071999 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.004182 0.600000 fi:0.546925. Ave ac:0.017349,0.028659 Initialization: 5.549000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.100000 Kernel 1: 0.023000 Kernel 2: 69.274002 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.003067 0.611111 fi:0.521846. Ave ac:0.016612,0.025359 Initialization: 5.517000 Memcpy Classifiers: 0.324000 Memcpy Instances: 8.190000 Kernel 1: 0.022000 Kernel 2: 69.754997 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.002788 0.625000 fi:0.605404. Ave ac:0.014058,0.023349 Initialization: 5.540000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.093000 Kernel 1: 0.023000 Kernel 2: 69.010002 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.002788 0.909091 fi:0.320371. Ave ac:0.019638,0.031435 Initialization: 5.461000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.613000 Kernel 1: 0.022000 Kernel 2: 66.407997 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.003345 0.666667 fi:0.499896. Ave ac:0.018846,0.034683 Initialization: 5.505000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.140000 Kernel 1: 0.023000 Kernel 2: 68.055000 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.004182 0.555556 fi:0.603790. Ave ac:0.012336,0.021937 Initialization: 5.466000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.135000 Kernel 1: 0.023000 Kernel 2: 68.463997 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.003624 0.650000 fi:0.557892. Ave ac:0.012832,0.022656 Initialization: 5.359000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.174000 Kernel 1: 0.023000 Kernel 2: 69.775002 Copyback: 0.018000 Sum: 0.020000 It 29,Best ac:0.004462 0.640000 fi:0.512472. Ave ac:0.016973,0.026979 Initialization: 5.527000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.088000 Kernel 1: 0.023000 Kernel 2: 67.958000 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.003626 0.684211 fi:0.453665. Ave ac:0.015897,0.027032 Initialization: 5.603000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.095000 Kernel 1: 0.023000 Kernel 2: 70.496002 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.002789 0.714286 fi:0.506487. Ave ac:0.013243,0.022782 Initialization: 5.520000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.127000 Kernel 1: 0.024000 Kernel 2: 69.003998 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.003624 0.590909 fi:0.556440. Ave ac:0.013040,0.024167 Initialization: 5.568000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.131000 Kernel 1: 0.023000 Kernel 2: 65.583000 Copyback: 0.018000 Sum: 0.019000 It 33,Best ac:0.006412 0.638889 fi:0.495559. Ave ac:0.012124,0.021421 Initialization: 30.785999 Memcpy Instances: 354.282013 Memcpy Classifiers: 0.063000 Kernel 1: 0.024000 Kernel 2: 479.316010 Copyback: 0.014000 Sum: 0.016000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 578.166992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 554.955994 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 580.760986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 569.786987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 577.364990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 473.825989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 464.190002 Copyback: 0.368000 Sum: 0.001000 It 34,Best ac:0.005470 0.443290 fi:0.691683. Ave ac:0.015424,0.049378 Best acc 0.005470 0.443290 Initialization: 5.534000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.166000 Kernel 1: 0.024000 Kernel 2: 90.681000 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.004699 accuracy2:0.167453 Initialization: 5.523000 Memcpy Classifiers: 0.492000 Memcpy Instances: 7.122000 Kernel 1: 0.023000 Kernel 2: 95.759003 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.002788 0.555556 fi:0.616802. Ave ac:0.008842,0.011947 Initialization: 5.736000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.097000 Kernel 1: 0.024000 Kernel 2: 98.818001 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.003346 0.521739 fi:0.578083. Ave ac:0.011122,0.013436 Initialization: 5.501000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.718000 Kernel 1: 0.021000 Kernel 2: 95.141998 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.005018 0.529412 fi:0.569480. Ave ac:0.011681,0.013143 Initialization: 5.481000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.209000 Kernel 1: 0.022000 Kernel 2: 96.367996 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.027328 0.433628 fi:0.659608. Ave ac:0.011705,0.014655 Initialization: 5.556000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.091000 Kernel 1: 0.024000 Kernel 2: 92.149002 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.003904 0.636364 fi:0.463150. Ave ac:0.013680,0.015332 Initialization: 5.569000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.439000 Kernel 1: 0.023000 Kernel 2: 85.348999 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.006412 0.696970 fi:0.401145. Ave ac:0.011491,0.013255 Initialization: 5.742000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.095000 Kernel 1: 0.024000 Kernel 2: 85.448997 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.005018 0.545455 fi:0.553437. Ave ac:0.011234,0.013079 Initialization: 6.023000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.188000 Kernel 1: 0.022000 Kernel 2: 90.477997 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.003904 0.636364 fi:0.463147. Ave ac:0.013373,0.014451 Initialization: 5.516000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.149000 Kernel 1: 0.023000 Kernel 2: 89.036003 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.003067 0.550000 fi:0.549980. Ave ac:0.010349,0.011294 Initialization: 5.474000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.184000 Kernel 1: 0.024000 Kernel 2: 87.328003 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.003067 0.733333 fi:0.366647. Ave ac:0.007927,0.007801 Iteration 10:MDL fitness activated Error 0.366647 TL 0.032526 MDL Theory Length Weight: 3.7575280095 (1) Initialization: 5.479000 Memcpy Classifiers: 0.390000 Memcpy Instances: 7.129000 Kernel 1: 0.024000 Kernel 2: 91.967003 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.003625 0.722222 fi:0.499663. Ave ac:0.010019,0.011102 Initialization: 5.509000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.115000 Kernel 1: 0.023000 Kernel 2: 88.292000 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.006970 0.568182 fi:0.619268. Ave ac:0.010394,0.010788 Initialization: 5.491000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.106000 Kernel 1: 0.024000 Kernel 2: 86.616997 Copyback: 0.016000 Sum: 0.027000 It 12,Best ac:0.006691 0.666667 fi:0.511378. Ave ac:0.010704,0.011487 Initialization: 5.579000 Memcpy Classifiers: 0.335000 Memcpy Instances: 7.158000 Kernel 1: 0.022000 Kernel 2: 88.127998 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003067 0.611111 fi:0.579378. Ave ac:0.011365,0.012281 Initialization: 5.486000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.118000 Kernel 1: 0.023000 Kernel 2: 85.820000 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.002788 0.833333 fi:0.432979. Ave ac:0.010929,0.013015 Initialization: 5.566000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.112000 Kernel 1: 0.024000 Kernel 2: 84.498001 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.003067 0.647059 fi:0.545975. Ave ac:0.011735,0.016495 Initialization: 5.541000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.108000 Kernel 1: 0.023000 Kernel 2: 85.056000 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.003067 0.785714 fi:0.435064. Ave ac:0.013557,0.014008 Initialization: 5.468000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.131000 Kernel 1: 0.022000 Kernel 2: 81.527000 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.003345 0.750000 fi:0.435995. Ave ac:0.011499,0.013416 Initialization: 5.491000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.099000 Kernel 1: 0.024000 Kernel 2: 82.005997 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.003345 0.521739 fi:0.630184. Ave ac:0.010058,0.012588 Initialization: 6.048000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.120000 Kernel 1: 0.023000 Kernel 2: 83.209000 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.002230 1.000000 fi:0.398425. Ave ac:0.013602,0.014649 Initialization: 5.668000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.105000 Kernel 1: 0.024000 Kernel 2: 80.416000 Copyback: 0.017000 Sum: 0.025000 It 20,Best ac:0.008364 0.697674 fi:0.466272. Ave ac:0.012537,0.014062 Initialization: 5.563000 Memcpy Classifiers: 0.325000 Memcpy Instances: 7.141000 Kernel 1: 0.022000 Kernel 2: 81.386002 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.003625 0.812500 fi:0.343135. Ave ac:0.011979,0.015307 Initialization: 5.462000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.131000 Kernel 1: 0.024000 Kernel 2: 79.373001 Copyback: 0.018000 Sum: 0.023000 It 22,Best ac:0.007527 0.729730 fi:0.471515. Ave ac:0.010483,0.014583 Initialization: 5.476000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.204000 Kernel 1: 0.023000 Kernel 2: 78.615997 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.003624 0.619048 fi:0.551979. Ave ac:0.010104,0.016559 Initialization: 5.561000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.131000 Kernel 1: 0.024000 Kernel 2: 80.565002 Copyback: 0.018000 Sum: 0.021000 It 24,Best ac:0.006970 0.757576 fi:0.418285. Ave ac:0.012486,0.016206 Initialization: 5.632000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.113000 Kernel 1: 0.024000 Kernel 2: 78.799004 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.003067 0.647059 fi:0.519387. Ave ac:0.010842,0.015627 Initialization: 5.468000 Memcpy Classifiers: 0.356000 Memcpy Instances: 8.004000 Kernel 1: 0.022000 Kernel 2: 78.766998 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.003903 0.666667 fi:0.496030. Ave ac:0.009960,0.016697 Initialization: 5.493000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.149000 Kernel 1: 0.023000 Kernel 2: 74.989998 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003624 0.684211 fi:0.517172. Ave ac:0.009350,0.016701 Initialization: 5.467000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.152000 Kernel 1: 0.023000 Kernel 2: 76.329002 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.003903 0.736842 fi:0.418637. Ave ac:0.013972,0.022739 Initialization: 5.551000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.091000 Kernel 1: 0.023000 Kernel 2: 76.295998 Copyback: 0.018000 Sum: 0.023000 It 29,Best ac:0.003067 0.785714 fi:0.355662. Ave ac:0.013991,0.022687 Initialization: 5.475000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.134000 Kernel 1: 0.023000 Kernel 2: 75.277000 Copyback: 0.016000 Sum: 0.023000 It 30,Best ac:0.004184 0.625000 fi:0.547206. Ave ac:0.015420,0.029702 MDL Theory Length Weight: 3.3817752086 (10) Initialization: 5.601000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.311000 Kernel 1: 0.023000 Kernel 2: 72.975998 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.009200 0.634615 fi:0.523619. Ave ac:0.013586,0.026378 Initialization: 5.479000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.098000 Kernel 1: 0.023000 Kernel 2: 71.524002 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.003345 0.750000 fi:0.409644. Ave ac:0.016152,0.028117 Initialization: 5.521000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.097000 Kernel 1: 0.024000 Kernel 2: 72.249001 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.002230 1.000000 fi:0.364237. Ave ac:0.013450,0.025577 Initialization: 31.072001 Memcpy Instances: 354.639008 Memcpy Classifiers: 0.069000 Kernel 1: 0.025000 Kernel 2: 581.132019 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 597.776978 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 606.135986 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 609.060974 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.069000 Kernel 1: 0.019000 Kernel 2: 586.973999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 594.900024 Copyback: 0.022000 Sum: 0.009000 Memcpy Classifiers: 0.070000 Kernel 1: 0.022000 Kernel 2: 585.541992 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.075000 Kernel 1: 0.015000 Kernel 2: 492.821991 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.024552 0.462451 fi:0.653076. Ave ac:0.011354,0.039710 Best acc 0.024552 0.462451 Initialization: 6.200000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.148000 Kernel 1: 0.026000 Kernel 2: 92.085999 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.005381 accuracy2:0.174081 Initialization: 5.634000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.124000 Kernel 1: 0.023000 Kernel 2: 93.301003 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.004739 0.414634 fi:0.684413. Ave ac:0.009765,0.012611 Initialization: 5.517000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.120000 Kernel 1: 0.022000 Kernel 2: 93.115997 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.004461 0.432432 fi:0.666771. Ave ac:0.010494,0.013699 Initialization: 5.622000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.127000 Kernel 1: 0.024000 Kernel 2: 93.905998 Copyback: 0.018000 Sum: 0.030000 It 2,Best ac:0.003346 0.500000 fi:0.599822. Ave ac:0.010088,0.012673 Initialization: 5.582000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.132000 Kernel 1: 0.024000 Kernel 2: 90.147003 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.003067 0.440000 fi:0.659980. Ave ac:0.009527,0.012732 Initialization: 5.481000 Memcpy Classifiers: 0.429000 Memcpy Instances: 7.099000 Kernel 1: 0.023000 Kernel 2: 90.223999 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.005297 0.431818 fi:0.666918. Ave ac:0.010090,0.011968 Initialization: 5.547000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.115000 Kernel 1: 0.023000 Kernel 2: 93.490997 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.005856 0.488372 fi:0.610053. Ave ac:0.010674,0.011445 Initialization: 5.550000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.122000 Kernel 1: 0.023000 Kernel 2: 93.837997 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.004182 0.517241 fi:0.582117. Ave ac:0.011328,0.012439 Initialization: 5.534000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.141000 Kernel 1: 0.022000 Kernel 2: 95.708000 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.004183 0.576923 fi:0.522435. Ave ac:0.011690,0.012013 Initialization: 5.551000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.138000 Kernel 1: 0.024000 Kernel 2: 92.879997 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.003904 0.560000 fi:0.539511. Ave ac:0.011325,0.012255 Initialization: 5.479000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.109000 Kernel 1: 0.024000 Kernel 2: 88.142998 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.004182 0.600000 fi:0.499358. Ave ac:0.010491,0.012146 Iteration 10:MDL fitness activated Error 0.499358 TL 0.057300 MDL Theory Length Weight: 2.9049516426 (1) Initialization: 5.539000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.323000 Kernel 1: 0.023000 Kernel 2: 89.314003 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.005297 0.593750 fi:0.626815. Ave ac:0.007755,0.008857 Initialization: 5.506000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.135000 Kernel 1: 0.023000 Kernel 2: 88.472000 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.006970 0.609756 fi:0.593910. Ave ac:0.009000,0.008550 Initialization: 5.512000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.129000 Kernel 1: 0.023000 Kernel 2: 88.663002 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.002230 0.800000 fi:0.637237. Ave ac:0.008106,0.008428 Initialization: 5.549000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.799000 Kernel 1: 0.023000 Kernel 2: 85.661003 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.003903 0.666667 fi:0.579877. Ave ac:0.008001,0.008804 Initialization: 5.525000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.128000 Kernel 1: 0.024000 Kernel 2: 85.762001 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.002789 0.714286 fi:0.578935. Ave ac:0.006835,0.007869 Initialization: 5.490000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.140000 Kernel 1: 0.024000 Kernel 2: 83.439003 Copyback: 0.016000 Sum: 0.032000 It 15,Best ac:0.003345 0.666667 fi:0.524984. Ave ac:0.006767,0.007437 Initialization: 5.560000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.104000 Kernel 1: 0.024000 Kernel 2: 84.042999 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.003903 0.608696 fi:0.615367. Ave ac:0.008377,0.008801 Initialization: 5.512000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.094000 Kernel 1: 0.024000 Kernel 2: 84.545998 Copyback: 0.016000 Sum: 0.035000 It 17,Best ac:0.006414 0.696970 fi:0.504804. Ave ac:0.007851,0.008249 Initialization: 5.546000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.154000 Kernel 1: 0.023000 Kernel 2: 80.650002 Copyback: 0.016000 Sum: 0.032000 It 18,Best ac:0.003903 0.823529 fi:0.390648. Ave ac:0.007340,0.006507 Initialization: 5.476000 Memcpy Classifiers: 0.465000 Memcpy Instances: 7.091000 Kernel 1: 0.023000 Kernel 2: 79.900002 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.003067 0.647059 fi:0.535176. Ave ac:0.006961,0.006855 Initialization: 5.524000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.124000 Kernel 1: 0.024000 Kernel 2: 83.441002 Copyback: 0.371000 Sum: 0.030000 It 20,Best ac:0.004739 0.739130 fi:0.432571. Ave ac:0.010145,0.009588 Initialization: 5.519000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.194000 Kernel 1: 0.024000 Kernel 2: 83.642998 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.001951 1.000000 fi:0.520001. Ave ac:0.007321,0.007306 Initialization: 5.500000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.173000 Kernel 1: 0.023000 Kernel 2: 85.632004 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.003067 0.846154 fi:0.355576. Ave ac:0.007941,0.008119 Initialization: 5.557000 Memcpy Classifiers: 0.431000 Memcpy Instances: 7.277000 Kernel 1: 0.022000 Kernel 2: 85.339996 Copyback: 0.018000 Sum: 0.030000 It 23,Best ac:0.003067 0.687500 fi:0.472975. Ave ac:0.006356,0.006797 Initialization: 5.614000 Memcpy Classifiers: 0.582000 Memcpy Instances: 7.281000 Kernel 1: 0.023000 Kernel 2: 85.529999 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.003624 0.684211 fi:0.495666. Ave ac:0.009663,0.008869 Initialization: 5.509000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.926000 Kernel 1: 0.022000 Kernel 2: 89.695999 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.003346 0.750000 fi:0.435169. Ave ac:0.009654,0.008726 Initialization: 5.488000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.106000 Kernel 1: 0.024000 Kernel 2: 83.897003 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.004739 0.739130 fi:0.424087. Ave ac:0.006882,0.007204 Initialization: 5.549000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.093000 Kernel 1: 0.024000 Kernel 2: 83.872002 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.003624 0.722222 fi:0.450099. Ave ac:0.007776,0.008486 Initialization: 5.555000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.150000 Kernel 1: 0.022000 Kernel 2: 82.200996 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.004739 0.809524 fi:0.371146. Ave ac:0.008965,0.009109 Initialization: 5.508000 Memcpy Classifiers: 0.359000 Memcpy Instances: 7.157000 Kernel 1: 0.024000 Kernel 2: 82.761002 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.005854 0.777778 fi:0.395813. Ave ac:0.007445,0.008072 Initialization: 5.493000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.186000 Kernel 1: 0.023000 Kernel 2: 81.903999 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.003346 0.666667 fi:0.502033. Ave ac:0.005889,0.007481 Initialization: 5.620000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.125000 Kernel 1: 0.023000 Kernel 2: 79.073997 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.003067 0.785714 fi:0.408078. Ave ac:0.008071,0.007897 MDL Theory Length Weight: 2.6144564783 (10) Initialization: 6.076000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.112000 Kernel 1: 0.023000 Kernel 2: 81.636002 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.005020 0.782609 fi:0.404990. Ave ac:0.006262,0.005656 Initialization: 5.570000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.121000 Kernel 1: 0.023000 Kernel 2: 78.669998 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.004461 0.695652 fi:0.473398. Ave ac:0.007336,0.006504 Initialization: 31.327999 Memcpy Instances: 356.023010 Memcpy Classifiers: 0.079000 Kernel 1: 0.023000 Kernel 2: 638.794006 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 650.018005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 656.713989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 634.116028 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 640.004028 Copyback: 0.016000 Sum: 0.005000 Memcpy Classifiers: 0.077000 Kernel 1: 0.017000 Kernel 2: 644.541992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 651.281982 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.083000 Kernel 1: 0.013000 Kernel 2: 538.122986 Copyback: 0.370000 Sum: 0.001000 It 34,Best ac:0.003340 0.507627 fi:0.665661. Ave ac:0.006862,0.018701 Best acc 0.003340 0.507627 Initialization: 5.572000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.159000 Kernel 1: 0.023000 Kernel 2: 89.876999 Copyback: 0.017000 Sum: 0.040000 Initial population average accuracy1:0.005722 accuracy2:0.188379 Initialization: 5.506000 Memcpy Classifiers: 0.521000 Memcpy Instances: 7.140000 Kernel 1: 0.023000 Kernel 2: 91.250999 Copyback: 0.017000 Sum: 0.049000 It 0,Best ac:0.003624 0.448276 fi:0.651394. Ave ac:0.008410,0.012652 Initialization: 5.542000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.206000 Kernel 1: 0.023000 Kernel 2: 95.175003 Copyback: 0.016000 Sum: 0.029000 It 1,Best ac:0.003624 0.481481 fi:0.618188. Ave ac:0.010628,0.013563 Initialization: 5.485000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.167000 Kernel 1: 0.023000 Kernel 2: 93.596001 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.003624 0.520000 fi:0.579669. Ave ac:0.010866,0.011451 Initialization: 5.640000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.108000 Kernel 1: 0.024000 Kernel 2: 93.271004 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.003345 0.461538 fi:0.638286. Ave ac:0.009461,0.011673 Initialization: 5.528000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.184000 Kernel 1: 0.023000 Kernel 2: 92.320000 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.005018 0.500000 fi:0.598892. Ave ac:0.009447,0.011182 Initialization: 5.520000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.095000 Kernel 1: 0.024000 Kernel 2: 90.166000 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.003624 0.500000 fi:0.599669. Ave ac:0.011365,0.014623 Initialization: 5.489000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.102000 Kernel 1: 0.024000 Kernel 2: 91.742996 Copyback: 0.021000 Sum: 0.030000 It 6,Best ac:0.005018 0.580645 fi:0.518247. Ave ac:0.010316,0.010717 Initialization: 5.494000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.182000 Kernel 1: 0.023000 Kernel 2: 93.080002 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.005577 0.571429 fi:0.527148. Ave ac:0.007852,0.009456 Initialization: 5.500000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.130000 Kernel 1: 0.023000 Kernel 2: 89.054001 Copyback: 0.018000 Sum: 0.030000 It 8,Best ac:0.003067 0.647059 fi:0.452922. Ave ac:0.008238,0.010091 Initialization: 5.485000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.140000 Kernel 1: 0.023000 Kernel 2: 87.174004 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.003625 0.565217 fi:0.534452. Ave ac:0.007258,0.010295 Iteration 10:MDL fitness activated Error 0.534452 TL 0.043586 MDL Theory Length Weight: 4.0873111995 (2) Initialization: 5.581000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.110000 Kernel 1: 0.025000 Kernel 2: 90.278999 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.003624 0.520000 fi:0.668777. Ave ac:0.007826,0.008575 Initialization: 5.467000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.154000 Kernel 1: 0.023000 Kernel 2: 87.889000 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.005577 0.588235 fi:0.579535. Ave ac:0.010482,0.011968 Initialization: 5.495000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.647000 Kernel 1: 0.023000 Kernel 2: 80.834999 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.005018 0.750000 fi:0.426643. Ave ac:0.011250,0.015435 Initialization: 5.508000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.143000 Kernel 1: 0.023000 Kernel 2: 82.910004 Copyback: 0.017000 Sum: 0.025000 It 13,Best ac:0.005577 0.588235 fi:0.582196. Ave ac:0.012279,0.016815 Initialization: 5.483000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.144000 Kernel 1: 0.023000 Kernel 2: 72.946999 Copyback: 0.017000 Sum: 0.025000 It 14,Best ac:0.005018 0.720000 fi:0.461961. Ave ac:0.012219,0.017292 Initialization: 5.492000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.180000 Kernel 1: 0.024000 Kernel 2: 71.532997 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.005018 0.692308 fi:0.497071. Ave ac:0.011145,0.017118 Initialization: 5.455000 Memcpy Classifiers: 0.354000 Memcpy Instances: 7.136000 Kernel 1: 0.024000 Kernel 2: 75.079002 Copyback: 0.017000 Sum: 0.024000 It 16,Best ac:0.005297 0.760000 fi:0.430580. Ave ac:0.010756,0.014673 Initialization: 5.524000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.562000 Kernel 1: 0.022000 Kernel 2: 72.657997 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.003067 0.846154 fi:0.349595. Ave ac:0.009759,0.013482 Initialization: 5.561000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.099000 Kernel 1: 0.024000 Kernel 2: 70.252998 Copyback: 0.017000 Sum: 0.024000 It 18,Best ac:0.003624 0.619048 fi:0.565938. Ave ac:0.009252,0.015561 Initialization: 5.573000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.095000 Kernel 1: 0.023000 Kernel 2: 70.782997 Copyback: 0.016000 Sum: 0.021000 It 19,Best ac:0.004462 0.571429 fi:0.599230. Ave ac:0.007137,0.014931 Initialization: 5.597000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.098000 Kernel 1: 0.022000 Kernel 2: 70.667999 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.008645 0.525424 fi:0.626324. Ave ac:0.013866,0.023856 Initialization: 5.534000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.099000 Kernel 1: 0.024000 Kernel 2: 67.197998 Copyback: 0.017000 Sum: 0.019000 It 21,Best ac:0.004182 0.625000 fi:0.519382. Ave ac:0.011957,0.020167 Initialization: 5.462000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.158000 Kernel 1: 0.023000 Kernel 2: 66.705002 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.003624 0.684211 fi:0.511258. Ave ac:0.014333,0.018729 Initialization: 5.481000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.178000 Kernel 1: 0.024000 Kernel 2: 66.856003 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.003067 0.578947 fi:0.560366. Ave ac:0.010667,0.018509 Initialization: 5.469000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.216000 Kernel 1: 0.023000 Kernel 2: 64.361000 Copyback: 0.020000 Sum: 0.021000 It 24,Best ac:0.005018 0.642857 fi:0.532902. Ave ac:0.012891,0.019935 Initialization: 5.685000 Memcpy Classifiers: 0.248000 Memcpy Instances: 7.144000 Kernel 1: 0.023000 Kernel 2: 66.420998 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.003067 0.687500 fi:0.472661. Ave ac:0.009897,0.016921 Initialization: 5.501000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.146000 Kernel 1: 0.024000 Kernel 2: 64.063004 Copyback: 0.017000 Sum: 0.018000 It 26,Best ac:0.006133 0.523810 fi:0.620441. Ave ac:0.013892,0.025124 MDL Theory Length Weight: 3.6785800795 (10) Initialization: 5.728000 Memcpy Classifiers: 0.225000 Memcpy Instances: 7.156000 Kernel 1: 0.022000 Kernel 2: 64.318001 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003067 0.578947 fi:0.574522. Ave ac:0.015098,0.025035 Initialization: 5.521000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.572000 Kernel 1: 0.023000 Kernel 2: 63.341000 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.005018 0.580645 fi:0.556540. Ave ac:0.013928,0.026394 Initialization: 5.464000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.137000 Kernel 1: 0.023000 Kernel 2: 65.870003 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.003904 0.777778 fi:0.371681. Ave ac:0.014344,0.022400 Initialization: 5.469000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.622000 Kernel 1: 0.022000 Kernel 2: 62.023998 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.005297 0.633333 fi:0.509841. Ave ac:0.010027,0.015338 Initialization: 5.526000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.093000 Kernel 1: 0.024000 Kernel 2: 62.435001 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.003067 0.733333 fi:0.422928. Ave ac:0.011812,0.020703 Initialization: 5.558000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.149000 Kernel 1: 0.023000 Kernel 2: 62.573002 Copyback: 0.016000 Sum: 0.022000 It 32,Best ac:0.004182 0.652174 fi:0.485503. Ave ac:0.009978,0.019605 Initialization: 5.532000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.167000 Kernel 1: 0.024000 Kernel 2: 62.507999 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.002788 0.833333 fi:0.415417. Ave ac:0.013107,0.021322 Initialization: 30.818001 Memcpy Instances: 355.372986 Memcpy Classifiers: 0.070000 Kernel 1: 0.025000 Kernel 2: 531.007996 Copyback: 0.015000 Sum: 0.018000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 557.025024 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 531.380005 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 543.403015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 541.431030 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 549.176025 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 540.012024 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 442.433990 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.003496 0.510171 fi:0.658750. Ave ac:0.010316,0.032924 Best acc 0.003496 0.510171 Rule:Att PSSM_-4_2 is [<0.502383]|Att PSSM_-4_7 is [-6.741512,-0.883128]|Att PSSM_0_12 is [-6.116049,-3.530845]|Att PSSM_1_4 is [<-0.030510]|Att PSSM_2_19 is [>-5.949723]|Att PSSM_3_2 is [-5.819280,-0.030708]|Att PSSM_4_10 is [-4.471769,6.471769]|1 Accuracy : 0.786467 0 1 146042 18038 32065 38493 Removed 1229 instances. 178107 Instances left. Acc of rule 0.003496-0.510171 Initialization: 5.509000 Memcpy Classifiers: 0.625000 Memcpy Instances: 7.152000 Kernel 1: 0.024000 Kernel 2: 87.362000 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.004367 accuracy2:0.185009 Initialization: 5.917000 Memcpy Classifiers: 0.512000 Memcpy Instances: 7.292000 Kernel 1: 0.022000 Kernel 2: 92.199997 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.003088 0.423077 fi:0.676869. Ave ac:0.008400,0.010806 Initialization: 5.471000 Memcpy Classifiers: 0.473000 Memcpy Instances: 7.069000 Kernel 1: 0.022000 Kernel 2: 91.865997 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.011791 0.424242 fi:0.670796. Ave ac:0.010209,0.010792 Initialization: 5.465000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.086000 Kernel 1: 0.023000 Kernel 2: 92.059998 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003087 0.523810 fi:0.576139. Ave ac:0.010336,0.012800 Initialization: 5.511000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.070000 Kernel 1: 0.023000 Kernel 2: 90.365997 Copyback: 0.018000 Sum: 0.029000 It 3,Best ac:0.003369 0.631579 fi:0.468211. Ave ac:0.010704,0.012110 Initialization: 5.472000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.046000 Kernel 1: 0.023000 Kernel 2: 88.054001 Copyback: 0.016000 Sum: 0.033000 It 4,Best ac:0.003650 0.619048 fi:0.480581. Ave ac:0.010280,0.012273 Initialization: 5.481000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.095000 Kernel 1: 0.024000 Kernel 2: 86.597000 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004773 0.680000 fi:0.418994. Ave ac:0.010506,0.011701 Initialization: 5.958000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.171000 Kernel 1: 0.022000 Kernel 2: 84.628998 Copyback: 0.018000 Sum: 0.025000 It 6,Best ac:0.003650 0.619048 fi:0.480581. Ave ac:0.011045,0.011683 Initialization: 5.523000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.056000 Kernel 1: 0.023000 Kernel 2: 80.676003 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.003368 0.705882 fi:0.393908. Ave ac:0.008195,0.009935 Initialization: 5.516000 Memcpy Classifiers: 0.425000 Memcpy Instances: 7.042000 Kernel 1: 0.023000 Kernel 2: 79.924004 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.004211 0.600000 fi:0.499311. Ave ac:0.008058,0.008524 Initialization: 5.511000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.563000 Kernel 1: 0.022000 Kernel 2: 79.921997 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.005052 0.642857 fi:0.455983. Ave ac:0.008033,0.009223 Iteration 10:MDL fitness activated Error 0.455983 TL 0.034045 MDL Theory Length Weight: 4.4644518233 (3) Initialization: 5.460000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.081000 Kernel 1: 0.023000 Kernel 2: 80.737000 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.002807 0.714286 fi:0.544786. Ave ac:0.006825,0.008290 Initialization: 5.487000 Memcpy Classifiers: 0.443000 Memcpy Instances: 7.080000 Kernel 1: 0.024000 Kernel 2: 82.028000 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.004211 0.714286 fi:0.533903. Ave ac:0.008287,0.007859 Initialization: 5.458000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.082000 Kernel 1: 0.023000 Kernel 2: 80.008003 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.007580 0.574468 fi:0.644045. Ave ac:0.008612,0.008623 Initialization: 5.424000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.064000 Kernel 1: 0.024000 Kernel 2: 76.505997 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.003087 0.733333 fi:0.529261. Ave ac:0.010230,0.010106 Initialization: 5.552000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.057000 Kernel 1: 0.023000 Kernel 2: 77.391998 Copyback: 0.016000 Sum: 0.031000 It 14,Best ac:0.003369 0.705882 fi:0.514335. Ave ac:0.009747,0.010438 Initialization: 5.492000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.042000 Kernel 1: 0.023000 Kernel 2: 74.531998 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.003929 0.700000 fi:0.502973. Ave ac:0.009388,0.010006 Initialization: 5.466000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.070000 Kernel 1: 0.024000 Kernel 2: 74.077003 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.004210 0.600000 fi:0.613684. Ave ac:0.010563,0.012733 Initialization: 5.660000 Memcpy Classifiers: 0.343000 Memcpy Instances: 7.252000 Kernel 1: 0.022000 Kernel 2: 73.886002 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.003088 0.647059 fi:0.541569. Ave ac:0.012248,0.012831 Initialization: 5.513000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.375000 Kernel 1: 0.023000 Kernel 2: 72.696999 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.004773 0.607143 fi:0.568058. Ave ac:0.011760,0.014751 Initialization: 5.491000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.060000 Kernel 1: 0.023000 Kernel 2: 72.086998 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.004773 0.850000 fi:0.398673. Ave ac:0.013287,0.018630 Initialization: 5.515000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.218000 Kernel 1: 0.023000 Kernel 2: 70.980003 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.003929 0.700000 fi:0.501259. Ave ac:0.010387,0.012296 Initialization: 5.475000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.062000 Kernel 1: 0.023000 Kernel 2: 71.792999 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.003930 0.666667 fi:0.512905. Ave ac:0.009647,0.015428 Initialization: 5.531000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.132000 Kernel 1: 0.023000 Kernel 2: 72.678001 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.003089 0.733333 fi:0.475445. Ave ac:0.011296,0.014933 Initialization: 5.491000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.072000 Kernel 1: 0.023000 Kernel 2: 70.994003 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.005336 0.730769 fi:0.460742. Ave ac:0.014655,0.019864 Initialization: 5.576000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.050000 Kernel 1: 0.023000 Kernel 2: 69.500999 Copyback: 0.372000 Sum: 0.022000 It 24,Best ac:0.003650 0.590909 fi:0.589405. Ave ac:0.014949,0.018372 Initialization: 5.497000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.046000 Kernel 1: 0.024000 Kernel 2: 68.050003 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.003088 0.687500 fi:0.483583. Ave ac:0.012606,0.015393 Initialization: 5.446000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.074000 Kernel 1: 0.023000 Kernel 2: 67.259003 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.004211 0.681818 fi:0.497595. Ave ac:0.013131,0.015981 Initialization: 5.431000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.069000 Kernel 1: 0.023000 Kernel 2: 64.921997 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003369 0.600000 fi:0.573788. Ave ac:0.017744,0.023048 Initialization: 5.410000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.151000 Kernel 1: 0.023000 Kernel 2: 65.480003 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.003088 0.611111 fi:0.548304. Ave ac:0.014480,0.020369 MDL Theory Length Weight: 4.0180066410 (10) Initialization: 5.492000 Memcpy Classifiers: 0.274000 Memcpy Instances: 7.078000 Kernel 1: 0.023000 Kernel 2: 65.846001 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.003369 0.750000 fi:0.384989. Ave ac:0.017249,0.025321 Initialization: 5.497000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.539000 Kernel 1: 0.023000 Kernel 2: 65.624001 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.004773 0.653846 fi:0.509626. Ave ac:0.017494,0.025151 Initialization: 5.527000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.111000 Kernel 1: 0.023000 Kernel 2: 65.928001 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.002807 0.714286 fi:0.505308. Ave ac:0.017555,0.022510 Initialization: 5.453000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.061000 Kernel 1: 0.023000 Kernel 2: 65.339996 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.003930 0.736842 fi:0.428523. Ave ac:0.015920,0.023272 Initialization: 5.571000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.043000 Kernel 1: 0.023000 Kernel 2: 64.866997 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003368 0.750000 fi:0.415382. Ave ac:0.012329,0.020821 Initialization: 31.212999 Memcpy Instances: 365.980988 Memcpy Classifiers: 0.057000 Kernel 1: 0.023000 Kernel 2: 565.112000 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.049000 Kernel 1: 0.015000 Kernel 2: 557.598022 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 566.044983 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.012000 Kernel 2: 558.476013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 553.716980 Copyback: 0.023000 Sum: 0.008000 Memcpy Classifiers: 0.057000 Kernel 1: 0.021000 Kernel 2: 590.198975 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 560.625977 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 417.049011 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.029488 0.430951 fi:0.690885. Ave ac:0.013745,0.042923 Best acc 0.029488 0.430951 Initialization: 5.500000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.129000 Kernel 1: 0.024000 Kernel 2: 88.584000 Copyback: 0.372000 Sum: 0.046000 Initial population average accuracy1:0.004401 accuracy2:0.175028 Initialization: 5.487000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.062000 Kernel 1: 0.024000 Kernel 2: 94.941002 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.012633 0.416667 fi:0.677885. Ave ac:0.008250,0.009972 Initialization: 5.465000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.171000 Kernel 1: 0.023000 Kernel 2: 92.875999 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.003650 0.565217 fi:0.534411. Ave ac:0.009757,0.011299 Initialization: 5.480000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.121000 Kernel 1: 0.023000 Kernel 2: 91.980003 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.004211 0.625000 fi:0.474315. Ave ac:0.007874,0.009824 Initialization: 6.016000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.280000 Kernel 1: 0.023000 Kernel 2: 90.580002 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.005616 0.512821 fi:0.585697. Ave ac:0.008482,0.008104 Initialization: 5.480000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.111000 Kernel 1: 0.024000 Kernel 2: 88.794998 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.005052 0.580645 fi:0.518195. Ave ac:0.006796,0.007256 Initialization: 5.497000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.119000 Kernel 1: 0.022000 Kernel 2: 90.599998 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003368 0.571429 fi:0.528362. Ave ac:0.007508,0.006506 Initialization: 5.542000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.072000 Kernel 1: 0.023000 Kernel 2: 92.717003 Copyback: 0.016000 Sum: 0.029000 It 6,Best ac:0.007863 0.538462 fi:0.558787. Ave ac:0.007266,0.005793 Initialization: 5.463000 Memcpy Classifiers: 0.439000 Memcpy Instances: 7.037000 Kernel 1: 0.023000 Kernel 2: 92.171997 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.009823 0.514706 fi:0.581441. Ave ac:0.006494,0.005482 Initialization: 5.567000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.245000 Kernel 1: 0.022000 Kernel 2: 91.125000 Copyback: 0.017000 Sum: 0.038000 It 8,Best ac:0.004491 0.695652 fi:0.403504. Ave ac:0.006425,0.005951 Initialization: 5.598000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.113000 Kernel 1: 0.022000 Kernel 2: 92.835999 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.003369 0.666667 fi:0.433120. Ave ac:0.006455,0.007332 Iteration 10:MDL fitness activated Error 0.433120 TL 0.036455 MDL Theory Length Weight: 3.9602753119 (2) Initialization: 5.465000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.527000 Kernel 1: 0.022000 Kernel 2: 90.671997 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.004773 0.566667 fi:0.656960. Ave ac:0.007167,0.008429 Initialization: 5.527000 Memcpy Classifiers: 0.495000 Memcpy Instances: 7.049000 Kernel 1: 0.023000 Kernel 2: 89.579002 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.005615 0.606061 fi:0.554679. Ave ac:0.009583,0.010110 Initialization: 5.469000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.561000 Kernel 1: 0.023000 Kernel 2: 83.720001 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.003088 0.611111 fi:0.597171. Ave ac:0.010902,0.012131 Initialization: 5.517000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.044000 Kernel 1: 0.023000 Kernel 2: 78.737999 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.004210 0.625000 fi:0.613743. Ave ac:0.010913,0.012215 Initialization: 5.472000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.098000 Kernel 1: 0.023000 Kernel 2: 74.623001 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.003088 0.647059 fi:0.579476. Ave ac:0.012445,0.015715 Initialization: 5.550000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.373000 Kernel 1: 0.023000 Kernel 2: 70.547997 Copyback: 0.017000 Sum: 0.023000 It 15,Best ac:0.003088 0.733333 fi:0.419697. Ave ac:0.013101,0.019849 Initialization: 5.540000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.085000 Kernel 1: 0.023000 Kernel 2: 65.769997 Copyback: 0.017000 Sum: 0.024000 It 16,Best ac:0.003651 0.764706 fi:0.431900. Ave ac:0.013034,0.022247 Initialization: 5.486000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.174000 Kernel 1: 0.022000 Kernel 2: 65.382004 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.003930 0.700000 fi:0.460859. Ave ac:0.014175,0.024701 Initialization: 5.493000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.109000 Kernel 1: 0.023000 Kernel 2: 63.787998 Copyback: 0.017000 Sum: 0.021000 It 18,Best ac:0.002526 0.900000 fi:0.442793. Ave ac:0.012747,0.022265 Initialization: 5.518000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.111000 Kernel 1: 0.022000 Kernel 2: 64.980003 Copyback: 0.017000 Sum: 0.021000 It 19,Best ac:0.004492 0.551724 fi:0.577372. Ave ac:0.012642,0.022109 Initialization: 5.547000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.068000 Kernel 1: 0.023000 Kernel 2: 62.724998 Copyback: 0.018000 Sum: 0.021000 It 20,Best ac:0.003089 0.733333 fi:0.420038. Ave ac:0.016314,0.026174 Initialization: 5.453000 Memcpy Classifiers: 0.308000 Memcpy Instances: 7.036000 Kernel 1: 0.023000 Kernel 2: 62.541000 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.003088 0.785714 fi:0.372222. Ave ac:0.013381,0.024354 Initialization: 5.464000 Memcpy Classifiers: 0.343000 Memcpy Instances: 7.064000 Kernel 1: 0.023000 Kernel 2: 61.146000 Copyback: 0.018000 Sum: 0.022000 It 22,Best ac:0.003368 0.666667 fi:0.479864. Ave ac:0.016669,0.029941 Initialization: 5.473000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.086000 Kernel 1: 0.023000 Kernel 2: 62.131001 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.003930 0.700000 fi:0.457460. Ave ac:0.014631,0.028615 Initialization: 5.556000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.074000 Kernel 1: 0.023000 Kernel 2: 59.910999 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.004771 0.531250 fi:0.596106. Ave ac:0.009376,0.023323 Initialization: 5.536000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.144000 Kernel 1: 0.023000 Kernel 2: 58.669998 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.003088 0.550000 fi:0.595370. Ave ac:0.010746,0.027148 Initialization: 5.504000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.047000 Kernel 1: 0.048000 Kernel 2: 58.532001 Copyback: 0.017000 Sum: 0.018000 It 26,Best ac:0.003650 0.764706 fi:0.406988. Ave ac:0.012470,0.025259 Initialization: 5.475000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.566000 Kernel 1: 0.023000 Kernel 2: 58.320000 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.004773 0.708333 fi:0.472568. Ave ac:0.011294,0.027101 Initialization: 5.540000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.142000 Kernel 1: 0.022000 Kernel 2: 59.159000 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.004211 0.535714 fi:0.593540. Ave ac:0.013616,0.031791 Initialization: 5.526000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.054000 Kernel 1: 0.023000 Kernel 2: 57.883999 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.005334 0.500000 fi:0.634206. Ave ac:0.008684,0.022635 Initialization: 5.473000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.152000 Kernel 1: 0.023000 Kernel 2: 57.856998 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.007861 0.608696 fi:0.517021. Ave ac:0.017072,0.033848 MDL Theory Length Weight: 3.5642477807 (10) Initialization: 5.529000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.041000 Kernel 1: 0.023000 Kernel 2: 58.129002 Copyback: 0.018000 Sum: 0.020000 It 31,Best ac:0.003931 0.636364 fi:0.480372. Ave ac:0.021151,0.036852 Initialization: 5.523000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.046000 Kernel 1: 0.024000 Kernel 2: 56.241001 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.003929 0.823529 fi:0.293209. Ave ac:0.020031,0.038648 Initialization: 5.540000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.039000 Kernel 1: 0.024000 Kernel 2: 58.091999 Copyback: 0.016000 Sum: 0.022000 It 33,Best ac:0.004212 0.576923 fi:0.560621. Ave ac:0.017146,0.037627 Initialization: 31.367001 Memcpy Instances: 352.880005 Memcpy Classifiers: 0.074000 Kernel 1: 0.027000 Kernel 2: 516.603027 Copyback: 0.049000 Sum: 0.017000 Memcpy Classifiers: 0.072000 Kernel 1: 0.015000 Kernel 2: 532.372009 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 519.526001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 543.242981 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 529.619995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 544.549988 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 525.658997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 386.734985 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.003285 0.455253 fi:0.685465. Ave ac:0.016245,0.055187 Best acc 0.003285 0.455253 Initialization: 5.546000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.084000 Kernel 1: 0.024000 Kernel 2: 87.498001 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005280 accuracy2:0.191473 Initialization: 5.508000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.068000 Kernel 1: 0.022000 Kernel 2: 92.374001 Copyback: 0.018000 Sum: 0.034000 It 0,Best ac:0.005615 0.476190 fi:0.622327. Ave ac:0.008534,0.011431 Initialization: 5.675000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.977000 Kernel 1: 0.023000 Kernel 2: 95.245003 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.003650 0.433333 fi:0.666298. Ave ac:0.009809,0.011609 Initialization: 5.454000 Memcpy Classifiers: 0.521000 Memcpy Instances: 7.099000 Kernel 1: 0.022000 Kernel 2: 92.617996 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.003369 0.461538 fi:0.638249. Ave ac:0.010084,0.011533 Initialization: 5.506000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.046000 Kernel 1: 0.024000 Kernel 2: 92.225998 Copyback: 0.016000 Sum: 0.026000 It 3,Best ac:0.007859 0.500000 fi:0.597256. Ave ac:0.012036,0.014193 Initialization: 5.506000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.052000 Kernel 1: 0.023000 Kernel 2: 89.732002 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.003368 0.571429 fi:0.528362. Ave ac:0.010715,0.012255 Initialization: 5.488000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.092000 Kernel 1: 0.023000 Kernel 2: 89.915001 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.004211 0.517241 fi:0.582070. Ave ac:0.008126,0.011076 Initialization: 5.432000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.083000 Kernel 1: 0.023000 Kernel 2: 91.982002 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.003088 0.611111 fi:0.488835. Ave ac:0.008562,0.009204 Initialization: 5.501000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.474000 Kernel 1: 0.022000 Kernel 2: 86.463997 Copyback: 0.016000 Sum: 0.030000 It 7,Best ac:0.003369 0.666667 fi:0.433120. Ave ac:0.007896,0.009005 Initialization: 5.489000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.255000 Kernel 1: 0.023000 Kernel 2: 88.129997 Copyback: 0.017000 Sum: 0.026000 It 8,Best ac:0.003929 0.608696 fi:0.490778. Ave ac:0.007799,0.007839 Initialization: 5.548000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.256000 Kernel 1: 0.023000 Kernel 2: 93.206001 Copyback: 0.022000 Sum: 0.036000 It 9,Best ac:0.002527 0.818182 fi:0.421833. Ave ac:0.007989,0.007630 Iteration 10:MDL fitness activated Error 0.421833 TL 0.030789 MDL Theory Length Weight: 4.5668896596 (1) Initialization: 6.436000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.073000 Kernel 1: 0.023000 Kernel 2: 90.538002 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.003368 0.705882 fi:0.461774. Ave ac:0.008502,0.012572 Initialization: 5.508000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.145000 Kernel 1: 0.022000 Kernel 2: 89.350998 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.005896 0.567568 fi:0.665176. Ave ac:0.009233,0.012236 Initialization: 5.557000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.040000 Kernel 1: 0.023000 Kernel 2: 83.540001 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.003370 0.600000 fi:0.601612. Ave ac:0.010148,0.015006 Initialization: 5.445000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.082000 Kernel 1: 0.024000 Kernel 2: 84.267998 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.008141 0.674419 fi:0.495632. Ave ac:0.012469,0.016884 Initialization: 5.449000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.106000 Kernel 1: 0.024000 Kernel 2: 80.369003 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.003929 0.823529 fi:0.369962. Ave ac:0.012290,0.018359 Initialization: 5.435000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.085000 Kernel 1: 0.022000 Kernel 2: 77.925003 Copyback: 0.018000 Sum: 0.023000 It 15,Best ac:0.002807 0.588235 fi:0.622583. Ave ac:0.010565,0.014989 Initialization: 5.598000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.214000 Kernel 1: 0.022000 Kernel 2: 75.931999 Copyback: 0.016000 Sum: 0.027000 It 16,Best ac:0.003650 0.619048 fi:0.559532. Ave ac:0.013145,0.018394 Initialization: 5.534000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.531000 Kernel 1: 0.022000 Kernel 2: 73.902000 Copyback: 0.016000 Sum: 0.027000 It 17,Best ac:0.004211 0.789474 fi:0.386874. Ave ac:0.013231,0.018375 Initialization: 5.688000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.538000 Kernel 1: 0.022000 Kernel 2: 71.698997 Copyback: 0.017000 Sum: 0.022000 It 18,Best ac:0.004211 0.750000 fi:0.442104. Ave ac:0.012964,0.020423 Initialization: 5.552000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.548000 Kernel 1: 0.022000 Kernel 2: 70.331001 Copyback: 0.017000 Sum: 0.020000 It 19,Best ac:0.003368 0.750000 fi:0.451615. Ave ac:0.011115,0.020760 Initialization: 5.606000 Memcpy Classifiers: 0.343000 Memcpy Instances: 7.109000 Kernel 1: 0.022000 Kernel 2: 69.478996 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.003088 0.785714 fi:0.382097. Ave ac:0.012374,0.021846 Initialization: 5.489000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.557000 Kernel 1: 0.022000 Kernel 2: 72.083000 Copyback: 0.016000 Sum: 0.022000 It 21,Best ac:0.004212 0.600000 fi:0.542459. Ave ac:0.007914,0.015509 Initialization: 5.568000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.509000 Kernel 1: 0.022000 Kernel 2: 71.516998 Copyback: 0.016000 Sum: 0.020000 It 22,Best ac:0.004492 0.695652 fi:0.486319. Ave ac:0.013739,0.020563 Initialization: 5.527000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.500000 Kernel 1: 0.023000 Kernel 2: 70.018997 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.003651 0.764706 fi:0.424968. Ave ac:0.013603,0.026713 MDL Theory Length Weight: 4.1102006937 (10) Initialization: 5.429000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.150000 Kernel 1: 0.022000 Kernel 2: 68.356003 Copyback: 0.018000 Sum: 0.020000 It 24,Best ac:0.003370 0.666667 fi:0.518917. Ave ac:0.012258,0.024924 Initialization: 6.423000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.429000 Kernel 1: 0.022000 Kernel 2: 69.653999 Copyback: 0.018000 Sum: 0.022000 It 25,Best ac:0.005615 0.606061 fi:0.526977. Ave ac:0.012199,0.024203 Initialization: 5.684000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.143000 Kernel 1: 0.023000 Kernel 2: 68.362999 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.002807 0.769231 fi:0.469334. Ave ac:0.009028,0.017261 Initialization: 5.489000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.122000 Kernel 1: 0.023000 Kernel 2: 68.668999 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003649 0.650000 fi:0.499353. Ave ac:0.011275,0.019823 Initialization: 5.674000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.120000 Kernel 1: 0.023000 Kernel 2: 67.278000 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.003930 0.583333 fi:0.590774. Ave ac:0.009692,0.020826 Initialization: 5.460000 Memcpy Classifiers: 0.392000 Memcpy Instances: 7.045000 Kernel 1: 0.023000 Kernel 2: 66.310997 Copyback: 0.017000 Sum: 0.020000 It 29,Best ac:0.002807 0.909091 fi:0.285073. Ave ac:0.013024,0.023885 Initialization: 5.441000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.072000 Kernel 1: 0.024000 Kernel 2: 64.045998 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.003088 0.647059 fi:0.533928. Ave ac:0.014711,0.027754 Initialization: 5.469000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.043000 Kernel 1: 0.024000 Kernel 2: 64.462997 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.006457 0.575000 fi:0.561463. Ave ac:0.014714,0.026768 Initialization: 5.507000 Memcpy Classifiers: 0.250000 Memcpy Instances: 7.069000 Kernel 1: 0.023000 Kernel 2: 63.341999 Copyback: 0.017000 Sum: 0.020000 It 32,Best ac:0.007859 0.474576 fi:0.681622. Ave ac:0.014111,0.028175 Initialization: 5.517000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.060000 Kernel 1: 0.024000 Kernel 2: 63.417000 Copyback: 0.016000 Sum: 0.022000 It 33,Best ac:0.003368 0.800000 fi:0.346579. Ave ac:0.018525,0.032284 Initialization: 31.020000 Memcpy Instances: 350.920990 Memcpy Classifiers: 0.058000 Kernel 1: 0.025000 Kernel 2: 543.343994 Copyback: 0.368000 Sum: 0.017000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 546.294983 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 562.594971 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 553.476990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 555.247009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 548.757996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 543.109985 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 418.864990 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.003655 0.481153 fi:0.657307. Ave ac:0.015087,0.048318 Best acc 0.003655 0.481153 Initialization: 5.543000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.071000 Kernel 1: 0.024000 Kernel 2: 87.109001 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.004152 accuracy2:0.187705 Initialization: 5.596000 Memcpy Classifiers: 0.549000 Memcpy Instances: 7.106000 Kernel 1: 0.023000 Kernel 2: 91.702003 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.002245 0.727273 fi:0.598237. Ave ac:0.008349,0.012078 Initialization: 5.512000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.079000 Kernel 1: 0.023000 Kernel 2: 94.474998 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.003088 0.458333 fi:0.641612. Ave ac:0.010410,0.013758 Initialization: 5.430000 Memcpy Classifiers: 0.577000 Memcpy Instances: 7.218000 Kernel 1: 0.022000 Kernel 2: 93.802002 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.004773 0.586207 fi:0.512787. Ave ac:0.010836,0.013301 Initialization: 5.574000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.047000 Kernel 1: 0.024000 Kernel 2: 93.603996 Copyback: 0.019000 Sum: 0.223000 It 3,Best ac:0.003929 0.538462 fi:0.561012. Ave ac:0.010797,0.011267 Initialization: 5.450000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.251000 Kernel 1: 0.023000 Kernel 2: 94.535004 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.003370 0.521739 fi:0.578048. Ave ac:0.008643,0.009846 Initialization: 5.478000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.096000 Kernel 1: 0.023000 Kernel 2: 92.655998 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.003369 0.600000 fi:0.499790. Ave ac:0.007284,0.009450 Initialization: 5.451000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.094000 Kernel 1: 0.023000 Kernel 2: 92.360001 Copyback: 0.018000 Sum: 0.027000 It 6,Best ac:0.004773 0.607143 fi:0.491851. Ave ac:0.006198,0.008822 Initialization: 5.444000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.278000 Kernel 1: 0.021000 Kernel 2: 91.667999 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.002807 0.769231 fi:0.387657. Ave ac:0.007236,0.007736 Initialization: 5.521000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.099000 Kernel 1: 0.023000 Kernel 2: 98.614998 Copyback: 0.016000 Sum: 0.030000 It 8,Best ac:0.006457 0.575000 fi:0.523042. Ave ac:0.006814,0.007055 Initialization: 5.489000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.160000 Kernel 1: 0.022000 Kernel 2: 95.472000 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.001684 1.000000 fi:0.493343. Ave ac:0.006284,0.009491 Iteration 10:MDL fitness activated Error 0.493343 TL 0.030895 MDL Theory Length Weight: 5.3228153897 (3) Initialization: 5.478000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.056000 Kernel 1: 0.024000 Kernel 2: 93.180000 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.007019 0.625000 fi:0.668556. Ave ac:0.006473,0.008063 Initialization: 5.544000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.039000 Kernel 1: 0.024000 Kernel 2: 87.908997 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.003649 0.866667 fi:0.416119. Ave ac:0.008450,0.011465 Initialization: 5.760000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.522000 Kernel 1: 0.023000 Kernel 2: 84.511002 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.004491 0.592593 fi:0.665188. Ave ac:0.011532,0.015820 Initialization: 5.942000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.117000 Kernel 1: 0.023000 Kernel 2: 76.754997 Copyback: 0.017000 Sum: 0.024000 It 13,Best ac:0.003369 0.600000 fi:0.567538. Ave ac:0.013490,0.018029 Initialization: 5.523000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.086000 Kernel 1: 0.023000 Kernel 2: 70.678001 Copyback: 0.017000 Sum: 0.021000 It 14,Best ac:0.008984 0.561404 fi:0.617436. Ave ac:0.017036,0.021793 Initialization: 6.028000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.051000 Kernel 1: 0.024000 Kernel 2: 64.096001 Copyback: 0.017000 Sum: 0.044000 It 15,Best ac:0.006455 0.560976 fi:0.604714. Ave ac:0.014511,0.023357 Initialization: 5.521000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.084000 Kernel 1: 0.023000 Kernel 2: 61.993999 Copyback: 0.017000 Sum: 0.021000 It 16,Best ac:0.003649 0.684211 fi:0.446327. Ave ac:0.019279,0.031539 Initialization: 5.511000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.610000 Kernel 1: 0.023000 Kernel 2: 60.101002 Copyback: 0.017000 Sum: 0.021000 It 17,Best ac:0.004211 0.600000 fi:0.554147. Ave ac:0.019597,0.028965 Initialization: 5.435000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.229000 Kernel 1: 0.023000 Kernel 2: 59.087002 Copyback: 0.371000 Sum: 0.021000 It 18,Best ac:0.005334 0.730769 fi:0.418137. Ave ac:0.018202,0.027888 Initialization: 5.447000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.080000 Kernel 1: 0.023000 Kernel 2: 58.146999 Copyback: 0.017000 Sum: 0.021000 It 19,Best ac:0.002527 0.900000 fi:0.411638. Ave ac:0.021510,0.031619 Initialization: 5.486000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.082000 Kernel 1: 0.024000 Kernel 2: 58.108002 Copyback: 0.018000 Sum: 0.021000 It 20,Best ac:0.006176 0.628571 fi:0.513263. Ave ac:0.016300,0.022451 Initialization: 5.539000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.045000 Kernel 1: 0.023000 Kernel 2: 59.438999 Copyback: 0.017000 Sum: 0.020000 It 21,Best ac:0.003650 0.619048 fi:0.506379. Ave ac:0.023095,0.033444 Initialization: 5.492000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.037000 Kernel 1: 0.023000 Kernel 2: 58.269001 Copyback: 0.016000 Sum: 0.020000 It 22,Best ac:0.004773 0.586207 fi:0.552359. Ave ac:0.021125,0.035138 Initialization: 5.505000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.524000 Kernel 1: 0.022000 Kernel 2: 58.174999 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.003649 0.565217 fi:0.597588. Ave ac:0.020205,0.031412 Initialization: 5.482000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.059000 Kernel 1: 0.023000 Kernel 2: 59.025002 Copyback: 0.016000 Sum: 0.022000 It 24,Best ac:0.008141 0.580000 fi:0.563274. Ave ac:0.019888,0.031782 Initialization: 5.973000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.065000 Kernel 1: 0.023000 Kernel 2: 57.094002 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.003087 0.733333 fi:0.408603. Ave ac:0.018089,0.029364 Initialization: 5.491000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.041000 Kernel 1: 0.024000 Kernel 2: 60.432999 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.004774 0.629630 fi:0.521872. Ave ac:0.015814,0.028907 Initialization: 5.465000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.057000 Kernel 1: 0.023000 Kernel 2: 57.632999 Copyback: 0.017000 Sum: 0.020000 It 27,Best ac:0.003089 0.578947 fi:0.569574. Ave ac:0.014781,0.026991 Initialization: 5.497000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.113000 Kernel 1: 0.022000 Kernel 2: 56.023998 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.004210 0.789474 fi:0.346956. Ave ac:0.017639,0.031978 Initialization: 5.476000 Memcpy Classifiers: 0.169000 Memcpy Instances: 7.096000 Kernel 1: 0.022000 Kernel 2: 56.702000 Copyback: 0.016000 Sum: 0.020000 It 29,Best ac:0.004210 0.600000 fi:0.553022. Ave ac:0.017438,0.032497 Initialization: 5.595000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.059000 Kernel 1: 0.022000 Kernel 2: 57.714001 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.003930 0.777778 fi:0.347490. Ave ac:0.017190,0.031099 Initialization: 5.524000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.040000 Kernel 1: 0.022000 Kernel 2: 57.424000 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.003088 0.647059 fi:0.524379. Ave ac:0.014909,0.034533 Initialization: 5.512000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.084000 Kernel 1: 0.024000 Kernel 2: 57.103001 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.003930 0.636364 fi:0.512269. Ave ac:0.015042,0.031108 Initialization: 5.524000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.083000 Kernel 1: 0.022000 Kernel 2: 56.849998 Copyback: 0.017000 Sum: 0.019000 It 33,Best ac:0.002807 0.666667 fi:0.535591. Ave ac:0.018003,0.037551 Initialization: 31.135000 Memcpy Instances: 350.661011 Memcpy Classifiers: 0.063000 Kernel 1: 0.023000 Kernel 2: 512.247009 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 514.143982 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 517.354980 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 503.639008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 511.248993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 505.355988 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 513.237000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 376.859009 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003195 0.449447 fi:0.699602. Ave ac:0.015074,0.050575 Best acc 0.003195 0.449447 Initialization: 5.396000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.112000 Kernel 1: 0.025000 Kernel 2: 88.117996 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.004270 accuracy2:0.171381 Initialization: 5.518000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.152000 Kernel 1: 0.022000 Kernel 2: 94.588997 Copyback: 0.371000 Sum: 0.034000 It 0,Best ac:0.004773 0.485714 fi:0.613280. Ave ac:0.007371,0.010503 Initialization: 5.424000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.087000 Kernel 1: 0.024000 Kernel 2: 95.438004 Copyback: 0.018000 Sum: 0.025000 It 1,Best ac:0.012072 0.430000 fi:0.664869. Ave ac:0.011084,0.013359 Initialization: 5.461000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.045000 Kernel 1: 0.023000 Kernel 2: 95.882004 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.002807 0.555556 fi:0.600017. Ave ac:0.011982,0.012977 Initialization: 5.521000 Memcpy Classifiers: 0.473000 Memcpy Instances: 7.091000 Kernel 1: 0.023000 Kernel 2: 94.912003 Copyback: 0.017000 Sum: 0.026000 It 3,Best ac:0.003369 0.500000 fi:0.599787. Ave ac:0.012301,0.014116 Initialization: 5.436000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.049000 Kernel 1: 0.023000 Kernel 2: 95.977997 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.005897 0.600000 fi:0.498359. Ave ac:0.011470,0.011526 Initialization: 5.438000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.199000 Kernel 1: 0.022000 Kernel 2: 90.588997 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.003088 0.611111 fi:0.488835. Ave ac:0.010677,0.012359 Initialization: 5.529000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.503000 Kernel 1: 0.024000 Kernel 2: 89.458000 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.004773 0.607143 fi:0.491851. Ave ac:0.009595,0.009522 Initialization: 5.470000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.071000 Kernel 1: 0.023000 Kernel 2: 88.554001 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.003650 0.619048 fi:0.480584. Ave ac:0.008773,0.009220 Initialization: 5.504000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.077000 Kernel 1: 0.023000 Kernel 2: 87.407997 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.004492 0.666667 fi:0.432486. Ave ac:0.008184,0.010725 Initialization: 5.540000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.052000 Kernel 1: 0.024000 Kernel 2: 85.727997 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.004773 0.708333 fi:0.390665. Ave ac:0.008911,0.010864 Iteration 10:MDL fitness activated Error 0.390665 TL 0.031882 MDL Theory Length Weight: 4.0844618954 (1) Initialization: 5.463000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.043000 Kernel 1: 0.024000 Kernel 2: 85.836998 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.007299 0.565217 fi:0.626989. Ave ac:0.008976,0.011000 Initialization: 5.511000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.044000 Kernel 1: 0.023000 Kernel 2: 80.448997 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.006736 0.648649 fi:0.592057. Ave ac:0.009849,0.011811 Initialization: 5.424000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.089000 Kernel 1: 0.023000 Kernel 2: 82.050003 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.003088 0.647059 fi:0.570711. Ave ac:0.011463,0.013335 Initialization: 5.539000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.049000 Kernel 1: 0.023000 Kernel 2: 80.227997 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.006175 0.666667 fi:0.566869. Ave ac:0.012392,0.014661 Initialization: 5.567000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.538000 Kernel 1: 0.023000 Kernel 2: 80.194000 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.003089 0.785714 fi:0.423344. Ave ac:0.012742,0.014289 Initialization: 5.964000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.075000 Kernel 1: 0.023000 Kernel 2: 78.304001 Copyback: 0.016000 Sum: 0.025000 It 15,Best ac:0.003929 0.636364 fi:0.520164. Ave ac:0.011788,0.014261 Initialization: 5.512000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.098000 Kernel 1: 0.023000 Kernel 2: 76.879997 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.002807 0.833333 fi:0.438523. Ave ac:0.014341,0.018271 Initialization: 5.471000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.201000 Kernel 1: 0.023000 Kernel 2: 77.081001 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.003089 0.733333 fi:0.423667. Ave ac:0.014053,0.015884 Initialization: 5.528000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.061000 Kernel 1: 0.023000 Kernel 2: 77.398003 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.003088 0.647059 fi:0.573958. Ave ac:0.013894,0.016494 Initialization: 5.910000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.068000 Kernel 1: 0.024000 Kernel 2: 76.391998 Copyback: 0.017000 Sum: 0.041000 It 19,Best ac:0.003369 0.666667 fi:0.542233. Ave ac:0.014713,0.017147 Initialization: 6.005000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.447000 Kernel 1: 0.022000 Kernel 2: 76.845001 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.003369 0.666667 fi:0.520794. Ave ac:0.013539,0.014532 Initialization: 5.627000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.066000 Kernel 1: 0.023000 Kernel 2: 74.143997 Copyback: 0.019000 Sum: 0.028000 It 21,Best ac:0.003088 0.687500 fi:0.498727. Ave ac:0.011090,0.013547 Initialization: 5.535000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.392000 Kernel 1: 0.022000 Kernel 2: 73.905998 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.005055 0.692308 fi:0.485329. Ave ac:0.011305,0.013640 Initialization: 5.534000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.052000 Kernel 1: 0.024000 Kernel 2: 75.596001 Copyback: 0.016000 Sum: 0.024000 It 23,Best ac:0.005615 0.714286 fi:0.450995. Ave ac:0.008762,0.013017 MDL Theory Length Weight: 3.6760157059 (10) Initialization: 5.444000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.072000 Kernel 1: 0.024000 Kernel 2: 75.819000 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.003649 0.722222 fi:0.421064. Ave ac:0.010068,0.014310 Initialization: 5.468000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.074000 Kernel 1: 0.024000 Kernel 2: 77.627998 Copyback: 0.018000 Sum: 0.022000 It 25,Best ac:0.003930 0.777778 fi:0.392571. Ave ac:0.010251,0.010064 Initialization: 5.477000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.062000 Kernel 1: 0.024000 Kernel 2: 74.552002 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.003368 0.750000 fi:0.438347. Ave ac:0.010981,0.014995 Initialization: 5.461000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.037000 Kernel 1: 0.023000 Kernel 2: 75.557999 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.005616 0.800000 fi:0.363988. Ave ac:0.010589,0.016638 Initialization: 5.455000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.079000 Kernel 1: 0.023000 Kernel 2: 74.655998 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.003650 0.764706 fi:0.422753. Ave ac:0.007200,0.009980 Initialization: 5.465000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.205000 Kernel 1: 0.023000 Kernel 2: 75.107002 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.003368 0.750000 fi:0.458754. Ave ac:0.008480,0.010242 Initialization: 5.483000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.365000 Kernel 1: 0.022000 Kernel 2: 75.206001 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.003369 0.800000 fi:0.397989. Ave ac:0.007391,0.007049 Initialization: 5.427000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.166000 Kernel 1: 0.022000 Kernel 2: 76.567001 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.003088 0.733333 fi:0.449684. Ave ac:0.007715,0.007493 Initialization: 5.505000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.225000 Kernel 1: 0.023000 Kernel 2: 76.554001 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.003088 0.687500 fi:0.497089. Ave ac:0.008737,0.011923 Initialization: 5.481000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.039000 Kernel 1: 0.022000 Kernel 2: 78.780998 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.003088 0.733333 fi:0.456389. Ave ac:0.008003,0.009369 Initialization: 30.945999 Memcpy Instances: 354.256989 Memcpy Classifiers: 0.068000 Kernel 1: 0.024000 Kernel 2: 627.599976 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 630.208984 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 636.226013 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 618.356995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 635.853027 Copyback: 0.366000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 627.408020 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 642.645020 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 470.476013 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.003161 0.497790 fi:0.667586. Ave ac:0.008798,0.025175 Best acc 0.003161 0.497790 Initialization: 5.485000 Memcpy Classifiers: 0.575000 Memcpy Instances: 7.057000 Kernel 1: 0.025000 Kernel 2: 87.415001 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.004917 accuracy2:0.180903 Initialization: 5.468000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.106000 Kernel 1: 0.024000 Kernel 2: 95.047997 Copyback: 0.023000 Sum: 0.056000 It 0,Best ac:0.005334 0.452381 fi:0.646296. Ave ac:0.009002,0.012509 Initialization: 5.508000 Memcpy Classifiers: 0.534000 Memcpy Instances: 7.094000 Kernel 1: 0.024000 Kernel 2: 93.805000 Copyback: 0.018000 Sum: 0.029000 It 1,Best ac:0.003930 0.560000 fi:0.539470. Ave ac:0.009385,0.011272 Initialization: 5.586000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.147000 Kernel 1: 0.024000 Kernel 2: 93.779999 Copyback: 0.024000 Sum: 0.036000 It 2,Best ac:0.003088 0.550000 fi:0.549946. Ave ac:0.010526,0.012871 Initialization: 5.529000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.286000 Kernel 1: 0.023000 Kernel 2: 92.640999 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.003369 0.521739 fi:0.578048. Ave ac:0.010280,0.012403 Initialization: 5.572000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.534000 Kernel 1: 0.022000 Kernel 2: 99.470001 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.003088 0.611111 fi:0.488835. Ave ac:0.011077,0.013416 Initialization: 5.541000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.059000 Kernel 1: 0.023000 Kernel 2: 97.029999 Copyback: 0.018000 Sum: 0.029000 It 5,Best ac:0.004491 0.695652 fi:0.403504. Ave ac:0.011405,0.014938 Initialization: 5.539000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.041000 Kernel 1: 0.023000 Kernel 2: 95.240997 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.006459 0.605263 fi:0.492779. Ave ac:0.011322,0.012114 Initialization: 6.096000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.077000 Kernel 1: 0.022000 Kernel 2: 94.550003 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.003368 0.750000 fi:0.349790. Ave ac:0.010623,0.012489 Initialization: 5.488000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.566000 Kernel 1: 0.022000 Kernel 2: 95.929001 Copyback: 0.017000 Sum: 0.026000 It 8,Best ac:0.003930 0.736842 fi:0.362628. Ave ac:0.009065,0.010925 Initialization: 5.582000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.059000 Kernel 1: 0.023000 Kernel 2: 93.460999 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.003087 0.611111 fi:0.488837. Ave ac:0.006977,0.007564 Iteration 10:MDL fitness activated Error 0.488837 TL 0.015151 MDL Theory Length Weight: 10.7550380804 (3) Initialization: 5.515000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.046000 Kernel 1: 0.023000 Kernel 2: 91.504997 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.007578 0.692308 fi:0.726291. Ave ac:0.009975,0.012664 Initialization: 5.489000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.250000 Kernel 1: 0.022000 Kernel 2: 85.803001 Copyback: 0.016000 Sum: 0.030000 It 11,Best ac:0.002807 0.909091 fi:0.451113. Ave ac:0.014932,0.018340 Initialization: 5.493000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.051000 Kernel 1: 0.023000 Kernel 2: 78.727997 Copyback: 0.017000 Sum: 0.025000 It 12,Best ac:0.001684 1.000000 fi:0.680614. Ave ac:0.016864,0.021847 Initialization: 5.584000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.069000 Kernel 1: 0.024000 Kernel 2: 74.238998 Copyback: 0.017000 Sum: 0.023000 It 13,Best ac:0.003088 0.687500 fi:0.595237. Ave ac:0.024916,0.030032 Initialization: 5.540000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.051000 Kernel 1: 0.023000 Kernel 2: 69.750000 Copyback: 0.017000 Sum: 0.022000 It 14,Best ac:0.003930 0.500000 fi:0.724774. Ave ac:0.023456,0.032051 Initialization: 5.470000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.056000 Kernel 1: 0.024000 Kernel 2: 66.492996 Copyback: 0.017000 Sum: 0.024000 It 15,Best ac:0.005336 0.542857 fi:0.653953. Ave ac:0.025739,0.033880 Initialization: 5.475000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.048000 Kernel 1: 0.023000 Kernel 2: 64.213997 Copyback: 0.017000 Sum: 0.020000 It 16,Best ac:0.005052 0.450000 fi:0.725177. Ave ac:0.025635,0.038145 Initialization: 5.662000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.053000 Kernel 1: 0.023000 Kernel 2: 62.827999 Copyback: 0.017000 Sum: 0.023000 It 17,Best ac:0.008422 0.476190 fi:0.715657. Ave ac:0.027427,0.041745 Initialization: 5.457000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.523000 Kernel 1: 0.022000 Kernel 2: 59.542000 Copyback: 0.017000 Sum: 0.020000 It 18,Best ac:0.003087 0.785714 fi:0.517551. Ave ac:0.040304,0.048395 Initialization: 5.489000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.075000 Kernel 1: 0.023000 Kernel 2: 59.105000 Copyback: 0.017000 Sum: 0.020000 It 19,Best ac:0.004211 0.600000 fi:0.635381. Ave ac:0.030148,0.047395 Initialization: 5.480000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.100000 Kernel 1: 0.023000 Kernel 2: 57.824001 Copyback: 0.017000 Sum: 0.020000 It 20,Best ac:0.004492 0.516129 fi:0.653679. Ave ac:0.029785,0.051980 MDL Theory Length Weight: 9.6795342724 (10) Initialization: 5.602000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.045000 Kernel 1: 0.024000 Kernel 2: 56.223999 Copyback: 0.018000 Sum: 0.020000 It 21,Best ac:0.003088 0.578947 fi:0.569094. Ave ac:0.035062,0.053379 Initialization: 6.641000 Memcpy Classifiers: 0.170000 Memcpy Instances: 7.054000 Kernel 1: 0.023000 Kernel 2: 55.539001 Copyback: 0.017000 Sum: 0.020000 It 22,Best ac:0.003930 0.636364 fi:0.609757. Ave ac:0.034929,0.053160 Initialization: 5.548000 Memcpy Classifiers: 0.170000 Memcpy Instances: 7.033000 Kernel 1: 0.023000 Kernel 2: 56.796001 Copyback: 0.017000 Sum: 0.019000 It 23,Best ac:0.003089 0.687500 fi:0.577624. Ave ac:0.031571,0.052743 Initialization: 5.609000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.064000 Kernel 1: 0.023000 Kernel 2: 57.159000 Copyback: 0.017000 Sum: 0.019000 It 24,Best ac:0.003650 0.541667 fi:0.606104. Ave ac:0.027960,0.049223 Initialization: 5.513000 Memcpy Classifiers: 0.668000 Memcpy Instances: 7.147000 Kernel 1: 0.023000 Kernel 2: 60.895000 Copyback: 0.020000 Sum: 0.023000 It 25,Best ac:0.003368 0.666667 fi:0.481219. Ave ac:0.029871,0.052616 Initialization: 5.526000 Memcpy Classifiers: 0.151000 Memcpy Instances: 7.672000 Kernel 1: 0.022000 Kernel 2: 55.900002 Copyback: 0.018000 Sum: 0.020000 It 26,Best ac:0.003650 0.541667 fi:0.624685. Ave ac:0.026610,0.051156 Initialization: 5.430000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.080000 Kernel 1: 0.022000 Kernel 2: 56.999001 Copyback: 0.017000 Sum: 0.019000 It 27,Best ac:0.005336 0.558824 fi:0.650025. Ave ac:0.032425,0.052952 Initialization: 5.609000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.064000 Kernel 1: 0.024000 Kernel 2: 57.166000 Copyback: 0.019000 Sum: 0.023000 It 28,Best ac:0.004774 0.680000 fi:0.529310. Ave ac:0.030442,0.051840 Initialization: 5.505000 Memcpy Classifiers: 0.189000 Memcpy Instances: 8.245000 Kernel 1: 0.021000 Kernel 2: 58.995998 Copyback: 0.017000 Sum: 0.020000 It 29,Best ac:0.003088 0.647059 fi:0.499955. Ave ac:0.025521,0.046946 Initialization: 5.668000 Memcpy Classifiers: 0.190000 Memcpy Instances: 7.043000 Kernel 1: 0.023000 Kernel 2: 57.113998 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.003088 0.647059 fi:0.569810. Ave ac:0.028317,0.049314 Initialization: 5.469000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.034000 Kernel 1: 0.022000 Kernel 2: 57.101002 Copyback: 0.017000 Sum: 0.019000 It 31,Best ac:0.009545 0.453333 fi:0.728355. Ave ac:0.025535,0.049373 Initialization: 5.495000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.158000 Kernel 1: 0.022000 Kernel 2: 56.205002 Copyback: 0.017000 Sum: 0.019000 It 32,Best ac:0.004211 0.681818 fi:0.498291. Ave ac:0.034896,0.053495 Initialization: 5.513000 Memcpy Classifiers: 0.170000 Memcpy Instances: 7.070000 Kernel 1: 0.023000 Kernel 2: 56.659000 Copyback: 0.017000 Sum: 0.019000 It 33,Best ac:0.004211 0.625000 fi:0.549732. Ave ac:0.023379,0.045574 Initialization: 31.257000 Memcpy Instances: 353.875000 Memcpy Classifiers: 0.040000 Kernel 1: 0.023000 Kernel 2: 518.409973 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.038000 Kernel 1: 0.014000 Kernel 2: 524.031006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.038000 Kernel 1: 0.013000 Kernel 2: 505.966003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.038000 Kernel 1: 0.013000 Kernel 2: 513.062012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.038000 Kernel 1: 0.013000 Kernel 2: 507.946991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.038000 Kernel 1: 0.013000 Kernel 2: 510.088989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.039000 Kernel 1: 0.014000 Kernel 2: 519.296997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 377.515991 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.042570 0.421527 fi:0.723085. Ave ac:0.028254,0.087569 Best acc 0.042570 0.421527 Phenotype: 0:Att PSSM_-2_7 is [-6.825883,-0.426295]|Att PSSM_-1_4 is [<-2.064312]|Att PSSM_-1_13 is [-1.851872,7.047347]|Att PSSM_0_12 is [<-3.617661]|Att PSSM_0_20 is [>1.163450]|Att PSSM_1_2 is [<-3.615691]|Att PSSM_2_2 is [-6.988458,-1.905197]|Att PSSM_2_13 is [<4.737791]|1 1:Att PSSM_-2_7 is [<-2.377047]|Att PSSM_-1_4 is [-7.329782,-2.670218]|Att PSSM_0_2 is [<-4.222546]|Att PSSM_0_10 is [>-2.886458]|Att PSSM_2_12 is [<-3.463686]|1 2:Att PSSM_-1_7 is [-6.027254,-1.766714]|Att PSSM_0_6 is [<-3.965658]|Att PSSM_1_4 is [<-3.996901]|Att PSSM_1_5 is [<7.033863]|Att PSSM_1_20 is [>-2.781897]|Att PSSM_2_12 is [<-1.818410]|Att PSSM_3_6 is [-6.416182,-2.518353]|1 3:Att PSSM_-3_7 is [<-1.383096]|Att PSSM_-1_4 is [<-0.564858]|Att PSSM_0_5 is [-2.812529,9.796201]|Att PSSM_0_7 is [<-1.519669]|Att PSSM_0_9 is [<-4.816076]|Att PSSM_4_7 is [<-2.185980]|1 4:Att PSSM_-2_15 is [<-2.174183]|Att PSSM_-1_12 is [<-3.909869]|Att PSSM_0_2 is [<-3.381731]|Att PSSM_0_7 is [-5.954931,-3.931389]|Att PSSM_1_4 is [<0.321487]|Att PSSM_3_12 is [-5.373238,0.336199]|Att PSSM_4_12 is [<-1.381753]|1 5:Att PSSM_-4_3 is [<2.802829]|Att PSSM_-3_12 is [<7.382069]|Att PSSM_-2_12 is [<-2.002453]|Att PSSM_-1_1 is [<3.049668]|Att PSSM_-1_15 is [<2.644337]|Att PSSM_0_2 is [<-3.398870]|Att PSSM_0_3 is [<-2.609670]|Att PSSM_0_12 is [<-2.416326]|Att PSSM_1_7 is [<-2.901755]|Att PSSM_2_6 is [-6.875933,-1.124067]|Att PSSM_3_19 is [<9.951152]|Att PSSM_4_12 is [<-0.732612]|Att PSSM_4_13 is [<4.264833]|1 6:Att PSSM_-1_10 is [>0.902785]|Att PSSM_0_2 is [<-3.452304]|Att PSSM_0_4 is [<-3.545419]|Att PSSM_1_5 is [-4.517496,5.240307]|Att PSSM_1_12 is [<-2.228323]|1 7:Att PSSM_-3_4 is [<-2.034408]|Att PSSM_-2_18 is [<6.572723]|Att PSSM_-1_11 is [-4.990036,4.847285]|Att PSSM_0_6 is [<-3.375045]|Att PSSM_0_8 is [<5.184400]|Att PSSM_1_5 is [>-1.655535]|Att PSSM_1_20 is [-1.020033,4.963963]|Att PSSM_2_15 is [<-0.052492]|1 8:Att PSSM_-4_15 is [-6.070220,7.617409]|Att PSSM_-4_18 is [<9.716517]|Att PSSM_-3_19 is [<5.325530]|Att PSSM_-1_4 is [-7.318727,-2.843742]|Att PSSM_0_7 is [<-3.621849]|Att PSSM_0_12 is [<-2.335246]|Att PSSM_1_19 is [-1.074670,4.582995]|Att PSSM_3_12 is [-6.160798,-1.686025]|Att PSSM_4_15 is [-6.647787,-1.352213]|1 9:Att PSSM_0_8 is [-5.135288,7.738699]|Att PSSM_0_12 is [<-3.978780]|Att PSSM_0_20 is [>-2.585649]|Att PSSM_1_12 is [<-3.991668]|Att PSSM_3_5 is [-3.770327,6.744472]|Att PSSM_4_7 is [<0.080949]|1 10:Att PSSM_-4_12 is [-5.598355,-1.451378]|Att PSSM_-1_16 is [-4.317595,4.317595]|Att PSSM_0_2 is [<-3.443032]|Att PSSM_0_11 is [>-3.901886]|Att PSSM_0_15 is [<-3.382797]|Att PSSM_1_4 is [-6.622332,-2.946349]|Att PSSM_1_5 is [-3.683311,9.911072]|Att PSSM_3_11 is [>-4.964296]|Att PSSM_4_6 is [<-0.281065]|1 11:Att PSSM_-3_12 is [<-1.679221]|Att PSSM_-3_19 is [<9.808264]|Att PSSM_-1_12 is [-6.047174,-1.059260]|Att PSSM_0_7 is [<-1.773937]|Att PSSM_0_12 is [<-2.927342]|Att PSSM_0_18 is [>-7.891227]|Att PSSM_2_7 is [<-0.864128]|Att PSSM_2_13 is [>-0.830976]|Att PSSM_2_17 is [<3.745717]|Att PSSM_3_12 is [<-1.747056]|Att PSSM_4_12 is [-5.965322,-0.034678]|1 12:Att PSSM_-4_12 is [<0.988190]|Att PSSM_-3_7 is [<2.200655]|Att PSSM_-2_17 is [-4.135413,2.135413]|Att PSSM_-1_8 is [-6.572762,3.127316]|Att PSSM_0_1 is [>1.853180]|Att PSSM_0_3 is [<2.044171]|Att PSSM_0_12 is [-5.989284,-2.010716]|Att PSSM_1_11 is [-2.306161,6.611934]|Att PSSM_1_15 is [<0.072238]|Att PSSM_2_15 is [-6.540996,-1.459004]|Att PSSM_3_6 is [<-0.573699]|Att PSSM_3_16 is [<2.213579]|1 13:Att PSSM_-3_20 is [0.490909,6.824822]|Att PSSM_-1_12 is [<-0.030861]|Att PSSM_0_12 is [-5.992273,-3.395185]|Att PSSM_2_20 is [-2.296080,5.089885]|Att PSSM_4_7 is [<-0.866096]|Att PSSM_4_9 is [<7.555843]|Att PSSM_4_16 is [>-5.861763]|1 14:Att PSSM_-4_12 is [<-0.352706]|Att PSSM_-3_6 is [-6.913546,-2.166840]|Att PSSM_-2_1 is [<4.256900]|Att PSSM_-1_1 is [-0.058363,5.695469]|Att PSSM_-1_4 is [<-1.506778]|Att PSSM_-1_6 is [<4.288181]|Att PSSM_0_4 is [-6.128090,-0.619372]|Att PSSM_0_12 is [<-2.443256]|Att PSSM_1_11 is [<6.677567]|Att PSSM_1_12 is [-5.948520,-0.053094]|Att PSSM_3_15 is [<8.606058]|1 15:Att PSSM_-4_3 is [<7.696207]|Att PSSM_-1_14 is [-3.820288,8.036320]|Att PSSM_0_4 is [<-2.649977]|Att PSSM_0_12 is [-6.327828,-2.153853]|Att PSSM_0_13 is [<9.973455]|Att PSSM_1_12 is [-6.973927,0.973926]|Att PSSM_1_15 is [-6.690993,0.690993]|Att PSSM_3_12 is [<-1.853545]|Att PSSM_4_12 is [<-3.075578]|1 16:Att PSSM_0_7 is [-6.220281,-4.283477]|Att PSSM_0_20 is [-1.183822,5.816896]|Att PSSM_1_12 is [<3.599674]|Att PSSM_1_15 is [-5.241014,0.781248]|Att PSSM_3_5 is [>-2.708354]|Att PSSM_4_6 is [<-0.188368]|1 17:Att PSSM_-2_19 is [-2.186239,5.506313]|Att PSSM_-1_18 is [-6.813130,6.342247]|Att PSSM_0_1 is [-0.389479,6.374351]|Att PSSM_0_6 is [<-3.368068]|Att PSSM_0_7 is [<6.684023]|Att PSSM_1_4 is [<-0.222928]|1 18:Att PSSM_-3_19 is [>-4.802177]|Att PSSM_-2_3 is [-5.906900,6.837437]|Att PSSM_-2_6 is [-6.009595,-1.990405]|Att PSSM_-2_14 is [-3.421939,8.388201]|Att PSSM_-1_4 is [<-2.384729]|Att PSSM_-1_5 is [-3.422381,9.886800]|Att PSSM_0_9 is [<1.607330]|Att PSSM_0_12 is [<-2.976512]|Att PSSM_1_15 is [-5.967126,-0.032874]|Att PSSM_3_9 is [<7.099457]|Att PSSM_3_12 is [<-1.393590]|1 19:Att PSSM_-1_7 is [<-1.043721]|Att PSSM_-1_11 is [>-4.452462]|Att PSSM_0_7 is [<-3.189020]|Att PSSM_1_12 is [-5.556488,-2.029618]|Att PSSM_2_12 is [-6.064030,-1.935971]|Att PSSM_4_15 is [<3.445189]|1 20:Att PSSM_-3_7 is [-5.033317,2.717380]|Att PSSM_0_12 is [<-3.946031]|Att PSSM_0_20 is [>0.241591]|Att PSSM_1_15 is [<-1.432243]|Att PSSM_1_18 is [-2.104762,9.552410]|1 21:Att PSSM_0_12 is [-4.569921,-3.620920]|Att PSSM_1_15 is [<-2.899395]|Att PSSM_2_12 is [>-4.414134]|Att PSSM_3_14 is [>-1.924338]|Att PSSM_4_2 is [-5.555198,-0.444803]|Att PSSM_4_4 is [<0.487999]|Att PSSM_4_15 is [<4.118240]|1 22:Att PSSM_-1_19 is [-2.864716,9.979595]|Att PSSM_0_2 is [<-4.086861]|Att PSSM_0_11 is [>-2.872943]|Att PSSM_1_10 is [-2.480008,7.038644]|Att PSSM_2_11 is [-4.510567,5.925750]|1 23:Att PSSM_-4_7 is [<-0.219025]|Att PSSM_-3_4 is [-7.217317,-2.113163]|Att PSSM_-1_4 is [>-6.445031]|Att PSSM_0_3 is [<-1.048220]|Att PSSM_0_8 is [-2.225689,4.051124]|Att PSSM_0_12 is [<-2.106936]|Att PSSM_1_15 is [<-0.787491]|1 24:Att PSSM_-4_14 is [-5.369332,6.471630]|Att PSSM_-4_18 is [<7.388057]|Att PSSM_-3_6 is [<-0.920822]|Att PSSM_-2_12 is [<-0.480161]|Att PSSM_-1_12 is [-6.942450,-2.369713]|Att PSSM_0_12 is [-6.203561,-2.651094]|Att PSSM_1_7 is [-5.257431,-2.995943]|Att PSSM_2_7 is [-5.226998,-0.773002]|Att PSSM_3_1 is [-4.081934,4.775829]|Att PSSM_3_4 is [>-7.117322]|Att PSSM_4_6 is [<8.741143]|1 25:Att PSSM_-3_12 is [-6.015729,-0.546693]|Att PSSM_0_2 is [<6.673368]|Att PSSM_0_8 is [-6.637594,2.249124]|Att PSSM_0_12 is [<-4.899531]|Att PSSM_1_15 is [<0.284050]|Att PSSM_1_16 is [<6.895956]|Att PSSM_3_17 is [-4.394208,-0.129481]|Att PSSM_4_7 is [-5.009190,1.009189]|Att PSSM_4_10 is [>-6.834023]|1 26:Att PSSM_-4_2 is [<6.983953]|Att PSSM_0_1 is [>4.300310]|Att PSSM_0_4 is [<-2.451877]|Att PSSM_4_6 is [<-0.830287]|1 27:Att PSSM_-3_12 is [<0.780087]|Att PSSM_-2_19 is [>-4.913057]|Att PSSM_-1_19 is [>-2.357967]|Att PSSM_0_12 is [-6.522912,-3.226597]|Att PSSM_1_15 is [-6.128937,6.807831]|Att PSSM_2_15 is [<1.639107]|Att PSSM_4_12 is [-4.731358,-1.328403]|1 28:Att PSSM_0_2 is [<-2.606997]|Att PSSM_0_5 is [2.820108,5.701008]|1 29:Att PSSM_-4_7 is [<-0.553587]|Att PSSM_-3_12 is [<-1.586588]|Att PSSM_-2_18 is [-5.213816,5.631090]|Att PSSM_0_2 is [<-2.078680]|Att PSSM_0_7 is [<-2.486512]|Att PSSM_1_8 is [-4.751049,2.220593]|Att PSSM_1_12 is [<-1.087487]|Att PSSM_2_7 is [-4.954899,-1.045101]|1 30:Att PSSM_-3_2 is [-6.584431,2.497513]|Att PSSM_0_2 is [<-3.725591]|Att PSSM_0_7 is [<-3.336727]|Att PSSM_0_20 is [-1.883287,6.083400]|Att PSSM_3_7 is [-6.849000,-2.794181]|Att PSSM_4_12 is [-5.107631,-0.500070]|1 31:Att PSSM_-3_6 is [<1.586555]|Att PSSM_-2_7 is [-5.965214,-2.034786]|Att PSSM_-1_3 is [<1.736466]|Att PSSM_0_2 is [-5.923839,-2.076161]|Att PSSM_0_4 is [<1.736550]|Att PSSM_0_5 is [-1.908175,3.643541]|Att PSSM_0_7 is [<-0.698151]|Att PSSM_1_19 is [<9.745252]|Att PSSM_4_6 is [>-6.073824]|1 32:Att PSSM_-3_17 is [>-2.341149]|Att PSSM_0_7 is [<-3.317248]|Att PSSM_1_5 is [>-1.786008]|Att PSSM_2_13 is [>-6.185791]|Att PSSM_4_7 is [<-0.664752]|1 33:Att PSSM_-3_6 is [<1.898867]|Att PSSM_-2_7 is [<-1.992107]|Att PSSM_-1_12 is [<-1.411201]|Att PSSM_-1_20 is [-2.369668,4.955708]|Att PSSM_0_7 is [<-2.017817]|Att PSSM_0_12 is [<-1.840067]|Att PSSM_0_15 is [-6.772995,0.155494]|Att PSSM_1_4 is [<-1.673150]|Att PSSM_1_16 is [>-5.625026]|Att PSSM_3_12 is [-6.219661,2.219661]|1 34:Att PSSM_-4_7 is [<-0.579082]|Att PSSM_-1_3 is [<3.009509]|Att PSSM_0_4 is [<-3.165502]|Att PSSM_0_6 is [<-1.631113]|Att PSSM_1_7 is [<-0.459001]|Att PSSM_1_16 is [-5.506454,6.091309]|Att PSSM_3_7 is [<-1.073905]|Att PSSM_4_12 is [<-0.387839]|1 35:Att PSSM_-2_2 is [-6.706282,-1.293718]|Att PSSM_-1_14 is [-2.249526,5.622487]|Att PSSM_-1_18 is [0.574370,11.728212]|Att PSSM_0_6 is [<-2.895517]|Att PSSM_2_1 is [>-4.528714]|Att PSSM_2_3 is [-4.426305,5.658854]|Att PSSM_2_7 is [<-1.191758]|1 36:Att PSSM_-3_12 is [<-1.580894]|Att PSSM_-1_4 is [<1.028196]|Att PSSM_-1_7 is [-5.634291,4.517003]|Att PSSM_-1_13 is [-6.776294,10.281380]|Att PSSM_-1_15 is [-4.912420,0.912420]|Att PSSM_0_2 is [<-2.558717]|Att PSSM_0_4 is [-7.227957,-2.772043]|Att PSSM_4_12 is [<-2.409901]|1 37:Att PSSM_-1_1 is [>-5.582253]|Att PSSM_0_2 is [<-2.593075]|Att PSSM_0_4 is [<1.484729]|Att PSSM_0_5 is [-0.505785,8.614554]|Att PSSM_1_13 is [-2.807238,6.032280]|Att PSSM_1_15 is [<7.381622]|Att PSSM_3_12 is [<-1.146585]|1 38:Att PSSM_-4_6 is [<0.836083]|Att PSSM_-4_20 is [<2.238616]|Att PSSM_-2_12 is [-5.994599,-0.005401]|Att PSSM_-1_12 is [-6.058470,-1.941530]|Att PSSM_0_4 is [-6.147037,-1.560881]|Att PSSM_0_12 is [<-0.424733]|Att PSSM_1_7 is [-5.584929,-0.415071]|Att PSSM_2_1 is [0.623578,6.262309]|1 39:Att PSSM_-4_2 is [<0.502383]|Att PSSM_-4_7 is [-6.741512,-0.883128]|Att PSSM_0_12 is [-6.116049,-3.530845]|Att PSSM_1_4 is [<-0.030510]|Att PSSM_2_19 is [>-5.949723]|Att PSSM_3_2 is [-5.819280,-0.030708]|Att PSSM_4_10 is [-4.471769,6.471769]|1 40:Default rule -> 0 Train accuracy : 0.786467 Train error : 0.213533 Train not classified : 0.000000 Train For each class: 0: accuracy : 146042 0: error : 18038 0: not classified : 0 1: accuracy : 38493 1: error : 32065 1: not classified : 0 Train Confusion Matrix. Row real class, Column predicted class 0 1 146042 18038 32065 38493 Performance of each classifier: Classifier 0: 1295/1407=92.039801% Classifier 1: 1362/1536=88.671875% Classifier 2: 1546/1794=86.176143% Classifier 3: 1200/1434=83.682008% Classifier 4: 1539/1887=81.558029% Classifier 5: 1258/1534=82.007823% Classifier 6: 1431/1818=78.712871% Classifier 7: 1109/1431=77.498253% Classifier 8: 1091/1466=74.420191% Classifier 9: 1198/1624=73.768473% Classifier 10: 1039/1401=74.161313% Classifier 11: 1175/1560=75.320513% Classifier 12: 1054/1379=76.432197% Classifier 13: 975/1379=70.703408% Classifier 14: 1082/1564=69.181586% Classifier 15: 980/1402=69.900143% Classifier 16: 1021/1492=68.431635% Classifier 17: 909/1361=66.789126% Classifier 18: 817/1169=69.888794% Classifier 19: 1015/1500=67.666667% Classifier 20: 1128/1752=64.383562% Classifier 21: 750/1167=64.267352% Classifier 22: 760/1201=63.280600% Classifier 23: 995/1519=65.503621% Classifier 24: 959/1379=69.543147% Classifier 25: 722/1224=58.986928% Classifier 26: 908/1410=64.397163% Classifier 27: 755/1326=56.938160% Classifier 28: 1095/2119=51.675319% Classifier 29: 645/1005=64.179104% Classifier 30: 703/1234=56.969206% Classifier 31: 881/1540=57.207792% Classifier 32: 721/1429=50.454864% Classifier 33: 718/1182=60.744501% Classifier 34: 848/1617=52.442795% Classifier 35: 207/364=56.868132% Classifier 36: 732/1412=51.841360% Classifier 37: 552/992=55.645161% Classifier 38: 691/1292=53.482972% Classifier 39: 627/1229=51.017087% Classifier 40: 146042/178107=81.996777% Test accuracy : 0.788893 Test error : 0.211107 Test not classified : 0.000000 Test For each class: 0: accuracy : 14517 0: error : 1862 0: not classified : 0 1: accuracy : 3566 1: error : 2977 1: not classified : 0 Test Confusion Matrix. Row real class, Column predicted class 0 1 14517 1862 2977 3566 Performance of each classifier: Classifier 0: 138/159=86.792453% Classifier 1: 155/178=87.078652% Classifier 2: 149/167=89.221557% Classifier 3: 117/140=83.571429% Classifier 4: 143/190=75.263158% Classifier 5: 102/126=80.952381% Classifier 6: 149/188=79.255319% Classifier 7: 110/140=78.571429% Classifier 8: 107/145=73.793103% Classifier 9: 114/164=69.512195% Classifier 10: 94/132=71.212121% Classifier 11: 104/149=69.798658% Classifier 12: 83/137=60.583942% Classifier 13: 96/151=63.576159% Classifier 14: 84/133=63.157895% Classifier 15: 101/141=71.631206% Classifier 16: 100/143=69.930070% Classifier 17: 81/133=60.902256% Classifier 18: 62/91=68.131868% Classifier 19: 114/171=66.666667% Classifier 20: 119/178=66.853933% Classifier 21: 58/90=64.444444% Classifier 22: 64/108=59.259259% Classifier 23: 91/149=61.073826% Classifier 24: 75/115=65.217391% Classifier 25: 89/147=60.544218% Classifier 26: 70/134=52.238806% Classifier 27: 66/142=46.478873% Classifier 28: 92/180=51.111111% Classifier 29: 40/69=57.971014% Classifier 30: 68/121=56.198347% Classifier 31: 72/137=52.554745% Classifier 32: 74/132=56.060606% Classifier 33: 54/106=50.943396% Classifier 34: 82/158=51.898734% Classifier 35: 22/41=53.658537% Classifier 36: 65/132=49.242424% Classifier 37: 46/85=54.117647% Classifier 38: 43/92=46.739130% Classifier 39: 73/134=54.477612% Classifier 40: 14517/17494=82.982737% Total time: 1090.8 1109.22