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 290557006 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 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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: 39.040001 Memcpy Classifiers: 0.594000 Memcpy Instances: 9.272000 Kernel 1: 0.069000 Kernel 2: 113.203003 Copyback: 0.025000 Sum: 0.016000 Initial population average accuracy1:0.006103 accuracy2:0.283397 Initialization: 6.543000 Memcpy Classifiers: 0.560000 Memcpy Instances: 9.981000 Kernel 1: 0.022000 Kernel 2: 118.111000 Copyback: 0.018000 Sum: 0.025000 It 0,Best ac:0.006819 0.727273 fi:0.372112. Ave ac:0.014018,0.020743 Initialization: 6.504000 Memcpy Classifiers: 0.491000 Memcpy Instances: 9.235000 Kernel 1: 0.023000 Kernel 2: 120.935997 Copyback: 0.017000 Sum: 0.024000 It 1,Best ac:0.006394 0.789474 fi:0.310055. Ave ac:0.017947,0.021960 Initialization: 7.402000 Memcpy Classifiers: 0.481000 Memcpy Instances: 12.004000 Kernel 1: 0.021000 Kernel 2: 120.468002 Copyback: 0.017000 Sum: 0.026000 It 2,Best ac:0.005114 0.923077 fi:0.176884. Ave ac:0.020061,0.024285 Initialization: 6.459000 Memcpy Classifiers: 0.467000 Memcpy Instances: 10.633000 Kernel 1: 0.022000 Kernel 2: 113.314003 Copyback: 0.018000 Sum: 0.028000 It 3,Best ac:0.012361 0.816901 fi:0.280609. Ave ac:0.014507,0.016481 Initialization: 7.576000 Memcpy Classifiers: 0.486000 Memcpy Instances: 9.412000 Kernel 1: 0.024000 Kernel 2: 114.641998 Copyback: 0.020000 Sum: 0.025000 It 4,Best ac:0.006181 0.935484 fi:0.164117. Ave ac:0.017925,0.018798 Initialization: 6.618000 Memcpy Classifiers: 0.463000 Memcpy Instances: 9.237000 Kernel 1: 0.023000 Kernel 2: 106.386002 Copyback: 0.018000 Sum: 0.027000 It 5,Best ac:0.007246 0.829268 fi:0.269972. Ave ac:0.013073,0.015721 Initialization: 6.514000 Memcpy Classifiers: 0.422000 Memcpy Instances: 9.341000 Kernel 1: 0.025000 Kernel 2: 106.125000 Copyback: 0.016000 Sum: 0.027000 It 6,Best ac:0.010441 0.907407 fi:0.190752. Ave ac:0.009000,0.009011 Initialization: 6.490000 Memcpy Classifiers: 0.442000 Memcpy Instances: 9.228000 Kernel 1: 0.023000 Kernel 2: 105.278000 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.008310 0.975000 fi:0.123880. Ave ac:0.008227,0.007548 Initialization: 6.476000 Memcpy Classifiers: 0.403000 Memcpy Instances: 10.328000 Kernel 1: 0.023000 Kernel 2: 104.278000 Copyback: 0.018000 Sum: 0.029000 It 8,Best ac:0.004902 0.958333 fi:0.159357. Ave ac:0.006970,0.005300 Initialization: 6.441000 Memcpy Classifiers: 0.423000 Memcpy Instances: 9.318000 Kernel 1: 0.025000 Kernel 2: 102.244003 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.009163 0.914894 fi:0.183698. Ave ac:0.008886,0.007555 Iteration 10:MDL fitness activated Error 0.183698 TL 0.025674 MDL Theory Length Weight: 2.3850140985 (3) Initialization: 6.486000 Memcpy Classifiers: 0.454000 Memcpy Instances: 9.223000 Kernel 1: 0.024000 Kernel 2: 104.755997 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.010228 0.941176 fi:0.214760. Ave ac:0.010580,0.009997 Initialization: 6.477000 Memcpy Classifiers: 0.405000 Memcpy Instances: 9.241000 Kernel 1: 0.024000 Kernel 2: 98.130997 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.004688 1.000000 fi:0.209688. Ave ac:0.011544,0.012076 Initialization: 6.486000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.208000 Kernel 1: 0.024000 Kernel 2: 96.471001 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.007033 0.970588 fi:0.188923. Ave ac:0.008465,0.006826 Initialization: 6.438000 Memcpy Classifiers: 0.449000 Memcpy Instances: 9.239000 Kernel 1: 0.023000 Kernel 2: 96.615997 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.004902 1.000000 fi:0.183990. Ave ac:0.008527,0.008058 Initialization: 7.023000 Memcpy Classifiers: 0.438000 Memcpy Instances: 9.450000 Kernel 1: 0.024000 Kernel 2: 94.153999 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.010443 0.960784 fi:0.193073. Ave ac:0.009771,0.012945 Initialization: 6.435000 Memcpy Classifiers: 0.465000 Memcpy Instances: 9.260000 Kernel 1: 0.023000 Kernel 2: 93.060997 Copyback: 0.016000 Sum: 0.030000 It 15,Best ac:0.007886 0.973684 fi:0.175537. Ave ac:0.009359,0.007012 Initialization: 6.413000 Memcpy Classifiers: 0.411000 Memcpy Instances: 9.257000 Kernel 1: 0.024000 Kernel 2: 94.625000 Copyback: 0.206000 Sum: 0.035000 It 16,Best ac:0.005753 1.000000 fi:0.157914. Ave ac:0.009764,0.008258 Initialization: 6.616000 Memcpy Classifiers: 0.449000 Memcpy Instances: 10.164000 Kernel 1: 0.024000 Kernel 2: 93.889000 Copyback: 0.018000 Sum: 0.032000 It 17,Best ac:0.007671 0.972973 fi:0.175740. Ave ac:0.007203,0.007163 Initialization: 6.476000 Memcpy Classifiers: 0.432000 Memcpy Instances: 9.289000 Kernel 1: 0.023000 Kernel 2: 93.904999 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.005327 1.000000 fi:0.154116. Ave ac:0.009792,0.010524 Initialization: 6.489000 Memcpy Classifiers: 0.406000 Memcpy Instances: 9.745000 Kernel 1: 0.024000 Kernel 2: 94.750999 Copyback: 0.022000 Sum: 0.031000 It 19,Best ac:0.005114 1.000000 fi:0.160418. Ave ac:0.009372,0.006567 Initialization: 6.401000 Memcpy Classifiers: 0.356000 Memcpy Instances: 9.279000 Kernel 1: 0.022000 Kernel 2: 95.099998 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.005113 0.960000 fi:0.204804. Ave ac:0.009701,0.008971 Initialization: 6.940000 Memcpy Classifiers: 0.384000 Memcpy Instances: 9.260000 Kernel 1: 0.022000 Kernel 2: 91.314003 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.006392 1.000000 fi:0.148110. Ave ac:0.007412,0.007363 Initialization: 6.507000 Memcpy Classifiers: 0.411000 Memcpy Instances: 9.211000 Kernel 1: 0.029000 Kernel 2: 90.889000 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.005328 0.961538 fi:0.185264. Ave ac:0.010186,0.010258 Initialization: 6.389000 Memcpy Classifiers: 0.385000 Memcpy Instances: 9.246000 Kernel 1: 0.025000 Kernel 2: 92.149002 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.007458 1.000000 fi:0.160008. Ave ac:0.010462,0.007953 Initialization: 7.572000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.612000 Kernel 1: 0.023000 Kernel 2: 94.434998 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.005968 0.965517 fi:0.186449. Ave ac:0.008935,0.008103 Initialization: 6.479000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.227000 Kernel 1: 0.024000 Kernel 2: 90.349998 Copyback: 0.018000 Sum: 0.033000 It 25,Best ac:0.006394 1.000000 fi:0.154109. Ave ac:0.010032,0.007472 Initialization: 6.519000 Memcpy Classifiers: 0.360000 Memcpy Instances: 9.222000 Kernel 1: 0.025000 Kernel 2: 93.042000 Copyback: 0.018000 Sum: 0.030000 It 26,Best ac:0.005328 0.961538 fi:0.176288. Ave ac:0.009438,0.007255 Initialization: 6.476000 Memcpy Classifiers: 0.411000 Memcpy Instances: 9.687000 Kernel 1: 0.022000 Kernel 2: 92.363998 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.008310 0.975000 fi:0.162692. Ave ac:0.007841,0.005683 Initialization: 6.510000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.255000 Kernel 1: 0.024000 Kernel 2: 92.625999 Copyback: 0.018000 Sum: 0.033000 It 28,Best ac:0.005327 1.000000 fi:0.162815. Ave ac:0.008618,0.010453 Initialization: 6.522000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.668000 Kernel 1: 0.023000 Kernel 2: 92.002998 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.006391 0.967742 fi:0.188688. Ave ac:0.008372,0.008952 Initialization: 6.518000 Memcpy Classifiers: 0.383000 Memcpy Instances: 10.174000 Kernel 1: 0.023000 Kernel 2: 90.724998 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.007884 1.000000 fi:0.139149. Ave ac:0.009345,0.007387 Initialization: 6.506000 Memcpy Classifiers: 0.411000 Memcpy Instances: 9.279000 Kernel 1: 0.024000 Kernel 2: 90.899002 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.005753 1.000000 fi:0.154374. Ave ac:0.008532,0.008606 Initialization: 6.590000 Memcpy Classifiers: 0.334000 Memcpy Instances: 9.237000 Kernel 1: 0.023000 Kernel 2: 91.356003 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.005115 1.000000 fi:0.146875. Ave ac:0.008422,0.007673 Initialization: 6.512000 Memcpy Classifiers: 0.356000 Memcpy Instances: 9.313000 Kernel 1: 0.024000 Kernel 2: 89.606003 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.004902 1.000000 fi:0.176532. Ave ac:0.006683,0.006425 Initialization: 21.165001 Memcpy Instances: 465.459015 Memcpy Classifiers: 0.065000 Kernel 1: 0.024000 Kernel 2: 472.742004 Copyback: 0.020000 Sum: 0.010000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 473.143005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 483.300995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 473.296997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 447.148987 Copyback: 0.022000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.022000 Kernel 2: 479.617004 Copyback: 0.022000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.019000 Kernel 2: 465.998993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 470.045013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 472.783997 Copyback: 0.293000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 476.217010 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 475.246002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 471.376007 Copyback: 0.023000 Sum: 0.000000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 472.138000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 473.729004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 278.536987 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.006781 0.907587 fi:0.231936. Ave ac:0.008404,0.030527 Best acc 0.006781 0.907587 Initialization: 6.828000 Memcpy Classifiers: 0.584000 Memcpy Instances: 10.455000 Kernel 1: 0.025000 Kernel 2: 113.226997 Copyback: 0.017000 Sum: 0.034000 Initial population average accuracy1:0.006051 accuracy2:0.287743 Initialization: 6.736000 Memcpy Classifiers: 0.606000 Memcpy Instances: 9.282000 Kernel 1: 0.025000 Kernel 2: 117.925003 Copyback: 0.018000 Sum: 0.038000 It 0,Best ac:0.006604 0.720930 fi:0.378528. Ave ac:0.011501,0.014207 Initialization: 6.633000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.258000 Kernel 1: 0.024000 Kernel 2: 118.557999 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.005115 0.827586 fi:0.272375. Ave ac:0.016088,0.018856 Initialization: 6.512000 Memcpy Classifiers: 0.503000 Memcpy Instances: 9.343000 Kernel 1: 0.022000 Kernel 2: 118.058998 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.006607 0.815789 fi:0.283667. Ave ac:0.015014,0.018113 Initialization: 7.084000 Memcpy Classifiers: 0.545000 Memcpy Instances: 9.480000 Kernel 1: 0.022000 Kernel 2: 119.863998 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.008099 0.883721 fi:0.215231. Ave ac:0.013610,0.015204 Initialization: 6.597000 Memcpy Classifiers: 0.527000 Memcpy Instances: 9.236000 Kernel 1: 0.024000 Kernel 2: 113.412003 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.007458 0.897436 fi:0.201732. Ave ac:0.010385,0.010306 Initialization: 7.174000 Memcpy Classifiers: 0.500000 Memcpy Instances: 10.245000 Kernel 1: 0.024000 Kernel 2: 112.374001 Copyback: 0.022000 Sum: 0.028000 It 5,Best ac:0.006179 0.966667 fi:0.132934. Ave ac:0.009284,0.008399 Initialization: 6.585000 Memcpy Classifiers: 0.500000 Memcpy Instances: 9.703000 Kernel 1: 0.023000 Kernel 2: 113.180000 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.004475 1.000000 fi:0.194413. Ave ac:0.008665,0.005907 Initialization: 7.127000 Memcpy Classifiers: 0.525000 Memcpy Instances: 9.239000 Kernel 1: 0.024000 Kernel 2: 112.864998 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.007673 0.972973 fi:0.126123. Ave ac:0.008762,0.006113 Initialization: 6.569000 Memcpy Classifiers: 0.482000 Memcpy Instances: 11.903000 Kernel 1: 0.024000 Kernel 2: 111.066002 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.005753 0.931034 fi:0.168710. Ave ac:0.007676,0.006375 Initialization: 6.833000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.048000 Kernel 1: 0.024000 Kernel 2: 109.457001 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.005326 0.961538 fi:0.138352. Ave ac:0.008507,0.006786 Iteration 10:MDL fitness activated Error 0.138352 TL 0.041935 MDL Theory Length Weight: 1.0997399087 (3) Initialization: 6.806000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.249000 Kernel 1: 0.025000 Kernel 2: 107.217003 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.004901 1.000000 fi:0.171091. Ave ac:0.007231,0.005012 Initialization: 6.581000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.294000 Kernel 1: 0.024000 Kernel 2: 109.389999 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.006819 0.969697 fi:0.152818. Ave ac:0.006952,0.005965 Initialization: 6.576000 Memcpy Classifiers: 0.453000 Memcpy Instances: 10.229000 Kernel 1: 0.025000 Kernel 2: 108.473999 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.005328 0.961538 fi:0.170419. Ave ac:0.009315,0.006277 Initialization: 6.616000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.204000 Kernel 1: 0.025000 Kernel 2: 106.974998 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.005966 0.965517 fi:0.176936. Ave ac:0.007487,0.005207 Initialization: 6.807000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.226000 Kernel 1: 0.025000 Kernel 2: 105.674004 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.010656 0.961538 fi:0.174585. Ave ac:0.008188,0.005683 Initialization: 6.593000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.344000 Kernel 1: 0.025000 Kernel 2: 103.044998 Copyback: 0.025000 Sum: 0.028000 It 15,Best ac:0.005114 0.960000 fi:0.174984. Ave ac:0.005847,0.003599 Initialization: 6.632000 Memcpy Classifiers: 0.453000 Memcpy Instances: 11.430000 Kernel 1: 0.023000 Kernel 2: 101.966003 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.005966 1.000000 fi:0.135077. Ave ac:0.007283,0.005600 Initialization: 6.582000 Memcpy Classifiers: 0.418000 Memcpy Instances: 10.279000 Kernel 1: 0.025000 Kernel 2: 101.841003 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.008525 0.952381 fi:0.181572. Ave ac:0.006855,0.004444 Initialization: 6.610000 Memcpy Classifiers: 0.383000 Memcpy Instances: 9.317000 Kernel 1: 0.024000 Kernel 2: 100.580002 Copyback: 0.371000 Sum: 0.034000 It 18,Best ac:0.007032 1.000000 fi:0.139355. Ave ac:0.008678,0.005310 Initialization: 6.578000 Memcpy Classifiers: 0.422000 Memcpy Instances: 9.216000 Kernel 1: 0.025000 Kernel 2: 101.035004 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.006179 0.966667 fi:0.166242. Ave ac:0.006978,0.004168 Initialization: 6.679000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.734000 Kernel 1: 0.025000 Kernel 2: 101.907997 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.005753 1.000000 fi:0.133558. Ave ac:0.007610,0.004633 Initialization: 6.624000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.224000 Kernel 1: 0.025000 Kernel 2: 102.505997 Copyback: 0.016000 Sum: 0.031000 It 21,Best ac:0.005114 1.000000 fi:0.129856. Ave ac:0.006905,0.003981 Initialization: 7.729000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.290000 Kernel 1: 0.024000 Kernel 2: 102.584000 Copyback: 0.018000 Sum: 0.028000 It 22,Best ac:0.010015 1.000000 fi:0.129104. Ave ac:0.006966,0.004025 Initialization: 7.172000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.482000 Kernel 1: 0.025000 Kernel 2: 100.417000 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.010015 0.921569 fi:0.208618. Ave ac:0.006263,0.003256 Initialization: 6.478000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.257000 Kernel 1: 0.025000 Kernel 2: 99.553001 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.005113 1.000000 fi:0.135092. Ave ac:0.005712,0.003529 Initialization: 6.586000 Memcpy Classifiers: 0.372000 Memcpy Instances: 9.700000 Kernel 1: 0.024000 Kernel 2: 98.538002 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.005966 1.000000 fi:0.129045. Ave ac:0.005795,0.003216 Initialization: 6.637000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.196000 Kernel 1: 0.026000 Kernel 2: 98.018997 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.007458 0.972222 fi:0.157747. Ave ac:0.006787,0.003981 Initialization: 6.575000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.369000 Kernel 1: 0.024000 Kernel 2: 96.585999 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.005328 1.000000 fi:0.129609. Ave ac:0.008320,0.003585 Initialization: 7.143000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.294000 Kernel 1: 0.025000 Kernel 2: 97.432999 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.007886 1.000000 fi:0.127052. Ave ac:0.008728,0.003865 Initialization: 6.657000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.220000 Kernel 1: 0.025000 Kernel 2: 95.387001 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.005328 0.961538 fi:0.184468. Ave ac:0.006555,0.002931 Initialization: 6.585000 Memcpy Classifiers: 0.426000 Memcpy Instances: 9.312000 Kernel 1: 0.026000 Kernel 2: 97.630997 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.009163 0.934783 fi:0.194919. Ave ac:0.006332,0.003573 Initialization: 6.594000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.196000 Kernel 1: 0.027000 Kernel 2: 98.292999 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.006604 0.968750 fi:0.160129. Ave ac:0.007961,0.004459 Initialization: 6.599000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.212000 Kernel 1: 0.026000 Kernel 2: 96.787003 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.007458 1.000000 fi:0.128542. Ave ac:0.007269,0.003683 Initialization: 6.660000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.238000 Kernel 1: 0.025000 Kernel 2: 98.794998 Copyback: 0.018000 Sum: 0.032000 It 33,Best ac:0.009376 1.000000 fi:0.127235. Ave ac:0.009561,0.004369 Initialization: 21.500000 Memcpy Instances: 461.755005 Memcpy Classifiers: 0.054000 Kernel 1: 0.027000 Kernel 2: 506.217987 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 497.104004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 492.915009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 478.335999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 485.898987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 485.549011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 492.174988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 485.644012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 483.691986 Copyback: 13.703000 Sum: 0.003000 Memcpy Classifiers: 0.059000 Kernel 1: 0.020000 Kernel 2: 477.421997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 497.802002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 492.170013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 498.138000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 491.782990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 292.032013 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005856 0.919679 fi:0.208747. Ave ac:0.006446,0.022365 Best acc 0.005856 0.919679 Rule:Att PSSM_-4_7 is [-6.103045,4.550246]|Att PSSM_-1_7 is [-6.512039,-1.487961]|Att PSSM_0_10 is [>1.891205]|Att PSSM_0_12 is [<-4.231087]|Att PSSM_0_19 is [<5.295078]|Att PSSM_1_6 is [<-1.556314]|Att PSSM_1_12 is [-6.922829,-3.216365]|Att PSSM_2_5 is [<11.887012]|Att PSSM_3_7 is [<-1.624357]|1 Accuracy : 0.704634 0 1 163960 120 69184 1374 Removed 1494 instances. 233144 Instances left. Acc of rule 0.005856-0.919679 Initialization: 6.444000 Memcpy Classifiers: 0.558000 Memcpy Instances: 9.141000 Kernel 1: 0.025000 Kernel 2: 113.893997 Copyback: 0.017000 Sum: 0.036000 Initial population average accuracy1:0.005834 accuracy2:0.284793 Initialization: 6.459000 Memcpy Classifiers: 0.484000 Memcpy Instances: 9.209000 Kernel 1: 0.025000 Kernel 2: 118.102997 Copyback: 0.017000 Sum: 0.057000 It 0,Best ac:0.007077 0.733333 fi:0.365933. Ave ac:0.011170,0.016637 Initialization: 6.454000 Memcpy Classifiers: 0.460000 Memcpy Instances: 9.129000 Kernel 1: 0.026000 Kernel 2: 117.637001 Copyback: 0.020000 Sum: 0.038000 It 1,Best ac:0.005361 0.781250 fi:0.318604. Ave ac:0.013526,0.018011 Initialization: 6.905000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.346000 Kernel 1: 0.025000 Kernel 2: 118.017998 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.007504 0.833333 fi:0.265786. Ave ac:0.013447,0.015659 Initialization: 6.555000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.150000 Kernel 1: 0.026000 Kernel 2: 115.985001 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.004934 0.821429 fi:0.278571. Ave ac:0.012697,0.016893 Initialization: 6.487000 Memcpy Classifiers: 0.425000 Memcpy Instances: 9.179000 Kernel 1: 0.023000 Kernel 2: 113.245003 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.006005 0.800000 fi:0.299634. Ave ac:0.011606,0.012858 Initialization: 6.454000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.167000 Kernel 1: 0.023000 Kernel 2: 110.125000 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.004719 1.000000 fi:0.138965. Ave ac:0.012721,0.016545 Initialization: 6.443000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.607000 Kernel 1: 0.024000 Kernel 2: 111.884003 Copyback: 0.020000 Sum: 0.034000 It 6,Best ac:0.006005 0.903226 fi:0.196408. Ave ac:0.012781,0.012629 Initialization: 6.553000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.135000 Kernel 1: 0.025000 Kernel 2: 114.549004 Copyback: 0.018000 Sum: 0.032000 It 7,Best ac:0.005790 0.900000 fi:0.199707. Ave ac:0.010787,0.012304 Initialization: 6.533000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.645000 Kernel 1: 0.025000 Kernel 2: 115.103996 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.009222 0.914894 fi:0.183635. Ave ac:0.012935,0.015063 Initialization: 6.348000 Memcpy Classifiers: 0.389000 Memcpy Instances: 9.136000 Kernel 1: 0.025000 Kernel 2: 111.749001 Copyback: 0.018000 Sum: 0.033000 It 9,Best ac:0.004932 0.920000 fi:0.180000. Ave ac:0.010519,0.009807 Iteration 10:MDL fitness activated Error 0.180000 TL 0.028896 MDL Theory Length Weight: 2.0764415209 (5) Initialization: 6.472000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.144000 Kernel 1: 0.026000 Kernel 2: 108.741997 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.009650 0.918367 fi:0.229968. Ave ac:0.010976,0.012644 Initialization: 6.968000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.469000 Kernel 1: 0.023000 Kernel 2: 107.668999 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.005576 0.928571 fi:0.229465. Ave ac:0.011077,0.011247 Initialization: 6.526000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.215000 Kernel 1: 0.023000 Kernel 2: 107.717003 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.005575 0.962963 fi:0.201066. Ave ac:0.009568,0.008823 Initialization: 6.539000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.214000 Kernel 1: 0.023000 Kernel 2: 108.092003 Copyback: 0.018000 Sum: 0.032000 It 13,Best ac:0.005363 0.925926 fi:0.221175. Ave ac:0.010023,0.009923 Initialization: 6.618000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.132000 Kernel 1: 0.023000 Kernel 2: 103.056000 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.005792 0.964286 fi:0.189145. Ave ac:0.008816,0.010222 Initialization: 6.485000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.214000 Kernel 1: 0.025000 Kernel 2: 104.996002 Copyback: 0.372000 Sum: 0.030000 It 15,Best ac:0.006005 0.965517 fi:0.180832. Ave ac:0.009948,0.009443 Initialization: 6.494000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.236000 Kernel 1: 0.025000 Kernel 2: 103.273003 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.006435 0.967742 fi:0.188058. Ave ac:0.009713,0.008670 Initialization: 6.492000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.216000 Kernel 1: 0.024000 Kernel 2: 106.196999 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.008151 0.926829 fi:0.227828. Ave ac:0.008321,0.007760 Initialization: 6.489000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.917000 Kernel 1: 0.025000 Kernel 2: 104.341003 Copyback: 0.018000 Sum: 0.030000 It 18,Best ac:0.005147 0.923077 fi:0.233785. Ave ac:0.007574,0.006358 Initialization: 6.560000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.148000 Kernel 1: 0.024000 Kernel 2: 101.047997 Copyback: 0.018000 Sum: 0.032000 It 19,Best ac:0.006006 0.965517 fi:0.192250. Ave ac:0.007468,0.006115 Initialization: 6.457000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.155000 Kernel 1: 0.026000 Kernel 2: 101.544998 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.005147 0.960000 fi:0.197279. Ave ac:0.008382,0.006755 Initialization: 6.532000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.247000 Kernel 1: 0.026000 Kernel 2: 103.712997 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.006005 1.000000 fi:0.160967. Ave ac:0.008672,0.006253 Initialization: 6.489000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.634000 Kernel 1: 0.024000 Kernel 2: 100.735001 Copyback: 0.018000 Sum: 0.032000 It 22,Best ac:0.008793 0.953488 fi:0.200516. Ave ac:0.008402,0.005002 Initialization: 6.362000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.187000 Kernel 1: 0.025000 Kernel 2: 103.813004 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.005146 0.960000 fi:0.195949. Ave ac:0.007623,0.007518 Initialization: 6.588000 Memcpy Classifiers: 0.355000 Memcpy Instances: 9.159000 Kernel 1: 0.025000 Kernel 2: 105.484001 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.006219 1.000000 fi:0.150202. Ave ac:0.008166,0.005226 Initialization: 6.532000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.629000 Kernel 1: 0.025000 Kernel 2: 105.411003 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.007935 0.925000 fi:0.221210. Ave ac:0.007387,0.005270 Initialization: 6.537000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.133000 Kernel 1: 0.027000 Kernel 2: 109.704002 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.005147 1.000000 fi:0.155211. Ave ac:0.008609,0.006928 Initialization: 6.559000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.173000 Kernel 1: 0.025000 Kernel 2: 108.668999 Copyback: 0.018000 Sum: 0.028000 It 27,Best ac:0.007722 0.947368 fi:0.207062. Ave ac:0.008066,0.005747 Initialization: 6.542000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.163000 Kernel 1: 0.025000 Kernel 2: 107.660004 Copyback: 0.018000 Sum: 0.028000 It 28,Best ac:0.004932 0.958333 fi:0.188876. Ave ac:0.008513,0.006117 Initialization: 6.473000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.198000 Kernel 1: 0.026000 Kernel 2: 103.676003 Copyback: 0.018000 Sum: 0.029000 It 29,Best ac:0.005148 1.000000 fi:0.146642. Ave ac:0.007462,0.004882 Initialization: 18.274000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.149000 Kernel 1: 0.025000 Kernel 2: 105.891998 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.005147 0.960000 fi:0.187097. Ave ac:0.006072,0.007513 Initialization: 6.593000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.196000 Kernel 1: 0.023000 Kernel 2: 103.579002 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.005576 0.962963 fi:0.180847. Ave ac:0.008894,0.006574 Initialization: 6.506000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.158000 Kernel 1: 0.026000 Kernel 2: 105.435997 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.006863 0.914286 fi:0.236445. Ave ac:0.007344,0.004429 Initialization: 6.507000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.148000 Kernel 1: 0.026000 Kernel 2: 106.441002 Copyback: 0.018000 Sum: 0.029000 It 33,Best ac:0.007935 0.973684 fi:0.179013. Ave ac:0.005786,0.004266 Initialization: 22.079000 Memcpy Instances: 462.807007 Memcpy Classifiers: 0.054000 Kernel 1: 0.029000 Kernel 2: 528.443970 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 509.734985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 520.382019 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 507.428009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 511.826996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 522.935974 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 502.523987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 514.335022 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 516.107971 Copyback: 0.022000 Sum: 0.005000 Memcpy Classifiers: 0.054000 Kernel 1: 0.022000 Kernel 2: 504.967987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 485.609009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 494.618988 Copyback: 0.022000 Sum: 0.004000 Memcpy Classifiers: 0.054000 Kernel 1: 0.020000 Kernel 2: 514.625977 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 515.340027 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 301.760986 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.007437 0.857567 fi:0.288813. Ave ac:0.008710,0.031382 Best acc 0.007437 0.857567 Initialization: 6.590000 Memcpy Classifiers: 0.571000 Memcpy Instances: 9.300000 Kernel 1: 0.026000 Kernel 2: 114.000000 Copyback: 0.017000 Sum: 0.035000 Initial population average accuracy1:0.006760 accuracy2:0.287500 Initialization: 6.693000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.191000 Kernel 1: 0.023000 Kernel 2: 118.556000 Copyback: 0.018000 Sum: 0.055000 It 0,Best ac:0.007290 0.723404 fi:0.375788. Ave ac:0.013432,0.019805 Initialization: 6.608000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.132000 Kernel 1: 0.025000 Kernel 2: 119.082001 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.010082 0.770492 fi:0.327743. Ave ac:0.017431,0.021735 Initialization: 6.617000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.205000 Kernel 1: 0.024000 Kernel 2: 117.184998 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.006005 0.777778 fi:0.321856. Ave ac:0.015793,0.020879 Initialization: 7.334000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.139000 Kernel 1: 0.023000 Kernel 2: 110.917000 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.008151 0.808511 fi:0.290386. Ave ac:0.014807,0.016001 Initialization: 7.067000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.185000 Kernel 1: 0.024000 Kernel 2: 104.800003 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.012650 0.776316 fi:0.321040. Ave ac:0.013692,0.014491 Initialization: 6.581000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.341000 Kernel 1: 0.024000 Kernel 2: 103.401001 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.012870 0.857143 fi:0.240136. Ave ac:0.015713,0.022929 Initialization: 6.736000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.724000 Kernel 1: 0.023000 Kernel 2: 105.009003 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.008149 0.863636 fi:0.235262. Ave ac:0.013039,0.014263 Initialization: 6.643000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.154000 Kernel 1: 0.024000 Kernel 2: 104.755997 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.004934 0.884615 fi:0.215384. Ave ac:0.012749,0.013198 Initialization: 6.560000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.131000 Kernel 1: 0.025000 Kernel 2: 102.609001 Copyback: 0.018000 Sum: 0.028000 It 8,Best ac:0.005790 0.870968 fi:0.228739. Ave ac:0.013305,0.012854 Initialization: 7.520000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.166000 Kernel 1: 0.023000 Kernel 2: 102.620003 Copyback: 0.019000 Sum: 0.031000 It 9,Best ac:0.004718 0.956522 fi:0.183065. Ave ac:0.013172,0.014406 Iteration 10:MDL fitness activated Error 0.183065 TL 0.034880 MDL Theory Length Weight: 1.7494761149 (1) Initialization: 6.552000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.147000 Kernel 1: 0.024000 Kernel 2: 103.712997 Copyback: 0.018000 Sum: 0.031000 It 10,Best ac:0.009650 0.865385 fi:0.262953. Ave ac:0.011904,0.012404 Initialization: 6.595000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.654000 Kernel 1: 0.024000 Kernel 2: 98.650002 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.006221 0.906250 fi:0.220991. Ave ac:0.012518,0.011911 Initialization: 6.590000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.789000 Kernel 1: 0.022000 Kernel 2: 102.589996 Copyback: 0.369000 Sum: 0.032000 It 12,Best ac:0.005147 0.923077 fi:0.225347. Ave ac:0.011955,0.011572 Initialization: 6.618000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.370000 Kernel 1: 0.023000 Kernel 2: 101.478996 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.006003 0.933333 fi:0.231655. Ave ac:0.012243,0.012646 Initialization: 6.899000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.452000 Kernel 1: 0.022000 Kernel 2: 98.008003 Copyback: 0.018000 Sum: 0.030000 It 14,Best ac:0.005792 1.000000 fi:0.160805. Ave ac:0.011804,0.012698 Initialization: 6.535000 Memcpy Classifiers: 0.360000 Memcpy Instances: 9.186000 Kernel 1: 0.024000 Kernel 2: 100.390999 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.006648 0.939394 fi:0.197539. Ave ac:0.009994,0.009078 Initialization: 6.784000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.325000 Kernel 1: 0.025000 Kernel 2: 98.723999 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.005363 0.925926 fi:0.214817. Ave ac:0.009642,0.008912 Initialization: 6.615000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.240000 Kernel 1: 0.024000 Kernel 2: 103.009003 Copyback: 0.018000 Sum: 0.029000 It 17,Best ac:0.005147 0.960000 fi:0.185353. Ave ac:0.009374,0.008738 Initialization: 6.574000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.194000 Kernel 1: 0.023000 Kernel 2: 98.350998 Copyback: 0.018000 Sum: 0.034000 It 18,Best ac:0.005575 0.928571 fi:0.206119. Ave ac:0.010569,0.009901 Initialization: 6.823000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.647000 Kernel 1: 0.024000 Kernel 2: 98.428001 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.006434 0.967742 fi:0.175161. Ave ac:0.011379,0.011190 Initialization: 6.648000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.184000 Kernel 1: 0.023000 Kernel 2: 96.595001 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.007291 0.918919 fi:0.218554. Ave ac:0.009054,0.011250 Initialization: 6.572000 Memcpy Classifiers: 0.308000 Memcpy Instances: 9.136000 Kernel 1: 0.026000 Kernel 2: 94.931999 Copyback: 0.018000 Sum: 0.032000 It 21,Best ac:0.005577 0.962963 fi:0.172892. Ave ac:0.011144,0.012669 Initialization: 6.823000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.270000 Kernel 1: 0.023000 Kernel 2: 95.275002 Copyback: 0.018000 Sum: 0.033000 It 22,Best ac:0.005790 0.964286 fi:0.183251. Ave ac:0.010281,0.012046 Initialization: 6.665000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.230000 Kernel 1: 0.024000 Kernel 2: 96.397003 Copyback: 0.018000 Sum: 0.032000 It 23,Best ac:0.005361 1.000000 fi:0.142893. Ave ac:0.009843,0.007735 Initialization: 7.025000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.186000 Kernel 1: 0.022000 Kernel 2: 97.537003 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.006648 0.968750 fi:0.165519. Ave ac:0.008767,0.006466 Initialization: 6.700000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.200000 Kernel 1: 0.025000 Kernel 2: 97.586998 Copyback: 0.020000 Sum: 0.028000 It 25,Best ac:0.005147 1.000000 fi:0.139805. Ave ac:0.008219,0.006296 Initialization: 6.544000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.240000 Kernel 1: 0.024000 Kernel 2: 99.043999 Copyback: 0.018000 Sum: 0.032000 It 26,Best ac:0.007077 1.000000 fi:0.148796. Ave ac:0.010088,0.010567 Initialization: 6.583000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.211000 Kernel 1: 0.025000 Kernel 2: 102.522003 Copyback: 0.018000 Sum: 0.032000 It 27,Best ac:0.005576 0.962963 fi:0.171008. Ave ac:0.007430,0.006433 Initialization: 6.631000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.143000 Kernel 1: 0.026000 Kernel 2: 99.555000 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.005147 0.960000 fi:0.175911. Ave ac:0.007998,0.008167 Initialization: 6.599000 Memcpy Classifiers: 0.314000 Memcpy Instances: 9.471000 Kernel 1: 0.024000 Kernel 2: 98.514000 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.005792 1.000000 fi:0.138306. Ave ac:0.006184,0.005608 Initialization: 6.564000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.217000 Kernel 1: 0.024000 Kernel 2: 98.500999 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.005576 0.896552 fi:0.248655. Ave ac:0.008605,0.005089 Initialization: 6.544000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.133000 Kernel 1: 0.025000 Kernel 2: 96.202003 Copyback: 0.018000 Sum: 0.029000 It 31,Best ac:0.005792 0.964286 fi:0.170481. Ave ac:0.007038,0.007261 Initialization: 6.657000 Memcpy Classifiers: 0.266000 Memcpy Instances: 9.521000 Kernel 1: 0.026000 Kernel 2: 97.400002 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.005790 0.964286 fi:0.180847. Ave ac:0.007663,0.004915 Initialization: 6.697000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.147000 Kernel 1: 0.025000 Kernel 2: 95.402000 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.005147 0.923077 fi:0.211964. Ave ac:0.008665,0.006191 Initialization: 21.277000 Memcpy Instances: 461.329010 Memcpy Classifiers: 0.052000 Kernel 1: 0.026000 Kernel 2: 470.765015 Copyback: 0.016000 Sum: 0.006000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 466.147003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 474.196991 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 488.940002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 468.549011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 465.907013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 471.097992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 468.109009 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 463.071014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 471.182007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 489.265015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.290000 Kernel 1: 0.012000 Kernel 2: 473.399994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 479.098999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 477.316986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 273.812988 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.006121 0.889651 fi:0.244133. Ave ac:0.009559,0.034640 Best acc 0.006121 0.889651 Rule:Att PSSM_-2_7 is [-6.541859,-2.845685]|Att PSSM_-1_2 is [<-4.767864]|Att PSSM_-1_19 is [<3.416189]|Att PSSM_0_2 is [<-4.096599]|Att PSSM_1_12 is [<-1.085098]|Att PSSM_4_13 is [<8.954370]|1 Accuracy : 0.709962 0 1 163783 297 67757 2801 Removed 1604 instances. 231540 Instances left. Acc of rule 0.006121-0.889651 Initialization: 6.503000 Memcpy Classifiers: 0.560000 Memcpy Instances: 9.162000 Kernel 1: 0.025000 Kernel 2: 112.933998 Copyback: 0.017000 Sum: 0.030000 Initial population average accuracy1:0.005988 accuracy2:0.287885 Initialization: 6.557000 Memcpy Classifiers: 0.504000 Memcpy Instances: 9.051000 Kernel 1: 0.025000 Kernel 2: 122.754997 Copyback: 0.018000 Sum: 0.035000 It 0,Best ac:0.004968 0.621622 fi:0.478343. Ave ac:0.011843,0.016129 Initialization: 6.563000 Memcpy Classifiers: 0.461000 Memcpy Instances: 9.119000 Kernel 1: 0.025000 Kernel 2: 122.750000 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.004968 0.696970 fi:0.402995. Ave ac:0.015861,0.018993 Initialization: 6.469000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.061000 Kernel 1: 0.025000 Kernel 2: 118.740997 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.016195 0.721154 fi:0.374908. Ave ac:0.014744,0.018223 Initialization: 6.499000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.067000 Kernel 1: 0.027000 Kernel 2: 115.070999 Copyback: 0.019000 Sum: 0.034000 It 3,Best ac:0.006694 0.837838 fi:0.261528. Ave ac:0.015735,0.017474 Initialization: 6.579000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.095000 Kernel 1: 0.024000 Kernel 2: 116.696999 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.006910 0.780488 fi:0.318801. Ave ac:0.015897,0.016618 Initialization: 7.049000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.067000 Kernel 1: 0.024000 Kernel 2: 115.988998 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.005614 0.838710 fi:0.261030. Ave ac:0.016872,0.015808 Initialization: 6.543000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.087000 Kernel 1: 0.026000 Kernel 2: 114.417000 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.004751 0.916667 fi:0.204505. Ave ac:0.015234,0.013906 Initialization: 6.496000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.552000 Kernel 1: 0.024000 Kernel 2: 110.308998 Copyback: 0.018000 Sum: 0.032000 It 7,Best ac:0.008851 0.872340 fi:0.226276. Ave ac:0.015558,0.014016 Initialization: 6.568000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.101000 Kernel 1: 0.025000 Kernel 2: 110.911003 Copyback: 0.018000 Sum: 0.032000 It 8,Best ac:0.004967 0.851852 fi:0.248113. Ave ac:0.013011,0.014231 Initialization: 6.459000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.189000 Kernel 1: 0.025000 Kernel 2: 111.658997 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.005398 0.892857 fi:0.206957. Ave ac:0.013186,0.012739 Iteration 10:MDL fitness activated Error 0.206957 TL 0.032534 MDL Theory Length Weight: 2.1204453156 (4) Initialization: 6.515000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.088000 Kernel 1: 0.028000 Kernel 2: 111.180000 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.006262 0.935484 fi:0.219930. Ave ac:0.011647,0.009537 Initialization: 6.484000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.131000 Kernel 1: 0.023000 Kernel 2: 105.857002 Copyback: 0.018000 Sum: 0.033000 It 11,Best ac:0.008853 0.854167 fi:0.305481. Ave ac:0.009764,0.008509 Initialization: 6.492000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.091000 Kernel 1: 0.027000 Kernel 2: 106.070999 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.005832 0.931034 fi:0.227485. Ave ac:0.010624,0.008553 Initialization: 6.464000 Memcpy Classifiers: 0.361000 Memcpy Instances: 10.216000 Kernel 1: 0.023000 Kernel 2: 103.453003 Copyback: 0.372000 Sum: 0.032000 It 13,Best ac:0.006911 0.969697 fi:0.199642. Ave ac:0.011130,0.009973 Initialization: 6.571000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.107000 Kernel 1: 0.025000 Kernel 2: 105.615997 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.006694 0.968750 fi:0.193379. Ave ac:0.009242,0.007717 Initialization: 6.623000 Memcpy Classifiers: 0.339000 Memcpy Instances: 9.062000 Kernel 1: 0.025000 Kernel 2: 102.564003 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.006045 0.965517 fi:0.194596. Ave ac:0.009121,0.007620 Initialization: 6.428000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.137000 Kernel 1: 0.026000 Kernel 2: 106.767998 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.006048 0.933333 fi:0.230437. Ave ac:0.008098,0.005204 Initialization: 6.482000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.057000 Kernel 1: 0.026000 Kernel 2: 106.744003 Copyback: 0.018000 Sum: 0.062000 It 17,Best ac:0.006048 0.903226 fi:0.249498. Ave ac:0.006089,0.003948 Initialization: 7.681000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.378000 Kernel 1: 0.022000 Kernel 2: 107.620003 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.005398 0.961538 fi:0.199799. Ave ac:0.008648,0.006494 Initialization: 6.473000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.115000 Kernel 1: 0.025000 Kernel 2: 104.639000 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.008206 0.926829 fi:0.226368. Ave ac:0.007087,0.004775 Initialization: 6.535000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.085000 Kernel 1: 0.025000 Kernel 2: 101.388000 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.006693 0.939394 fi:0.221146. Ave ac:0.008163,0.005098 Initialization: 6.922000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.066000 Kernel 1: 0.027000 Kernel 2: 105.550003 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.005184 0.960000 fi:0.213497. Ave ac:0.008601,0.005371 Initialization: 6.547000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.075000 Kernel 1: 0.026000 Kernel 2: 103.472000 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.006908 0.888889 fi:0.263776. Ave ac:0.007972,0.005097 Initialization: 6.551000 Memcpy Classifiers: 0.322000 Memcpy Instances: 10.061000 Kernel 1: 0.025000 Kernel 2: 104.690002 Copyback: 0.018000 Sum: 0.031000 It 23,Best ac:0.005830 0.964286 fi:0.182948. Ave ac:0.007889,0.005268 Initialization: 6.530000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.091000 Kernel 1: 0.025000 Kernel 2: 102.449997 Copyback: 0.018000 Sum: 0.035000 It 24,Best ac:0.008422 0.886364 fi:0.260817. Ave ac:0.007653,0.005242 Initialization: 6.534000 Memcpy Classifiers: 0.386000 Memcpy Instances: 9.088000 Kernel 1: 0.026000 Kernel 2: 102.071999 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.007774 0.857143 fi:0.296673. Ave ac:0.007855,0.006243 Initialization: 6.526000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.075000 Kernel 1: 0.026000 Kernel 2: 98.500000 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.004968 1.000000 fi:0.150712. Ave ac:0.010815,0.007430 Initialization: 6.617000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.065000 Kernel 1: 0.027000 Kernel 2: 101.910004 Copyback: 0.018000 Sum: 0.033000 It 27,Best ac:0.006694 0.939394 fi:0.202159. Ave ac:0.009852,0.006562 Initialization: 7.877000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.183000 Kernel 1: 0.024000 Kernel 2: 102.862000 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.005616 0.962963 fi:0.199602. Ave ac:0.008674,0.005381 Initialization: 6.550000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.096000 Kernel 1: 0.024000 Kernel 2: 100.514000 Copyback: 0.022000 Sum: 0.033000 It 29,Best ac:0.006479 0.967742 fi:0.193838. Ave ac:0.008106,0.004878 Initialization: 6.583000 Memcpy Classifiers: 0.301000 Memcpy Instances: 9.061000 Kernel 1: 0.026000 Kernel 2: 100.507004 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.006478 0.967742 fi:0.192054. Ave ac:0.008117,0.004958 Initialization: 6.499000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.164000 Kernel 1: 0.025000 Kernel 2: 99.863998 Copyback: 0.018000 Sum: 0.032000 It 31,Best ac:0.006045 1.000000 fi:0.156041. Ave ac:0.007643,0.004215 Initialization: 6.580000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.311000 Kernel 1: 0.025000 Kernel 2: 98.940002 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.004967 0.958333 fi:0.202583. Ave ac:0.007575,0.004926 Initialization: 6.778000 Memcpy Classifiers: 0.344000 Memcpy Instances: 10.138000 Kernel 1: 0.026000 Kernel 2: 97.918999 Copyback: 0.018000 Sum: 0.032000 It 33,Best ac:0.008423 0.951220 fi:0.196240. Ave ac:0.008337,0.005086 Initialization: 25.864000 Memcpy Instances: 483.363007 Memcpy Classifiers: 0.061000 Kernel 1: 0.025000 Kernel 2: 479.446014 Copyback: 0.016000 Sum: 0.009000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 481.829987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 486.572998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 495.566986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 475.014008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 488.092010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 483.569000 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 475.391998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 492.598999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 484.743988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 481.497009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 480.541992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 491.398987 Copyback: 0.019000 Sum: 0.003000 Memcpy Classifiers: 0.053000 Kernel 1: 0.017000 Kernel 2: 491.312988 Copyback: 0.023000 Sum: 0.005000 Memcpy Classifiers: 0.048000 Kernel 1: 0.021000 Kernel 2: 192.720993 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.008076 0.832591 fi:0.314988. Ave ac:0.007190,0.025076 Best acc 0.008076 0.832591 Initialization: 6.515000 Memcpy Classifiers: 0.594000 Memcpy Instances: 9.563000 Kernel 1: 0.026000 Kernel 2: 113.514999 Copyback: 0.017000 Sum: 0.036000 Initial population average accuracy1:0.006692 accuracy2:0.287311 Initialization: 6.470000 Memcpy Classifiers: 0.522000 Memcpy Instances: 9.228000 Kernel 1: 0.024000 Kernel 2: 114.921997 Copyback: 0.017000 Sum: 0.050000 It 0,Best ac:0.004320 0.769231 fi:0.431835. Ave ac:0.012816,0.017154 Initialization: 6.546000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.155000 Kernel 1: 0.023000 Kernel 2: 117.775002 Copyback: 0.016000 Sum: 0.033000 It 1,Best ac:0.005830 0.750000 fi:0.349665. Ave ac:0.019054,0.020044 Initialization: 6.485000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.197000 Kernel 1: 0.024000 Kernel 2: 117.570000 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.004965 0.851852 fi:0.248114. Ave ac:0.021574,0.024458 Initialization: 6.478000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.075000 Kernel 1: 0.024000 Kernel 2: 116.778000 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.013175 0.762500 fi:0.334613. Ave ac:0.021637,0.022306 Initialization: 6.551000 Memcpy Classifiers: 0.433000 Memcpy Instances: 11.129000 Kernel 1: 0.025000 Kernel 2: 112.741997 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.008853 0.820000 fi:0.278614. Ave ac:0.021861,0.021638 Initialization: 6.514000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.169000 Kernel 1: 0.022000 Kernel 2: 105.963997 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.006048 0.875000 fi:0.224589. Ave ac:0.016781,0.017811 Initialization: 6.754000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.061000 Kernel 1: 0.025000 Kernel 2: 103.349998 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.005614 0.896552 fi:0.203188. Ave ac:0.013514,0.015058 Initialization: 6.530000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.110000 Kernel 1: 0.025000 Kernel 2: 104.920998 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.006478 0.937500 fi:0.161939. Ave ac:0.009270,0.009667 Initialization: 6.723000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.549000 Kernel 1: 0.024000 Kernel 2: 105.956001 Copyback: 0.018000 Sum: 0.028000 It 8,Best ac:0.004535 0.954545 fi:0.206573. Ave ac:0.009988,0.010188 Initialization: 6.577000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.059000 Kernel 1: 0.026000 Kernel 2: 101.764999 Copyback: 0.018000 Sum: 0.030000 It 9,Best ac:0.004968 0.920000 fi:0.179965. Ave ac:0.007305,0.009210 Iteration 10:MDL fitness activated Error 0.179965 TL 0.036230 MDL Theory Length Weight: 1.6557460382 (3) Initialization: 6.638000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.168000 Kernel 1: 0.025000 Kernel 2: 105.353996 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.008855 0.872340 fi:0.268746. Ave ac:0.009738,0.011454 Initialization: 6.518000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.149000 Kernel 1: 0.024000 Kernel 2: 105.273003 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.005400 0.892857 fi:0.256822. Ave ac:0.009718,0.008526 Initialization: 6.522000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.116000 Kernel 1: 0.026000 Kernel 2: 105.949997 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.008207 0.904762 fi:0.250664. Ave ac:0.009272,0.009085 Initialization: 6.679000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.566000 Kernel 1: 0.023000 Kernel 2: 104.365997 Copyback: 0.372000 Sum: 0.029000 It 13,Best ac:0.006045 0.965517 fi:0.204892. Ave ac:0.009661,0.008534 Initialization: 6.494000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.563000 Kernel 1: 0.025000 Kernel 2: 103.102997 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.004967 0.920000 fi:0.251297. Ave ac:0.007290,0.008433 Initialization: 6.697000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.084000 Kernel 1: 0.026000 Kernel 2: 103.935997 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.005614 0.928571 fi:0.230980. Ave ac:0.008278,0.008799 Initialization: 6.534000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.063000 Kernel 1: 0.027000 Kernel 2: 103.000999 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.004965 0.884615 fi:0.272408. Ave ac:0.010255,0.008196 Initialization: 6.587000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.141000 Kernel 1: 0.026000 Kernel 2: 103.133003 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.005184 0.960000 fi:0.201545. Ave ac:0.008894,0.008747 Initialization: 6.582000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.319000 Kernel 1: 0.027000 Kernel 2: 101.612999 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.005613 1.000000 fi:0.153321. Ave ac:0.008964,0.007668 Initialization: 6.450000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.536000 Kernel 1: 0.026000 Kernel 2: 101.057999 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.007124 0.916667 fi:0.228780. Ave ac:0.007929,0.005484 Initialization: 6.561000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.634000 Kernel 1: 0.025000 Kernel 2: 104.331001 Copyback: 0.023000 Sum: 0.028000 It 20,Best ac:0.010797 0.909091 fi:0.241564. Ave ac:0.006705,0.005187 Initialization: 7.818000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.098000 Kernel 1: 0.027000 Kernel 2: 104.156998 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.004536 1.000000 fi:0.215233. Ave ac:0.008420,0.007911 Initialization: 6.755000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.172000 Kernel 1: 0.026000 Kernel 2: 104.891998 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.004967 0.851852 fi:0.308381. Ave ac:0.007551,0.005878 Initialization: 6.540000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.548000 Kernel 1: 0.026000 Kernel 2: 106.169998 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.005182 0.888889 fi:0.254529. Ave ac:0.007923,0.006260 Initialization: 6.587000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.064000 Kernel 1: 0.027000 Kernel 2: 104.691002 Copyback: 0.018000 Sum: 0.031000 It 24,Best ac:0.005182 0.923077 fi:0.220935. Ave ac:0.007147,0.009551 Initialization: 6.539000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.608000 Kernel 1: 0.026000 Kernel 2: 104.064003 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.006910 0.941176 fi:0.212773. Ave ac:0.007369,0.006645 Initialization: 6.613000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.063000 Kernel 1: 0.026000 Kernel 2: 104.767998 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.004535 1.000000 fi:0.199089. Ave ac:0.006833,0.006943 Initialization: 6.601000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.101000 Kernel 1: 0.026000 Kernel 2: 103.996002 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.007126 0.891892 fi:0.249335. Ave ac:0.007899,0.006473 MDL Theory Length Weight: 1.4901714344 (10) Initialization: 6.395000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.080000 Kernel 1: 0.027000 Kernel 2: 103.846001 Copyback: 0.018000 Sum: 0.033000 It 28,Best ac:0.007342 0.871795 fi:0.273013. Ave ac:0.006805,0.005991 Initialization: 6.597000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.093000 Kernel 1: 0.026000 Kernel 2: 101.817001 Copyback: 0.018000 Sum: 0.032000 It 29,Best ac:0.005397 0.862069 fi:0.281421. Ave ac:0.007743,0.007921 Initialization: 6.582000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.075000 Kernel 1: 0.026000 Kernel 2: 103.182999 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.013820 0.820513 fi:0.319480. Ave ac:0.007979,0.009097 Initialization: 6.599000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.096000 Kernel 1: 0.026000 Kernel 2: 107.605003 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.004968 0.958333 fi:0.187067. Ave ac:0.009216,0.008273 Initialization: 7.163000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.424000 Kernel 1: 0.027000 Kernel 2: 108.141998 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.006262 0.852941 fi:0.295347. Ave ac:0.008207,0.009179 Initialization: 6.783000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.406000 Kernel 1: 0.027000 Kernel 2: 112.732002 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.005398 0.925926 fi:0.214284. Ave ac:0.008100,0.006854 Initialization: 21.896999 Memcpy Instances: 456.631989 Memcpy Classifiers: 0.064000 Kernel 1: 0.029000 Kernel 2: 550.185974 Copyback: 0.016000 Sum: 0.010000 Memcpy Classifiers: 0.059000 Kernel 1: 0.015000 Kernel 2: 558.255005 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 559.049988 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 563.570984 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 564.015991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 568.140991 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 562.377014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 562.557007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 561.073975 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 557.906006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 574.627014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 548.093994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 551.359009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 549.611023 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 221.266006 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005740 0.795332 fi:0.348038. Ave ac:0.008056,0.029075 Best acc 0.005740 0.795332 Rule:Att PSSM_-4_19 is [<5.160774]|Att PSSM_-2_7 is [-6.485845,1.427800]|Att PSSM_-1_4 is [<-3.015210]|Att PSSM_-1_20 is [>-5.391634]|Att PSSM_0_12 is [<-3.819026]|Att PSSM_1_14 is [-4.126986,5.641870]|Att PSSM_3_6 is [-6.904549,-1.095451]|Att PSSM_3_16 is [<6.259214]|Att PSSM_4_6 is [-6.384711,-1.615288]|1 Accuracy : 0.716329 0 1 163407 673 65887 4671 Removed 2246 instances. 229294 Instances left. Acc of rule 0.008076-0.832591 Initialization: 6.430000 Memcpy Classifiers: 0.540000 Memcpy Instances: 9.200000 Kernel 1: 0.026000 Kernel 2: 112.435997 Copyback: 0.017000 Sum: 0.035000 Initial population average accuracy1:0.006480 accuracy2:0.270052 Initialization: 6.492000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.983000 Kernel 1: 0.026000 Kernel 2: 123.443001 Copyback: 0.017000 Sum: 0.054000 It 0,Best ac:0.004797 0.687500 fi:0.412493. Ave ac:0.012597,0.015875 Initialization: 6.530000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.960000 Kernel 1: 0.024000 Kernel 2: 123.143997 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.010033 0.741935 fi:0.356204. Ave ac:0.016335,0.021880 Initialization: 6.316000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.088000 Kernel 1: 0.023000 Kernel 2: 120.740997 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.005233 0.750000 fi:0.349839. Ave ac:0.015635,0.018303 Initialization: 6.432000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.006000 Kernel 1: 0.026000 Kernel 2: 115.533997 Copyback: 0.018000 Sum: 0.025000 It 3,Best ac:0.005015 0.718750 fi:0.381166. Ave ac:0.015604,0.019611 Initialization: 6.438000 Memcpy Classifiers: 0.445000 Memcpy Instances: 9.056000 Kernel 1: 0.025000 Kernel 2: 113.882004 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.005889 0.818182 fi:0.281424. Ave ac:0.014896,0.016037 Initialization: 6.482000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.083000 Kernel 1: 0.025000 Kernel 2: 111.185997 Copyback: 0.018000 Sum: 0.032000 It 5,Best ac:0.005669 0.742857 fi:0.356828. Ave ac:0.013938,0.015725 Initialization: 6.468000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.059000 Kernel 1: 0.024000 Kernel 2: 108.291000 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.006978 0.888889 fi:0.210331. Ave ac:0.017831,0.019231 Initialization: 6.495000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.037000 Kernel 1: 0.024000 Kernel 2: 106.227997 Copyback: 0.018000 Sum: 0.032000 It 7,Best ac:0.008940 0.820000 fi:0.278527. Ave ac:0.015271,0.017417 Initialization: 6.343000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.992000 Kernel 1: 0.025000 Kernel 2: 105.168999 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.006324 0.852941 fi:0.246512. Ave ac:0.015689,0.017168 Initialization: 6.507000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.980000 Kernel 1: 0.025000 Kernel 2: 103.709000 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.004361 0.909091 fi:0.269546. Ave ac:0.014536,0.017125 Iteration 10:MDL fitness activated Error 0.269546 TL 0.023551 MDL Theory Length Weight: 3.8151296880 (4) Initialization: 6.489000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.973000 Kernel 1: 0.026000 Kernel 2: 100.138000 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.006760 0.837838 fi:0.348776. Ave ac:0.012669,0.013400 Initialization: 6.519000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.981000 Kernel 1: 0.026000 Kernel 2: 97.221001 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.008504 0.866667 fi:0.317645. Ave ac:0.014665,0.016412 Initialization: 6.539000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.003000 Kernel 1: 0.024000 Kernel 2: 95.092003 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.006106 0.903226 fi:0.298024. Ave ac:0.014508,0.016980 Initialization: 6.467000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.011000 Kernel 1: 0.025000 Kernel 2: 92.000000 Copyback: 0.018000 Sum: 0.032000 It 13,Best ac:0.004797 0.880000 fi:0.304058. Ave ac:0.013836,0.014890 Initialization: 6.427000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.999000 Kernel 1: 0.023000 Kernel 2: 91.014999 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.004796 0.956522 fi:0.270797. Ave ac:0.014616,0.013685 Initialization: 6.584000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.998000 Kernel 1: 0.024000 Kernel 2: 88.458000 Copyback: 0.018000 Sum: 0.036000 It 15,Best ac:0.005669 0.896552 fi:0.311494. Ave ac:0.013616,0.015948 Initialization: 6.537000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.427000 Kernel 1: 0.026000 Kernel 2: 91.543999 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.005451 0.892857 fi:0.312094. Ave ac:0.012914,0.012799 Initialization: 6.744000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.312000 Kernel 1: 0.021000 Kernel 2: 86.057999 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.011775 0.900000 fi:0.288075. Ave ac:0.016347,0.018145 Initialization: 6.479000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.972000 Kernel 1: 0.026000 Kernel 2: 85.088997 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.006324 0.852941 fi:0.321265. Ave ac:0.014120,0.017037 Initialization: 6.555000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.002000 Kernel 1: 0.025000 Kernel 2: 86.202003 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.006106 0.933333 fi:0.252020. Ave ac:0.015713,0.019759 Initialization: 6.523000 Memcpy Classifiers: 0.301000 Memcpy Instances: 9.528000 Kernel 1: 0.024000 Kernel 2: 84.389999 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.005233 0.923077 fi:0.267041. Ave ac:0.013267,0.013104 Initialization: 6.503000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.996000 Kernel 1: 0.025000 Kernel 2: 85.066002 Copyback: 0.017000 Sum: 0.054000 It 21,Best ac:0.005453 0.925926 fi:0.241890. Ave ac:0.013059,0.016992 Initialization: 6.532000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.965000 Kernel 1: 0.025000 Kernel 2: 84.309998 Copyback: 0.109000 Sum: 0.023000 It 22,Best ac:0.006978 0.941176 fi:0.209145. Ave ac:0.011625,0.014578 Initialization: 6.469000 Memcpy Classifiers: 0.390000 Memcpy Instances: 9.456000 Kernel 1: 0.023000 Kernel 2: 84.475998 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.005233 0.923077 fi:0.233861. Ave ac:0.009582,0.011163 Initialization: 6.440000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.016000 Kernel 1: 0.025000 Kernel 2: 84.533997 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.005015 0.920000 fi:0.243065. Ave ac:0.009752,0.011075 Initialization: 6.527000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.066000 Kernel 1: 0.024000 Kernel 2: 82.555000 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.006542 0.909091 fi:0.255397. Ave ac:0.009976,0.010391 Initialization: 6.961000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.043000 Kernel 1: 0.025000 Kernel 2: 82.875000 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.008288 0.926829 fi:0.232661. Ave ac:0.009234,0.007899 Initialization: 6.570000 Memcpy Classifiers: 0.247000 Memcpy Instances: 9.005000 Kernel 1: 0.024000 Kernel 2: 84.217003 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.005233 1.000000 fi:0.170689. Ave ac:0.009019,0.007073 Initialization: 6.555000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.985000 Kernel 1: 0.024000 Kernel 2: 82.619003 Copyback: 0.018000 Sum: 0.023000 It 28,Best ac:0.004796 0.880000 fi:0.310320. Ave ac:0.008600,0.009554 Initialization: 7.024000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.005000 Kernel 1: 0.025000 Kernel 2: 82.473999 Copyback: 0.019000 Sum: 0.024000 It 29,Best ac:0.004796 0.916667 fi:0.249454. Ave ac:0.009672,0.009602 Initialization: 6.484000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.003000 Kernel 1: 0.024000 Kernel 2: 83.732002 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.005669 0.896552 fi:0.273983. Ave ac:0.010872,0.015948 Initialization: 6.591000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.952000 Kernel 1: 0.022000 Kernel 2: 84.685997 Copyback: 0.016000 Sum: 0.024000 It 31,Best ac:0.007852 0.878049 fi:0.264788. Ave ac:0.010219,0.011204 Initialization: 6.476000 Memcpy Classifiers: 0.263000 Memcpy Instances: 9.395000 Kernel 1: 0.025000 Kernel 2: 84.828003 Copyback: 0.020000 Sum: 0.024000 It 32,Best ac:0.005451 0.925926 fi:0.229519. Ave ac:0.010951,0.012957 Initialization: 6.560000 Memcpy Classifiers: 0.266000 Memcpy Instances: 9.134000 Kernel 1: 0.022000 Kernel 2: 85.196999 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.006324 0.906250 fi:0.251776. Ave ac:0.008713,0.008508 Initialization: 22.292999 Memcpy Instances: 453.053986 Memcpy Classifiers: 0.066000 Kernel 1: 0.025000 Kernel 2: 448.343994 Copyback: 0.015000 Sum: 0.007000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 455.532990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 436.665985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 447.320007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 446.010010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 440.803986 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 443.048004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 429.171997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 444.877991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 449.522003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 443.571991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 439.673004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 448.319000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 419.596985 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.006407 0.793197 fi:0.350152. Ave ac:0.008585,0.030410 Best acc 0.006407 0.793197 Initialization: 6.620000 Memcpy Classifiers: 0.540000 Memcpy Instances: 9.032000 Kernel 1: 0.025000 Kernel 2: 112.417999 Copyback: 0.017000 Sum: 0.035000 Initial population average accuracy1:0.006187 accuracy2:0.270142 Initialization: 6.472000 Memcpy Classifiers: 0.486000 Memcpy Instances: 10.067000 Kernel 1: 0.024000 Kernel 2: 120.013000 Copyback: 0.017000 Sum: 0.030000 It 0,Best ac:0.013956 0.592593 fi:0.504160. Ave ac:0.011936,0.015925 Initialization: 6.540000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.019000 Kernel 1: 0.023000 Kernel 2: 119.961998 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.013083 0.645161 fi:0.451900. Ave ac:0.016037,0.017533 Initialization: 6.527000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.983000 Kernel 1: 0.025000 Kernel 2: 117.669998 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.005889 0.729730 fi:0.369876. Ave ac:0.017333,0.018837 Initialization: 6.431000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.986000 Kernel 1: 0.026000 Kernel 2: 115.458000 Copyback: 0.026000 Sum: 0.034000 It 3,Best ac:0.005450 0.735294 fi:0.364468. Ave ac:0.016221,0.018169 Initialization: 6.530000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.964000 Kernel 1: 0.025000 Kernel 2: 112.194000 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.012432 0.712500 fi:0.384790. Ave ac:0.012837,0.013132 Initialization: 6.582000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.993000 Kernel 1: 0.025000 Kernel 2: 116.351997 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.006761 0.837838 fi:0.261459. Ave ac:0.013720,0.013154 Initialization: 6.562000 Memcpy Classifiers: 0.447000 Memcpy Instances: 8.994000 Kernel 1: 0.025000 Kernel 2: 115.662003 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.005671 0.896552 fi:0.203132. Ave ac:0.012682,0.012194 Initialization: 6.471000 Memcpy Classifiers: 0.460000 Memcpy Instances: 8.996000 Kernel 1: 0.025000 Kernel 2: 115.793999 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.007196 0.825000 fi:0.274145. Ave ac:0.011300,0.010924 Initialization: 7.012000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.998000 Kernel 1: 0.025000 Kernel 2: 113.902000 Copyback: 0.023000 Sum: 0.028000 It 8,Best ac:0.004796 0.916667 fi:0.183327. Ave ac:0.013012,0.012337 Initialization: 6.420000 Memcpy Classifiers: 0.424000 Memcpy Instances: 8.983000 Kernel 1: 0.026000 Kernel 2: 113.587997 Copyback: 0.018000 Sum: 0.030000 It 9,Best ac:0.005016 0.958333 fi:0.141582. Ave ac:0.012456,0.013196 Iteration 10:MDL fitness activated Error 0.141582 TL 0.039895 MDL Theory Length Weight: 1.1829556605 (1) Initialization: 6.568000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.002000 Kernel 1: 0.025000 Kernel 2: 112.424004 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.006322 0.906250 fi:0.237803. Ave ac:0.011844,0.010038 Initialization: 6.362000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.988000 Kernel 1: 0.025000 Kernel 2: 113.851997 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.005233 0.960000 fi:0.201777. Ave ac:0.009714,0.007432 Initialization: 6.627000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.049000 Kernel 1: 0.024000 Kernel 2: 111.399002 Copyback: 0.017000 Sum: 0.027000 It 12,Best ac:0.006106 0.933333 fi:0.200957. Ave ac:0.009483,0.008075 Initialization: 6.460000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.989000 Kernel 1: 0.025000 Kernel 2: 108.980003 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.007414 0.894737 fi:0.237654. Ave ac:0.009250,0.006980 Initialization: 6.551000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.980000 Kernel 1: 0.026000 Kernel 2: 108.086998 Copyback: 0.371000 Sum: 0.031000 It 14,Best ac:0.009597 0.897959 fi:0.238431. Ave ac:0.009497,0.007007 Initialization: 6.548000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.969000 Kernel 1: 0.026000 Kernel 2: 103.358002 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.007196 0.970588 fi:0.165980. Ave ac:0.007870,0.006194 Initialization: 6.540000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.968000 Kernel 1: 0.028000 Kernel 2: 102.261002 Copyback: 0.017000 Sum: 0.026000 It 16,Best ac:0.008286 0.926829 fi:0.205253. Ave ac:0.008369,0.006078 Initialization: 6.499000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.962000 Kernel 1: 0.025000 Kernel 2: 103.113998 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.005669 0.962963 fi:0.180027. Ave ac:0.007498,0.006639 Initialization: 6.558000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.966000 Kernel 1: 0.025000 Kernel 2: 102.222000 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.009376 0.914894 fi:0.219494. Ave ac:0.009144,0.006530 Initialization: 6.759000 Memcpy Classifiers: 0.440000 Memcpy Instances: 9.742000 Kernel 1: 0.025000 Kernel 2: 100.015999 Copyback: 0.019000 Sum: 0.035000 It 19,Best ac:0.004579 1.000000 fi:0.185691. Ave ac:0.007805,0.006382 Initialization: 6.498000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.999000 Kernel 1: 0.026000 Kernel 2: 96.308998 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.006761 0.968750 fi:0.166540. Ave ac:0.008653,0.005499 Initialization: 6.434000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.009000 Kernel 1: 0.025000 Kernel 2: 96.874001 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.005451 1.000000 fi:0.149146. Ave ac:0.008496,0.005537 Initialization: 7.037000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.989000 Kernel 1: 0.024000 Kernel 2: 95.598000 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.006324 0.966667 fi:0.169155. Ave ac:0.006738,0.004034 Initialization: 6.526000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.086000 Kernel 1: 0.023000 Kernel 2: 92.464996 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.005015 1.000000 fi:0.137938. Ave ac:0.007006,0.004250 Initialization: 6.497000 Memcpy Classifiers: 0.406000 Memcpy Instances: 8.959000 Kernel 1: 0.025000 Kernel 2: 91.467003 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.006542 0.882353 fi:0.248569. Ave ac:0.005651,0.004132 Initialization: 6.496000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.408000 Kernel 1: 0.025000 Kernel 2: 92.791000 Copyback: 0.016000 Sum: 0.028000 It 25,Best ac:0.007848 0.900000 fi:0.237010. Ave ac:0.006825,0.004148 Initialization: 6.556000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.967000 Kernel 1: 0.024000 Kernel 2: 90.599998 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.007197 1.000000 fi:0.138982. Ave ac:0.008737,0.005121 Initialization: 6.500000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.987000 Kernel 1: 0.025000 Kernel 2: 89.032997 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.006542 0.937500 fi:0.199145. Ave ac:0.006847,0.004167 Initialization: 7.067000 Memcpy Classifiers: 0.367000 Memcpy Instances: 8.989000 Kernel 1: 0.025000 Kernel 2: 92.170998 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.006324 0.966667 fi:0.171149. Ave ac:0.007065,0.004311 Initialization: 6.563000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.057000 Kernel 1: 0.025000 Kernel 2: 91.799004 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.004797 1.000000 fi:0.143591. Ave ac:0.008063,0.004269 Initialization: 6.536000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.974000 Kernel 1: 0.026000 Kernel 2: 90.632004 Copyback: 0.018000 Sum: 0.028000 It 30,Best ac:0.005889 1.000000 fi:0.132499. Ave ac:0.006464,0.003826 Initialization: 6.713000 Memcpy Classifiers: 0.359000 Memcpy Instances: 9.493000 Kernel 1: 0.026000 Kernel 2: 89.700996 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.004797 1.000000 fi:0.133008. Ave ac:0.006828,0.003849 Initialization: 6.536000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.969000 Kernel 1: 0.026000 Kernel 2: 89.910004 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.006106 0.965517 fi:0.166013. Ave ac:0.005720,0.003615 Initialization: 6.496000 Memcpy Classifiers: 0.350000 Memcpy Instances: 9.000000 Kernel 1: 0.025000 Kernel 2: 91.105003 Copyback: 0.017000 Sum: 0.035000 It 33,Best ac:0.005234 0.960000 fi:0.178903. Ave ac:0.007523,0.005675 Initialization: 22.186001 Memcpy Instances: 449.864990 Memcpy Classifiers: 0.066000 Kernel 1: 0.026000 Kernel 2: 467.002014 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 461.233002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 466.200012 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.017000 Kernel 2: 462.542999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 456.742004 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.016000 Kernel 2: 468.727997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 457.200012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 450.455994 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 456.364990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 451.552002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 463.627991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 460.631012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 465.808990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 428.149994 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.007087 0.837197 fi:0.293531. Ave ac:0.008229,0.028708 Best acc 0.007087 0.837197 Rule:Att PSSM_-1_18 is [<8.417326]|Att PSSM_0_1 is [>0.330808]|Att PSSM_0_2 is [<-2.497640]|Att PSSM_0_4 is [-7.705280,-2.294719]|Att PSSM_0_5 is [>-1.223797]|Att PSSM_0_12 is [<-3.433541]|Att PSSM_0_17 is [-4.731279,0.220474]|Att PSSM_1_4 is [-7.846566,-0.681572]|Att PSSM_1_19 is [<3.375799]|Att PSSM_4_12 is [-6.933785,6.885180]|1 Accuracy : 0.721908 0 1 163091 989 64262 6296 Removed 1941 instances. 227353 Instances left. Acc of rule 0.007087-0.837197 Initialization: 6.501000 Memcpy Classifiers: 0.538000 Memcpy Instances: 8.872000 Kernel 1: 0.027000 Kernel 2: 112.232002 Copyback: 0.017000 Sum: 0.032000 Initial population average accuracy1:0.007108 accuracy2:0.264783 Initialization: 6.459000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.913000 Kernel 1: 0.026000 Kernel 2: 120.417000 Copyback: 0.018000 Sum: 0.060000 It 0,Best ac:0.018254 0.553333 fi:0.541789. Ave ac:0.013199,0.018272 Initialization: 7.009000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.898000 Kernel 1: 0.024000 Kernel 2: 120.125000 Copyback: 0.018000 Sum: 0.032000 It 1,Best ac:0.007476 0.666667 fi:0.432336. Ave ac:0.015743,0.018135 Initialization: 6.442000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.940000 Kernel 1: 0.025000 Kernel 2: 113.509003 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.010117 0.638889 fi:0.459162. Ave ac:0.015945,0.019929 Initialization: 7.110000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.163000 Kernel 1: 0.022000 Kernel 2: 112.224998 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.005278 0.857143 fi:0.242649. Ave ac:0.015868,0.017577 Initialization: 6.358000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.931000 Kernel 1: 0.024000 Kernel 2: 112.059998 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.009017 0.745455 fi:0.352992. Ave ac:0.015790,0.019628 Initialization: 6.470000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.897000 Kernel 1: 0.023000 Kernel 2: 110.447998 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.005718 0.838710 fi:0.260924. Ave ac:0.018430,0.021776 Initialization: 6.443000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.871000 Kernel 1: 0.025000 Kernel 2: 110.728996 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005937 0.794118 fi:0.305438. Ave ac:0.020938,0.024164 Initialization: 6.417000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.951000 Kernel 1: 0.026000 Kernel 2: 109.502998 Copyback: 0.017000 Sum: 0.026000 It 7,Best ac:0.005937 0.870968 fi:0.228588. Ave ac:0.016331,0.019056 Initialization: 6.440000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.874000 Kernel 1: 0.026000 Kernel 2: 110.119003 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.005278 0.800000 fi:0.299792. Ave ac:0.013280,0.015348 Initialization: 6.395000 Memcpy Classifiers: 0.477000 Memcpy Instances: 8.883000 Kernel 1: 0.025000 Kernel 2: 110.342003 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.007038 0.914286 fi:0.184873. Ave ac:0.011135,0.013998 Iteration 10:MDL fitness activated Error 0.184873 TL 0.028650 MDL Theory Length Weight: 2.1509663552 (1) Initialization: 6.507000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.888000 Kernel 1: 0.026000 Kernel 2: 111.982002 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.006376 0.852941 fi:0.311040. Ave ac:0.011263,0.012114 Initialization: 6.534000 Memcpy Classifiers: 0.443000 Memcpy Instances: 8.868000 Kernel 1: 0.024000 Kernel 2: 109.828003 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.007258 0.825000 fi:0.323014. Ave ac:0.011083,0.010450 Initialization: 6.502000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.418000 Kernel 1: 0.023000 Kernel 2: 103.054001 Copyback: 0.017000 Sum: 0.041000 It 12,Best ac:0.014955 0.906667 fi:0.245042. Ave ac:0.012329,0.011661 Initialization: 6.486000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.947000 Kernel 1: 0.025000 Kernel 2: 102.316002 Copyback: 0.018000 Sum: 0.036000 It 13,Best ac:0.006158 0.875000 fi:0.297051. Ave ac:0.012788,0.011991 Initialization: 6.518000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.881000 Kernel 1: 0.024000 Kernel 2: 103.389000 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.005059 0.920000 fi:0.249631. Ave ac:0.013163,0.013682 Initialization: 6.983000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.885000 Kernel 1: 0.025000 Kernel 2: 99.432999 Copyback: 0.018000 Sum: 0.030000 It 15,Best ac:0.005718 1.000000 fi:0.166700. Ave ac:0.012996,0.014519 Initialization: 6.485000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.935000 Kernel 1: 0.023000 Kernel 2: 102.175003 Copyback: 0.018000 Sum: 0.029000 It 16,Best ac:0.005058 0.958333 fi:0.200508. Ave ac:0.011263,0.009691 Initialization: 6.441000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.886000 Kernel 1: 0.026000 Kernel 2: 104.029999 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.004618 0.954545 fi:0.236283. Ave ac:0.009237,0.008092 Initialization: 6.512000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.866000 Kernel 1: 0.026000 Kernel 2: 106.556000 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.006598 0.882353 fi:0.267535. Ave ac:0.008882,0.007281 Initialization: 6.453000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.993000 Kernel 1: 0.024000 Kernel 2: 102.441002 Copyback: 0.371000 Sum: 0.028000 It 19,Best ac:0.008137 0.902439 fi:0.255983. Ave ac:0.011700,0.012587 Initialization: 6.468000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.903000 Kernel 1: 0.025000 Kernel 2: 102.614998 Copyback: 0.018000 Sum: 0.032000 It 20,Best ac:0.005278 0.888889 fi:0.262090. Ave ac:0.010545,0.010849 Initialization: 6.417000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.870000 Kernel 1: 0.026000 Kernel 2: 98.350998 Copyback: 0.042000 Sum: 0.032000 It 21,Best ac:0.005058 0.958333 fi:0.201150. Ave ac:0.008340,0.007560 Initialization: 6.433000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.955000 Kernel 1: 0.025000 Kernel 2: 101.306999 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.005938 0.931034 fi:0.236255. Ave ac:0.008948,0.007039 Initialization: 6.492000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.928000 Kernel 1: 0.025000 Kernel 2: 104.690002 Copyback: 0.018000 Sum: 0.033000 It 23,Best ac:0.005939 0.931034 fi:0.241896. Ave ac:0.009899,0.007910 Initialization: 6.504000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.370000 Kernel 1: 0.024000 Kernel 2: 105.722000 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.005058 0.920000 fi:0.241697. Ave ac:0.008854,0.007624 MDL Theory Length Weight: 1.9358697196 (10) Initialization: 6.511000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.869000 Kernel 1: 0.026000 Kernel 2: 109.828003 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.004837 0.880000 fi:0.270880. Ave ac:0.008325,0.006948 Initialization: 6.432000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.881000 Kernel 1: 0.025000 Kernel 2: 107.978996 Copyback: 0.018000 Sum: 0.032000 It 26,Best ac:0.004839 0.916667 fi:0.237431. Ave ac:0.009397,0.007031 Initialization: 6.515000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.912000 Kernel 1: 0.026000 Kernel 2: 102.072998 Copyback: 0.018000 Sum: 0.030000 It 27,Best ac:0.007038 0.888889 fi:0.275586. Ave ac:0.007323,0.005658 Initialization: 6.528000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.946000 Kernel 1: 0.024000 Kernel 2: 107.865997 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.006599 0.909091 fi:0.250221. Ave ac:0.009441,0.009362 Initialization: 6.486000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.428000 Kernel 1: 0.025000 Kernel 2: 107.876999 Copyback: 0.020000 Sum: 0.037000 It 29,Best ac:0.005058 0.884615 fi:0.275123. Ave ac:0.011165,0.009186 Initialization: 7.007000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.927000 Kernel 1: 0.026000 Kernel 2: 102.178001 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.007697 0.921053 fi:0.233881. Ave ac:0.009495,0.008513 Initialization: 6.518000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.906000 Kernel 1: 0.026000 Kernel 2: 102.711998 Copyback: 0.019000 Sum: 0.030000 It 31,Best ac:0.007038 0.914286 fi:0.242632. Ave ac:0.009509,0.007748 Initialization: 6.438000 Memcpy Classifiers: 0.393000 Memcpy Instances: 8.864000 Kernel 1: 0.027000 Kernel 2: 106.223000 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.005279 0.888889 fi:0.266364. Ave ac:0.008681,0.008053 Initialization: 6.463000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.929000 Kernel 1: 0.024000 Kernel 2: 103.924004 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.007036 1.000000 fi:0.141046. Ave ac:0.010953,0.008281 Initialization: 22.695999 Memcpy Instances: 450.528015 Memcpy Classifiers: 0.064000 Kernel 1: 0.029000 Kernel 2: 508.704010 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 501.563995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 513.481995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 521.588989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 518.606018 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 514.177002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 519.124023 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 510.040985 Copyback: 0.020000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 508.546997 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 524.515991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 519.807983 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 510.375000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 499.126007 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 274.997009 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005049 0.790634 fi:0.355309. Ave ac:0.008595,0.029454 Best acc 0.005049 0.790634 Initialization: 6.444000 Memcpy Classifiers: 0.576000 Memcpy Instances: 8.924000 Kernel 1: 0.026000 Kernel 2: 107.527000 Copyback: 0.017000 Sum: 0.032000 Initial population average accuracy1:0.005546 accuracy2:0.281193 Initialization: 6.711000 Memcpy Classifiers: 0.490000 Memcpy Instances: 9.206000 Kernel 1: 0.026000 Kernel 2: 118.278000 Copyback: 0.018000 Sum: 0.057000 It 0,Best ac:0.005938 0.729730 fi:0.369824. Ave ac:0.010441,0.015182 Initialization: 6.516000 Memcpy Classifiers: 0.458000 Memcpy Instances: 8.903000 Kernel 1: 0.025000 Kernel 2: 118.502998 Copyback: 0.018000 Sum: 0.029000 It 1,Best ac:0.004398 0.833333 fi:0.324866. Ave ac:0.014519,0.018365 Initialization: 7.045000 Memcpy Classifiers: 0.472000 Memcpy Instances: 8.945000 Kernel 1: 0.024000 Kernel 2: 115.588997 Copyback: 0.018000 Sum: 0.031000 It 2,Best ac:0.007258 0.825000 fi:0.274079. Ave ac:0.013685,0.016025 Initialization: 6.471000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.893000 Kernel 1: 0.023000 Kernel 2: 115.400002 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.004617 0.807692 fi:0.308417. Ave ac:0.012597,0.015751 Initialization: 6.514000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.455000 Kernel 1: 0.025000 Kernel 2: 113.092003 Copyback: 0.018000 Sum: 0.030000 It 4,Best ac:0.005937 0.843750 fi:0.255806. Ave ac:0.012999,0.014550 Initialization: 6.506000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.894000 Kernel 1: 0.025000 Kernel 2: 114.935997 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.005718 0.764706 fi:0.334927. Ave ac:0.014055,0.015400 Initialization: 6.419000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.907000 Kernel 1: 0.026000 Kernel 2: 112.144997 Copyback: 0.018000 Sum: 0.028000 It 6,Best ac:0.005279 0.800000 fi:0.299792. Ave ac:0.012030,0.012272 Initialization: 6.467000 Memcpy Classifiers: 0.439000 Memcpy Instances: 8.885000 Kernel 1: 0.026000 Kernel 2: 112.518997 Copyback: 0.018000 Sum: 0.032000 It 7,Best ac:0.004839 0.846154 fi:0.253796. Ave ac:0.011810,0.011448 Initialization: 6.576000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.876000 Kernel 1: 0.024000 Kernel 2: 104.036003 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.005057 0.884615 fi:0.215257. Ave ac:0.011468,0.013921 Initialization: 6.583000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.938000 Kernel 1: 0.023000 Kernel 2: 101.445000 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.011214 0.822581 fi:0.275077. Ave ac:0.010938,0.010983 Iteration 10:MDL fitness activated Error 0.275077 TL 0.028024 MDL Theory Length Weight: 3.2719116879 (2) Initialization: 6.616000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.917000 Kernel 1: 0.024000 Kernel 2: 101.499001 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.006596 0.882353 fi:0.306954. Ave ac:0.010404,0.009690 Initialization: 6.407000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.909000 Kernel 1: 0.024000 Kernel 2: 100.372002 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.011216 0.879310 fi:0.319714. Ave ac:0.010259,0.009438 Initialization: 6.491000 Memcpy Classifiers: 0.338000 Memcpy Instances: 8.931000 Kernel 1: 0.024000 Kernel 2: 99.519997 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.005498 0.961538 fi:0.242148. Ave ac:0.011356,0.017088 Initialization: 6.423000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.381000 Kernel 1: 0.025000 Kernel 2: 97.560997 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.005278 0.960000 fi:0.230390. Ave ac:0.010542,0.013491 Initialization: 6.501000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.604000 Kernel 1: 0.024000 Kernel 2: 99.103996 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.006378 0.906250 fi:0.289767. Ave ac:0.009283,0.009208 Initialization: 6.484000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.977000 Kernel 1: 0.025000 Kernel 2: 97.693001 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.004618 0.875000 fi:0.302591. Ave ac:0.008419,0.008441 Initialization: 6.390000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.912000 Kernel 1: 0.024000 Kernel 2: 97.427002 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.006818 0.861111 fi:0.297359. Ave ac:0.009806,0.009381 Initialization: 6.473000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.161000 Kernel 1: 0.024000 Kernel 2: 96.382004 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.006598 0.937500 fi:0.236039. Ave ac:0.013252,0.014827 Initialization: 6.414000 Memcpy Classifiers: 0.353000 Memcpy Instances: 16.580999 Kernel 1: 0.025000 Kernel 2: 97.558998 Copyback: 0.018000 Sum: 0.037000 It 18,Best ac:0.007917 0.972973 fi:0.231156. Ave ac:0.009053,0.011321 Initialization: 6.479000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.926000 Kernel 1: 0.024000 Kernel 2: 96.737000 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.004839 0.880000 fi:0.278053. Ave ac:0.010103,0.012041 Initialization: 6.788000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.933000 Kernel 1: 0.025000 Kernel 2: 92.017998 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.005278 0.960000 fi:0.234144. Ave ac:0.011891,0.014507 Initialization: 6.623000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.915000 Kernel 1: 0.024000 Kernel 2: 87.196999 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.005058 0.920000 fi:0.221278. Ave ac:0.012240,0.016265 Initialization: 6.564000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.873000 Kernel 1: 0.026000 Kernel 2: 87.353996 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.009457 0.826923 fi:0.318813. Ave ac:0.010610,0.013857 Initialization: 6.503000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.929000 Kernel 1: 0.025000 Kernel 2: 88.283997 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.008795 0.930233 fi:0.244926. Ave ac:0.011215,0.015629 Initialization: 6.577000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.897000 Kernel 1: 0.026000 Kernel 2: 86.435997 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.005718 0.896552 fi:0.264148. Ave ac:0.012648,0.018614 Initialization: 6.436000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.932000 Kernel 1: 0.025000 Kernel 2: 87.060997 Copyback: 0.019000 Sum: 0.027000 It 25,Best ac:0.005058 0.821429 fi:0.319698. Ave ac:0.013229,0.022772 Initialization: 6.485000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.956000 Kernel 1: 0.026000 Kernel 2: 87.179001 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.006598 0.967742 fi:0.211578. Ave ac:0.011338,0.012531 Initialization: 6.488000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.988000 Kernel 1: 0.022000 Kernel 2: 86.911003 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.008357 0.904762 fi:0.242829. Ave ac:0.011408,0.015535 Initialization: 6.480000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.010000 Kernel 1: 0.024000 Kernel 2: 94.174004 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.006379 0.852941 fi:0.313302. Ave ac:0.009588,0.013281 Initialization: 6.481000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.892000 Kernel 1: 0.025000 Kernel 2: 90.092003 Copyback: 0.018000 Sum: 0.029000 It 29,Best ac:0.005058 1.000000 fi:0.152842. Ave ac:0.012201,0.012955 Initialization: 6.492000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.983000 Kernel 1: 0.025000 Kernel 2: 89.142998 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.006818 0.911765 fi:0.229926. Ave ac:0.010321,0.014403 Initialization: 6.557000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.897000 Kernel 1: 0.027000 Kernel 2: 92.027000 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.004618 0.913043 fi:0.254514. Ave ac:0.011978,0.013307 Initialization: 6.919000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.192000 Kernel 1: 0.023000 Kernel 2: 92.621002 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.006379 0.935484 fi:0.238292. Ave ac:0.011536,0.012519 Initialization: 6.605000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.878000 Kernel 1: 0.025000 Kernel 2: 90.440002 Copyback: 0.018000 Sum: 0.029000 It 33,Best ac:0.005057 0.958333 fi:0.216966. Ave ac:0.011868,0.013411 Initialization: 25.261000 Memcpy Instances: 574.856995 Memcpy Classifiers: 0.062000 Kernel 1: 0.023000 Kernel 2: 493.975006 Copyback: 0.024000 Sum: 0.008000 Memcpy Classifiers: 0.066000 Kernel 1: 0.024000 Kernel 2: 477.399994 Copyback: 0.023000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.021000 Kernel 2: 468.348999 Copyback: 0.075000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.021000 Kernel 2: 496.950989 Copyback: 0.023000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.023000 Kernel 2: 470.286011 Copyback: 0.024000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.021000 Kernel 2: 492.277008 Copyback: 0.023000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.023000 Kernel 2: 477.220001 Copyback: 0.023000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.022000 Kernel 2: 474.101013 Copyback: 0.021000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.021000 Kernel 2: 454.509003 Copyback: 0.027000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.028000 Kernel 2: 463.298004 Copyback: 0.362000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.021000 Kernel 2: 471.888000 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.017000 Kernel 2: 490.320007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 472.941986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 255.860001 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.006589 0.785527 fi:0.380641. Ave ac:0.011347,0.039893 Best acc 0.006589 0.785527 Rule:Att PSSM_-2_5 is [>-1.171956]|Att PSSM_-2_6 is [-6.553595,2.566384]|Att PSSM_-2_12 is [<-1.087449]|Att PSSM_-2_17 is [-5.259024,3.259024]|Att PSSM_-1_7 is [-6.328762,-1.671238]|Att PSSM_0_6 is [-6.298785,1.674173]|Att PSSM_0_12 is [-6.276628,-3.405828]|Att PSSM_2_20 is [-1.076758,5.229579]|1 Accuracy : 0.725505 0 1 162787 1293 63114 7444 Removed 1452 instances. 225901 Instances left. Acc of rule 0.005049-0.790634 Initialization: 6.452000 Memcpy Classifiers: 0.643000 Memcpy Instances: 9.322000 Kernel 1: 0.027000 Kernel 2: 108.831001 Copyback: 0.017000 Sum: 0.031000 Initial population average accuracy1:0.006744 accuracy2:0.274266 Initialization: 6.468000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.852000 Kernel 1: 0.026000 Kernel 2: 118.905998 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.008634 0.639344 fi:0.459204. Ave ac:0.013898,0.019066 Initialization: 6.475000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.008000 Kernel 1: 0.022000 Kernel 2: 114.527000 Copyback: 0.018000 Sum: 0.031000 It 1,Best ac:0.012174 0.687500 fi:0.409759. Ave ac:0.015516,0.018429 Initialization: 6.485000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.873000 Kernel 1: 0.025000 Kernel 2: 116.311996 Copyback: 0.018000 Sum: 0.031000 It 2,Best ac:0.004648 0.777778 fi:0.322221. Ave ac:0.017305,0.020113 Initialization: 6.444000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.887000 Kernel 1: 0.024000 Kernel 2: 116.253998 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.005756 0.838710 fi:0.260886. Ave ac:0.015214,0.017003 Initialization: 6.689000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.899000 Kernel 1: 0.025000 Kernel 2: 115.091003 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.004869 0.846154 fi:0.253764. Ave ac:0.013985,0.017166 Initialization: 6.446000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.906000 Kernel 1: 0.025000 Kernel 2: 117.806000 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.005755 0.787879 fi:0.311717. Ave ac:0.011388,0.013331 Initialization: 6.615000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.978000 Kernel 1: 0.023000 Kernel 2: 119.929001 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.004648 0.807692 fi:0.292320. Ave ac:0.014867,0.018041 Initialization: 6.423000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.912000 Kernel 1: 0.025000 Kernel 2: 116.353996 Copyback: 0.018000 Sum: 0.030000 It 7,Best ac:0.007747 0.795455 fi:0.303416. Ave ac:0.011808,0.012958 Initialization: 6.441000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.854000 Kernel 1: 0.023000 Kernel 2: 119.458000 Copyback: 0.018000 Sum: 0.031000 It 8,Best ac:0.008630 0.886364 fi:0.212187. Ave ac:0.014298,0.013753 Initialization: 6.445000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.977000 Kernel 1: 0.023000 Kernel 2: 112.056999 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.005312 0.857143 fi:0.242614. Ave ac:0.009528,0.010230 Iteration 10:MDL fitness activated Error 0.242614 TL 0.040757 MDL Theory Length Weight: 1.9842396087 (2) Initialization: 6.565000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.850000 Kernel 1: 0.025000 Kernel 2: 110.889000 Copyback: 0.018000 Sum: 0.029000 It 10,Best ac:0.004648 0.913043 fi:0.253459. Ave ac:0.009854,0.009816 Initialization: 6.509000 Memcpy Classifiers: 0.367000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 107.178001 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.004427 0.909091 fi:0.286925. Ave ac:0.010855,0.015670 Initialization: 6.399000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.938000 Kernel 1: 0.025000 Kernel 2: 106.591003 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.007083 0.888889 fi:0.263257. Ave ac:0.009454,0.009226 Initialization: 6.555000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.854000 Kernel 1: 0.023000 Kernel 2: 104.682999 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.005092 0.884615 fi:0.269317. Ave ac:0.010189,0.011570 Initialization: 6.521000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.218000 Kernel 1: 0.024000 Kernel 2: 103.658997 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.007081 0.864865 fi:0.268937. Ave ac:0.009066,0.012318 Initialization: 6.495000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.877000 Kernel 1: 0.024000 Kernel 2: 106.686996 Copyback: 0.025000 Sum: 0.045000 It 15,Best ac:0.005090 0.920000 fi:0.219435. Ave ac:0.010120,0.012438 Initialization: 6.870000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.868000 Kernel 1: 0.024000 Kernel 2: 102.317001 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.005312 0.923077 fi:0.234520. Ave ac:0.009117,0.010938 Initialization: 6.458000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.943000 Kernel 1: 0.026000 Kernel 2: 98.136002 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.005533 0.892857 fi:0.251630. Ave ac:0.007541,0.009320 Initialization: 6.534000 Memcpy Classifiers: 0.356000 Memcpy Instances: 8.857000 Kernel 1: 0.025000 Kernel 2: 99.543999 Copyback: 0.018000 Sum: 0.034000 It 18,Best ac:0.006640 0.882353 fi:0.245359. Ave ac:0.009943,0.011507 Initialization: 6.485000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.469000 Kernel 1: 0.023000 Kernel 2: 96.208000 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.009517 0.877551 fi:0.264748. Ave ac:0.010078,0.012596 Initialization: 6.998000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.951000 Kernel 1: 0.023000 Kernel 2: 94.200996 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004869 0.880000 fi:0.256288. Ave ac:0.010089,0.013592 Initialization: 6.508000 Memcpy Classifiers: 0.323000 Memcpy Instances: 10.035000 Kernel 1: 0.025000 Kernel 2: 95.011002 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.007525 0.971429 fi:0.156220. Ave ac:0.009970,0.010847 Initialization: 6.422000 Memcpy Classifiers: 0.541000 Memcpy Instances: 9.359000 Kernel 1: 0.024000 Kernel 2: 93.271004 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.004868 0.916667 fi:0.222849. Ave ac:0.008452,0.011259 Initialization: 6.537000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.865000 Kernel 1: 0.024000 Kernel 2: 94.321999 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.005533 0.925926 fi:0.217938. Ave ac:0.009433,0.011336 Initialization: 6.577000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.883000 Kernel 1: 0.024000 Kernel 2: 95.200996 Copyback: 0.018000 Sum: 0.030000 It 24,Best ac:0.004647 0.913043 fi:0.230705. Ave ac:0.009701,0.012083 Initialization: 6.477000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.918000 Kernel 1: 0.025000 Kernel 2: 94.357002 Copyback: 0.372000 Sum: 0.029000 It 25,Best ac:0.006640 0.909091 fi:0.234705. Ave ac:0.009468,0.011836 Initialization: 6.475000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 96.099998 Copyback: 0.018000 Sum: 0.032000 It 26,Best ac:0.005312 0.888889 fi:0.243723. Ave ac:0.009396,0.013242 Initialization: 6.541000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.898000 Kernel 1: 0.026000 Kernel 2: 98.652000 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.005975 0.964286 fi:0.174159. Ave ac:0.009228,0.011427 Initialization: 6.939000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.975000 Kernel 1: 0.023000 Kernel 2: 96.855003 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.007084 0.800000 fi:0.341218. Ave ac:0.007122,0.009266 Initialization: 6.546000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.895000 Kernel 1: 0.026000 Kernel 2: 96.305000 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.005533 0.961538 fi:0.173231. Ave ac:0.010110,0.014624 Initialization: 6.968000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 97.316002 Copyback: 0.018000 Sum: 0.033000 It 30,Best ac:0.004868 0.956522 fi:0.193564. Ave ac:0.011101,0.013887 MDL Theory Length Weight: 1.7858156478 (10) Initialization: 6.556000 Memcpy Classifiers: 0.321000 Memcpy Instances: 10.220000 Kernel 1: 0.023000 Kernel 2: 95.419998 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.006420 0.878788 fi:0.250104. Ave ac:0.010059,0.014372 Initialization: 6.592000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.938000 Kernel 1: 0.025000 Kernel 2: 96.834999 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.004869 1.000000 fi:0.138876. Ave ac:0.010692,0.014742 Initialization: 6.719000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.780000 Kernel 1: 0.025000 Kernel 2: 95.990997 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.004869 0.916667 fi:0.220575. Ave ac:0.008189,0.011846 Initialization: 22.573000 Memcpy Instances: 447.260010 Memcpy Classifiers: 0.063000 Kernel 1: 0.029000 Kernel 2: 491.063995 Copyback: 0.017000 Sum: 0.010000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 489.915009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 482.049011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 479.287994 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.017000 Kernel 2: 493.496002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 475.647003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 488.694000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 488.601013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 486.278015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 477.626007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 473.910004 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 480.450012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 479.712006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 240.514008 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.005387 0.787702 fi:0.337622. Ave ac:0.008608,0.030963 Best acc 0.005387 0.787702 Initialization: 6.463000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.930000 Kernel 1: 0.024000 Kernel 2: 109.426003 Copyback: 0.018000 Sum: 0.032000 Initial population average accuracy1:0.005268 accuracy2:0.269019 Initialization: 6.484000 Memcpy Classifiers: 0.554000 Memcpy Instances: 9.484000 Kernel 1: 0.024000 Kernel 2: 112.874001 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.006640 0.681818 fi:0.417455. Ave ac:0.011811,0.016723 Initialization: 6.561000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.885000 Kernel 1: 0.023000 Kernel 2: 119.642998 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.007083 0.680851 fi:0.418261. Ave ac:0.015350,0.017972 Initialization: 6.455000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.389000 Kernel 1: 0.026000 Kernel 2: 115.785004 Copyback: 0.018000 Sum: 0.033000 It 2,Best ac:0.005312 0.774194 fi:0.325563. Ave ac:0.015250,0.020287 Initialization: 6.531000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.868000 Kernel 1: 0.026000 Kernel 2: 117.392998 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.005090 0.793103 fi:0.306736. Ave ac:0.013432,0.015970 Initialization: 6.412000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.857000 Kernel 1: 0.026000 Kernel 2: 114.448997 Copyback: 0.018000 Sum: 0.028000 It 4,Best ac:0.006861 0.775000 fi:0.324193. Ave ac:0.015241,0.017062 Initialization: 6.470000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.855000 Kernel 1: 0.023000 Kernel 2: 112.266998 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.005755 0.787879 fi:0.311719. Ave ac:0.017156,0.018563 Initialization: 6.469000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.864000 Kernel 1: 0.027000 Kernel 2: 114.417000 Copyback: 0.018000 Sum: 0.026000 It 6,Best ac:0.004870 0.880000 fi:0.219918. Ave ac:0.018148,0.019206 Initialization: 6.434000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.979000 Kernel 1: 0.025000 Kernel 2: 113.917999 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.009741 0.814815 fi:0.283331. Ave ac:0.015277,0.016066 Initialization: 6.501000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.864000 Kernel 1: 0.028000 Kernel 2: 112.870003 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.004870 0.916667 fi:0.183251. Ave ac:0.014534,0.015734 Initialization: 6.503000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.878000 Kernel 1: 0.025000 Kernel 2: 113.417999 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.006197 0.823529 fi:0.275905. Ave ac:0.013181,0.013269 Iteration 10:MDL fitness activated Error 0.275905 TL 0.032384 MDL Theory Length Weight: 2.8399427790 (2) Initialization: 6.597000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.768000 Kernel 1: 0.025000 Kernel 2: 110.691002 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.005535 0.806452 fi:0.355057. Ave ac:0.015267,0.018259 Initialization: 6.460000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.934000 Kernel 1: 0.024000 Kernel 2: 108.874001 Copyback: 0.019000 Sum: 0.037000 It 11,Best ac:0.013277 0.833333 fi:0.337310. Ave ac:0.014013,0.015394 Initialization: 6.586000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 104.972000 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.005312 0.857143 fi:0.314117. Ave ac:0.013831,0.016330 Initialization: 6.943000 Memcpy Classifiers: 0.402000 Memcpy Instances: 9.199000 Kernel 1: 0.025000 Kernel 2: 103.078003 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.005976 0.870968 fi:0.314481. Ave ac:0.014348,0.017269 Initialization: 6.450000 Memcpy Classifiers: 0.367000 Memcpy Instances: 8.861000 Kernel 1: 0.025000 Kernel 2: 105.149002 Copyback: 0.018000 Sum: 0.033000 It 14,Best ac:0.005533 0.892857 fi:0.285073. Ave ac:0.013884,0.014657 Initialization: 6.391000 Memcpy Classifiers: 0.379000 Memcpy Instances: 10.002000 Kernel 1: 0.023000 Kernel 2: 101.178001 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.004868 0.956522 fi:0.196195. Ave ac:0.011480,0.014616 Initialization: 6.454000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.874000 Kernel 1: 0.027000 Kernel 2: 99.455002 Copyback: 0.018000 Sum: 0.031000 It 16,Best ac:0.005311 0.857143 fi:0.314119. Ave ac:0.009318,0.012973 Initialization: 6.418000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.863000 Kernel 1: 0.025000 Kernel 2: 98.555000 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.007745 0.813953 fi:0.329746. Ave ac:0.009531,0.012043 Initialization: 6.450000 Memcpy Classifiers: 0.348000 Memcpy Instances: 8.889000 Kernel 1: 0.024000 Kernel 2: 97.292999 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.004870 0.846154 fi:0.332122. Ave ac:0.009640,0.012078 Initialization: 6.482000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.900000 Kernel 1: 0.024000 Kernel 2: 98.109001 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.005092 0.958333 fi:0.213282. Ave ac:0.010435,0.010699 Initialization: 6.491000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.929000 Kernel 1: 0.025000 Kernel 2: 97.892998 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.004648 0.913043 fi:0.264394. Ave ac:0.010063,0.013376 Initialization: 6.459000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.320000 Kernel 1: 0.024000 Kernel 2: 93.839996 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.004869 0.916667 fi:0.267995. Ave ac:0.009892,0.017552 Initialization: 6.651000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.930000 Kernel 1: 0.025000 Kernel 2: 94.987999 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.004647 0.840000 fi:0.341120. Ave ac:0.008984,0.014041 Initialization: 6.429000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.847000 Kernel 1: 0.025000 Kernel 2: 96.628998 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.005090 0.920000 fi:0.237440. Ave ac:0.010940,0.012534 Initialization: 6.505000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.976000 Kernel 1: 0.025000 Kernel 2: 94.419998 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.006196 0.848485 fi:0.307687. Ave ac:0.010633,0.013639 MDL Theory Length Weight: 2.5559485011 (10) Initialization: 6.369000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.870000 Kernel 1: 0.024000 Kernel 2: 93.775002 Copyback: 0.018000 Sum: 0.030000 It 25,Best ac:0.004648 0.954545 fi:0.208772. Ave ac:0.012075,0.016027 Initialization: 6.485000 Memcpy Classifiers: 0.315000 Memcpy Instances: 8.861000 Kernel 1: 0.025000 Kernel 2: 91.593002 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.004869 1.000000 fi:0.147842. Ave ac:0.011690,0.015736 Initialization: 6.452000 Memcpy Classifiers: 0.301000 Memcpy Instances: 9.342000 Kernel 1: 0.023000 Kernel 2: 89.865997 Copyback: 0.022000 Sum: 0.032000 It 27,Best ac:0.005091 0.920000 fi:0.228555. Ave ac:0.010384,0.014260 Initialization: 6.470000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.881000 Kernel 1: 0.026000 Kernel 2: 91.588997 Copyback: 0.018000 Sum: 0.030000 It 28,Best ac:0.004426 0.952381 fi:0.250719. Ave ac:0.012816,0.015485 Initialization: 6.476000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.860000 Kernel 1: 0.026000 Kernel 2: 91.184998 Copyback: 0.369000 Sum: 0.026000 It 29,Best ac:0.007527 0.918919 fi:0.224407. Ave ac:0.010742,0.012542 Initialization: 6.499000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.851000 Kernel 1: 0.026000 Kernel 2: 91.226997 Copyback: 0.018000 Sum: 0.030000 It 30,Best ac:0.007083 0.914286 fi:0.229807. Ave ac:0.008827,0.009706 Initialization: 6.474000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.854000 Kernel 1: 0.025000 Kernel 2: 92.644997 Copyback: 0.018000 Sum: 0.029000 It 31,Best ac:0.006639 0.909091 fi:0.240718. Ave ac:0.010116,0.015634 Initialization: 6.478000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.863000 Kernel 1: 0.025000 Kernel 2: 90.997002 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.006419 0.935484 fi:0.219193. Ave ac:0.010185,0.012915 Initialization: 6.593000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.863000 Kernel 1: 0.024000 Kernel 2: 92.679001 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.006197 0.965517 fi:0.183044. Ave ac:0.009741,0.012595 Initialization: 22.496000 Memcpy Instances: 447.862000 Memcpy Classifiers: 0.053000 Kernel 1: 0.028000 Kernel 2: 502.041992 Copyback: 0.015000 Sum: 0.010000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 484.727997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 482.483002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 489.647003 Copyback: 0.023000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.025000 Kernel 2: 504.118011 Copyback: 0.020000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.019000 Kernel 2: 498.531006 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 495.093994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 494.364014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 498.105988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 505.493011 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 500.631989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 494.458008 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 490.001007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 245.639999 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005312 0.794702 fi:0.353773. Ave ac:0.008007,0.029204 Best acc 0.005312 0.794702 Rule:Att PSSM_-3_6 is [<6.873105]|Att PSSM_-3_7 is [-6.855218,-1.233257]|Att PSSM_-3_17 is [<3.327138]|Att PSSM_-1_7 is [<0.681730]|Att PSSM_0_12 is [<-4.768597]|Att PSSM_0_14 is [<4.106894]|Att PSSM_1_7 is [<-2.410434]|1 Accuracy : 0.729298 0 1 162477 1603 61914 8644 Removed 1510 instances. 224391 Instances left. Acc of rule 0.005312-0.794702 Initialization: 6.451000 Memcpy Classifiers: 0.577000 Memcpy Instances: 9.410000 Kernel 1: 0.024000 Kernel 2: 107.905998 Copyback: 0.017000 Sum: 0.030000 Initial population average accuracy1:0.005578 accuracy2:0.274986 Initialization: 7.068000 Memcpy Classifiers: 0.527000 Memcpy Instances: 8.883000 Kernel 1: 0.025000 Kernel 2: 111.108002 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.016938 0.598425 fi:0.497023. Ave ac:0.010427,0.013983 Initialization: 6.950000 Memcpy Classifiers: 0.440000 Memcpy Instances: 8.933000 Kernel 1: 0.023000 Kernel 2: 115.425003 Copyback: 0.018000 Sum: 0.027000 It 1,Best ac:0.006462 0.630435 fi:0.468874. Ave ac:0.013398,0.013966 Initialization: 6.419000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.866000 Kernel 1: 0.024000 Kernel 2: 114.206001 Copyback: 0.018000 Sum: 0.032000 It 2,Best ac:0.006906 0.688889 fi:0.410258. Ave ac:0.015465,0.016035 Initialization: 6.466000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.043000 Kernel 1: 0.024000 Kernel 2: 114.711998 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.006237 0.756757 fi:0.342636. Ave ac:0.015568,0.015363 Initialization: 6.612000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.898000 Kernel 1: 0.024000 Kernel 2: 118.501999 Copyback: 0.025000 Sum: 0.736000 It 4,Best ac:0.007132 0.744186 fi:0.354876. Ave ac:0.015312,0.016557 Initialization: 6.543000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.806000 Kernel 1: 0.023000 Kernel 2: 109.706001 Copyback: 0.018000 Sum: 0.031000 It 5,Best ac:0.005348 0.857143 fi:0.242577. Ave ac:0.015002,0.015202 Initialization: 7.606000 Memcpy Classifiers: 0.383000 Memcpy Instances: 9.326000 Kernel 1: 0.024000 Kernel 2: 107.945999 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004679 0.777778 fi:0.322188. Ave ac:0.015515,0.014831 Initialization: 6.450000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.896000 Kernel 1: 0.025000 Kernel 2: 110.350998 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.006017 0.870968 fi:0.228505. Ave ac:0.012799,0.012174 Initialization: 6.909000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.846000 Kernel 1: 0.025000 Kernel 2: 107.760002 Copyback: 0.018000 Sum: 0.028000 It 8,Best ac:0.005126 0.851852 fi:0.247950. Ave ac:0.009577,0.009215 Initialization: 6.488000 Memcpy Classifiers: 0.448000 Memcpy Instances: 8.934000 Kernel 1: 0.026000 Kernel 2: 105.120003 Copyback: 0.018000 Sum: 0.027000 It 9,Best ac:0.006016 0.931034 fi:0.168440. Ave ac:0.008457,0.008791 Iteration 10:MDL fitness activated Error 0.168440 TL 0.034704 MDL Theory Length Weight: 1.6178926037 (1) Initialization: 6.535000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.334000 Kernel 1: 0.025000 Kernel 2: 105.663002 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.008244 0.840909 fi:0.302302. Ave ac:0.008099,0.007713 Initialization: 6.508000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.033000 Kernel 1: 0.024000 Kernel 2: 102.335999 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.008244 0.822222 fi:0.321841. Ave ac:0.007973,0.009080 Initialization: 6.458000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.886000 Kernel 1: 0.024000 Kernel 2: 101.875000 Copyback: 0.018000 Sum: 0.034000 It 12,Best ac:0.006684 0.882353 fi:0.270962. Ave ac:0.009974,0.010902 Initialization: 6.477000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.895000 Kernel 1: 0.024000 Kernel 2: 104.263000 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.010027 0.789474 fi:0.352608. Ave ac:0.010193,0.009763 Initialization: 6.564000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.873000 Kernel 1: 0.024000 Kernel 2: 102.488998 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.004457 0.909091 fi:0.267090. Ave ac:0.009459,0.008583 Initialization: 6.519000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.848000 Kernel 1: 0.026000 Kernel 2: 105.597000 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.005795 0.928571 fi:0.221604. Ave ac:0.009001,0.008096 Initialization: 6.446000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.340000 Kernel 1: 0.023000 Kernel 2: 106.487000 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.007353 0.868421 fi:0.271800. Ave ac:0.009435,0.009758 Initialization: 6.535000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.836000 Kernel 1: 0.025000 Kernel 2: 104.771004 Copyback: 0.018000 Sum: 0.031000 It 17,Best ac:0.006686 0.810811 fi:0.335441. Ave ac:0.009609,0.006507 Initialization: 6.564000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.866000 Kernel 1: 0.024000 Kernel 2: 103.545998 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.007351 0.942857 fi:0.205397. Ave ac:0.009550,0.006658 Initialization: 6.559000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.887000 Kernel 1: 0.026000 Kernel 2: 106.595001 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.005346 0.888889 fi:0.256533. Ave ac:0.007826,0.005997 Initialization: 6.476000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.076000 Kernel 1: 0.025000 Kernel 2: 107.617996 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.006460 0.966667 fi:0.174609. Ave ac:0.009129,0.006624 Initialization: 6.514000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.866000 Kernel 1: 0.025000 Kernel 2: 107.997002 Copyback: 0.018000 Sum: 0.030000 It 21,Best ac:0.004680 0.913043 fi:0.220634. Ave ac:0.007969,0.005978 Initialization: 6.514000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.843000 Kernel 1: 0.025000 Kernel 2: 106.667999 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.008244 0.840909 fi:0.306169. Ave ac:0.009379,0.005650 Initialization: 6.475000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.888000 Kernel 1: 0.024000 Kernel 2: 106.995003 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.004902 0.956522 fi:0.187319. Ave ac:0.008507,0.005311 Initialization: 6.508000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.893000 Kernel 1: 0.025000 Kernel 2: 104.202003 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.008023 0.923077 fi:0.231777. Ave ac:0.008158,0.005135 Initialization: 6.423000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.861000 Kernel 1: 0.025000 Kernel 2: 102.171997 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.005349 0.923077 fi:0.225114. Ave ac:0.008756,0.005234 Initialization: 6.425000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.844000 Kernel 1: 0.026000 Kernel 2: 102.746002 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.004678 0.913043 fi:0.243280. Ave ac:0.006990,0.004110 Initialization: 6.974000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.864000 Kernel 1: 0.026000 Kernel 2: 101.820000 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.005348 1.000000 fi:0.159242. Ave ac:0.007179,0.004251 Initialization: 6.600000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.980000 Kernel 1: 0.026000 Kernel 2: 100.401001 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.005125 0.884615 fi:0.263348. Ave ac:0.005888,0.003357 Initialization: 6.479000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.870000 Kernel 1: 0.026000 Kernel 2: 101.101997 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.007353 0.891892 fi:0.255250. Ave ac:0.006939,0.003856 Initialization: 6.531000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.857000 Kernel 1: 0.025000 Kernel 2: 100.349998 Copyback: 0.018000 Sum: 0.028000 It 30,Best ac:0.005349 0.923077 fi:0.221741. Ave ac:0.005703,0.004026 Initialization: 6.429000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.868000 Kernel 1: 0.024000 Kernel 2: 100.621002 Copyback: 0.371000 Sum: 0.029000 It 31,Best ac:0.004678 0.913043 fi:0.230881. Ave ac:0.006121,0.004123 Initialization: 6.599000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.846000 Kernel 1: 0.025000 Kernel 2: 98.288002 Copyback: 0.018000 Sum: 0.030000 It 32,Best ac:0.006239 0.903226 fi:0.260544. Ave ac:0.005796,0.003849 Initialization: 6.535000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.871000 Kernel 1: 0.025000 Kernel 2: 100.602997 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.005570 0.961538 fi:0.204799. Ave ac:0.008675,0.005089 Initialization: 22.955999 Memcpy Instances: 446.140991 Memcpy Classifiers: 0.065000 Kernel 1: 0.029000 Kernel 2: 519.179993 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.056000 Kernel 1: 0.015000 Kernel 2: 516.544006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 517.974976 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 508.812988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.012000 Kernel 2: 517.564026 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 511.432007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 520.669983 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 525.116028 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.312000 Kernel 1: 0.013000 Kernel 2: 507.904999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 510.657013 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 515.046997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 528.903992 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 505.292999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 161.404007 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005602 0.788088 fi:0.359700. Ave ac:0.007107,0.023724 Best acc 0.005602 0.788088 Initialization: 6.380000 Memcpy Classifiers: 0.540000 Memcpy Instances: 9.991000 Kernel 1: 0.026000 Kernel 2: 109.147003 Copyback: 0.018000 Sum: 0.034000 Initial population average accuracy1:0.006800 accuracy2:0.265132 Initialization: 6.405000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.840000 Kernel 1: 0.025000 Kernel 2: 119.042999 Copyback: 0.017000 Sum: 0.059000 It 0,Best ac:0.011143 0.549451 fi:0.548133. Ave ac:0.014789,0.019637 Initialization: 6.390000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.892000 Kernel 1: 0.025000 Kernel 2: 117.910004 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.006463 0.725000 fi:0.374309. Ave ac:0.018044,0.020342 Initialization: 6.357000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.861000 Kernel 1: 0.025000 Kernel 2: 112.181000 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.004679 0.777778 fi:0.322188. Ave ac:0.017840,0.023336 Initialization: 6.528000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.996000 Kernel 1: 0.025000 Kernel 2: 109.655998 Copyback: 0.018000 Sum: 0.029000 It 3,Best ac:0.006909 0.861111 fi:0.238033. Ave ac:0.014699,0.019488 Initialization: 6.839000 Memcpy Classifiers: 0.384000 Memcpy Instances: 8.852000 Kernel 1: 0.026000 Kernel 2: 108.393997 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.004902 0.880000 fi:0.219884. Ave ac:0.015035,0.017431 Initialization: 6.407000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.862000 Kernel 1: 0.025000 Kernel 2: 107.166000 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.004234 0.904762 fi:0.264521. Ave ac:0.014486,0.017560 Initialization: 6.398000 Memcpy Classifiers: 0.355000 Memcpy Instances: 8.878000 Kernel 1: 0.024000 Kernel 2: 104.702003 Copyback: 0.018000 Sum: 0.031000 It 6,Best ac:0.007799 0.853659 fi:0.245157. Ave ac:0.012052,0.015660 Initialization: 6.456000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.839000 Kernel 1: 0.023000 Kernel 2: 100.843002 Copyback: 0.018000 Sum: 0.031000 It 7,Best ac:0.005346 0.888889 fi:0.210832. Ave ac:0.010170,0.012518 Initialization: 6.561000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.890000 Kernel 1: 0.026000 Kernel 2: 98.747002 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004679 0.840000 fi:0.259967. Ave ac:0.008268,0.013964 Initialization: 6.521000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.893000 Kernel 1: 0.026000 Kernel 2: 99.487999 Copyback: 0.018000 Sum: 0.029000 It 9,Best ac:0.007132 0.888889 fi:0.210173. Ave ac:0.007700,0.011369 Iteration 10:MDL fitness activated Error 0.210173 TL 0.033787 MDL Theory Length Weight: 2.0735039008 (1) Initialization: 6.531000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.840000 Kernel 1: 0.027000 Kernel 2: 97.922997 Copyback: 0.018000 Sum: 0.028000 It 10,Best ac:0.005348 0.857143 fi:0.306480. Ave ac:0.006829,0.008869 Initialization: 6.434000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.858000 Kernel 1: 0.026000 Kernel 2: 101.163002 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.004456 0.952381 fi:0.237603. Ave ac:0.008835,0.012048 Initialization: 6.481000 Memcpy Classifiers: 0.372000 Memcpy Instances: 9.389000 Kernel 1: 0.024000 Kernel 2: 99.486000 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.006909 0.861111 fi:0.287308. Ave ac:0.008905,0.010950 Initialization: 6.477000 Memcpy Classifiers: 0.339000 Memcpy Instances: 9.329000 Kernel 1: 0.025000 Kernel 2: 99.155998 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.005124 0.884615 fi:0.258974. Ave ac:0.007833,0.011849 Initialization: 6.553000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.852000 Kernel 1: 0.023000 Kernel 2: 94.875999 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004679 0.840000 fi:0.314031. Ave ac:0.008871,0.013692 Initialization: 6.510000 Memcpy Classifiers: 0.339000 Memcpy Instances: 9.051000 Kernel 1: 0.026000 Kernel 2: 97.648003 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.005346 0.827586 fi:0.330107. Ave ac:0.009063,0.010861 Initialization: 6.476000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.829000 Kernel 1: 0.028000 Kernel 2: 97.336998 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.006462 0.743590 fi:0.396360. Ave ac:0.007888,0.013856 Initialization: 6.430000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.885000 Kernel 1: 0.024000 Kernel 2: 96.762001 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.008023 0.837209 fi:0.297917. Ave ac:0.008225,0.013667 Initialization: 6.417000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.066000 Kernel 1: 0.026000 Kernel 2: 100.146004 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.005126 0.920000 fi:0.231739. Ave ac:0.011268,0.016299 Initialization: 6.629000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.869000 Kernel 1: 0.026000 Kernel 2: 100.208000 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.004679 0.954545 fi:0.196654. Ave ac:0.009979,0.015990 Initialization: 6.502000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.312000 Kernel 1: 0.026000 Kernel 2: 97.968002 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.008469 0.926829 fi:0.218165. Ave ac:0.011100,0.012584 Initialization: 7.136000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.910000 Kernel 1: 0.027000 Kernel 2: 100.239998 Copyback: 0.018000 Sum: 0.029000 It 21,Best ac:0.006239 0.875000 fi:0.274074. Ave ac:0.008997,0.014489 Initialization: 6.348000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.931000 Kernel 1: 0.026000 Kernel 2: 98.949997 Copyback: 0.018000 Sum: 0.028000 It 22,Best ac:0.005793 0.896552 fi:0.251366. Ave ac:0.008586,0.011592 Initialization: 6.356000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.915000 Kernel 1: 0.025000 Kernel 2: 98.879997 Copyback: 0.018000 Sum: 0.033000 It 23,Best ac:0.004456 0.869565 fi:0.286670. Ave ac:0.008886,0.013300 Initialization: 6.483000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.871000 Kernel 1: 0.026000 Kernel 2: 98.268997 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.006017 0.931034 fi:0.217047. Ave ac:0.008871,0.014182 Initialization: 6.470000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.871000 Kernel 1: 0.025000 Kernel 2: 100.521004 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.004678 0.807692 fi:0.341671. Ave ac:0.008936,0.011658 Initialization: 6.436000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.862000 Kernel 1: 0.025000 Kernel 2: 98.481003 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.004902 0.846154 fi:0.301931. Ave ac:0.008104,0.011498 Initialization: 6.460000 Memcpy Classifiers: 0.412000 Memcpy Instances: 8.880000 Kernel 1: 0.025000 Kernel 2: 95.547997 Copyback: 0.018000 Sum: 0.033000 It 27,Best ac:0.005570 0.925926 fi:0.219970. Ave ac:0.009475,0.012285 Initialization: 6.451000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.855000 Kernel 1: 0.026000 Kernel 2: 97.333000 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.005349 0.888889 fi:0.249878. Ave ac:0.009073,0.016802 MDL Theory Length Weight: 1.8661535107 (10) Initialization: 6.446000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.332000 Kernel 1: 0.025000 Kernel 2: 97.402000 Copyback: 0.018000 Sum: 0.033000 It 29,Best ac:0.005124 0.884615 fi:0.242257. Ave ac:0.009103,0.012743 Initialization: 6.485000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.891000 Kernel 1: 0.024000 Kernel 2: 95.970001 Copyback: 0.018000 Sum: 0.035000 It 30,Best ac:0.006463 0.828571 fi:0.312415. Ave ac:0.007186,0.012782 Initialization: 6.595000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.925000 Kernel 1: 0.024000 Kernel 2: 95.350998 Copyback: 0.016000 Sum: 0.032000 It 31,Best ac:0.004902 0.846154 fi:0.298188. Ave ac:0.010299,0.014700 Initialization: 6.481000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.208000 Kernel 1: 0.024000 Kernel 2: 96.058998 Copyback: 0.018000 Sum: 0.035000 It 32,Best ac:0.004679 0.750000 fi:0.382259. Ave ac:0.009096,0.017354 Initialization: 6.414000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.845000 Kernel 1: 0.025000 Kernel 2: 95.344002 Copyback: 0.371000 Sum: 0.031000 It 33,Best ac:0.004902 0.880000 fi:0.263631. Ave ac:0.012212,0.019882 Initialization: 25.180000 Memcpy Instances: 439.987000 Memcpy Classifiers: 0.061000 Kernel 1: 0.030000 Kernel 2: 520.447998 Copyback: 0.015000 Sum: 0.011000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 516.729980 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 500.118988 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.017000 Kernel 2: 492.431000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 517.453979 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 522.773987 Copyback: 0.020000 Sum: 0.003000 Memcpy Classifiers: 0.054000 Kernel 1: 0.017000 Kernel 2: 508.240997 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.016000 Kernel 2: 516.539001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 496.645996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 512.692993 Copyback: 0.022000 Sum: 0.004000 Memcpy Classifiers: 0.061000 Kernel 1: 0.022000 Kernel 2: 504.528992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 517.544006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.016000 Kernel 2: 512.844971 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 166.029007 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005014 0.752508 fi:0.374404. Ave ac:0.009040,0.032827 Best acc 0.005014 0.752508 Rule:Att PSSM_-4_7 is [<-0.469901]|Att PSSM_-4_18 is [<-0.137585]|Att PSSM_-2_12 is [<-1.554341]|Att PSSM_0_4 is [<-3.144249]|Att PSSM_0_6 is [-5.845322,8.913301]|Att PSSM_0_9 is [<-3.218393]|Att PSSM_1_12 is [-4.417163,-1.850027]|Att PSSM_1_15 is [-5.151218,5.489582]|Att PSSM_4_12 is [-5.798335,-2.847225]|1 Accuracy : 0.733215 0 1 162139 1941 60657 9901 Removed 1595 instances. 222796 Instances left. Acc of rule 0.005602-0.788088 Initialization: 6.386000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.842000 Kernel 1: 0.028000 Kernel 2: 107.460999 Copyback: 0.017000 Sum: 0.033000 Initial population average accuracy1:0.006009 accuracy2:0.257508 Initialization: 6.464000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.943000 Kernel 1: 0.024000 Kernel 2: 114.184998 Copyback: 0.016000 Sum: 0.051000 It 0,Best ac:0.005385 0.558140 fi:0.541541. Ave ac:0.012015,0.015286 Initialization: 6.473000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.843000 Kernel 1: 0.023000 Kernel 2: 115.891998 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.006282 0.777778 fi:0.321568. Ave ac:0.016278,0.018071 Initialization: 6.430000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.956000 Kernel 1: 0.024000 Kernel 2: 112.369003 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.004714 0.750000 fi:0.349930. Ave ac:0.016528,0.018663 Initialization: 6.867000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.869000 Kernel 1: 0.021000 Kernel 2: 112.107002 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.006061 0.692308 fi:0.407120. Ave ac:0.014431,0.015213 Initialization: 6.407000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.842000 Kernel 1: 0.025000 Kernel 2: 111.109001 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.007406 0.717391 fi:0.381533. Ave ac:0.014162,0.014283 Initialization: 6.472000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.920000 Kernel 1: 0.022000 Kernel 2: 107.528000 Copyback: 0.018000 Sum: 0.029000 It 5,Best ac:0.007181 0.864865 fi:0.234143. Ave ac:0.013551,0.017031 Initialization: 6.437000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.834000 Kernel 1: 0.024000 Kernel 2: 106.318001 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.012795 0.826087 fi:0.270825. Ave ac:0.014738,0.013656 Initialization: 6.459000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.870000 Kernel 1: 0.024000 Kernel 2: 103.608002 Copyback: 0.018000 Sum: 0.035000 It 7,Best ac:0.004713 0.875000 fi:0.224930. Ave ac:0.015903,0.017050 Initialization: 6.436000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.377000 Kernel 1: 0.022000 Kernel 2: 105.370003 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.005162 0.884615 fi:0.215147. Ave ac:0.014846,0.013270 Initialization: 6.433000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.879000 Kernel 1: 0.023000 Kernel 2: 99.911003 Copyback: 0.018000 Sum: 0.034000 It 9,Best ac:0.004937 0.814815 fi:0.285032. Ave ac:0.013089,0.012909 Iteration 10:MDL fitness activated Error 0.285032 TL 0.032740 MDL Theory Length Weight: 2.9019764203 (2) Initialization: 6.592000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.363000 Kernel 1: 0.024000 Kernel 2: 102.102997 Copyback: 0.018000 Sum: 0.032000 It 10,Best ac:0.004263 0.904762 fi:0.308638. Ave ac:0.011601,0.013570 Initialization: 6.451000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.041000 Kernel 1: 0.023000 Kernel 2: 99.134003 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.010770 0.786885 fi:0.380320. Ave ac:0.011746,0.012853 Initialization: 6.437000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.967000 Kernel 1: 0.025000 Kernel 2: 97.502998 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.005835 0.866667 fi:0.275240. Ave ac:0.012644,0.017441 Initialization: 6.472000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.867000 Kernel 1: 0.023000 Kernel 2: 98.030998 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.004488 0.909091 fi:0.238726. Ave ac:0.014730,0.017179 Initialization: 6.445000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.882000 Kernel 1: 0.024000 Kernel 2: 97.928001 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.005612 0.862069 fi:0.309117. Ave ac:0.011713,0.012961 Initialization: 6.553000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.839000 Kernel 1: 0.023000 Kernel 2: 94.109001 Copyback: 0.017000 Sum: 0.025000 It 15,Best ac:0.005835 0.896552 fi:0.272607. Ave ac:0.013142,0.016078 Initialization: 6.455000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.943000 Kernel 1: 0.026000 Kernel 2: 94.540001 Copyback: 0.017000 Sum: 0.025000 It 16,Best ac:0.008752 0.866667 fi:0.270116. Ave ac:0.011709,0.011885 Initialization: 6.473000 Memcpy Classifiers: 0.263000 Memcpy Instances: 10.107000 Kernel 1: 0.024000 Kernel 2: 93.946999 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.005163 0.920000 fi:0.245784. Ave ac:0.011805,0.012444 Initialization: 6.430000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.892000 Kernel 1: 0.024000 Kernel 2: 95.486000 Copyback: 0.018000 Sum: 0.024000 It 18,Best ac:0.004937 0.916667 fi:0.231739. Ave ac:0.010701,0.009977 Initialization: 8.517000 Memcpy Classifiers: 0.287000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 93.277000 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.005610 0.892857 fi:0.259396. Ave ac:0.011358,0.010555 Initialization: 6.520000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.863000 Kernel 1: 0.023000 Kernel 2: 93.843002 Copyback: 0.018000 Sum: 0.022000 It 20,Best ac:0.005386 0.800000 fi:0.343439. Ave ac:0.008821,0.009495 Initialization: 6.419000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.841000 Kernel 1: 0.025000 Kernel 2: 94.582001 Copyback: 0.017000 Sum: 0.021000 It 21,Best ac:0.005163 0.851852 fi:0.298313. Ave ac:0.010840,0.012553 Initialization: 6.538000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.881000 Kernel 1: 0.024000 Kernel 2: 91.795998 Copyback: 0.018000 Sum: 0.026000 It 22,Best ac:0.007855 0.897436 fi:0.253495. Ave ac:0.011402,0.013160 Initialization: 6.578000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.242000 Kernel 1: 0.023000 Kernel 2: 93.355003 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.010545 0.839286 fi:0.305343. Ave ac:0.010457,0.010610 Initialization: 6.373000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.859000 Kernel 1: 0.023000 Kernel 2: 91.539001 Copyback: 0.018000 Sum: 0.025000 It 24,Best ac:0.005610 0.862069 fi:0.278789. Ave ac:0.011570,0.010994 Initialization: 6.457000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.884000 Kernel 1: 0.022000 Kernel 2: 92.552002 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.005835 0.928571 fi:0.214488. Ave ac:0.011153,0.009918 Initialization: 6.676000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.935000 Kernel 1: 0.023000 Kernel 2: 93.805000 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.005387 0.827586 fi:0.310730. Ave ac:0.010349,0.009391 Initialization: 6.456000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.833000 Kernel 1: 0.023000 Kernel 2: 93.696999 Copyback: 0.018000 Sum: 0.024000 It 27,Best ac:0.004713 0.913043 fi:0.238873. Ave ac:0.010713,0.009317 Initialization: 7.442000 Memcpy Classifiers: 0.306000 Memcpy Instances: 8.872000 Kernel 1: 0.023000 Kernel 2: 94.196999 Copyback: 0.018000 Sum: 0.029000 It 28,Best ac:0.006059 0.843750 fi:0.313156. Ave ac:0.007767,0.009608 Initialization: 6.572000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.924000 Kernel 1: 0.022000 Kernel 2: 94.850998 Copyback: 0.018000 Sum: 0.028000 It 29,Best ac:0.004938 0.880000 fi:0.262536. Ave ac:0.008235,0.008711 Initialization: 6.521000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.844000 Kernel 1: 0.024000 Kernel 2: 93.068001 Copyback: 0.018000 Sum: 0.021000 It 30,Best ac:0.004712 0.954545 fi:0.186464. Ave ac:0.009871,0.011005 Initialization: 6.563000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.865000 Kernel 1: 0.024000 Kernel 2: 92.628998 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.004938 0.880000 fi:0.270249. Ave ac:0.008889,0.008985 Initialization: 6.391000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.538000 Kernel 1: 0.022000 Kernel 2: 91.450996 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.004937 0.956522 fi:0.194954. Ave ac:0.010368,0.011988 Initialization: 6.444000 Memcpy Classifiers: 0.286000 Memcpy Instances: 8.869000 Kernel 1: 0.022000 Kernel 2: 90.431999 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.005610 0.961538 fi:0.186705. Ave ac:0.008700,0.007516 Initialization: 23.933001 Memcpy Instances: 440.855988 Memcpy Classifiers: 0.061000 Kernel 1: 0.027000 Kernel 2: 482.993011 Copyback: 0.015000 Sum: 0.009000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 496.382996 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 481.274994 Copyback: 0.021000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.019000 Kernel 2: 484.554993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 501.757996 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.016000 Kernel 2: 503.713013 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 499.540009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 498.006989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 513.135986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 497.286987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 510.019989 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 476.519012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 445.890015 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004605 0.801562 fi:0.350038. Ave ac:0.008577,0.028635 Best acc 0.004605 0.801562 Initialization: 6.625000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.923000 Kernel 1: 0.024000 Kernel 2: 109.553001 Copyback: 0.017000 Sum: 0.035000 Initial population average accuracy1:0.005926 accuracy2:0.267926 Initialization: 6.437000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.984000 Kernel 1: 0.026000 Kernel 2: 117.736000 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.011891 0.616279 fi:0.480972. Ave ac:0.010153,0.014057 Initialization: 6.833000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.160000 Kernel 1: 0.024000 Kernel 2: 117.547997 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.009201 0.621212 fi:0.477042. Ave ac:0.012840,0.014696 Initialization: 6.429000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.891000 Kernel 1: 0.024000 Kernel 2: 117.831001 Copyback: 0.020000 Sum: 0.030000 It 2,Best ac:0.009650 0.623188 fi:0.474898. Ave ac:0.012575,0.012631 Initialization: 6.415000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.905000 Kernel 1: 0.025000 Kernel 2: 115.616997 Copyback: 0.018000 Sum: 0.028000 It 3,Best ac:0.004488 0.689655 fi:0.417883. Ave ac:0.013751,0.013553 Initialization: 6.416000 Memcpy Classifiers: 0.475000 Memcpy Instances: 8.835000 Kernel 1: 0.025000 Kernel 2: 116.686996 Copyback: 0.020000 Sum: 0.030000 It 4,Best ac:0.004936 0.758621 fi:0.341227. Ave ac:0.013930,0.013337 Initialization: 6.377000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.910000 Kernel 1: 0.026000 Kernel 2: 114.862999 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.007856 0.714286 fi:0.384471. Ave ac:0.013915,0.013882 Initialization: 6.412000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.957000 Kernel 1: 0.023000 Kernel 2: 112.574997 Copyback: 0.018000 Sum: 0.031000 It 6,Best ac:0.004489 0.869565 fi:0.237973. Ave ac:0.012874,0.014592 Initialization: 6.417000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.839000 Kernel 1: 0.027000 Kernel 2: 110.584999 Copyback: 0.018000 Sum: 0.031000 It 7,Best ac:0.006059 0.794118 fi:0.305310. Ave ac:0.012185,0.013762 Initialization: 6.413000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.892000 Kernel 1: 0.025000 Kernel 2: 111.037003 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004938 0.758621 fi:0.341226. Ave ac:0.011177,0.013851 Initialization: 6.635000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.852000 Kernel 1: 0.026000 Kernel 2: 108.612000 Copyback: 0.018000 Sum: 0.035000 It 9,Best ac:0.005386 0.774194 fi:0.325485. Ave ac:0.011356,0.016507 Iteration 10:MDL fitness activated Error 0.325485 TL 0.027626 MDL Theory Length Weight: 3.9273401068 (4) Initialization: 6.431000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.875000 Kernel 1: 0.023000 Kernel 2: 110.829002 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.004713 0.840000 fi:0.348284. Ave ac:0.012759,0.015309 Initialization: 6.436000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.920000 Kernel 1: 0.022000 Kernel 2: 103.536003 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.006957 0.885714 fi:0.324619. Ave ac:0.013349,0.015028 Initialization: 6.434000 Memcpy Classifiers: 0.356000 Memcpy Instances: 8.849000 Kernel 1: 0.025000 Kernel 2: 105.804001 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.005612 0.925926 fi:0.256000. Ave ac:0.013648,0.018524 Initialization: 6.447000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.840000 Kernel 1: 0.024000 Kernel 2: 101.018997 Copyback: 0.017000 Sum: 0.038000 It 13,Best ac:0.006732 0.833333 fi:0.345436. Ave ac:0.013161,0.019547 Initialization: 6.484000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.895000 Kernel 1: 0.024000 Kernel 2: 99.586998 Copyback: 0.018000 Sum: 0.032000 It 14,Best ac:0.007406 0.825000 fi:0.397225. Ave ac:0.014132,0.025247 Initialization: 6.881000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.885000 Kernel 1: 0.024000 Kernel 2: 96.818001 Copyback: 0.018000 Sum: 0.029000 It 15,Best ac:0.005162 0.884615 fi:0.299651. Ave ac:0.014397,0.023830 Initialization: 6.396000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.909000 Kernel 1: 0.025000 Kernel 2: 95.580002 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.005386 0.827586 fi:0.367399. Ave ac:0.014062,0.025690 Initialization: 6.737000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.883000 Kernel 1: 0.025000 Kernel 2: 94.869003 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.004937 0.916667 fi:0.257898. Ave ac:0.014023,0.020918 Initialization: 6.518000 Memcpy Classifiers: 0.303000 Memcpy Instances: 10.011000 Kernel 1: 0.023000 Kernel 2: 91.952003 Copyback: 0.018000 Sum: 0.031000 It 18,Best ac:0.006284 0.875000 fi:0.328875. Ave ac:0.012820,0.023649 Initialization: 6.524000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.862000 Kernel 1: 0.025000 Kernel 2: 90.567001 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.005386 0.827586 fi:0.345810. Ave ac:0.016395,0.029759 Initialization: 6.453000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.320000 Kernel 1: 0.023000 Kernel 2: 92.510002 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.005385 0.800000 fi:0.347680. Ave ac:0.013020,0.029737 Initialization: 6.476000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.830000 Kernel 1: 0.024000 Kernel 2: 90.880997 Copyback: 0.017000 Sum: 0.021000 It 21,Best ac:0.005610 0.806452 fi:0.338080. Ave ac:0.018254,0.035444 MDL Theory Length Weight: 3.5346060961 (10) Initialization: 7.458000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.918000 Kernel 1: 0.025000 Kernel 2: 89.185997 Copyback: 0.018000 Sum: 0.021000 It 22,Best ac:0.004937 0.846154 fi:0.340081. Ave ac:0.020462,0.038353 Initialization: 6.409000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.901000 Kernel 1: 0.023000 Kernel 2: 89.290001 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.006059 0.870968 fi:0.279781. Ave ac:0.020868,0.034920 Initialization: 6.945000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.952000 Kernel 1: 0.023000 Kernel 2: 91.681000 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.006285 0.848485 fi:0.296143. Ave ac:0.016342,0.028246 Initialization: 6.412000 Memcpy Classifiers: 0.262000 Memcpy Instances: 8.843000 Kernel 1: 0.023000 Kernel 2: 88.847000 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.004937 0.880000 fi:0.305622. Ave ac:0.014571,0.030391 Initialization: 6.468000 Memcpy Classifiers: 0.288000 Memcpy Instances: 8.857000 Kernel 1: 0.022000 Kernel 2: 91.222000 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.005612 0.781250 fi:0.376327. Ave ac:0.014703,0.028705 Initialization: 6.551000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.470000 Kernel 1: 0.022000 Kernel 2: 87.254997 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.010548 0.796610 fi:0.355835. Ave ac:0.012222,0.025724 Initialization: 7.500000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.229000 Kernel 1: 0.023000 Kernel 2: 88.669998 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.005162 0.884615 fi:0.273305. Ave ac:0.020027,0.034310 Initialization: 6.472000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.879000 Kernel 1: 0.026000 Kernel 2: 87.320000 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.008528 0.904762 fi:0.243622. Ave ac:0.016120,0.023840 Initialization: 6.463000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.894000 Kernel 1: 0.023000 Kernel 2: 89.546997 Copyback: 0.016000 Sum: 0.024000 It 30,Best ac:0.005163 0.766667 fi:0.377171. Ave ac:0.012543,0.025838 Initialization: 6.417000 Memcpy Classifiers: 0.310000 Memcpy Instances: 8.875000 Kernel 1: 0.024000 Kernel 2: 86.855003 Copyback: 0.016000 Sum: 0.026000 It 31,Best ac:0.007406 0.891892 fi:0.272692. Ave ac:0.014698,0.024464 Initialization: 6.448000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.834000 Kernel 1: 0.024000 Kernel 2: 89.851997 Copyback: 0.019000 Sum: 0.023000 It 32,Best ac:0.006732 0.937500 fi:0.223912. Ave ac:0.013882,0.024542 Initialization: 6.479000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.844000 Kernel 1: 0.025000 Kernel 2: 91.529999 Copyback: 0.018000 Sum: 0.025000 It 33,Best ac:0.005160 0.884615 fi:0.256503. Ave ac:0.016971,0.032458 Initialization: 23.410999 Memcpy Instances: 441.411011 Memcpy Classifiers: 0.053000 Kernel 1: 0.026000 Kernel 2: 484.945007 Copyback: 0.015000 Sum: 0.010000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 465.959991 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 484.994995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 476.679993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 469.675995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 471.756012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 465.669006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 491.147003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 471.471985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 473.683014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 465.764008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 470.382996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 430.186005 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005175 0.732994 fi:0.424922. Ave ac:0.014602,0.056400 Best acc 0.005175 0.732994 Rule:Att PSSM_-1_12 is [<-2.929152]|Att PSSM_0_5 is [-2.658599,9.971489]|Att PSSM_0_7 is [>-6.491024]|Att PSSM_0_12 is [-6.886638,-3.113362]|Att PSSM_1_12 is [-5.610578,-2.660478]|Att PSSM_4_2 is [<-0.292473]|1 Accuracy : 0.736505 0 1 161885 2195 59631 10927 Removed 1280 instances. 221516 Instances left. Acc of rule 0.004605-0.801562 Initialization: 7.601000 Memcpy Classifiers: 0.596000 Memcpy Instances: 8.875000 Kernel 1: 0.024000 Kernel 2: 105.569000 Copyback: 0.380000 Sum: 0.036000 Initial population average accuracy1:0.006009 accuracy2:0.258494 Initialization: 6.393000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.891000 Kernel 1: 0.025000 Kernel 2: 113.309998 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.004739 0.724138 fi:0.375763. Ave ac:0.011790,0.015696 Initialization: 6.794000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.843000 Kernel 1: 0.023000 Kernel 2: 120.019997 Copyback: 0.023000 Sum: 0.027000 It 1,Best ac:0.005192 0.621622 fi:0.478107. Ave ac:0.015086,0.020398 Initialization: 6.381000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.887000 Kernel 1: 0.027000 Kernel 2: 115.886002 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.005643 0.735294 fi:0.364266. Ave ac:0.015130,0.018047 Initialization: 6.969000 Memcpy Classifiers: 0.508000 Memcpy Instances: 8.840000 Kernel 1: 0.026000 Kernel 2: 116.305000 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.004740 0.700000 fi:0.399899. Ave ac:0.013177,0.014031 Initialization: 6.527000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.839000 Kernel 1: 0.025000 Kernel 2: 115.949997 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.009255 0.706897 fi:0.391297. Ave ac:0.010468,0.010301 Initialization: 7.113000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.346000 Kernel 1: 0.023000 Kernel 2: 119.013000 Copyback: 0.025000 Sum: 0.038000 It 5,Best ac:0.005643 0.781250 fi:0.318308. Ave ac:0.012014,0.013590 Initialization: 6.437000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.898000 Kernel 1: 0.024000 Kernel 2: 113.810997 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.004740 0.807692 fi:0.292209. Ave ac:0.011611,0.012545 Initialization: 6.702000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.867000 Kernel 1: 0.024000 Kernel 2: 112.164001 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.004515 0.800000 fi:0.299986. Ave ac:0.011599,0.011657 Initialization: 6.444000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.897000 Kernel 1: 0.025000 Kernel 2: 113.582001 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004739 0.875000 fi:0.224901. Ave ac:0.011943,0.011591 Initialization: 6.536000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.413000 Kernel 1: 0.024000 Kernel 2: 112.668999 Copyback: 0.018000 Sum: 0.027000 It 9,Best ac:0.005418 0.857143 fi:0.242501. Ave ac:0.011120,0.011225 Iteration 10:MDL fitness activated Error 0.242501 TL 0.029201 MDL Theory Length Weight: 2.7681496024 (2) Initialization: 6.421000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.863000 Kernel 1: 0.024000 Kernel 2: 121.057999 Copyback: 0.017000 Sum: 0.026000 It 10,Best ac:0.005191 0.851852 fi:0.319558. Ave ac:0.010478,0.009663 Initialization: 8.517000 Memcpy Classifiers: 0.491000 Memcpy Instances: 9.347000 Kernel 1: 0.024000 Kernel 2: 119.625000 Copyback: 0.018000 Sum: 0.027000 It 11,Best ac:0.004966 0.880000 fi:0.313939. Ave ac:0.010483,0.009414 Initialization: 6.439000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.861000 Kernel 1: 0.025000 Kernel 2: 113.394997 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.004740 0.875000 fi:0.293318. Ave ac:0.009540,0.007808 Initialization: 6.958000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.910000 Kernel 1: 0.025000 Kernel 2: 113.764000 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.008352 0.880952 fi:0.283637. Ave ac:0.008892,0.007319 Initialization: 6.437000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.840000 Kernel 1: 0.023000 Kernel 2: 109.287003 Copyback: 0.018000 Sum: 0.031000 It 14,Best ac:0.004515 1.000000 fi:0.187278. Ave ac:0.007576,0.007965 Initialization: 6.484000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.301000 Kernel 1: 0.022000 Kernel 2: 107.749001 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.006998 0.885714 fi:0.281485. Ave ac:0.007637,0.006813 Initialization: 6.459000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.895000 Kernel 1: 0.024000 Kernel 2: 107.286003 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.004515 0.952381 fi:0.211726. Ave ac:0.006546,0.005253 Initialization: 6.392000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.888000 Kernel 1: 0.025000 Kernel 2: 110.360001 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.004515 0.909091 fi:0.256881. Ave ac:0.007221,0.006145 Initialization: 6.477000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.904000 Kernel 1: 0.024000 Kernel 2: 109.234001 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.004514 0.800000 fi:0.368726. Ave ac:0.005701,0.006545 Initialization: 6.485000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.827000 Kernel 1: 0.025000 Kernel 2: 110.731003 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.006319 0.800000 fi:0.356917. Ave ac:0.010106,0.010212 Initialization: 6.403000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.316000 Kernel 1: 0.026000 Kernel 2: 105.197998 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004740 0.913043 fi:0.244568. Ave ac:0.009535,0.010581 Initialization: 6.459000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.881000 Kernel 1: 0.023000 Kernel 2: 107.155998 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.004515 0.869565 fi:0.294230. Ave ac:0.007769,0.012183 Initialization: 6.490000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.111000 Kernel 1: 0.025000 Kernel 2: 109.318001 Copyback: 0.018000 Sum: 0.032000 It 22,Best ac:0.004965 0.956522 fi:0.206520. Ave ac:0.008333,0.008989 Initialization: 6.499000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.911000 Kernel 1: 0.025000 Kernel 2: 107.723999 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.004514 0.800000 fi:0.371464. Ave ac:0.007935,0.008128 MDL Theory Length Weight: 2.4913346422 (10) Initialization: 6.511000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.199000 Kernel 1: 0.026000 Kernel 2: 107.371002 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.006998 0.861111 fi:0.293654. Ave ac:0.010875,0.009692 Initialization: 6.448000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.990000 Kernel 1: 0.024000 Kernel 2: 107.875999 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.004514 0.909091 fi:0.249642. Ave ac:0.007738,0.008114 Initialization: 6.963000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.857000 Kernel 1: 0.026000 Kernel 2: 109.086998 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.005868 0.896552 fi:0.281025. Ave ac:0.008399,0.008364 Initialization: 6.525000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.881000 Kernel 1: 0.024000 Kernel 2: 107.709000 Copyback: 0.018000 Sum: 0.032000 It 27,Best ac:0.005645 0.925926 fi:0.235498. Ave ac:0.010432,0.009304 Initialization: 6.472000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.348000 Kernel 1: 0.024000 Kernel 2: 104.461998 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.005869 0.928571 fi:0.232767. Ave ac:0.009192,0.009344 Initialization: 6.410000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.848000 Kernel 1: 0.026000 Kernel 2: 103.739998 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.004739 0.913043 fi:0.234267. Ave ac:0.009120,0.008397 Initialization: 6.928000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.929000 Kernel 1: 0.025000 Kernel 2: 106.580002 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.004739 0.913043 fi:0.231650. Ave ac:0.007373,0.007753 Initialization: 6.511000 Memcpy Classifiers: 0.350000 Memcpy Instances: 8.864000 Kernel 1: 0.025000 Kernel 2: 104.967003 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.006996 0.885714 fi:0.264729. Ave ac:0.008116,0.006441 Initialization: 6.456000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.858000 Kernel 1: 0.026000 Kernel 2: 102.531998 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.004965 0.846154 fi:0.318795. Ave ac:0.007436,0.007273 Initialization: 6.491000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.832000 Kernel 1: 0.025000 Kernel 2: 106.213997 Copyback: 0.018000 Sum: 0.032000 It 33,Best ac:0.007901 0.853659 fi:0.304211. Ave ac:0.008307,0.010785 Initialization: 23.348000 Memcpy Instances: 437.424011 Memcpy Classifiers: 0.066000 Kernel 1: 0.030000 Kernel 2: 528.343994 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 519.130005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 530.846985 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 523.156982 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 533.119995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 524.567017 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 533.658020 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 510.697998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 524.843018 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 534.731018 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 518.604980 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 522.684021 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.058000 Kernel 1: 0.016000 Kernel 2: 471.467987 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005061 0.740423 fi:0.421222. Ave ac:0.010955,0.039964 Best acc 0.005061 0.740423 Initialization: 6.352000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.858000 Kernel 1: 0.025000 Kernel 2: 106.830002 Copyback: 0.371000 Sum: 0.031000 Initial population average accuracy1:0.006106 accuracy2:0.249143 Initialization: 7.047000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.871000 Kernel 1: 0.025000 Kernel 2: 113.732002 Copyback: 0.018000 Sum: 0.056000 It 0,Best ac:0.006996 0.543860 fi:0.555189. Ave ac:0.012154,0.016530 Initialization: 6.355000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.846000 Kernel 1: 0.024000 Kernel 2: 114.605003 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.005870 0.634146 fi:0.465326. Ave ac:0.015656,0.018801 Initialization: 6.423000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.281000 Kernel 1: 0.024000 Kernel 2: 114.293999 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.006998 0.704545 fi:0.394503. Ave ac:0.014026,0.014863 Initialization: 6.360000 Memcpy Classifiers: 0.439000 Memcpy Instances: 8.894000 Kernel 1: 0.024000 Kernel 2: 122.128998 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.007222 0.744186 fi:0.354777. Ave ac:0.013115,0.013326 Initialization: 6.437000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.280000 Kernel 1: 0.024000 Kernel 2: 123.317001 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.005416 0.800000 fi:0.299645. Ave ac:0.015006,0.014594 Initialization: 6.367000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.828000 Kernel 1: 0.025000 Kernel 2: 125.260002 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.007675 0.739130 fi:0.359662. Ave ac:0.013107,0.011089 Initialization: 6.391000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 118.441002 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.007222 0.780488 fi:0.318475. Ave ac:0.012000,0.011327 Initialization: 6.412000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.855000 Kernel 1: 0.026000 Kernel 2: 121.725998 Copyback: 0.018000 Sum: 0.027000 It 7,Best ac:0.005418 0.800000 fi:0.299643. Ave ac:0.010700,0.009469 Initialization: 6.467000 Memcpy Classifiers: 0.474000 Memcpy Instances: 8.828000 Kernel 1: 0.024000 Kernel 2: 125.835999 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.005868 0.838710 fi:0.260765. Ave ac:0.011599,0.010088 Initialization: 6.414000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.903000 Kernel 1: 0.024000 Kernel 2: 129.507004 Copyback: 0.017000 Sum: 0.040000 It 9,Best ac:0.005416 0.827586 fi:0.272059. Ave ac:0.009979,0.010596 Iteration 10:MDL fitness activated Error 0.272059 TL 0.038002 MDL Theory Length Weight: 2.3863371531 (2) Initialization: 6.396000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.902000 Kernel 1: 0.024000 Kernel 2: 128.718002 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.005416 0.857143 fi:0.321083. Ave ac:0.009883,0.007568 Initialization: 6.490000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.152000 Kernel 1: 0.023000 Kernel 2: 128.042999 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.005645 0.806452 fi:0.388570. Ave ac:0.009099,0.006587 Initialization: 6.341000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.002000 Kernel 1: 0.023000 Kernel 2: 128.981003 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.006093 0.818182 fi:0.383291. Ave ac:0.008434,0.007280 Initialization: 6.465000 Memcpy Classifiers: 0.403000 Memcpy Instances: 8.847000 Kernel 1: 0.023000 Kernel 2: 128.162003 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.005193 0.884615 fi:0.300035. Ave ac:0.008521,0.005911 Initialization: 6.491000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.935000 Kernel 1: 0.024000 Kernel 2: 126.217003 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.006545 0.805556 fi:0.369358. Ave ac:0.008075,0.005517 Initialization: 6.446000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.822000 Kernel 1: 0.024000 Kernel 2: 124.644997 Copyback: 0.017000 Sum: 0.044000 It 15,Best ac:0.006998 0.815789 fi:0.377170. Ave ac:0.008298,0.005880 Initialization: 6.355000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 125.277000 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.006774 0.937500 fi:0.234310. Ave ac:0.009039,0.007812 Initialization: 6.423000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 122.157997 Copyback: 0.017000 Sum: 0.039000 It 17,Best ac:0.006095 0.931034 fi:0.255807. Ave ac:0.010967,0.006613 Initialization: 6.395000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.911000 Kernel 1: 0.023000 Kernel 2: 126.580002 Copyback: 0.016000 Sum: 0.039000 It 18,Best ac:0.006772 0.833333 fi:0.344335. Ave ac:0.007651,0.005723 Initialization: 6.491000 Memcpy Classifiers: 0.829000 Memcpy Instances: 8.866000 Kernel 1: 0.022000 Kernel 2: 121.717003 Copyback: 0.017000 Sum: 0.037000 It 19,Best ac:0.005643 0.862069 fi:0.302266. Ave ac:0.009164,0.006784 Initialization: 6.439000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.847000 Kernel 1: 0.024000 Kernel 2: 121.446999 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.006095 0.900000 fi:0.261366. Ave ac:0.008378,0.006619 Initialization: 6.408000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.308000 Kernel 1: 0.023000 Kernel 2: 119.697998 Copyback: 0.017000 Sum: 0.039000 It 21,Best ac:0.004739 0.875000 fi:0.300595. Ave ac:0.008787,0.005984 Initialization: 6.403000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.925000 Kernel 1: 0.024000 Kernel 2: 119.036003 Copyback: 0.017000 Sum: 0.037000 It 22,Best ac:0.005191 0.821429 fi:0.357449. Ave ac:0.008955,0.006137 Initialization: 6.425000 Memcpy Classifiers: 1.268000 Memcpy Instances: 9.019000 Kernel 1: 0.024000 Kernel 2: 119.928001 Copyback: 0.020000 Sum: 0.032000 It 23,Best ac:0.006095 0.931034 fi:0.245245. Ave ac:0.009307,0.006634 Initialization: 6.678000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.967000 Kernel 1: 0.023000 Kernel 2: 117.540001 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.004514 0.800000 fi:0.387352. Ave ac:0.006311,0.004972 Initialization: 6.392000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.832000 Kernel 1: 0.023000 Kernel 2: 114.220001 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.004515 0.952381 fi:0.209581. Ave ac:0.007319,0.006311 Initialization: 6.439000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.859000 Kernel 1: 0.024000 Kernel 2: 119.827003 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.004514 1.000000 fi:0.173563. Ave ac:0.007943,0.005472 Initialization: 6.448000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.825000 Kernel 1: 0.024000 Kernel 2: 118.931999 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.005191 0.958333 fi:0.217908. Ave ac:0.007820,0.005183 Initialization: 6.482000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.836000 Kernel 1: 0.023000 Kernel 2: 116.832001 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.004965 0.956522 fi:0.205234. Ave ac:0.005561,0.004093 Initialization: 6.431000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.826000 Kernel 1: 0.024000 Kernel 2: 113.362000 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.004063 0.947368 fi:0.320746. Ave ac:0.006625,0.004302 Initialization: 6.900000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.916000 Kernel 1: 0.022000 Kernel 2: 117.379997 Copyback: 0.016000 Sum: 0.044000 It 30,Best ac:0.004514 0.833333 fi:0.328630. Ave ac:0.007665,0.005077 Initialization: 6.440000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.361000 Kernel 1: 0.023000 Kernel 2: 118.597000 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.005192 0.851852 fi:0.327024. Ave ac:0.008536,0.005641 Initialization: 6.239000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.878000 Kernel 1: 0.024000 Kernel 2: 119.941002 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.006545 0.878788 fi:0.286621. Ave ac:0.008244,0.005888 Initialization: 6.435000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.876000 Kernel 1: 0.023000 Kernel 2: 113.650002 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.004516 0.909091 fi:0.263248. Ave ac:0.007867,0.005057 Initialization: 23.539000 Memcpy Instances: 436.503998 Memcpy Classifiers: 0.064000 Kernel 1: 0.024000 Kernel 2: 568.466980 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 576.864014 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 557.783997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 568.213989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 558.094971 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 552.981995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 547.333008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 567.465027 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 541.015015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 552.070007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 534.965027 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 555.536987 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 500.984009 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004708 0.750360 fi:0.426445. Ave ac:0.007110,0.023688 Best acc 0.004708 0.750360 Rule:Att PSSM_-4_6 is [-5.260167,3.260167]|Att PSSM_-2_5 is [<5.166952]|Att PSSM_-2_7 is [-5.907472,-2.855316]|Att PSSM_-2_11 is [<5.075453]|Att PSSM_-1_2 is [-5.021341,-0.625692]|Att PSSM_-1_9 is [<6.169596]|Att PSSM_0_2 is [<-1.755580]|Att PSSM_0_7 is [-5.105595,-3.071798]|Att PSSM_2_6 is [-5.308414,-2.442851]|Att PSSM_3_12 is [-6.041209,-1.958791]|1 Accuracy : 0.739471 0 1 161538 2542 58588 11970 Removed 1390 instances. 220126 Instances left. Acc of rule 0.004708-0.750360 Initialization: 6.627000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.832000 Kernel 1: 0.025000 Kernel 2: 108.126999 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.005590 accuracy2:0.267058 Initialization: 6.462000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.956000 Kernel 1: 0.023000 Kernel 2: 111.950996 Copyback: 0.018000 Sum: 0.062000 It 0,Best ac:0.013176 0.517857 fi:0.578801. Ave ac:0.010559,0.015774 Initialization: 6.457000 Memcpy Classifiers: 0.530000 Memcpy Instances: 8.884000 Kernel 1: 0.025000 Kernel 2: 115.838997 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.005451 0.631579 fi:0.468029. Ave ac:0.013269,0.015448 Initialization: 6.957000 Memcpy Classifiers: 0.665000 Memcpy Instances: 8.912000 Kernel 1: 0.024000 Kernel 2: 118.930000 Copyback: 0.016000 Sum: 0.030000 It 2,Best ac:0.019087 0.613139 fi:0.481258. Ave ac:0.014349,0.016716 Initialization: 6.443000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.812000 Kernel 1: 0.023000 Kernel 2: 109.925003 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.011586 0.671053 fi:0.426209. Ave ac:0.014322,0.014683 Initialization: 6.296000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.576000 Kernel 1: 0.022000 Kernel 2: 115.109001 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.009087 0.689655 fi:0.408565. Ave ac:0.017757,0.016021 Initialization: 6.483000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.894000 Kernel 1: 0.023000 Kernel 2: 114.924004 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.009768 0.661538 fi:0.436418. Ave ac:0.015498,0.015438 Initialization: 6.472000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.829000 Kernel 1: 0.024000 Kernel 2: 115.469002 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.007042 0.720930 fi:0.378069. Ave ac:0.014354,0.013703 Initialization: 6.401000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.924000 Kernel 1: 0.023000 Kernel 2: 115.773003 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.007949 0.777778 fi:0.320876. Ave ac:0.013884,0.012747 Initialization: 6.390000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.890000 Kernel 1: 0.025000 Kernel 2: 117.458000 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.009993 0.758621 fi:0.339252. Ave ac:0.012352,0.011117 Initialization: 6.485000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.288000 Kernel 1: 0.024000 Kernel 2: 118.597000 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.006132 0.870968 fi:0.228380. Ave ac:0.010273,0.009432 Iteration 10:MDL fitness activated Error 0.228380 TL 0.053514 MDL Theory Length Weight: 1.4225470529 (1) Initialization: 6.308000 Memcpy Classifiers: 0.495000 Memcpy Instances: 8.880000 Kernel 1: 0.024000 Kernel 2: 118.428001 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.006815 0.769231 fi:0.364479. Ave ac:0.009493,0.008785 Initialization: 6.347000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.025000 Kernel 1: 0.024000 Kernel 2: 112.846001 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.004769 0.840000 fi:0.293150. Ave ac:0.010248,0.012336 Initialization: 6.401000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.307000 Kernel 1: 0.023000 Kernel 2: 115.572998 Copyback: 0.017000 Sum: 0.038000 It 12,Best ac:0.005224 0.920000 fi:0.218247. Ave ac:0.010411,0.010128 Initialization: 6.412000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.986000 Kernel 1: 0.023000 Kernel 2: 116.825996 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.005905 0.866667 fi:0.269129. Ave ac:0.010474,0.011143 Initialization: 6.375000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.140000 Kernel 1: 0.023000 Kernel 2: 116.063004 Copyback: 0.024000 Sum: 0.035000 It 14,Best ac:0.007722 0.918919 fi:0.228424. Ave ac:0.010978,0.011832 Initialization: 6.427000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.826000 Kernel 1: 0.024000 Kernel 2: 116.834999 Copyback: 0.018000 Sum: 0.033000 It 15,Best ac:0.005678 0.862069 fi:0.264016. Ave ac:0.009112,0.010024 Initialization: 6.391000 Memcpy Classifiers: 0.932000 Memcpy Instances: 8.911000 Kernel 1: 0.023000 Kernel 2: 114.210999 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004772 0.840000 fi:0.316708. Ave ac:0.010955,0.012607 Initialization: 6.398000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 112.043999 Copyback: 0.017000 Sum: 0.037000 It 17,Best ac:0.006814 0.909091 fi:0.242203. Ave ac:0.010817,0.009072 Initialization: 7.174000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.854000 Kernel 1: 0.023000 Kernel 2: 112.157997 Copyback: 0.018000 Sum: 0.036000 It 18,Best ac:0.004769 0.807692 fi:0.328915. Ave ac:0.010498,0.011014 Initialization: 6.514000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.823000 Kernel 1: 0.023000 Kernel 2: 106.601997 Copyback: 0.018000 Sum: 0.031000 It 19,Best ac:0.004543 0.869565 fi:0.280652. Ave ac:0.009005,0.010266 Initialization: 6.483000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.929000 Kernel 1: 0.023000 Kernel 2: 106.817001 Copyback: 0.016000 Sum: 0.032000 It 20,Best ac:0.006361 0.848485 fi:0.285237. Ave ac:0.010987,0.013754 Initialization: 6.417000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.883000 Kernel 1: 0.024000 Kernel 2: 107.843002 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.007949 0.897436 fi:0.253172. Ave ac:0.009678,0.010088 MDL Theory Length Weight: 1.2802923476 (10) Initialization: 6.368000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.904000 Kernel 1: 0.023000 Kernel 2: 107.511002 Copyback: 0.018000 Sum: 0.033000 It 22,Best ac:0.005678 0.833333 fi:0.295889. Ave ac:0.008058,0.008465 Initialization: 6.459000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.814000 Kernel 1: 0.024000 Kernel 2: 104.357002 Copyback: 0.016000 Sum: 0.035000 It 23,Best ac:0.006132 0.900000 fi:0.234839. Ave ac:0.009087,0.009057 Initialization: 6.451000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.817000 Kernel 1: 0.024000 Kernel 2: 102.767998 Copyback: 0.017000 Sum: 0.037000 It 24,Best ac:0.005225 0.851852 fi:0.302041. Ave ac:0.007644,0.006977 Initialization: 6.511000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.828000 Kernel 1: 0.023000 Kernel 2: 108.023003 Copyback: 0.016000 Sum: 0.034000 It 25,Best ac:0.005905 0.866667 fi:0.274617. Ave ac:0.008182,0.007989 Initialization: 6.455000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.818000 Kernel 1: 0.024000 Kernel 2: 109.776001 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.004542 0.869565 fi:0.259469. Ave ac:0.008554,0.007857 Initialization: 6.434000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 103.071999 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.006588 0.906250 fi:0.237149. Ave ac:0.009157,0.009883 Initialization: 6.499000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.842000 Kernel 1: 0.023000 Kernel 2: 103.166000 Copyback: 0.017000 Sum: 0.039000 It 28,Best ac:0.004315 0.863636 fi:0.306670. Ave ac:0.009072,0.012388 Initialization: 6.495000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.440000 Kernel 1: 0.022000 Kernel 2: 103.728996 Copyback: 0.017000 Sum: 0.037000 It 29,Best ac:0.004772 0.913043 fi:0.216525. Ave ac:0.007774,0.006134 Initialization: 6.455000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.841000 Kernel 1: 0.024000 Kernel 2: 104.477997 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.004542 0.909091 fi:0.212254. Ave ac:0.007244,0.006363 Initialization: 6.474000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.814000 Kernel 1: 0.024000 Kernel 2: 105.232002 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.005451 0.923077 fi:0.217345. Ave ac:0.007291,0.006273 Initialization: 6.512000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.816000 Kernel 1: 0.024000 Kernel 2: 99.055000 Copyback: 0.017000 Sum: 0.038000 It 32,Best ac:0.005225 0.851852 fi:0.272286. Ave ac:0.006533,0.006147 Initialization: 6.423000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.904000 Kernel 1: 0.024000 Kernel 2: 95.681000 Copyback: 0.017000 Sum: 0.041000 It 33,Best ac:0.004998 0.916667 fi:0.209699. Ave ac:0.006833,0.012006 Initialization: 23.816000 Memcpy Instances: 435.769012 Memcpy Classifiers: 0.075000 Kernel 1: 0.027000 Kernel 2: 513.653015 Copyback: 0.370000 Sum: 0.014000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 509.477997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 529.481995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 531.234985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 494.447998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 506.125000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 511.726013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 511.037994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 532.405029 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 504.052002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 494.062012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 521.989014 Copyback: 0.020000 Sum: 0.006000 Memcpy Classifiers: 0.060000 Kernel 1: 0.019000 Kernel 2: 251.960999 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004452 0.755008 fi:0.380473. Ave ac:0.006885,0.023015 Best acc 0.004452 0.755008 Initialization: 6.555000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.901000 Kernel 1: 0.024000 Kernel 2: 109.842003 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.006856 accuracy2:0.248200 Initialization: 6.438000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.827000 Kernel 1: 0.024000 Kernel 2: 118.088997 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.004997 0.536585 fi:0.563197. Ave ac:0.013251,0.017497 Initialization: 6.863000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.826000 Kernel 1: 0.025000 Kernel 2: 114.561996 Copyback: 0.016000 Sum: 0.035000 It 1,Best ac:0.004542 0.689655 fi:0.410300. Ave ac:0.014890,0.017650 Initialization: 6.379000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.951000 Kernel 1: 0.023000 Kernel 2: 112.764000 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.006815 0.697674 fi:0.401413. Ave ac:0.015611,0.018407 Initialization: 6.313000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.913000 Kernel 1: 0.024000 Kernel 2: 109.093002 Copyback: 0.018000 Sum: 0.030000 It 3,Best ac:0.004088 0.782609 fi:0.386077. Ave ac:0.016276,0.020631 Initialization: 6.947000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.825000 Kernel 1: 0.024000 Kernel 2: 109.275002 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004769 0.750000 fi:0.349869. Ave ac:0.014471,0.016490 Initialization: 6.403000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.848000 Kernel 1: 0.023000 Kernel 2: 105.454002 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.004771 0.777778 fi:0.322089. Ave ac:0.012408,0.013160 Initialization: 6.391000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.881000 Kernel 1: 0.023000 Kernel 2: 104.318001 Copyback: 0.017000 Sum: 0.038000 It 6,Best ac:0.005905 0.742857 fi:0.356578. Ave ac:0.012520,0.015235 Initialization: 6.384000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.877000 Kernel 1: 0.024000 Kernel 2: 107.758003 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.004769 0.777778 fi:0.322091. Ave ac:0.014109,0.015282 Initialization: 6.415000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.476000 Kernel 1: 0.023000 Kernel 2: 104.533997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.007495 0.785714 fi:0.313113. Ave ac:0.011473,0.010409 Initialization: 6.805000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.133000 Kernel 1: 0.024000 Kernel 2: 99.929001 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.008632 0.760000 fi:0.338394. Ave ac:0.009380,0.010625 Iteration 10:MDL fitness activated Error 0.338394 TL 0.017390 MDL Theory Length Weight: 6.4864315420 (2) Initialization: 6.397000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.836000 Kernel 1: 0.024000 Kernel 2: 100.837997 Copyback: 0.018000 Sum: 0.033000 It 10,Best ac:0.004088 0.947368 fi:0.400525. Ave ac:0.008922,0.008213 Initialization: 6.922000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.912000 Kernel 1: 0.023000 Kernel 2: 99.738998 Copyback: 0.017000 Sum: 0.040000 It 11,Best ac:0.005452 0.857143 fi:0.347075. Ave ac:0.012463,0.012470 Initialization: 6.377000 Memcpy Classifiers: 0.346000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 99.598999 Copyback: 0.018000 Sum: 0.037000 It 12,Best ac:0.005678 0.833333 fi:0.402078. Ave ac:0.013320,0.012602 Initialization: 6.464000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.826000 Kernel 1: 0.024000 Kernel 2: 99.536003 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.004997 0.814815 fi:0.426253. Ave ac:0.013181,0.015444 Initialization: 7.010000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.256000 Kernel 1: 0.022000 Kernel 2: 97.163002 Copyback: 0.017000 Sum: 0.038000 It 14,Best ac:0.006359 0.903226 fi:0.319003. Ave ac:0.014656,0.019431 Initialization: 6.387000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.822000 Kernel 1: 0.024000 Kernel 2: 94.952003 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.007042 0.861111 fi:0.361465. Ave ac:0.012484,0.012580 Initialization: 6.414000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 96.167000 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.004997 0.846154 fi:0.348732. Ave ac:0.011941,0.018025 Initialization: 6.359000 Memcpy Classifiers: 0.251000 Memcpy Instances: 9.333000 Kernel 1: 0.023000 Kernel 2: 95.766998 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.009085 0.800000 fi:0.378037. Ave ac:0.013713,0.022773 Initialization: 6.427000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.935000 Kernel 1: 0.022000 Kernel 2: 92.092003 Copyback: 0.016000 Sum: 0.024000 It 18,Best ac:0.006132 0.870968 fi:0.327021. Ave ac:0.015802,0.022220 Initialization: 6.372000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.938000 Kernel 1: 0.023000 Kernel 2: 91.223000 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.006134 0.900000 fi:0.299510. Ave ac:0.011045,0.013615 Initialization: 6.263000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.815000 Kernel 1: 0.024000 Kernel 2: 89.007004 Copyback: 0.018000 Sum: 0.023000 It 20,Best ac:0.004771 0.913043 fi:0.356369. Ave ac:0.011685,0.024511 Initialization: 6.405000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 86.552002 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.004542 0.869565 fi:0.329942. Ave ac:0.014524,0.026075 Initialization: 6.402000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.927000 Kernel 1: 0.023000 Kernel 2: 85.126999 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.004316 0.863636 fi:0.379928. Ave ac:0.013160,0.021396 Initialization: 6.459000 Memcpy Classifiers: 0.262000 Memcpy Instances: 8.835000 Kernel 1: 0.023000 Kernel 2: 83.588997 Copyback: 0.072000 Sum: 0.023000 It 23,Best ac:0.006588 0.878788 fi:0.320768. Ave ac:0.015902,0.028037 Initialization: 6.457000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.810000 Kernel 1: 0.024000 Kernel 2: 83.754997 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.005453 0.960000 fi:0.227686. Ave ac:0.012873,0.020959 Initialization: 6.378000 Memcpy Classifiers: 0.226000 Memcpy Instances: 9.333000 Kernel 1: 0.023000 Kernel 2: 83.150002 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.006814 0.810811 fi:0.386917. Ave ac:0.010934,0.018285 Initialization: 6.327000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.849000 Kernel 1: 0.025000 Kernel 2: 82.222000 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.010902 0.716418 fi:0.454971. Ave ac:0.013162,0.020376 Initialization: 6.370000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.822000 Kernel 1: 0.024000 Kernel 2: 78.092003 Copyback: 0.018000 Sum: 0.025000 It 27,Best ac:0.008632 0.844444 fi:0.321371. Ave ac:0.015319,0.019638 Initialization: 6.293000 Memcpy Classifiers: 0.198000 Memcpy Instances: 8.928000 Kernel 1: 0.021000 Kernel 2: 78.839996 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.005224 0.793103 fi:0.365102. Ave ac:0.013800,0.027542 Initialization: 6.398000 Memcpy Classifiers: 0.205000 Memcpy Instances: 8.981000 Kernel 1: 0.024000 Kernel 2: 80.694000 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.004316 0.791667 fi:0.411550. Ave ac:0.015619,0.024586 Initialization: 6.355000 Memcpy Classifiers: 0.204000 Memcpy Instances: 8.871000 Kernel 1: 0.024000 Kernel 2: 80.903000 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.007951 0.833333 fi:0.363961. Ave ac:0.016478,0.027293 Initialization: 6.382000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.833000 Kernel 1: 0.023000 Kernel 2: 78.932999 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.007949 0.853659 fi:0.324813. Ave ac:0.016255,0.020746 Initialization: 6.410000 Memcpy Classifiers: 0.204000 Memcpy Instances: 8.812000 Kernel 1: 0.025000 Kernel 2: 81.223000 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.004998 0.709677 fi:0.488743. Ave ac:0.012253,0.019206 Initialization: 6.479000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.834000 Kernel 1: 0.024000 Kernel 2: 78.150002 Copyback: 0.018000 Sum: 0.024000 It 33,Best ac:0.005453 0.827586 fi:0.354390. Ave ac:0.026068,0.039838 MDL Theory Length Weight: 5.8377883878 (10) Initialization: 24.507000 Memcpy Instances: 437.471008 Memcpy Classifiers: 0.052000 Kernel 1: 0.026000 Kernel 2: 439.109985 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 435.398010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 431.437012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 425.343994 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 426.347992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 435.519012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 446.529999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 437.987000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 432.502991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 430.587006 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.051000 Kernel 1: 0.017000 Kernel 2: 449.661987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 441.520996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.016000 Kernel 2: 223.177994 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005683 0.733724 fi:0.454571. Ave ac:0.017397,0.065942 Best acc 0.005683 0.733724 Rule:Att PSSM_-4_2 is [-5.015858,5.427888]|Att PSSM_0_6 is [<-3.364322]|Att PSSM_0_7 is [-6.386674,3.642883]|Att PSSM_0_10 is [>-1.459134]|Att PSSM_0_15 is [-6.330323,-1.669677]|Att PSSM_1_6 is [<-2.388617]|Att PSSM_1_17 is [-3.113986,7.113986]|Att PSSM_2_8 is [<7.158763]|Att PSSM_2_13 is [<4.225705]|Att PSSM_3_20 is [-2.397299,5.153397]|Att PSSM_4_7 is [<-1.441115]|1 Accuracy : 0.742292 0 1 161220 2860 57608 12950 Removed 1298 instances. 218828 Instances left. Acc of rule 0.004452-0.755008 Initialization: 6.447000 Memcpy Classifiers: 0.523000 Memcpy Instances: 10.041000 Kernel 1: 0.026000 Kernel 2: 108.671997 Copyback: 0.017000 Sum: 0.055000 Initial population average accuracy1:0.005901 accuracy2:0.237534 Initialization: 6.959000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.934000 Kernel 1: 0.024000 Kernel 2: 113.398003 Copyback: 0.016000 Sum: 0.039000 It 0,Best ac:0.004112 0.600000 fi:0.554253. Ave ac:0.010984,0.012916 Initialization: 6.836000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.815000 Kernel 1: 0.025000 Kernel 2: 114.892998 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.003885 0.739130 fi:0.462109. Ave ac:0.013391,0.014428 Initialization: 6.487000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.826000 Kernel 1: 0.024000 Kernel 2: 108.662003 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.009369 0.640625 fi:0.457447. Ave ac:0.013013,0.015087 Initialization: 6.263000 Memcpy Classifiers: 0.924000 Memcpy Instances: 8.824000 Kernel 1: 0.025000 Kernel 2: 110.033997 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.006397 0.666667 fi:0.432553. Ave ac:0.014996,0.016742 Initialization: 6.378000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.862000 Kernel 1: 0.023000 Kernel 2: 112.698997 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.013936 0.685393 fi:0.410913. Ave ac:0.016392,0.018069 Initialization: 6.375000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 111.044998 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.010281 0.652174 fi:0.445545. Ave ac:0.013452,0.014776 Initialization: 6.354000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.589000 Kernel 1: 0.023000 Kernel 2: 110.617996 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004798 0.750000 fi:0.349837. Ave ac:0.014361,0.015949 Initialization: 6.321000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.876000 Kernel 1: 0.024000 Kernel 2: 104.734001 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.008912 0.735849 fi:0.362399. Ave ac:0.014674,0.015605 Initialization: 6.398000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.830000 Kernel 1: 0.024000 Kernel 2: 103.343002 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.006170 0.843750 fi:0.255557. Ave ac:0.011581,0.009987 Initialization: 6.311000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.836000 Kernel 1: 0.024000 Kernel 2: 103.731003 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.006854 0.833333 fi:0.265712. Ave ac:0.012460,0.010966 Iteration 10:MDL fitness activated Error 0.265712 TL 0.028103 MDL Theory Length Weight: 3.1516197444 (2) Initialization: 6.396000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.273000 Kernel 1: 0.023000 Kernel 2: 100.892998 Copyback: 0.371000 Sum: 0.030000 It 10,Best ac:0.006627 0.783784 fi:0.410891. Ave ac:0.009690,0.007802 Initialization: 6.831000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.081000 Kernel 1: 0.024000 Kernel 2: 100.037003 Copyback: 0.016000 Sum: 0.032000 It 11,Best ac:0.005482 0.727273 fi:0.441968. Ave ac:0.011018,0.011607 Initialization: 6.420000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.882000 Kernel 1: 0.024000 Kernel 2: 97.529999 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.007996 0.833333 fi:0.345466. Ave ac:0.011866,0.009786 Initialization: 6.396000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.855000 Kernel 1: 0.024000 Kernel 2: 96.079002 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.007311 0.888889 fi:0.312733. Ave ac:0.011134,0.010094 Initialization: 6.402000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.825000 Kernel 1: 0.024000 Kernel 2: 92.586998 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.004569 0.769231 fi:0.396600. Ave ac:0.009745,0.010462 Initialization: 6.357000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.837000 Kernel 1: 0.024000 Kernel 2: 95.594002 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.006396 0.875000 fi:0.320784. Ave ac:0.011533,0.011704 Initialization: 6.442000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.905000 Kernel 1: 0.024000 Kernel 2: 93.501999 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.006170 0.900000 fi:0.300568. Ave ac:0.011054,0.011412 Initialization: 7.209000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 95.702003 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.007541 0.825000 fi:0.341704. Ave ac:0.009924,0.014076 Initialization: 6.347000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.845000 Kernel 1: 0.024000 Kernel 2: 95.394997 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.004342 0.863636 fi:0.298958. Ave ac:0.010561,0.012254 Initialization: 6.452000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.825000 Kernel 1: 0.024000 Kernel 2: 95.861000 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.005941 0.764706 fi:0.435950. Ave ac:0.010683,0.011619 Initialization: 6.367000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.270000 Kernel 1: 0.022000 Kernel 2: 94.251999 Copyback: 0.017000 Sum: 0.037000 It 20,Best ac:0.005484 0.888889 fi:0.274010. Ave ac:0.013309,0.016813 Initialization: 6.350000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.838000 Kernel 1: 0.024000 Kernel 2: 92.802002 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.005484 0.888889 fi:0.277915. Ave ac:0.011410,0.012958 Initialization: 6.457000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.811000 Kernel 1: 0.024000 Kernel 2: 91.573997 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.004798 0.840000 fi:0.350459. Ave ac:0.009703,0.010688 Initialization: 6.402000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.847000 Kernel 1: 0.023000 Kernel 2: 89.656998 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.006399 0.777778 fi:0.379506. Ave ac:0.008926,0.013726 Initialization: 6.337000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.888000 Kernel 1: 0.023000 Kernel 2: 86.811996 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.007084 0.837838 fi:0.320320. Ave ac:0.015205,0.024829 Initialization: 6.356000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.838000 Kernel 1: 0.024000 Kernel 2: 86.612999 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.004799 0.840000 fi:0.319888. Ave ac:0.016732,0.031197 Initialization: 6.448000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.812000 Kernel 1: 0.024000 Kernel 2: 83.431999 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.004570 0.909091 fi:0.243902. Ave ac:0.012386,0.019022 Initialization: 6.405000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.944000 Kernel 1: 0.023000 Kernel 2: 87.107002 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.007082 0.911765 fi:0.253095. Ave ac:0.012405,0.018930 Initialization: 6.770000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.868000 Kernel 1: 0.023000 Kernel 2: 85.754997 Copyback: 0.016000 Sum: 0.024000 It 28,Best ac:0.010509 0.766667 fi:0.384145. Ave ac:0.012311,0.022395 Initialization: 6.450000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.807000 Kernel 1: 0.025000 Kernel 2: 85.443001 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.006627 0.906250 fi:0.236838. Ave ac:0.017418,0.034793 Initialization: 6.484000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.934000 Kernel 1: 0.023000 Kernel 2: 83.603996 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.006854 0.882353 fi:0.271480. Ave ac:0.016183,0.027238 Initialization: 6.915000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 83.462997 Copyback: 0.018000 Sum: 0.024000 It 31,Best ac:0.005256 0.741935 fi:0.415492. Ave ac:0.012315,0.026293 Initialization: 6.520000 Memcpy Classifiers: 0.322000 Memcpy Instances: 10.231000 Kernel 1: 0.022000 Kernel 2: 82.358002 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.007996 0.833333 fi:0.302453. Ave ac:0.014696,0.025926 Initialization: 6.651000 Memcpy Classifiers: 0.509000 Memcpy Instances: 10.306000 Kernel 1: 0.023000 Kernel 2: 81.351997 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.005712 0.862069 fi:0.307614. Ave ac:0.015517,0.030417 Initialization: 23.768999 Memcpy Instances: 435.362000 Memcpy Classifiers: 0.057000 Kernel 1: 0.024000 Kernel 2: 460.765015 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 450.562012 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.050000 Kernel 1: 0.018000 Kernel 2: 465.763000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 448.195007 Copyback: 0.022000 Sum: 0.005000 Memcpy Classifiers: 0.058000 Kernel 1: 0.022000 Kernel 2: 461.970001 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 446.312012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 467.367004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 464.341003 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 449.509003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 464.726013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 458.532013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 455.450012 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.052000 Kernel 1: 0.018000 Kernel 2: 231.427994 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.006242 0.694106 fi:0.442359. Ave ac:0.014398,0.051962 Best acc 0.006242 0.694106 Initialization: 6.687000 Memcpy Classifiers: 0.548000 Memcpy Instances: 9.694000 Kernel 1: 0.025000 Kernel 2: 105.754997 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.006649 accuracy2:0.262476 Initialization: 6.451000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.288000 Kernel 1: 0.022000 Kernel 2: 112.658997 Copyback: 0.018000 Sum: 0.038000 It 0,Best ac:0.005027 0.594595 fi:0.505154. Ave ac:0.013928,0.019609 Initialization: 6.373000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.893000 Kernel 1: 0.024000 Kernel 2: 112.119003 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.004570 0.714286 fi:0.385640. Ave ac:0.016830,0.020105 Initialization: 6.417000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.810000 Kernel 1: 0.025000 Kernel 2: 111.688004 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.005026 0.733333 fi:0.366415. Ave ac:0.018922,0.022692 Initialization: 6.402000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.814000 Kernel 1: 0.024000 Kernel 2: 108.559998 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.004569 0.769231 fi:0.330695. Ave ac:0.020122,0.022042 Initialization: 6.458000 Memcpy Classifiers: 0.443000 Memcpy Instances: 9.892000 Kernel 1: 0.023000 Kernel 2: 104.804001 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.010055 0.800000 fi:0.297807. Ave ac:0.018862,0.020490 Initialization: 6.592000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.816000 Kernel 1: 0.024000 Kernel 2: 100.847000 Copyback: 0.020000 Sum: 0.031000 It 5,Best ac:0.007313 0.820513 fi:0.278353. Ave ac:0.016157,0.018006 Initialization: 7.310000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.987000 Kernel 1: 0.024000 Kernel 2: 99.588997 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.007768 0.809524 fi:0.289168. Ave ac:0.012555,0.013014 Initialization: 6.520000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.834000 Kernel 1: 0.024000 Kernel 2: 96.457001 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004569 0.769231 fi:0.330695. Ave ac:0.011812,0.013298 Initialization: 6.404000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.481000 Kernel 1: 0.023000 Kernel 2: 94.622002 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.005484 0.774194 fi:0.325379. Ave ac:0.011946,0.014122 Initialization: 6.332000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.849000 Kernel 1: 0.024000 Kernel 2: 93.803001 Copyback: 0.020000 Sum: 0.033000 It 9,Best ac:0.005484 0.857143 fi:0.242429. Ave ac:0.010794,0.011773 Iteration 10:MDL fitness activated Error 0.242429 TL 0.019855 MDL Theory Length Weight: 4.0700349154 (1) Initialization: 6.408000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.888000 Kernel 1: 0.023000 Kernel 2: 95.348999 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.005255 0.821429 fi:0.396881. Ave ac:0.008806,0.008186 Initialization: 6.373000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.886000 Kernel 1: 0.024000 Kernel 2: 99.009003 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.004112 0.857143 fi:0.445474. Ave ac:0.008646,0.008924 Initialization: 6.370000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.821000 Kernel 1: 0.024000 Kernel 2: 98.678001 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.005026 0.846154 fi:0.372927. Ave ac:0.012287,0.016816 Initialization: 6.360000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.843000 Kernel 1: 0.024000 Kernel 2: 93.245003 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.008910 0.847826 fi:0.352423. Ave ac:0.011231,0.012473 Initialization: 6.859000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.820000 Kernel 1: 0.024000 Kernel 2: 89.757004 Copyback: 0.016000 Sum: 0.036000 It 14,Best ac:0.007084 0.756098 fi:0.423218. Ave ac:0.010828,0.014351 Initialization: 6.608000 Memcpy Classifiers: 0.322000 Memcpy Instances: 10.456000 Kernel 1: 0.023000 Kernel 2: 89.825996 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.007996 0.813953 fi:0.352777. Ave ac:0.012318,0.016168 Initialization: 6.324000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.810000 Kernel 1: 0.024000 Kernel 2: 87.906998 Copyback: 0.031000 Sum: 0.033000 It 16,Best ac:0.005256 0.884615 fi:0.311011. Ave ac:0.015115,0.019186 Initialization: 6.336000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.936000 Kernel 1: 0.024000 Kernel 2: 87.623001 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004341 1.000000 fi:0.177906. Ave ac:0.010160,0.012780 Initialization: 6.408000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.878000 Kernel 1: 0.024000 Kernel 2: 84.438004 Copyback: 0.017000 Sum: 0.039000 It 18,Best ac:0.006856 0.857143 fi:0.317651. Ave ac:0.010473,0.012280 Initialization: 6.463000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.331000 Kernel 1: 0.022000 Kernel 2: 82.747002 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.004341 0.826087 fi:0.342342. Ave ac:0.012560,0.017079 Initialization: 6.498000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.869000 Kernel 1: 0.023000 Kernel 2: 81.196999 Copyback: 0.016000 Sum: 0.030000 It 20,Best ac:0.006397 0.965517 fi:0.203917. Ave ac:0.013635,0.018507 Initialization: 6.460000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.281000 Kernel 1: 0.024000 Kernel 2: 81.379997 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.005484 0.888889 fi:0.285813. Ave ac:0.009635,0.013186 Initialization: 6.402000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 78.978996 Copyback: 0.016000 Sum: 0.027000 It 22,Best ac:0.005254 0.821429 fi:0.348447. Ave ac:0.008123,0.010551 Initialization: 6.356000 Memcpy Classifiers: 0.263000 Memcpy Instances: 9.897000 Kernel 1: 0.023000 Kernel 2: 80.999001 Copyback: 0.016000 Sum: 0.026000 It 23,Best ac:0.007768 0.871795 fi:0.278971. Ave ac:0.013144,0.019736 Initialization: 6.476000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 80.162003 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.004570 0.952381 fi:0.224547. Ave ac:0.009576,0.014117 Initialization: 6.360000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.981000 Kernel 1: 0.024000 Kernel 2: 79.981003 Copyback: 0.371000 Sum: 0.025000 It 25,Best ac:0.005483 0.800000 fi:0.359347. Ave ac:0.011767,0.018555 Initialization: 6.433000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.804000 Kernel 1: 0.024000 Kernel 2: 79.207001 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.005256 0.741935 fi:0.441505. Ave ac:0.009169,0.012477 MDL Theory Length Weight: 3.6630314238 (10) Initialization: 7.028000 Memcpy Classifiers: 0.247000 Memcpy Instances: 9.152000 Kernel 1: 0.023000 Kernel 2: 82.127998 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.005255 0.851852 fi:0.310687. Ave ac:0.011790,0.019152 Initialization: 6.447000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.830000 Kernel 1: 0.024000 Kernel 2: 78.447998 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.004342 0.904762 fi:0.269101. Ave ac:0.009228,0.012445 Initialization: 6.396000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.835000 Kernel 1: 0.022000 Kernel 2: 79.856003 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.005483 0.923077 fi:0.245054. Ave ac:0.010044,0.016395 Initialization: 6.508000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.816000 Kernel 1: 0.022000 Kernel 2: 79.587997 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.004798 0.840000 fi:0.334463. Ave ac:0.009037,0.011085 Initialization: 6.399000 Memcpy Classifiers: 0.301000 Memcpy Instances: 9.434000 Kernel 1: 0.023000 Kernel 2: 76.334000 Copyback: 0.016000 Sum: 0.020000 It 31,Best ac:0.005256 0.851852 fi:0.329868. Ave ac:0.009030,0.013542 Initialization: 6.415000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.804000 Kernel 1: 0.024000 Kernel 2: 78.905998 Copyback: 0.018000 Sum: 0.028000 It 32,Best ac:0.005027 0.880000 fi:0.274795. Ave ac:0.008497,0.012163 Initialization: 6.359000 Memcpy Classifiers: 0.264000 Memcpy Instances: 10.711000 Kernel 1: 0.022000 Kernel 2: 79.863998 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.005484 0.888889 fi:0.261768. Ave ac:0.008437,0.013132 Initialization: 23.612000 Memcpy Instances: 433.934998 Memcpy Classifiers: 0.053000 Kernel 1: 0.024000 Kernel 2: 434.519989 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.052000 Kernel 1: 0.016000 Kernel 2: 435.994995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 446.269989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 439.552002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 446.842010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 442.510010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 441.227997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 443.040985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 438.871002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 445.851013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 447.753998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 436.963989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 226.854004 Copyback: 0.370000 Sum: 0.000000 It 34,Best ac:0.005420 0.724054 fi:0.426629. Ave ac:0.009028,0.031508 Best acc 0.005420 0.724054 Rule:Att PSSM_-3_19 is [>-3.306640]|Att PSSM_0_12 is [<-4.736350]|Att PSSM_1_15 is [<-3.156035]|Att PSSM_4_7 is [<-2.263021]|1 Accuracy : 0.745421 0 1 160768 3312 56422 14136 Removed 1638 instances. 217190 Instances left. Acc of rule 0.005420-0.724054 Initialization: 6.376000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.811000 Kernel 1: 0.026000 Kernel 2: 106.776001 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005341 accuracy2:0.248937 Initialization: 6.379000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.798000 Kernel 1: 0.023000 Kernel 2: 111.331001 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.005526 0.571429 fi:0.528099. Ave ac:0.010687,0.016951 Initialization: 8.348000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.096000 Kernel 1: 0.023000 Kernel 2: 110.882004 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.004374 0.633333 fi:0.466646. Ave ac:0.014519,0.018702 Initialization: 6.396000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.870000 Kernel 1: 0.023000 Kernel 2: 113.470001 Copyback: 0.018000 Sum: 0.034000 It 2,Best ac:0.010820 0.746032 fi:0.351426. Ave ac:0.017492,0.020271 Initialization: 6.386000 Memcpy Classifiers: 0.406000 Memcpy Instances: 8.845000 Kernel 1: 0.024000 Kernel 2: 106.987999 Copyback: 0.016000 Sum: 0.031000 It 3,Best ac:0.005295 0.657143 fi:0.442476. Ave ac:0.016020,0.016853 Initialization: 6.397000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.755000 Kernel 1: 0.025000 Kernel 2: 107.100998 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.004375 0.760000 fi:0.339978. Ave ac:0.014763,0.013563 Initialization: 6.484000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.743000 Kernel 1: 0.024000 Kernel 2: 103.995003 Copyback: 0.016000 Sum: 0.032000 It 5,Best ac:0.004834 0.807692 fi:0.292107. Ave ac:0.012114,0.013168 Initialization: 6.497000 Memcpy Classifiers: 0.399000 Memcpy Instances: 10.072000 Kernel 1: 0.023000 Kernel 2: 104.264000 Copyback: 0.016000 Sum: 0.035000 It 6,Best ac:0.006908 0.810811 fi:0.288175. Ave ac:0.013195,0.014308 Initialization: 6.364000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.758000 Kernel 1: 0.022000 Kernel 2: 104.161003 Copyback: 0.018000 Sum: 0.034000 It 7,Best ac:0.004374 0.791667 fi:0.308311. Ave ac:0.013971,0.014036 Initialization: 6.388000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.783000 Kernel 1: 0.024000 Kernel 2: 104.376999 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.005984 0.838710 fi:0.260639. Ave ac:0.009807,0.010235 Initialization: 6.707000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.806000 Kernel 1: 0.024000 Kernel 2: 103.454002 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.005063 0.846154 fi:0.253555. Ave ac:0.008783,0.008912 Iteration 10:MDL fitness activated Error 0.253555 TL 0.039305 MDL Theory Length Weight: 2.1503110289 (1) Initialization: 6.424000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.916000 Kernel 1: 0.024000 Kernel 2: 103.257004 Copyback: 0.017000 Sum: 0.037000 It 10,Best ac:0.005064 0.846154 fi:0.326167. Ave ac:0.008681,0.008451 Initialization: 6.426000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.744000 Kernel 1: 0.023000 Kernel 2: 104.946999 Copyback: 0.017000 Sum: 0.039000 It 11,Best ac:0.004604 0.833333 fi:0.341045. Ave ac:0.009170,0.008269 Initialization: 6.423000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.755000 Kernel 1: 0.024000 Kernel 2: 104.485001 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.006908 0.833333 fi:0.330687. Ave ac:0.008431,0.008051 Initialization: 6.381000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.756000 Kernel 1: 0.025000 Kernel 2: 104.338997 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.004834 0.840000 fi:0.352690. Ave ac:0.008259,0.007373 Initialization: 6.517000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.559000 Kernel 1: 0.022000 Kernel 2: 102.367996 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.004603 0.869565 fi:0.289889. Ave ac:0.007574,0.007418 Initialization: 6.455000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.783000 Kernel 1: 0.023000 Kernel 2: 103.795998 Copyback: 0.016000 Sum: 0.037000 It 15,Best ac:0.005063 0.880000 fi:0.302437. Ave ac:0.008538,0.006699 Initialization: 6.385000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.753000 Kernel 1: 0.024000 Kernel 2: 103.136002 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.009208 0.800000 fi:0.352762. Ave ac:0.005969,0.005706 Initialization: 6.441000 Memcpy Classifiers: 0.404000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 103.438004 Copyback: 0.017000 Sum: 0.037000 It 17,Best ac:0.004144 0.857143 fi:0.351361. Ave ac:0.009556,0.008289 Initialization: 6.443000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.741000 Kernel 1: 0.024000 Kernel 2: 103.439003 Copyback: 0.016000 Sum: 0.035000 It 18,Best ac:0.005525 0.960000 fi:0.223493. Ave ac:0.008491,0.006837 Initialization: 6.384000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.842000 Kernel 1: 0.023000 Kernel 2: 102.220001 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.004604 0.869565 fi:0.282454. Ave ac:0.007360,0.004896 Initialization: 6.394000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.753000 Kernel 1: 0.024000 Kernel 2: 102.536003 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.005987 0.787879 fi:0.366466. Ave ac:0.006794,0.005364 Initialization: 6.495000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.760000 Kernel 1: 0.023000 Kernel 2: 103.586998 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.004834 0.807692 fi:0.341735. Ave ac:0.007575,0.005945 Initialization: 6.970000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.182000 Kernel 1: 0.023000 Kernel 2: 101.334000 Copyback: 0.016000 Sum: 0.037000 It 22,Best ac:0.005755 0.892857 fi:0.286146. Ave ac:0.008801,0.007116 Initialization: 6.362000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.836000 Kernel 1: 0.024000 Kernel 2: 105.745003 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.005525 0.857143 fi:0.306374. Ave ac:0.006273,0.004764 Initialization: 6.379000 Memcpy Classifiers: 0.373000 Memcpy Instances: 8.745000 Kernel 1: 0.024000 Kernel 2: 103.778999 Copyback: 0.018000 Sum: 0.033000 It 24,Best ac:0.004375 0.826087 fi:0.336951. Ave ac:0.005411,0.005593 Initialization: 6.430000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.775000 Kernel 1: 0.024000 Kernel 2: 105.327003 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.005526 0.888889 fi:0.262638. Ave ac:0.009667,0.008137 Initialization: 6.449000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.753000 Kernel 1: 0.025000 Kernel 2: 102.257004 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.005293 0.821429 fi:0.329484. Ave ac:0.008064,0.007227 Initialization: 6.481000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.827000 Kernel 1: 0.024000 Kernel 2: 104.238998 Copyback: 0.016000 Sum: 0.033000 It 27,Best ac:0.005296 0.766667 fi:0.387948. Ave ac:0.007931,0.010148 MDL Theory Length Weight: 1.9352799260 (10) Initialization: 6.429000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.744000 Kernel 1: 0.025000 Kernel 2: 105.220001 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.005526 0.888889 fi:0.261740. Ave ac:0.008633,0.008146 Initialization: 6.953000 Memcpy Classifiers: 0.527000 Memcpy Instances: 9.100000 Kernel 1: 0.024000 Kernel 2: 103.032997 Copyback: 0.017000 Sum: 0.038000 It 29,Best ac:0.004605 0.952381 fi:0.212994. Ave ac:0.007815,0.007016 Initialization: 6.447000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.792000 Kernel 1: 0.023000 Kernel 2: 102.438004 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.005064 0.916667 fi:0.229842. Ave ac:0.007992,0.006150 Initialization: 6.444000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.761000 Kernel 1: 0.025000 Kernel 2: 107.007004 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.004374 0.904762 fi:0.251576. Ave ac:0.005846,0.004801 Initialization: 6.507000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.853000 Kernel 1: 0.023000 Kernel 2: 104.755997 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.008059 0.972222 fi:0.186018. Ave ac:0.008013,0.006963 Initialization: 6.392000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.758000 Kernel 1: 0.025000 Kernel 2: 105.047997 Copyback: 0.018000 Sum: 0.034000 It 33,Best ac:0.004375 0.863636 fi:0.305976. Ave ac:0.006240,0.005704 Initialization: 24.084999 Memcpy Instances: 431.720001 Memcpy Classifiers: 0.067000 Kernel 1: 0.023000 Kernel 2: 531.273010 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 520.715027 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 535.088013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 548.758972 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 530.491028 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 555.984009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 547.598022 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 556.497986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 541.864014 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.068000 Kernel 1: 0.017000 Kernel 2: 546.594971 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 535.377014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 526.658997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 178.164001 Copyback: 0.016000 Sum: 0.001000 It 34,Best ac:0.005074 0.727393 fi:0.432017. Ave ac:0.007515,0.025200 Best acc 0.005074 0.727393 Initialization: 6.581000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.782000 Kernel 1: 0.025000 Kernel 2: 108.213997 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.006081 accuracy2:0.264240 Initialization: 6.268000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.782000 Kernel 1: 0.024000 Kernel 2: 115.142998 Copyback: 0.017000 Sum: 0.053000 It 0,Best ac:0.005064 0.578947 fi:0.520760. Ave ac:0.011806,0.016010 Initialization: 6.470000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.760000 Kernel 1: 0.025000 Kernel 2: 113.156998 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.007598 0.687500 fi:0.411216. Ave ac:0.013082,0.014921 Initialization: 6.359000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.778000 Kernel 1: 0.023000 Kernel 2: 113.874001 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.005524 0.685714 fi:0.413815. Ave ac:0.013239,0.013359 Initialization: 6.307000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.776000 Kernel 1: 0.024000 Kernel 2: 111.107002 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.007825 0.693878 fi:0.404751. Ave ac:0.010678,0.010688 Initialization: 6.343000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.743000 Kernel 1: 0.025000 Kernel 2: 113.658997 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.006676 0.743590 fi:0.355487. Ave ac:0.010901,0.010412 Initialization: 6.363000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.480000 Kernel 1: 0.023000 Kernel 2: 115.578003 Copyback: 0.016000 Sum: 0.036000 It 5,Best ac:0.005296 0.766667 fi:0.332951. Ave ac:0.010020,0.010279 Initialization: 6.308000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.984000 Kernel 1: 0.025000 Kernel 2: 113.040001 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.005755 0.757576 fi:0.341863. Ave ac:0.008866,0.011882 Initialization: 6.374000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.752000 Kernel 1: 0.026000 Kernel 2: 114.513000 Copyback: 0.017000 Sum: 0.038000 It 7,Best ac:0.004374 0.791667 fi:0.308313. Ave ac:0.010176,0.010591 Initialization: 6.487000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.760000 Kernel 1: 0.024000 Kernel 2: 114.349998 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004143 0.857143 fi:0.279881. Ave ac:0.010666,0.010853 Initialization: 6.455000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.746000 Kernel 1: 0.023000 Kernel 2: 110.248001 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.005064 0.785714 fi:0.313995. Ave ac:0.008463,0.008262 Iteration 10:MDL fitness activated Error 0.313995 TL 0.029715 MDL Theory Length Weight: 3.5223349206 (2) Initialization: 6.298000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.783000 Kernel 1: 0.024000 Kernel 2: 113.638000 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.004605 0.833333 fi:0.390682. Ave ac:0.009546,0.009745 Initialization: 6.556000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.580000 Kernel 1: 0.023000 Kernel 2: 112.427002 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.004603 0.869565 fi:0.344087. Ave ac:0.010017,0.009991 Initialization: 6.386000 Memcpy Classifiers: 0.385000 Memcpy Instances: 8.745000 Kernel 1: 0.024000 Kernel 2: 108.765999 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.005296 0.851852 fi:0.352444. Ave ac:0.011627,0.012033 Initialization: 6.340000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.753000 Kernel 1: 0.025000 Kernel 2: 106.773003 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.006677 0.805556 fi:0.368362. Ave ac:0.012962,0.013060 Initialization: 6.933000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.754000 Kernel 1: 0.024000 Kernel 2: 105.204002 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.004375 0.950000 fi:0.228408. Ave ac:0.013003,0.012714 Initialization: 6.326000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.829000 Kernel 1: 0.023000 Kernel 2: 105.252998 Copyback: 0.017000 Sum: 0.037000 It 15,Best ac:0.005296 0.741935 fi:0.418175. Ave ac:0.011816,0.013343 Initialization: 6.600000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.761000 Kernel 1: 0.023000 Kernel 2: 107.268997 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.005756 0.892857 fi:0.312245. Ave ac:0.012187,0.016540 Initialization: 6.318000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.793000 Kernel 1: 0.023000 Kernel 2: 104.234001 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.005064 0.814815 fi:0.358118. Ave ac:0.012866,0.012456 Initialization: 6.390000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.762000 Kernel 1: 0.025000 Kernel 2: 100.707001 Copyback: 0.017000 Sum: 0.036000 It 18,Best ac:0.005295 0.920000 fi:0.281586. Ave ac:0.010894,0.011402 Initialization: 6.554000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.770000 Kernel 1: 0.024000 Kernel 2: 102.857002 Copyback: 0.016000 Sum: 0.033000 It 19,Best ac:0.006446 0.848485 fi:0.355748. Ave ac:0.010013,0.010027 Initialization: 6.372000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.907000 Kernel 1: 0.024000 Kernel 2: 100.980003 Copyback: 0.017000 Sum: 0.038000 It 20,Best ac:0.006677 0.878788 fi:0.280781. Ave ac:0.011044,0.011159 Initialization: 6.180000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.787000 Kernel 1: 0.025000 Kernel 2: 96.192001 Copyback: 0.017000 Sum: 0.038000 It 21,Best ac:0.005064 0.785714 fi:0.392423. Ave ac:0.010343,0.010405 Initialization: 6.318000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.855000 Kernel 1: 0.024000 Kernel 2: 96.970001 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.005064 0.916667 fi:0.270734. Ave ac:0.012116,0.011543 Initialization: 6.288000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.903000 Kernel 1: 0.023000 Kernel 2: 93.516998 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.005985 0.866667 fi:0.303277. Ave ac:0.010455,0.013033 MDL Theory Length Weight: 3.1701014286 (10) Initialization: 6.202000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.837000 Kernel 1: 0.024000 Kernel 2: 95.677002 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.006676 0.828571 fi:0.358790. Ave ac:0.011703,0.014735 Initialization: 6.374000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.966000 Kernel 1: 0.023000 Kernel 2: 94.513000 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.004835 0.807692 fi:0.344715. Ave ac:0.010644,0.014907 Initialization: 6.274000 Memcpy Classifiers: 0.520000 Memcpy Instances: 8.823000 Kernel 1: 0.024000 Kernel 2: 92.318001 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.005064 0.916667 fi:0.286227. Ave ac:0.012955,0.016182 Initialization: 6.478000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.755000 Kernel 1: 0.024000 Kernel 2: 90.749001 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.007829 0.850000 fi:0.288337. Ave ac:0.011794,0.014291 Initialization: 6.390000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.767000 Kernel 1: 0.024000 Kernel 2: 90.556999 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.004375 0.950000 fi:0.218495. Ave ac:0.011337,0.016511 Initialization: 6.396000 Memcpy Classifiers: 0.326000 Memcpy Instances: 8.751000 Kernel 1: 0.025000 Kernel 2: 90.969002 Copyback: 0.016000 Sum: 0.024000 It 29,Best ac:0.004604 0.869565 fi:0.300037. Ave ac:0.011328,0.014952 Initialization: 6.361000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.757000 Kernel 1: 0.025000 Kernel 2: 88.532997 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.005064 0.880000 fi:0.273457. Ave ac:0.009702,0.012862 Initialization: 6.766000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.797000 Kernel 1: 0.024000 Kernel 2: 89.596001 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.004833 0.875000 fi:0.289005. Ave ac:0.011460,0.011817 Initialization: 6.415000 Memcpy Classifiers: 0.305000 Memcpy Instances: 10.035000 Kernel 1: 0.023000 Kernel 2: 89.767998 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.005295 0.884615 fi:0.244567. Ave ac:0.008559,0.009372 Initialization: 6.317000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.777000 Kernel 1: 0.025000 Kernel 2: 90.112999 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.004143 0.900000 fi:0.305541. Ave ac:0.010188,0.010318 Initialization: 24.150999 Memcpy Instances: 426.774994 Memcpy Classifiers: 0.061000 Kernel 1: 0.028000 Kernel 2: 482.894012 Copyback: 0.368000 Sum: 0.014000 Memcpy Classifiers: 0.130000 Kernel 1: 0.734000 Kernel 2: 481.382996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 496.678009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 487.184998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 485.101990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 494.312012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 480.476013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 485.118988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 481.699005 Copyback: 0.021000 Sum: 0.005000 Memcpy Classifiers: 0.061000 Kernel 1: 0.020000 Kernel 2: 480.367004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 483.552002 Copyback: 0.020000 Sum: 0.005000 Memcpy Classifiers: 0.055000 Kernel 1: 0.019000 Kernel 2: 491.958008 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.044000 Kernel 1: 0.017000 Kernel 2: 167.723999 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005889 0.718539 fi:0.410411. Ave ac:0.009675,0.032578 Best acc 0.005889 0.718539 Rule:Att PSSM_-3_4 is [-5.882367,-0.725456]|Att PSSM_-1_9 is [<3.775115]|Att PSSM_0_2 is [-6.642817,-3.753593]|Att PSSM_0_3 is [<-1.569126]|Att PSSM_0_19 is [-4.948607,2.948607]|Att PSSM_1_4 is [-6.895492,0.895492]|Att PSSM_2_15 is [<-1.936593]|Att PSSM_3_2 is [<-3.348786]|Att PSSM_4_6 is [<8.407747]|Att PSSM_4_12 is [<0.793476]|1 Accuracy : 0.748357 0 1 160355 3725 55320 15238 Removed 1515 instances. 215675 Instances left. Acc of rule 0.005074-0.727393 Initialization: 6.408000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.737000 Kernel 1: 0.026000 Kernel 2: 106.244003 Copyback: 0.371000 Sum: 0.049000 Initial population average accuracy1:0.006187 accuracy2:0.245369 Initialization: 6.377000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.676000 Kernel 1: 0.023000 Kernel 2: 115.663002 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.005333 0.560976 fi:0.538601. Ave ac:0.013655,0.018131 Initialization: 6.382000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.326000 Kernel 1: 0.025000 Kernel 2: 114.212997 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.004869 0.750000 fi:0.349760. Ave ac:0.017391,0.019424 Initialization: 6.489000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.749000 Kernel 1: 0.024000 Kernel 2: 109.991997 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.007186 0.673913 fi:0.424930. Ave ac:0.015267,0.017498 Initialization: 6.357000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.710000 Kernel 1: 0.024000 Kernel 2: 104.492996 Copyback: 0.016000 Sum: 0.035000 It 3,Best ac:0.004637 0.740741 fi:0.359111. Ave ac:0.015471,0.017347 Initialization: 6.401000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.680000 Kernel 1: 0.024000 Kernel 2: 104.011002 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003709 0.842105 fi:0.375560. Ave ac:0.015401,0.016289 Initialization: 6.390000 Memcpy Classifiers: 0.405000 Memcpy Instances: 8.678000 Kernel 1: 0.025000 Kernel 2: 100.778000 Copyback: 0.018000 Sum: 0.031000 It 5,Best ac:0.003477 0.937500 fi:0.329061. Ave ac:0.015031,0.016230 Initialization: 6.389000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.682000 Kernel 1: 0.024000 Kernel 2: 101.301003 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.015299 0.702128 fi:0.393500. Ave ac:0.015089,0.016555 Initialization: 6.427000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.722000 Kernel 1: 0.023000 Kernel 2: 98.115997 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004172 0.750000 fi:0.369873. Ave ac:0.013310,0.014184 Initialization: 6.323000 Memcpy Classifiers: 0.493000 Memcpy Instances: 8.768000 Kernel 1: 0.024000 Kernel 2: 100.796997 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.005331 0.851852 fi:0.247726. Ave ac:0.014804,0.015957 Initialization: 6.314000 Memcpy Classifiers: 0.395000 Memcpy Instances: 8.700000 Kernel 1: 0.024000 Kernel 2: 97.028000 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.006492 0.777778 fi:0.321339. Ave ac:0.013088,0.014484 Iteration 10:MDL fitness activated Error 0.321339 TL 0.026674 MDL Theory Length Weight: 4.0156555951 (2) Initialization: 6.299000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.829000 Kernel 1: 0.024000 Kernel 2: 97.550003 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.004637 0.833333 fi:0.376192. Ave ac:0.010808,0.011567 Initialization: 6.366000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.186000 Kernel 1: 0.024000 Kernel 2: 96.920998 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.007883 0.809524 fi:0.396154. Ave ac:0.011153,0.011536 Initialization: 6.453000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.163000 Kernel 1: 0.024000 Kernel 2: 95.778999 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.004637 0.800000 fi:0.395995. Ave ac:0.012633,0.018028 Initialization: 6.366000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.676000 Kernel 1: 0.025000 Kernel 2: 90.530998 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.005796 0.833333 fi:0.382361. Ave ac:0.011755,0.013776 Initialization: 6.531000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.714000 Kernel 1: 0.024000 Kernel 2: 87.262001 Copyback: 0.018000 Sum: 0.037000 It 14,Best ac:0.005100 0.880000 fi:0.347604. Ave ac:0.011484,0.011935 Initialization: 6.348000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.696000 Kernel 1: 0.025000 Kernel 2: 86.231003 Copyback: 0.018000 Sum: 0.039000 It 15,Best ac:0.005331 0.884615 fi:0.336680. Ave ac:0.011603,0.012037 Initialization: 6.340000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.185000 Kernel 1: 0.024000 Kernel 2: 86.509003 Copyback: 0.018000 Sum: 0.036000 It 16,Best ac:0.009504 0.732143 fi:0.444340. Ave ac:0.009084,0.011308 Initialization: 6.397000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.714000 Kernel 1: 0.023000 Kernel 2: 86.206001 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.004405 0.791667 fi:0.410742. Ave ac:0.011327,0.013330 Initialization: 6.341000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.766000 Kernel 1: 0.024000 Kernel 2: 87.596001 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.006259 0.843750 fi:0.368859. Ave ac:0.013408,0.015211 Initialization: 6.309000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.726000 Kernel 1: 0.024000 Kernel 2: 87.345001 Copyback: 0.016000 Sum: 0.030000 It 19,Best ac:0.007186 0.794872 fi:0.351300. Ave ac:0.014833,0.016697 Initialization: 6.340000 Memcpy Classifiers: 0.346000 Memcpy Instances: 8.728000 Kernel 1: 0.024000 Kernel 2: 87.577003 Copyback: 0.019000 Sum: 0.033000 It 20,Best ac:0.016694 0.765957 fi:0.382439. Ave ac:0.012642,0.013323 Initialization: 6.568000 Memcpy Classifiers: 0.316000 Memcpy Instances: 9.597000 Kernel 1: 0.022000 Kernel 2: 88.234001 Copyback: 0.020000 Sum: 0.031000 It 21,Best ac:0.004404 0.791667 fi:0.355606. Ave ac:0.011990,0.012108 Initialization: 6.233000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.647000 Kernel 1: 0.022000 Kernel 2: 89.009003 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.007186 0.794872 fi:0.371154. Ave ac:0.012966,0.011358 Initialization: 6.295000 Memcpy Classifiers: 0.303000 Memcpy Instances: 10.160000 Kernel 1: 0.023000 Kernel 2: 88.274002 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.004867 0.840000 fi:0.371813. Ave ac:0.011795,0.012679 Initialization: 6.388000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.897000 Kernel 1: 0.024000 Kernel 2: 86.612999 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.006027 0.896552 fi:0.267088. Ave ac:0.011256,0.010034 Initialization: 6.334000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.692000 Kernel 1: 0.026000 Kernel 2: 87.385002 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.009040 0.795918 fi:0.354869. Ave ac:0.008194,0.008003 Initialization: 6.358000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.757000 Kernel 1: 0.024000 Kernel 2: 86.932999 Copyback: 0.018000 Sum: 0.034000 It 26,Best ac:0.004172 0.818182 fi:0.360692. Ave ac:0.009306,0.010890 Initialization: 6.397000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.749000 Kernel 1: 0.024000 Kernel 2: 85.612999 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.005565 0.923077 fi:0.271418. Ave ac:0.009613,0.011585 Initialization: 6.296000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.175000 Kernel 1: 0.024000 Kernel 2: 86.308998 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.004869 0.954545 fi:0.214015. Ave ac:0.012347,0.010589 Initialization: 6.335000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.709000 Kernel 1: 0.023000 Kernel 2: 83.563004 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.004637 0.869565 fi:0.305704. Ave ac:0.008594,0.007195 Initialization: 6.302000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.742000 Kernel 1: 0.024000 Kernel 2: 84.319000 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.005565 0.827586 fi:0.335670. Ave ac:0.007136,0.006592 Initialization: 6.410000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.704000 Kernel 1: 0.025000 Kernel 2: 81.813004 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.005333 0.920000 fi:0.226154. Ave ac:0.008560,0.007946 Initialization: 6.366000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.678000 Kernel 1: 0.025000 Kernel 2: 81.801003 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.004637 1.000000 fi:0.142631. Ave ac:0.008749,0.006313 Initialization: 6.326000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.692000 Kernel 1: 0.027000 Kernel 2: 81.819000 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.005101 0.846154 fi:0.311692. Ave ac:0.007620,0.006115 Initialization: 24.434999 Memcpy Instances: 424.121002 Memcpy Classifiers: 0.053000 Kernel 1: 0.029000 Kernel 2: 480.671997 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.051000 Kernel 1: 0.015000 Kernel 2: 463.406006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 473.503998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 474.494995 Copyback: 0.365000 Sum: 0.004000 Memcpy Classifiers: 0.052000 Kernel 1: 0.018000 Kernel 2: 472.936005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 470.082001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 458.877014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 472.652008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 474.338013 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.016000 Kernel 2: 467.735992 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 472.187988 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.058000 Kernel 1: 0.016000 Kernel 2: 455.596985 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005550 0.715054 fi:0.448208. Ave ac:0.008191,0.027311 Best acc 0.005550 0.715054 Initialization: 6.353000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.726000 Kernel 1: 0.027000 Kernel 2: 105.565002 Copyback: 0.020000 Sum: 0.051000 Initial population average accuracy1:0.005870 accuracy2:0.254662 Initialization: 7.027000 Memcpy Classifiers: 0.472000 Memcpy Instances: 9.494000 Kernel 1: 0.021000 Kernel 2: 111.463997 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.004405 0.760000 fi:0.339944. Ave ac:0.011618,0.016780 Initialization: 6.417000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.705000 Kernel 1: 0.025000 Kernel 2: 111.095001 Copyback: 0.018000 Sum: 0.031000 It 1,Best ac:0.004636 0.555556 fi:0.544298. Ave ac:0.015875,0.022115 Initialization: 6.283000 Memcpy Classifiers: 0.523000 Memcpy Instances: 10.969000 Kernel 1: 0.022000 Kernel 2: 112.419998 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.004637 0.769231 fi:0.330621. Ave ac:0.016352,0.021825 Initialization: 6.313000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.700000 Kernel 1: 0.024000 Kernel 2: 111.723999 Copyback: 0.018000 Sum: 0.028000 It 3,Best ac:0.004405 0.703704 fi:0.396240. Ave ac:0.016556,0.020224 Initialization: 6.384000 Memcpy Classifiers: 0.542000 Memcpy Instances: 9.346000 Kernel 1: 0.024000 Kernel 2: 111.541000 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.009040 0.696429 fi:0.401676. Ave ac:0.017817,0.020425 Initialization: 6.320000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.678000 Kernel 1: 0.025000 Kernel 2: 111.682999 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.006027 0.684211 fi:0.415092. Ave ac:0.015624,0.018584 Initialization: 6.436000 Memcpy Classifiers: 0.551000 Memcpy Instances: 8.764000 Kernel 1: 0.024000 Kernel 2: 112.218002 Copyback: 0.017000 Sum: 0.027000 It 6,Best ac:0.006027 0.742857 fi:0.356445. Ave ac:0.012744,0.017361 Initialization: 7.290000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.731000 Kernel 1: 0.024000 Kernel 2: 110.097000 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.003709 0.888889 fi:0.328776. Ave ac:0.012796,0.015953 Initialization: 6.352000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.683000 Kernel 1: 0.025000 Kernel 2: 105.220001 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.009042 0.795918 fi:0.302187. Ave ac:0.013470,0.014065 Initialization: 6.302000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.691000 Kernel 1: 0.025000 Kernel 2: 107.195000 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.004637 0.800000 fi:0.299852. Ave ac:0.011848,0.016290 Iteration 10:MDL fitness activated Error 0.299852 TL 0.032548 MDL Theory Length Weight: 3.0708375991 (1) Initialization: 6.255000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.708000 Kernel 1: 0.025000 Kernel 2: 107.375999 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.006490 0.682927 fi:0.485654. Ave ac:0.009917,0.010781 Initialization: 6.311000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 102.362000 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.004637 0.833333 fi:0.394797. Ave ac:0.012186,0.014793 Initialization: 6.312000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.751000 Kernel 1: 0.023000 Kernel 2: 95.557999 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004405 0.791667 fi:0.395931. Ave ac:0.012206,0.013138 Initialization: 6.318000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.682000 Kernel 1: 0.024000 Kernel 2: 92.009003 Copyback: 0.016000 Sum: 0.034000 It 13,Best ac:0.004636 0.833333 fi:0.347653. Ave ac:0.012702,0.012101 Initialization: 6.456000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.735000 Kernel 1: 0.025000 Kernel 2: 88.991997 Copyback: 0.018000 Sum: 0.034000 It 14,Best ac:0.006956 0.789474 fi:0.372537. Ave ac:0.014361,0.014136 Initialization: 6.379000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.137000 Kernel 1: 0.024000 Kernel 2: 87.320000 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.006260 0.794118 fi:0.368882. Ave ac:0.015775,0.016666 Initialization: 6.277000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.781000 Kernel 1: 0.032000 Kernel 2: 83.913002 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.005333 0.793103 fi:0.375230. Ave ac:0.014435,0.017304 Initialization: 6.277000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.702000 Kernel 1: 0.043000 Kernel 2: 81.783997 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.007650 0.825000 fi:0.339644. Ave ac:0.013270,0.014931 Initialization: 6.246000 Memcpy Classifiers: 0.327000 Memcpy Instances: 8.698000 Kernel 1: 0.024000 Kernel 2: 78.578003 Copyback: 0.018000 Sum: 0.036000 It 18,Best ac:0.009736 0.792453 fi:0.359684. Ave ac:0.014314,0.014958 Initialization: 6.301000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.717000 Kernel 1: 0.024000 Kernel 2: 77.855003 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.004173 0.900000 fi:0.271289. Ave ac:0.015923,0.020590 Initialization: 6.368000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.763000 Kernel 1: 0.024000 Kernel 2: 76.935997 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.005565 0.827586 fi:0.347676. Ave ac:0.016305,0.015746 Initialization: 6.218000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.747000 Kernel 1: 0.024000 Kernel 2: 77.342003 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.005101 0.916667 fi:0.258236. Ave ac:0.014358,0.016432 Initialization: 6.285000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.226000 Kernel 1: 0.025000 Kernel 2: 75.608002 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.005795 0.833333 fi:0.327377. Ave ac:0.011851,0.012310 Initialization: 6.300000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.810000 Kernel 1: 0.024000 Kernel 2: 73.322998 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.005563 0.800000 fi:0.347396. Ave ac:0.008741,0.011006 Initialization: 6.271000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.720000 Kernel 1: 0.025000 Kernel 2: 73.554001 Copyback: 0.019000 Sum: 0.028000 It 24,Best ac:0.005101 0.916667 fi:0.234905. Ave ac:0.012189,0.011747 Initialization: 6.274000 Memcpy Classifiers: 0.740000 Memcpy Instances: 8.971000 Kernel 1: 0.024000 Kernel 2: 72.649002 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.004172 0.857143 fi:0.351591. Ave ac:0.008256,0.007563 Initialization: 6.282000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.172000 Kernel 1: 0.025000 Kernel 2: 73.088997 Copyback: 0.021000 Sum: 0.029000 It 26,Best ac:0.003942 1.000000 fi:0.226461. Ave ac:0.008384,0.009405 Initialization: 6.293000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.712000 Kernel 1: 0.024000 Kernel 2: 72.802002 Copyback: 0.018000 Sum: 0.024000 It 27,Best ac:0.006724 0.852941 fi:0.306276. Ave ac:0.010077,0.012840 Initialization: 6.349000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.711000 Kernel 1: 0.025000 Kernel 2: 73.400002 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.003942 0.944444 fi:0.277745. Ave ac:0.009375,0.009782 Initialization: 6.167000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.746000 Kernel 1: 0.025000 Kernel 2: 72.374001 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.005563 0.888889 fi:0.273614. Ave ac:0.011559,0.009479 Initialization: 6.383000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.678000 Kernel 1: 0.029000 Kernel 2: 73.919998 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.005101 0.880000 fi:0.275251. Ave ac:0.010112,0.010928 Initialization: 6.237000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.695000 Kernel 1: 0.026000 Kernel 2: 73.571999 Copyback: 0.016000 Sum: 0.025000 It 31,Best ac:0.004405 0.826087 fi:0.320745. Ave ac:0.007622,0.007654 Initialization: 6.370000 Memcpy Classifiers: 0.247000 Memcpy Instances: 9.459000 Kernel 1: 0.025000 Kernel 2: 73.247002 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.004404 0.904762 fi:0.234669. Ave ac:0.007517,0.006886 Initialization: 6.455000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.678000 Kernel 1: 0.029000 Kernel 2: 73.874001 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.007651 0.868421 fi:0.273345. Ave ac:0.009955,0.008174 Initialization: 24.419001 Memcpy Instances: 435.398010 Memcpy Classifiers: 0.062000 Kernel 1: 0.024000 Kernel 2: 427.513000 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.057000 Kernel 1: 0.016000 Kernel 2: 416.790985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 421.601013 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 417.829987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 429.136993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.015000 Kernel 2: 431.256012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 432.428009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 436.096985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 426.726013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 425.917999 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 436.753998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 400.765991 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005082 0.699426 fi:0.439737. Ave ac:0.010230,0.035301 Best acc 0.005082 0.699426 Rule:Att PSSM_-1_4 is [<-1.468361]|Att PSSM_-1_5 is [-2.218993,8.001351]|Att PSSM_0_12 is [-6.068199,-3.975287]|Att PSSM_1_20 is [>-2.679666]|Att PSSM_2_12 is [<-1.534107]|1 Accuracy : 0.751426 0 1 159878 4202 54123 16435 Removed 1674 instances. 214001 Instances left. Acc of rule 0.005550-0.715054 Initialization: 6.363000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.632000 Kernel 1: 0.026000 Kernel 2: 106.141998 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005765 accuracy2:0.242962 Initialization: 6.222000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.628000 Kernel 1: 0.026000 Kernel 2: 111.792000 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.005375 0.605263 fi:0.494266. Ave ac:0.011178,0.014642 Initialization: 6.531000 Memcpy Classifiers: 0.490000 Memcpy Instances: 8.613000 Kernel 1: 0.024000 Kernel 2: 113.762001 Copyback: 0.018000 Sum: 0.030000 It 1,Best ac:0.005374 0.638889 fi:0.460640. Ave ac:0.013737,0.016622 Initialization: 6.398000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.658000 Kernel 1: 0.025000 Kernel 2: 112.424004 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.006308 0.551020 fi:0.548135. Ave ac:0.014359,0.018764 Initialization: 6.368000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.657000 Kernel 1: 0.025000 Kernel 2: 108.567001 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.003971 0.739130 fi:0.411218. Ave ac:0.013421,0.016265 Initialization: 6.495000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.626000 Kernel 1: 0.025000 Kernel 2: 106.935997 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.004907 0.750000 fi:0.349717. Ave ac:0.012431,0.011840 Initialization: 6.324000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.183000 Kernel 1: 0.023000 Kernel 2: 105.176003 Copyback: 0.016000 Sum: 0.030000 It 5,Best ac:0.010516 0.652174 fi:0.445288. Ave ac:0.011994,0.014681 Initialization: 6.638000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.617000 Kernel 1: 0.025000 Kernel 2: 103.814003 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.004439 0.730769 fi:0.369136. Ave ac:0.011218,0.012378 Initialization: 7.206000 Memcpy Classifiers: 0.508000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 99.129997 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.005607 0.800000 fi:0.299435. Ave ac:0.011121,0.014861 Initialization: 6.294000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.122000 Kernel 1: 0.024000 Kernel 2: 99.014000 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004439 0.826087 fi:0.273820. Ave ac:0.012939,0.017194 Initialization: 6.243000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.612000 Kernel 1: 0.026000 Kernel 2: 96.244003 Copyback: 0.021000 Sum: 0.036000 It 9,Best ac:0.004907 0.840000 fi:0.259717. Ave ac:0.011231,0.013255 Iteration 10:MDL fitness activated Error 0.259717 TL 0.023823 MDL Theory Length Weight: 3.6340412312 (1) Initialization: 6.451000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.617000 Kernel 1: 0.024000 Kernel 2: 96.769997 Copyback: 0.018000 Sum: 0.035000 It 10,Best ac:0.004673 0.769231 fi:0.419901. Ave ac:0.007810,0.007914 Initialization: 6.272000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.692000 Kernel 1: 0.024000 Kernel 2: 94.167999 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004438 0.863636 fi:0.324819. Ave ac:0.010713,0.009834 Initialization: 6.296000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.679000 Kernel 1: 0.025000 Kernel 2: 87.967003 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.004206 0.947368 fi:0.244260. Ave ac:0.010324,0.012285 Initialization: 6.368000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.656000 Kernel 1: 0.026000 Kernel 2: 85.524002 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.004907 0.875000 fi:0.299756. Ave ac:0.009295,0.009525 Initialization: 6.292000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.608000 Kernel 1: 0.030000 Kernel 2: 83.220001 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.005140 0.846154 fi:0.331105. Ave ac:0.010481,0.010471 Initialization: 6.428000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.625000 Kernel 1: 0.027000 Kernel 2: 82.594002 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.004439 0.863636 fi:0.325711. Ave ac:0.011104,0.011566 Initialization: 6.376000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.642000 Kernel 1: 0.027000 Kernel 2: 83.850998 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004207 0.857143 fi:0.312125. Ave ac:0.011348,0.010368 Initialization: 6.359000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.608000 Kernel 1: 0.025000 Kernel 2: 82.598999 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.005374 0.884615 fi:0.276190. Ave ac:0.010931,0.013736 Initialization: 6.450000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.612000 Kernel 1: 0.024000 Kernel 2: 83.846001 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.003971 0.944444 fi:0.284265. Ave ac:0.010262,0.012252 Initialization: 6.359000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.699000 Kernel 1: 0.025000 Kernel 2: 82.802002 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.004207 0.900000 fi:0.264402. Ave ac:0.011332,0.011760 Initialization: 6.279000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.671000 Kernel 1: 0.024000 Kernel 2: 80.671997 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.007475 0.761905 fi:0.406481. Ave ac:0.010066,0.010102 Initialization: 6.350000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.703000 Kernel 1: 0.024000 Kernel 2: 80.893997 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.005841 0.806452 fi:0.378389. Ave ac:0.012341,0.011988 MDL Theory Length Weight: 3.2706371081 (10) Initialization: 6.417000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.627000 Kernel 1: 0.025000 Kernel 2: 80.606003 Copyback: 0.020000 Sum: 0.024000 It 22,Best ac:0.004673 0.800000 fi:0.365423. Ave ac:0.009883,0.011176 Initialization: 6.314000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.606000 Kernel 1: 0.026000 Kernel 2: 80.339996 Copyback: 0.016000 Sum: 0.022000 It 23,Best ac:0.003972 0.894737 fi:0.320392. Ave ac:0.009743,0.010778 Initialization: 6.352000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.622000 Kernel 1: 0.024000 Kernel 2: 81.433998 Copyback: 0.018000 Sum: 0.024000 It 24,Best ac:0.004439 0.826087 fi:0.355952. Ave ac:0.011040,0.014459 Initialization: 6.341000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.645000 Kernel 1: 0.024000 Kernel 2: 81.515999 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.007710 0.767442 fi:0.375139. Ave ac:0.013314,0.020454 Initialization: 6.128000 Memcpy Classifiers: 0.333000 Memcpy Instances: 8.616000 Kernel 1: 0.025000 Kernel 2: 82.646004 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.005607 0.857143 fi:0.298522. Ave ac:0.012529,0.012394 Initialization: 6.306000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.259000 Kernel 1: 0.024000 Kernel 2: 82.447998 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.004673 0.952381 fi:0.208433. Ave ac:0.010744,0.011092 Initialization: 6.378000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.616000 Kernel 1: 0.025000 Kernel 2: 85.160004 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.005373 0.884615 fi:0.274671. Ave ac:0.010024,0.011194 Initialization: 6.336000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.610000 Kernel 1: 0.030000 Kernel 2: 80.136002 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.007243 0.861111 fi:0.304748. Ave ac:0.010188,0.011034 Initialization: 6.336000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.630000 Kernel 1: 0.024000 Kernel 2: 82.546997 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.003737 0.941176 fi:0.321924. Ave ac:0.010664,0.012625 Initialization: 6.297000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.655000 Kernel 1: 0.025000 Kernel 2: 83.547997 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.006310 0.794118 fi:0.379239. Ave ac:0.009141,0.009956 Initialization: 6.395000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.808000 Kernel 1: 0.025000 Kernel 2: 82.221001 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.004672 0.800000 fi:0.360277. Ave ac:0.010765,0.012648 Initialization: 6.386000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.654000 Kernel 1: 0.023000 Kernel 2: 83.578003 Copyback: 0.016000 Sum: 0.024000 It 33,Best ac:0.005609 0.923077 fi:0.235951. Ave ac:0.012622,0.014210 Initialization: 25.194000 Memcpy Instances: 423.407013 Memcpy Classifiers: 0.053000 Kernel 1: 0.027000 Kernel 2: 485.437988 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 492.031006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.015000 Kernel 2: 492.704010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.015000 Kernel 2: 487.252014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 485.136993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 466.893005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 488.283997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 479.657990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 496.313995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 485.256012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 490.066010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 278.667999 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004350 0.697901 fi:0.469575. Ave ac:0.009629,0.031626 Best acc 0.004350 0.697901 Initialization: 6.502000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.607000 Kernel 1: 0.026000 Kernel 2: 105.014000 Copyback: 0.017000 Sum: 0.064000 Initial population average accuracy1:0.005457 accuracy2:0.257441 Initialization: 6.305000 Memcpy Classifiers: 0.545000 Memcpy Instances: 8.615000 Kernel 1: 0.024000 Kernel 2: 109.637001 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.004207 0.529412 fi:0.570587. Ave ac:0.010815,0.014079 Initialization: 6.662000 Memcpy Classifiers: 0.508000 Memcpy Instances: 8.760000 Kernel 1: 0.025000 Kernel 2: 110.563004 Copyback: 0.019000 Sum: 0.033000 It 1,Best ac:0.009579 0.661290 fi:0.436547. Ave ac:0.015721,0.020559 Initialization: 6.266000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.639000 Kernel 1: 0.024000 Kernel 2: 108.682999 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.007245 0.756098 fi:0.342680. Ave ac:0.015052,0.016290 Initialization: 6.321000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.748000 Kernel 1: 0.024000 Kernel 2: 105.087997 Copyback: 0.019000 Sum: 0.033000 It 3,Best ac:0.004206 0.720000 fi:0.380369. Ave ac:0.014499,0.016262 Initialization: 6.351000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.604000 Kernel 1: 0.025000 Kernel 2: 106.233002 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.006544 0.756757 fi:0.342303. Ave ac:0.012318,0.013689 Initialization: 6.273000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.808000 Kernel 1: 0.025000 Kernel 2: 107.128998 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.005140 0.758621 fi:0.341004. Ave ac:0.009105,0.008928 Initialization: 6.399000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.212000 Kernel 1: 0.024000 Kernel 2: 107.816002 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.005841 0.694444 fi:0.404897. Ave ac:0.008606,0.007721 Initialization: 6.301000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.618000 Kernel 1: 0.024000 Kernel 2: 107.204002 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.006308 0.900000 fi:0.199153. Ave ac:0.008887,0.007288 Initialization: 6.252000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.671000 Kernel 1: 0.024000 Kernel 2: 105.035004 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.006075 0.787879 fi:0.311371. Ave ac:0.008164,0.007867 Initialization: 6.876000 Memcpy Classifiers: 0.388000 Memcpy Instances: 8.662000 Kernel 1: 0.024000 Kernel 2: 104.419998 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.004673 0.909091 fi:0.190720. Ave ac:0.007197,0.006992 Iteration 10:MDL fitness activated Error 0.190720 TL 0.040043 MDL Theory Length Weight: 1.5876285927 (1) Initialization: 6.224000 Memcpy Classifiers: 0.421000 Memcpy Instances: 8.638000 Kernel 1: 0.025000 Kernel 2: 102.081001 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.004207 0.782609 fi:0.366313. Ave ac:0.008308,0.007489 Initialization: 6.340000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.608000 Kernel 1: 0.025000 Kernel 2: 104.873001 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.005841 0.833333 fi:0.322926. Ave ac:0.008677,0.008005 Initialization: 6.311000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.612000 Kernel 1: 0.032000 Kernel 2: 102.566002 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.008176 0.833333 fi:0.309468. Ave ac:0.009467,0.008653 Initialization: 6.247000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.620000 Kernel 1: 0.026000 Kernel 2: 100.935997 Copyback: 0.018000 Sum: 0.030000 It 13,Best ac:0.004205 0.947368 fi:0.199735. Ave ac:0.009691,0.008108 Initialization: 6.291000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.674000 Kernel 1: 0.023000 Kernel 2: 104.245003 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.005140 0.846154 fi:0.320661. Ave ac:0.007999,0.006246 Initialization: 6.260000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.651000 Kernel 1: 0.025000 Kernel 2: 104.166000 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.004207 0.900000 fi:0.262440. Ave ac:0.008262,0.006286 Initialization: 6.258000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.651000 Kernel 1: 0.024000 Kernel 2: 100.126999 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.004674 0.909091 fi:0.242177. Ave ac:0.007883,0.006172 Initialization: 6.719000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.961000 Kernel 1: 0.024000 Kernel 2: 99.377998 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.005609 0.888889 fi:0.250338. Ave ac:0.007381,0.005542 Initialization: 6.348000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.656000 Kernel 1: 0.024000 Kernel 2: 98.567001 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.004439 0.863636 fi:0.275207. Ave ac:0.006786,0.006101 Initialization: 6.343000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.665000 Kernel 1: 0.025000 Kernel 2: 98.698997 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.006542 0.823529 fi:0.320876. Ave ac:0.007006,0.005515 Initialization: 6.326000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.629000 Kernel 1: 0.024000 Kernel 2: 96.349998 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.005607 0.800000 fi:0.339109. Ave ac:0.006371,0.005515 Initialization: 6.255000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.647000 Kernel 1: 0.024000 Kernel 2: 96.665001 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.007243 0.837838 fi:0.305752. Ave ac:0.006912,0.004799 Initialization: 6.300000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.701000 Kernel 1: 0.024000 Kernel 2: 95.702003 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.004439 0.950000 fi:0.204389. Ave ac:0.006715,0.005578 MDL Theory Length Weight: 1.4288657334 (10) Initialization: 6.310000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.821000 Kernel 1: 0.023000 Kernel 2: 95.097000 Copyback: 0.016000 Sum: 0.035000 It 23,Best ac:0.005374 0.920000 fi:0.226860. Ave ac:0.007293,0.005530 Initialization: 6.225000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.690000 Kernel 1: 0.025000 Kernel 2: 94.553001 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.005607 0.857143 fi:0.279561. Ave ac:0.008268,0.006200 Initialization: 6.345000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.613000 Kernel 1: 0.025000 Kernel 2: 92.603996 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.005373 0.851852 fi:0.287588. Ave ac:0.006431,0.005449 Initialization: 6.402000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.102000 Kernel 1: 0.024000 Kernel 2: 92.250000 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.005607 0.857143 fi:0.274047. Ave ac:0.006728,0.005161 Initialization: 6.167000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.638000 Kernel 1: 0.025000 Kernel 2: 89.955002 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.004205 0.947368 fi:0.193455. Ave ac:0.006993,0.005460 Initialization: 6.289000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.698000 Kernel 1: 0.024000 Kernel 2: 91.578003 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.004205 0.900000 fi:0.233530. Ave ac:0.005751,0.004054 Initialization: 6.302000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.613000 Kernel 1: 0.028000 Kernel 2: 92.544998 Copyback: 0.018000 Sum: 0.038000 It 29,Best ac:0.004205 1.000000 fi:0.139050. Ave ac:0.006423,0.004666 Initialization: 6.347000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.607000 Kernel 1: 0.025000 Kernel 2: 90.098999 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.004439 0.950000 fi:0.189982. Ave ac:0.005889,0.004601 Initialization: 6.217000 Memcpy Classifiers: 0.359000 Memcpy Instances: 8.622000 Kernel 1: 0.025000 Kernel 2: 88.411003 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.004438 0.904762 fi:0.242473. Ave ac:0.004903,0.004205 Initialization: 6.299000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.066000 Kernel 1: 0.024000 Kernel 2: 85.245003 Copyback: 0.016000 Sum: 0.034000 It 32,Best ac:0.004205 0.947368 fi:0.195372. Ave ac:0.006664,0.004545 Initialization: 6.362000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.691000 Kernel 1: 0.025000 Kernel 2: 85.429001 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.003738 1.000000 fi:0.242389. Ave ac:0.006778,0.005621 Initialization: 24.995001 Memcpy Instances: 425.039001 Memcpy Classifiers: 0.067000 Kernel 1: 0.025000 Kernel 2: 478.217987 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.060000 Kernel 1: 0.015000 Kernel 2: 473.901001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 490.673004 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 477.931000 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 495.778992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 482.552002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 482.157990 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.017000 Kernel 2: 478.644989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 482.428009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 464.859985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 472.977997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 273.299011 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005164 0.698925 fi:0.432442. Ave ac:0.006456,0.020552 Best acc 0.005164 0.698925 Rule:Att PSSM_-3_4 is [-7.868121,-3.977891]|Att PSSM_-2_12 is [<0.162481]|Att PSSM_-1_4 is [<-2.947155]|Att PSSM_0_6 is [<-2.721411]|Att PSSM_2_7 is [-4.957566,-1.042434]|Att PSSM_4_12 is [<-0.472305]|1 Accuracy : 0.754106 0 1 159402 4678 53018 17540 Removed 1581 instances. 212420 Instances left. Acc of rule 0.005164-0.698925 Initialization: 6.261000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.564000 Kernel 1: 0.027000 Kernel 2: 104.723000 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.006551 accuracy2:0.250929 Initialization: 6.375000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.665000 Kernel 1: 0.024000 Kernel 2: 109.709000 Copyback: 0.017000 Sum: 0.049000 It 0,Best ac:0.006827 0.580000 fi:0.518909. Ave ac:0.012126,0.017258 Initialization: 6.246000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.579000 Kernel 1: 0.026000 Kernel 2: 111.857002 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.020009 0.537975 fi:0.555562. Ave ac:0.013459,0.016017 Initialization: 6.360000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.621000 Kernel 1: 0.025000 Kernel 2: 110.197998 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.008002 0.641509 fi:0.456923. Ave ac:0.013959,0.018230 Initialization: 6.178000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.685000 Kernel 1: 0.024000 Kernel 2: 108.440002 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.010826 0.707692 fi:0.389590. Ave ac:0.015561,0.017268 Initialization: 6.300000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.649000 Kernel 1: 0.023000 Kernel 2: 106.882004 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.004002 0.809524 fi:0.322389. Ave ac:0.013925,0.012960 Initialization: 6.259000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.591000 Kernel 1: 0.024000 Kernel 2: 100.055000 Copyback: 0.018000 Sum: 0.039000 It 5,Best ac:0.004473 0.730769 fi:0.369099. Ave ac:0.012432,0.012485 Initialization: 6.731000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.790000 Kernel 1: 0.024000 Kernel 2: 101.051003 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004473 0.760000 fi:0.339868. Ave ac:0.011621,0.010513 Initialization: 6.288000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.594000 Kernel 1: 0.024000 Kernel 2: 102.191002 Copyback: 0.017000 Sum: 0.037000 It 7,Best ac:0.009176 0.684211 fi:0.413742. Ave ac:0.008238,0.007092 Initialization: 6.227000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.567000 Kernel 1: 0.025000 Kernel 2: 104.418999 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.007768 0.673469 fi:0.425056. Ave ac:0.010578,0.007876 Initialization: 6.350000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.620000 Kernel 1: 0.025000 Kernel 2: 105.133003 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.008239 0.744681 fi:0.353652. Ave ac:0.010330,0.008521 Iteration 10:MDL fitness activated Error 0.353652 TL 0.036934 MDL Theory Length Weight: 3.1917226426 (6) Initialization: 6.323000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.568000 Kernel 1: 0.025000 Kernel 2: 106.361000 Copyback: 0.371000 Sum: 0.031000 It 10,Best ac:0.006354 0.794118 fi:0.418339. Ave ac:0.010432,0.009110 Initialization: 6.258000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.555000 Kernel 1: 0.026000 Kernel 2: 105.338997 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.005885 0.806452 fi:0.391139. Ave ac:0.010765,0.010092 Initialization: 6.295000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.105000 Kernel 1: 0.025000 Kernel 2: 105.030998 Copyback: 0.017000 Sum: 0.038000 It 12,Best ac:0.004707 0.800000 fi:0.444239. Ave ac:0.010696,0.011226 Initialization: 6.297000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.541000 Kernel 1: 0.024000 Kernel 2: 101.571999 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.004944 0.840000 fi:0.364653. Ave ac:0.010992,0.010054 Initialization: 6.291000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.684000 Kernel 1: 0.024000 Kernel 2: 104.694000 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004472 0.730769 fi:0.449274. Ave ac:0.009356,0.008681 Initialization: 6.231000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.096000 Kernel 1: 0.025000 Kernel 2: 99.434998 Copyback: 0.017000 Sum: 0.041000 It 15,Best ac:0.004944 0.724138 fi:0.465173. Ave ac:0.010262,0.009474 Initialization: 6.296000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.548000 Kernel 1: 0.024000 Kernel 2: 100.139000 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.003296 1.000000 fi:0.350039. Ave ac:0.011242,0.010411 Initialization: 6.404000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.583000 Kernel 1: 0.025000 Kernel 2: 99.552002 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.005178 0.880000 fi:0.310806. Ave ac:0.011919,0.010624 Initialization: 6.282000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.839000 Kernel 1: 0.025000 Kernel 2: 93.665001 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.007298 0.794872 fi:0.385171. Ave ac:0.011131,0.009939 Initialization: 6.357000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.548000 Kernel 1: 0.025000 Kernel 2: 92.477997 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.005179 0.846154 fi:0.324293. Ave ac:0.010601,0.008567 Initialization: 6.306000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.041000 Kernel 1: 0.024000 Kernel 2: 94.059998 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.010593 0.833333 fi:0.338024. Ave ac:0.011390,0.009925 Initialization: 6.269000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.620000 Kernel 1: 0.025000 Kernel 2: 93.936996 Copyback: 0.020000 Sum: 0.042000 It 21,Best ac:0.004237 0.818182 fi:0.364220. Ave ac:0.009127,0.007445 Initialization: 6.308000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.703000 Kernel 1: 0.025000 Kernel 2: 96.324997 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.004707 0.869565 fi:0.310509. Ave ac:0.011056,0.009397 Initialization: 6.399000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.548000 Kernel 1: 0.026000 Kernel 2: 94.910004 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.004707 0.952381 fi:0.238076. Ave ac:0.011794,0.009143 Initialization: 6.333000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.547000 Kernel 1: 0.025000 Kernel 2: 92.977997 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.007062 0.882353 fi:0.300470. Ave ac:0.010828,0.009547 Initialization: 6.318000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.538000 Kernel 1: 0.025000 Kernel 2: 93.350998 Copyback: 0.018000 Sum: 0.030000 It 25,Best ac:0.003766 1.000000 fi:0.260284. Ave ac:0.010487,0.008832 Initialization: 6.352000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.547000 Kernel 1: 0.025000 Kernel 2: 95.431000 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.005178 0.785714 fi:0.379233. Ave ac:0.010211,0.007953 Initialization: 6.353000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.581000 Kernel 1: 0.025000 Kernel 2: 93.066002 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.008239 0.853659 fi:0.305971. Ave ac:0.009022,0.008619 Initialization: 6.214000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.609000 Kernel 1: 0.025000 Kernel 2: 95.252998 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.004236 1.000000 fi:0.174339. Ave ac:0.010353,0.009921 Initialization: 6.320000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.696000 Kernel 1: 0.023000 Kernel 2: 91.910004 Copyback: 0.017000 Sum: 0.036000 It 29,Best ac:0.004708 0.869565 fi:0.304747. Ave ac:0.010714,0.009240 Initialization: 6.800000 Memcpy Classifiers: 0.310000 Memcpy Instances: 8.641000 Kernel 1: 0.022000 Kernel 2: 92.541000 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.004473 0.791667 fi:0.364313. Ave ac:0.008867,0.008075 Initialization: 6.280000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.548000 Kernel 1: 0.024000 Kernel 2: 90.862999 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.006119 0.896552 fi:0.275319. Ave ac:0.009568,0.008998 Initialization: 6.253000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.612000 Kernel 1: 0.024000 Kernel 2: 92.098000 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.005413 0.851852 fi:0.313225. Ave ac:0.007933,0.006489 Initialization: 6.199000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.025000 Kernel 1: 0.023000 Kernel 2: 92.026001 Copyback: 0.018000 Sum: 0.030000 It 33,Best ac:0.004002 0.944444 fi:0.249573. Ave ac:0.007480,0.006355 Initialization: 27.135000 Memcpy Instances: 419.882996 Memcpy Classifiers: 0.066000 Kernel 1: 0.024000 Kernel 2: 523.221985 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 490.691010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 500.279999 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 528.513977 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 493.112000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 509.311005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 506.587006 Copyback: 0.371000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 523.315002 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.067000 Kernel 1: 0.019000 Kernel 2: 500.604004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 507.223999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 531.331970 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 216.425003 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004816 0.690749 fi:0.481651. Ave ac:0.009554,0.030651 Best acc 0.004816 0.690749 Initialization: 6.299000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.583000 Kernel 1: 0.025000 Kernel 2: 104.088997 Copyback: 0.016000 Sum: 0.046000 Initial population average accuracy1:0.006503 accuracy2:0.249537 Initialization: 6.425000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.700000 Kernel 1: 0.024000 Kernel 2: 108.946999 Copyback: 0.017000 Sum: 0.049000 It 0,Best ac:0.009181 0.549296 fi:0.548654. Ave ac:0.013110,0.019264 Initialization: 6.279000 Memcpy Classifiers: 0.461000 Memcpy Instances: 9.340000 Kernel 1: 0.023000 Kernel 2: 111.482002 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.009652 0.546667 fi:0.551091. Ave ac:0.018151,0.022192 Initialization: 6.319000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.635000 Kernel 1: 0.023000 Kernel 2: 112.052002 Copyback: 0.018000 Sum: 0.034000 It 2,Best ac:0.011767 0.625000 fi:0.471899. Ave ac:0.018301,0.022003 Initialization: 6.223000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.584000 Kernel 1: 0.024000 Kernel 2: 112.030998 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.006119 0.742857 fi:0.356342. Ave ac:0.018379,0.021488 Initialization: 6.358000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.586000 Kernel 1: 0.025000 Kernel 2: 107.402000 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.005413 0.741935 fi:0.357551. Ave ac:0.018053,0.020052 Initialization: 6.324000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.555000 Kernel 1: 0.024000 Kernel 2: 105.472000 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.005179 0.709677 fi:0.389903. Ave ac:0.016630,0.018890 Initialization: 7.002000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.789000 Kernel 1: 0.024000 Kernel 2: 103.668999 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.006590 0.777778 fi:0.321229. Ave ac:0.016801,0.020125 Initialization: 6.281000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.574000 Kernel 1: 0.024000 Kernel 2: 101.111000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.004236 0.857143 fi:0.242823. Ave ac:0.013615,0.015885 Initialization: 6.255000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.554000 Kernel 1: 0.093000 Kernel 2: 99.060997 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.008239 0.795455 fi:0.302879. Ave ac:0.008606,0.013774 Initialization: 6.762000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.895000 Kernel 1: 0.022000 Kernel 2: 99.649002 Copyback: 0.016000 Sum: 0.031000 It 9,Best ac:0.005414 0.793103 fi:0.306381. Ave ac:0.011432,0.014617 Iteration 10:MDL fitness activated Error 0.306381 TL 0.026996 MDL Theory Length Weight: 3.7830952030 (3) Initialization: 6.314000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.580000 Kernel 1: 0.024000 Kernel 2: 98.987000 Copyback: 0.016000 Sum: 0.033000 It 10,Best ac:0.004707 0.833333 fi:0.354013. Ave ac:0.012218,0.018869 Initialization: 6.353000 Memcpy Classifiers: 1.467000 Memcpy Instances: 9.322000 Kernel 1: 0.022000 Kernel 2: 92.620003 Copyback: 0.018000 Sum: 0.034000 It 11,Best ac:0.009652 0.820000 fi:0.407692. Ave ac:0.012810,0.020790 Initialization: 6.359000 Memcpy Classifiers: 0.424000 Memcpy Instances: 8.703000 Kernel 1: 0.023000 Kernel 2: 92.078003 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.005648 0.857143 fi:0.371990. Ave ac:0.012079,0.014783 Initialization: 6.469000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.569000 Kernel 1: 0.024000 Kernel 2: 87.648003 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.016714 0.771739 fi:0.404983. Ave ac:0.012223,0.016865 Initialization: 6.511000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.787000 Kernel 1: 0.024000 Kernel 2: 88.390999 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.006591 0.848485 fi:0.320358. Ave ac:0.010956,0.012395 Initialization: 6.349000 Memcpy Classifiers: 0.372000 Memcpy Instances: 8.723000 Kernel 1: 0.024000 Kernel 2: 86.803001 Copyback: 0.017000 Sum: 0.037000 It 15,Best ac:0.006121 0.896552 fi:0.272483. Ave ac:0.012891,0.011752 Initialization: 6.319000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.712000 Kernel 1: 0.023000 Kernel 2: 83.181999 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.005885 0.806452 fi:0.388922. Ave ac:0.008492,0.007393 Initialization: 6.704000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.690000 Kernel 1: 0.023000 Kernel 2: 83.778000 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.004944 0.913043 fi:0.281554. Ave ac:0.008907,0.009299 Initialization: 6.301000 Memcpy Classifiers: 0.346000 Memcpy Instances: 8.612000 Kernel 1: 0.023000 Kernel 2: 84.014999 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.004473 0.904762 fi:0.282676. Ave ac:0.009649,0.008959 Initialization: 6.366000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.561000 Kernel 1: 0.024000 Kernel 2: 86.101997 Copyback: 0.033000 Sum: 0.030000 It 19,Best ac:0.007296 0.885714 fi:0.294734. Ave ac:0.011524,0.013211 Initialization: 6.228000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.609000 Kernel 1: 0.024000 Kernel 2: 86.154999 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.006119 0.787879 fi:0.417473. Ave ac:0.009556,0.008619 Initialization: 6.306000 Memcpy Classifiers: 0.348000 Memcpy Instances: 8.639000 Kernel 1: 0.024000 Kernel 2: 87.945000 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.004236 0.900000 fi:0.267778. Ave ac:0.011912,0.010771 Initialization: 6.845000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.808000 Kernel 1: 0.023000 Kernel 2: 83.894997 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.005414 0.920000 fi:0.262073. Ave ac:0.010558,0.010555 Initialization: 6.280000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.068000 Kernel 1: 0.023000 Kernel 2: 83.819000 Copyback: 0.372000 Sum: 0.031000 It 23,Best ac:0.004237 0.900000 fi:0.284305. Ave ac:0.009247,0.008731 Initialization: 6.323000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.535000 Kernel 1: 0.025000 Kernel 2: 82.867996 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.006356 0.964286 fi:0.210891. Ave ac:0.009779,0.011313 Initialization: 6.259000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.601000 Kernel 1: 0.023000 Kernel 2: 82.961998 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.004473 0.950000 fi:0.217682. Ave ac:0.008758,0.009972 Initialization: 6.292000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.612000 Kernel 1: 0.025000 Kernel 2: 83.984001 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.007531 0.888889 fi:0.304656. Ave ac:0.010806,0.010168 Initialization: 6.787000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.753000 Kernel 1: 0.024000 Kernel 2: 84.112000 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.004002 0.944444 fi:0.278118. Ave ac:0.009216,0.009475 Initialization: 6.315000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.541000 Kernel 1: 0.023000 Kernel 2: 85.557999 Copyback: 0.018000 Sum: 0.036000 It 28,Best ac:0.004942 0.807692 fi:0.348141. Ave ac:0.007900,0.006790 Initialization: 6.844000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.580000 Kernel 1: 0.024000 Kernel 2: 84.013000 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.004944 0.913043 fi:0.247393. Ave ac:0.008327,0.008054 Initialization: 6.315000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.607000 Kernel 1: 0.024000 Kernel 2: 82.059998 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.017185 0.722772 fi:0.453667. Ave ac:0.006776,0.008392 Initialization: 6.167000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.562000 Kernel 1: 0.025000 Kernel 2: 82.314003 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.006827 0.906250 fi:0.260473. Ave ac:0.011451,0.010893 Initialization: 6.541000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.567000 Kernel 1: 0.023000 Kernel 2: 82.758003 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.004707 0.833333 fi:0.328560. Ave ac:0.009398,0.012394 Initialization: 6.340000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.535000 Kernel 1: 0.024000 Kernel 2: 82.487999 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.006591 0.875000 fi:0.308238. Ave ac:0.009810,0.010851 MDL Theory Length Weight: 3.4047856827 (10) Initialization: 25.674999 Memcpy Instances: 420.390015 Memcpy Classifiers: 0.063000 Kernel 1: 0.024000 Kernel 2: 490.290985 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 485.694000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 488.190002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 480.700012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 489.763000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 487.957001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 473.803009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 478.532013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 487.660004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 479.696991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 485.485992 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 203.389999 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004105 0.718879 fi:0.465198. Ave ac:0.009384,0.032049 Best acc 0.004105 0.718879 Rule:Att PSSM_-3_6 is [-5.603549,-0.396451]|Att PSSM_-2_7 is [<-1.290080]|Att PSSM_-2_18 is [-6.007820,9.028247]|Att PSSM_0_12 is [<-2.034441]|Att PSSM_1_5 is [>-0.758869]|Att PSSM_1_12 is [<-1.679586]|Att PSSM_3_12 is [-6.183039,-1.816962]|1 Accuracy : 0.756369 0 1 159061 5019 52146 18412 Removed 1213 instances. 211207 Instances left. Acc of rule 0.004105-0.718879 Initialization: 6.392000 Memcpy Classifiers: 0.596000 Memcpy Instances: 8.533000 Kernel 1: 0.026000 Kernel 2: 117.961998 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005992 accuracy2:0.237303 Initialization: 6.314000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.499000 Kernel 1: 0.024000 Kernel 2: 124.987000 Copyback: 0.017000 Sum: 0.030000 It 0,Best ac:0.007339 0.500000 fi:0.598668. Ave ac:0.011744,0.016374 Initialization: 6.360000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.556000 Kernel 1: 0.023000 Kernel 2: 123.337997 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.006392 0.562500 fi:0.536558. Ave ac:0.014497,0.018483 Initialization: 6.300000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.489000 Kernel 1: 0.023000 Kernel 2: 126.626999 Copyback: 0.018000 Sum: 0.029000 It 2,Best ac:0.004025 0.607143 fi:0.510621. Ave ac:0.013844,0.015246 Initialization: 6.358000 Memcpy Classifiers: 0.456000 Memcpy Instances: 8.576000 Kernel 1: 0.023000 Kernel 2: 122.200996 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.003788 0.695652 fi:0.474008. Ave ac:0.012859,0.016732 Initialization: 6.209000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.527000 Kernel 1: 0.023000 Kernel 2: 121.831001 Copyback: 0.017000 Sum: 0.025000 It 4,Best ac:0.005208 0.709677 fi:0.389868. Ave ac:0.012895,0.014194 Initialization: 6.348000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.491000 Kernel 1: 0.024000 Kernel 2: 116.143997 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.005208 0.733333 fi:0.366210. Ave ac:0.014003,0.016303 Initialization: 6.299000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.977000 Kernel 1: 0.023000 Kernel 2: 114.204002 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.006392 0.658537 fi:0.440522. Ave ac:0.013791,0.016200 Initialization: 6.256000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.490000 Kernel 1: 0.025000 Kernel 2: 114.950996 Copyback: 0.023000 Sum: 0.034000 It 7,Best ac:0.006392 0.794118 fi:0.304941. Ave ac:0.014250,0.016724 Initialization: 6.418000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.498000 Kernel 1: 0.023000 Kernel 2: 115.949997 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.005208 0.814815 fi:0.284731. Ave ac:0.013187,0.014637 Initialization: 6.252000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.572000 Kernel 1: 0.024000 Kernel 2: 110.415001 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.004498 0.791667 fi:0.308172. Ave ac:0.011179,0.012558 Iteration 10:MDL fitness activated Error 0.308172 TL 0.027673 MDL Theory Length Weight: 3.7121253820 (2) Initialization: 6.358000 Memcpy Classifiers: 0.499000 Memcpy Instances: 8.548000 Kernel 1: 0.025000 Kernel 2: 110.598000 Copyback: 0.023000 Sum: 0.032000 It 10,Best ac:0.006155 0.787879 fi:0.407547. Ave ac:0.012924,0.013807 Initialization: 6.342000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.808000 Kernel 1: 0.022000 Kernel 2: 104.408997 Copyback: 0.022000 Sum: 0.033000 It 11,Best ac:0.004735 0.869565 fi:0.378482. Ave ac:0.012732,0.014241 Initialization: 6.319000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.494000 Kernel 1: 0.024000 Kernel 2: 97.366997 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.004734 0.714286 fi:0.464142. Ave ac:0.010790,0.012540 Initialization: 6.286000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.786000 Kernel 1: 0.024000 Kernel 2: 107.155998 Copyback: 0.020000 Sum: 0.036000 It 13,Best ac:0.004972 0.807692 fi:0.399762. Ave ac:0.013947,0.014845 Initialization: 6.296000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.605000 Kernel 1: 0.023000 Kernel 2: 104.230003 Copyback: 0.024000 Sum: 0.038000 It 14,Best ac:0.005208 0.758621 fi:0.439424. Ave ac:0.011093,0.011730 Initialization: 6.415000 Memcpy Classifiers: 0.344000 Memcpy Instances: 8.513000 Kernel 1: 0.023000 Kernel 2: 102.817001 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.005919 0.925926 fi:0.265459. Ave ac:0.012555,0.012730 Initialization: 6.354000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.659000 Kernel 1: 0.023000 Kernel 2: 98.262001 Copyback: 0.024000 Sum: 0.034000 It 16,Best ac:0.004735 0.833333 fi:0.328525. Ave ac:0.013340,0.017221 Initialization: 6.235000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.516000 Kernel 1: 0.024000 Kernel 2: 101.031998 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.004261 0.818182 fi:0.410803. Ave ac:0.011075,0.012797 Initialization: 6.188000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.563000 Kernel 1: 0.023000 Kernel 2: 100.518997 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.004261 0.900000 fi:0.313376. Ave ac:0.014615,0.014246 Initialization: 6.422000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.501000 Kernel 1: 0.025000 Kernel 2: 101.867996 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.004735 0.800000 fi:0.353803. Ave ac:0.011349,0.013443 Initialization: 6.322000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.483000 Kernel 1: 0.023000 Kernel 2: 87.677002 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.004734 0.909091 fi:0.304294. Ave ac:0.010758,0.011535 Initialization: 6.184000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.489000 Kernel 1: 0.024000 Kernel 2: 97.843002 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.004025 0.809524 fi:0.395084. Ave ac:0.009950,0.013086 Initialization: 6.231000 Memcpy Classifiers: 0.421000 Memcpy Instances: 8.564000 Kernel 1: 0.023000 Kernel 2: 85.082001 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.005920 0.806452 fi:0.371486. Ave ac:0.010357,0.014066 Initialization: 6.337000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.506000 Kernel 1: 0.024000 Kernel 2: 86.932999 Copyback: 0.016000 Sum: 0.036000 It 23,Best ac:0.007104 0.731707 fi:0.418618. Ave ac:0.014896,0.021562 Initialization: 6.813000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.544000 Kernel 1: 0.024000 Kernel 2: 98.132004 Copyback: 0.021000 Sum: 0.031000 It 24,Best ac:0.005919 0.892857 fi:0.289296. Ave ac:0.016020,0.022067 MDL Theory Length Weight: 3.3409128438 (10) Initialization: 6.312000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.530000 Kernel 1: 0.025000 Kernel 2: 99.553001 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.003788 0.842105 fi:0.402762. Ave ac:0.012554,0.022019 Initialization: 6.307000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.484000 Kernel 1: 0.024000 Kernel 2: 100.807999 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.006155 0.812500 fi:0.330522. Ave ac:0.013578,0.017637 Initialization: 6.341000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.531000 Kernel 1: 0.022000 Kernel 2: 102.235001 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.004498 0.826087 fi:0.317988. Ave ac:0.012116,0.016914 Initialization: 6.253000 Memcpy Classifiers: 0.345000 Memcpy Instances: 8.500000 Kernel 1: 0.024000 Kernel 2: 88.818001 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.006627 0.800000 fi:0.359130. Ave ac:0.012643,0.018149 Initialization: 6.356000 Memcpy Classifiers: 0.329000 Memcpy Instances: 9.005000 Kernel 1: 0.023000 Kernel 2: 90.348000 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.004024 0.894737 fi:0.308042. Ave ac:0.012408,0.016829 Initialization: 6.311000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.567000 Kernel 1: 0.024000 Kernel 2: 101.643997 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.004025 0.850000 fi:0.353562. Ave ac:0.010387,0.015324 Initialization: 6.246000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.029000 Kernel 1: 0.023000 Kernel 2: 102.721001 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.006392 0.870968 fi:0.286005. Ave ac:0.010777,0.014892 Initialization: 6.289000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.632000 Kernel 1: 0.023000 Kernel 2: 102.691002 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.004498 0.730769 fi:0.418275. Ave ac:0.010244,0.016446 Initialization: 6.791000 Memcpy Classifiers: 0.286000 Memcpy Instances: 8.529000 Kernel 1: 0.024000 Kernel 2: 90.641998 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.004260 0.900000 fi:0.280777. Ave ac:0.010338,0.016303 Initialization: 25.209999 Memcpy Instances: 425.119995 Memcpy Classifiers: 0.061000 Kernel 1: 0.025000 Kernel 2: 512.598022 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 507.571991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 502.707001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 511.382996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 506.342010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 519.570007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 506.292999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 513.968994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 499.662994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 510.165985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 501.575012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 222.662994 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005161 0.653477 fi:0.504002. Ave ac:0.010029,0.036034 Best acc 0.005161 0.653477 Initialization: 6.406000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.492000 Kernel 1: 0.025000 Kernel 2: 118.948997 Copyback: 0.017000 Sum: 0.050000 Initial population average accuracy1:0.005504 accuracy2:0.254251 Initialization: 6.269000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.667000 Kernel 1: 0.027000 Kernel 2: 124.126999 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.005682 0.444444 fi:0.654906. Ave ac:0.009668,0.012545 Initialization: 6.245000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.509000 Kernel 1: 0.024000 Kernel 2: 123.972000 Copyback: 0.017000 Sum: 0.039000 It 1,Best ac:0.004261 0.545455 fi:0.554481. Ave ac:0.011780,0.014515 Initialization: 6.201000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.959000 Kernel 1: 0.023000 Kernel 2: 120.030998 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.004972 0.583333 fi:0.516310. Ave ac:0.014864,0.017318 Initialization: 6.170000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.603000 Kernel 1: 0.024000 Kernel 2: 111.309998 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.006394 0.600000 fi:0.499056. Ave ac:0.013138,0.015022 Initialization: 6.137000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.524000 Kernel 1: 0.024000 Kernel 2: 119.836998 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004261 0.782609 fi:0.317327. Ave ac:0.012279,0.012793 Initialization: 6.520000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.507000 Kernel 1: 0.024000 Kernel 2: 105.683998 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.019172 0.692308 fi:0.401486. Ave ac:0.011117,0.011832 Initialization: 6.332000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.520000 Kernel 1: 0.023000 Kernel 2: 115.526001 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.004498 0.730769 fi:0.369069. Ave ac:0.012214,0.013890 Initialization: 6.287000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.525000 Kernel 1: 0.022000 Kernel 2: 102.407997 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.005207 0.733333 fi:0.366213. Ave ac:0.011691,0.012664 Initialization: 6.207000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.530000 Kernel 1: 0.023000 Kernel 2: 108.875000 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.004735 0.740741 fi:0.359000. Ave ac:0.011715,0.014859 Initialization: 6.241000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.562000 Kernel 1: 0.023000 Kernel 2: 94.499001 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.004024 0.809524 fi:0.308240. Ave ac:0.013880,0.014855 Iteration 10:MDL fitness activated Error 0.308240 TL 0.036070 MDL Theory Length Weight: 2.8484931992 (1) Initialization: 6.251000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.544000 Kernel 1: 0.023000 Kernel 2: 101.818001 Copyback: 0.017000 Sum: 0.043000 It 10,Best ac:0.004025 0.809524 fi:0.376807. Ave ac:0.013699,0.014239 Initialization: 6.307000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.509000 Kernel 1: 0.023000 Kernel 2: 102.172997 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.005682 0.750000 fi:0.404157. Ave ac:0.013708,0.013673 Initialization: 6.219000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.516000 Kernel 1: 0.023000 Kernel 2: 97.328003 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.007812 0.717391 fi:0.417066. Ave ac:0.014504,0.017198 Initialization: 6.233000 Memcpy Classifiers: 0.340000 Memcpy Instances: 10.414000 Kernel 1: 0.022000 Kernel 2: 96.717003 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.004261 0.857143 fi:0.320403. Ave ac:0.014552,0.016435 Initialization: 6.208000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.544000 Kernel 1: 0.023000 Kernel 2: 97.801003 Copyback: 0.017000 Sum: 0.026000 It 14,Best ac:0.008523 0.782609 fi:0.379024. Ave ac:0.011779,0.014328 Initialization: 6.186000 Memcpy Classifiers: 0.373000 Memcpy Instances: 8.530000 Kernel 1: 0.023000 Kernel 2: 83.405998 Copyback: 0.030000 Sum: 0.029000 It 15,Best ac:0.004970 0.777778 fi:0.374330. Ave ac:0.012719,0.015856 Initialization: 6.832000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.965000 Kernel 1: 0.022000 Kernel 2: 96.195999 Copyback: 0.017000 Sum: 0.024000 It 16,Best ac:0.005208 0.814815 fi:0.320716. Ave ac:0.013086,0.013844 Initialization: 6.138000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.484000 Kernel 1: 0.025000 Kernel 2: 93.223999 Copyback: 0.018000 Sum: 0.023000 It 17,Best ac:0.007102 0.882353 fi:0.263226. Ave ac:0.012856,0.013331 Initialization: 6.150000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.832000 Kernel 1: 0.023000 Kernel 2: 93.629997 Copyback: 0.017000 Sum: 0.023000 It 18,Best ac:0.005208 0.758621 fi:0.390408. Ave ac:0.009402,0.012143 Initialization: 6.185000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.508000 Kernel 1: 0.023000 Kernel 2: 91.688004 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.007339 0.756098 fi:0.378355. Ave ac:0.009398,0.012472 Initialization: 6.707000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.497000 Kernel 1: 0.024000 Kernel 2: 80.558998 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.004260 0.900000 fi:0.235271. Ave ac:0.012680,0.018621 Initialization: 6.230000 Memcpy Classifiers: 0.225000 Memcpy Instances: 8.516000 Kernel 1: 0.023000 Kernel 2: 88.982002 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.004025 0.809524 fi:0.346612. Ave ac:0.009822,0.012179 Initialization: 6.217000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.565000 Kernel 1: 0.023000 Kernel 2: 78.258003 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.011598 0.803279 fi:0.346539. Ave ac:0.009079,0.011452 Initialization: 6.287000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.976000 Kernel 1: 0.021000 Kernel 2: 90.642998 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.004025 0.809524 fi:0.348650. Ave ac:0.010624,0.012593 Initialization: 6.677000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.864000 Kernel 1: 0.023000 Kernel 2: 94.045998 Copyback: 0.016000 Sum: 0.023000 It 24,Best ac:0.005208 0.846154 fi:0.305857. Ave ac:0.009054,0.011122 Initialization: 6.290000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.509000 Kernel 1: 0.023000 Kernel 2: 94.540001 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.004261 0.857143 fi:0.292205. Ave ac:0.009967,0.013736 Initialization: 6.205000 Memcpy Classifiers: 0.262000 Memcpy Instances: 8.533000 Kernel 1: 0.024000 Kernel 2: 92.942001 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.004261 0.947368 fi:0.187125. Ave ac:0.009307,0.008986 Initialization: 6.237000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.479000 Kernel 1: 0.024000 Kernel 2: 94.098000 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.006155 0.787879 fi:0.366084. Ave ac:0.007273,0.008701 Initialization: 6.310000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.536000 Kernel 1: 0.022000 Kernel 2: 90.730003 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.006866 0.828571 fi:0.306273. Ave ac:0.009546,0.011658 Initialization: 6.202000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.494000 Kernel 1: 0.024000 Kernel 2: 94.288002 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.007102 0.810811 fi:0.331040. Ave ac:0.012293,0.014348 Initialization: 6.344000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.487000 Kernel 1: 0.024000 Kernel 2: 93.374001 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.004261 0.900000 fi:0.248022. Ave ac:0.011222,0.012809 Initialization: 6.509000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.672000 Kernel 1: 0.023000 Kernel 2: 92.385002 Copyback: 0.018000 Sum: 0.022000 It 31,Best ac:0.006155 0.812500 fi:0.331812. Ave ac:0.009545,0.010095 Initialization: 6.260000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.569000 Kernel 1: 0.023000 Kernel 2: 81.139000 Copyback: 0.016000 Sum: 0.022000 It 32,Best ac:0.010182 0.860000 fi:0.286244. Ave ac:0.012316,0.012311 Initialization: 6.251000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.541000 Kernel 1: 0.024000 Kernel 2: 92.213997 Copyback: 0.016000 Sum: 0.022000 It 33,Best ac:0.009706 0.891304 fi:0.269402. Ave ac:0.011090,0.011652 Initialization: 25.714001 Memcpy Instances: 423.285004 Memcpy Classifiers: 0.054000 Kernel 1: 0.025000 Kernel 2: 464.730988 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 475.178009 Copyback: 0.021000 Sum: 0.005000 Memcpy Classifiers: 0.054000 Kernel 1: 0.020000 Kernel 2: 471.489014 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 460.671997 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.054000 Kernel 1: 0.016000 Kernel 2: 470.878998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 457.485992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 464.377014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 464.218994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 467.210999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 466.710999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 465.755005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 202.389008 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.007670 0.690537 fi:0.456744. Ave ac:0.011364,0.037213 Best acc 0.007670 0.690537 Rule:Att PSSM_-4_15 is [<5.888368]|Att PSSM_0_12 is [<-3.640639]|Att PSSM_0_20 is [>-2.603614]|Att PSSM_1_5 is [-2.647240,5.896690]|Att PSSM_1_8 is [-4.108995,4.850687]|Att PSSM_1_15 is [<6.044989]|Att PSSM_4_12 is [-6.743989,-1.618502]|1 Accuracy : 0.760180 0 1 158335 5745 50526 20032 Removed 2346 instances. 208861 Instances left. Acc of rule 0.007670-0.690537 Initialization: 6.170000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.547000 Kernel 1: 0.024000 Kernel 2: 104.123001 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.005572 accuracy2:0.222784 Initialization: 6.212000 Memcpy Classifiers: 0.458000 Memcpy Instances: 8.456000 Kernel 1: 0.024000 Kernel 2: 109.166000 Copyback: 0.018000 Sum: 0.039000 It 0,Best ac:0.009576 0.487805 fi:0.609863. Ave ac:0.010548,0.013558 Initialization: 6.616000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.644000 Kernel 1: 0.023000 Kernel 2: 109.692001 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.004788 0.540541 fi:0.559139. Ave ac:0.013593,0.016111 Initialization: 6.191000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.894000 Kernel 1: 0.023000 Kernel 2: 107.043999 Copyback: 0.018000 Sum: 0.029000 It 2,Best ac:0.004549 0.527778 fi:0.572002. Ave ac:0.012260,0.014720 Initialization: 6.181000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.804000 Kernel 1: 0.023000 Kernel 2: 105.019997 Copyback: 0.017000 Sum: 0.036000 It 3,Best ac:0.004548 0.703704 fi:0.396076. Ave ac:0.013642,0.016090 Initialization: 6.379000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.391000 Kernel 1: 0.024000 Kernel 2: 100.225998 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.003831 0.695652 fi:0.446878. Ave ac:0.012079,0.016320 Initialization: 6.423000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.671000 Kernel 1: 0.023000 Kernel 2: 101.098000 Copyback: 0.020000 Sum: 0.035000 It 5,Best ac:0.004787 0.714286 fi:0.385393. Ave ac:0.012787,0.015375 Initialization: 6.274000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.416000 Kernel 1: 0.023000 Kernel 2: 98.489998 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.007900 0.717391 fi:0.380977. Ave ac:0.013127,0.016386 Initialization: 6.341000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.401000 Kernel 1: 0.024000 Kernel 2: 98.427002 Copyback: 0.018000 Sum: 0.031000 It 7,Best ac:0.004789 0.769231 fi:0.330446. Ave ac:0.012953,0.014860 Initialization: 6.199000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.747000 Kernel 1: 0.023000 Kernel 2: 98.700996 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.004787 0.740741 fi:0.358938. Ave ac:0.012007,0.013680 Initialization: 6.345000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.529000 Kernel 1: 0.022000 Kernel 2: 100.189003 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.005746 0.685714 fi:0.413560. Ave ac:0.009733,0.012469 Iteration 10:MDL fitness activated Error 0.413560 TL 0.041589 MDL Theory Length Weight: 3.3146467970 (3) Initialization: 6.195000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.474000 Kernel 1: 0.025000 Kernel 2: 99.102997 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.007182 0.750000 fi:0.438054. Ave ac:0.010536,0.011539 Initialization: 6.147000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.619000 Kernel 1: 0.024000 Kernel 2: 98.039001 Copyback: 0.371000 Sum: 0.033000 It 11,Best ac:0.004548 0.826087 fi:0.387470. Ave ac:0.011100,0.013077 Initialization: 6.213000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.474000 Kernel 1: 0.022000 Kernel 2: 98.112999 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.005028 0.807692 fi:0.416414. Ave ac:0.013003,0.016422 Initialization: 6.197000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.453000 Kernel 1: 0.024000 Kernel 2: 98.095001 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.007900 0.733333 fi:0.455247. Ave ac:0.012158,0.012914 Initialization: 6.213000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.415000 Kernel 1: 0.024000 Kernel 2: 96.920998 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004549 0.826087 fi:0.354611. Ave ac:0.012712,0.015542 Initialization: 6.221000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.408000 Kernel 1: 0.023000 Kernel 2: 93.952003 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.003830 0.761905 fi:0.469508. Ave ac:0.012905,0.016820 Initialization: 6.212000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.426000 Kernel 1: 0.023000 Kernel 2: 93.273003 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.005747 0.923077 fi:0.276791. Ave ac:0.016294,0.020973 Initialization: 6.270000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.486000 Kernel 1: 0.024000 Kernel 2: 91.896004 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.004070 0.850000 fi:0.336178. Ave ac:0.011545,0.014301 Initialization: 6.229000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.434000 Kernel 1: 0.023000 Kernel 2: 93.693001 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.004309 0.857143 fi:0.353560. Ave ac:0.013004,0.019073 Initialization: 6.208000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.407000 Kernel 1: 0.023000 Kernel 2: 90.703003 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.006944 0.906250 fi:0.295025. Ave ac:0.014842,0.016502 Initialization: 6.163000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.448000 Kernel 1: 0.023000 Kernel 2: 90.195000 Copyback: 0.018000 Sum: 0.030000 It 20,Best ac:0.003591 1.000000 fi:0.294614. Ave ac:0.011342,0.014219 Initialization: 6.299000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.408000 Kernel 1: 0.024000 Kernel 2: 87.886002 Copyback: 0.017000 Sum: 0.039000 It 21,Best ac:0.005026 0.807692 fi:0.370731. Ave ac:0.014139,0.018981 Initialization: 6.839000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.185000 Kernel 1: 0.022000 Kernel 2: 85.547997 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.004549 0.791667 fi:0.386956. Ave ac:0.011097,0.016971 Initialization: 6.458000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.608000 Kernel 1: 0.023000 Kernel 2: 82.860001 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.004787 0.909091 fi:0.270573. Ave ac:0.011372,0.016927 Initialization: 6.159000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.452000 Kernel 1: 0.023000 Kernel 2: 82.278000 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.006226 0.812500 fi:0.369772. Ave ac:0.009763,0.016715 Initialization: 6.209000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.386000 Kernel 1: 0.025000 Kernel 2: 82.901001 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.004070 0.850000 fi:0.329964. Ave ac:0.013605,0.018644 Initialization: 6.235000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.448000 Kernel 1: 0.024000 Kernel 2: 84.369003 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.005985 0.925926 fi:0.224830. Ave ac:0.012102,0.019137 Initialization: 6.218000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.400000 Kernel 1: 0.024000 Kernel 2: 79.861000 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.005987 0.806452 fi:0.332339. Ave ac:0.011154,0.015111 Initialization: 6.243000 Memcpy Classifiers: 0.379000 Memcpy Instances: 10.275000 Kernel 1: 0.023000 Kernel 2: 83.084999 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.004788 0.869565 fi:0.307946. Ave ac:0.011701,0.018691 Initialization: 7.245000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.396000 Kernel 1: 0.023000 Kernel 2: 83.846001 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.006943 0.852941 fi:0.319806. Ave ac:0.011456,0.020292 Initialization: 6.221000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.395000 Kernel 1: 0.023000 Kernel 2: 83.703003 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.007661 0.888889 fi:0.271099. Ave ac:0.010457,0.017900 Initialization: 6.151000 Memcpy Classifiers: 0.345000 Memcpy Instances: 8.471000 Kernel 1: 0.023000 Kernel 2: 81.122002 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.003831 0.842105 fi:0.378399. Ave ac:0.008298,0.011284 Initialization: 6.186000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.396000 Kernel 1: 0.024000 Kernel 2: 83.945999 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.005026 0.807692 fi:0.357218. Ave ac:0.008991,0.014553 Initialization: 6.230000 Memcpy Classifiers: 0.795000 Memcpy Instances: 8.717000 Kernel 1: 0.023000 Kernel 2: 83.853996 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.004308 0.818182 fi:0.360837. Ave ac:0.009221,0.012691 Initialization: 25.362000 Memcpy Instances: 413.076996 Memcpy Classifiers: 0.062000 Kernel 1: 0.021000 Kernel 2: 470.877991 Copyback: 0.015000 Sum: 0.011000 Memcpy Classifiers: 0.056000 Kernel 1: 0.016000 Kernel 2: 489.864990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 491.789001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 487.781006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 490.447998 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.061000 Kernel 1: 0.017000 Kernel 2: 487.230011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 500.018005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 481.431000 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 474.473999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 489.955994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 496.773987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.042000 Kernel 1: 0.013000 Kernel 2: 140.311996 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005238 0.663030 fi:0.497977. Ave ac:0.012633,0.042936 Best acc 0.005238 0.663030 Initialization: 6.659000 Memcpy Classifiers: 0.507000 Memcpy Instances: 8.695000 Kernel 1: 0.025000 Kernel 2: 103.206001 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.006806 accuracy2:0.255420 Initialization: 6.219000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.462000 Kernel 1: 0.023000 Kernel 2: 111.257004 Copyback: 0.018000 Sum: 0.038000 It 0,Best ac:0.006223 0.590909 fi:0.508167. Ave ac:0.012530,0.017789 Initialization: 6.274000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.391000 Kernel 1: 0.024000 Kernel 2: 109.554001 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.003352 0.700000 fi:0.550456. Ave ac:0.015028,0.020220 Initialization: 6.216000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.389000 Kernel 1: 0.023000 Kernel 2: 110.050003 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.009816 0.585714 fi:0.511853. Ave ac:0.014527,0.021266 Initialization: 6.172000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.440000 Kernel 1: 0.023000 Kernel 2: 105.987999 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.005029 0.617647 fi:0.481929. Ave ac:0.011468,0.014655 Initialization: 6.236000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.557000 Kernel 1: 0.023000 Kernel 2: 108.390999 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.004548 0.863636 fi:0.236143. Ave ac:0.009309,0.009301 Initialization: 6.191000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.379000 Kernel 1: 0.025000 Kernel 2: 114.401001 Copyback: 0.017000 Sum: 0.043000 It 5,Best ac:0.004070 0.708333 fi:0.391646. Ave ac:0.007598,0.006949 Initialization: 6.303000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.453000 Kernel 1: 0.024000 Kernel 2: 116.255997 Copyback: 0.017000 Sum: 0.037000 It 6,Best ac:0.005984 0.657895 fi:0.441281. Ave ac:0.006931,0.006351 Initialization: 6.192000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.389000 Kernel 1: 0.024000 Kernel 2: 110.639999 Copyback: 0.017000 Sum: 0.037000 It 7,Best ac:0.003590 0.833333 fi:0.363584. Ave ac:0.006845,0.006301 Initialization: 6.282000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.429000 Kernel 1: 0.024000 Kernel 2: 111.148003 Copyback: 0.017000 Sum: 0.039000 It 8,Best ac:0.003830 0.800000 fi:0.343378. Ave ac:0.006596,0.005379 Initialization: 7.598000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.588000 Kernel 1: 0.023000 Kernel 2: 106.139000 Copyback: 0.018000 Sum: 0.037000 It 9,Best ac:0.004309 0.947368 fi:0.152510. Ave ac:0.005966,0.004926 Iteration 10:MDL fitness activated Error 0.152510 TL 0.042627 MDL Theory Length Weight: 1.1925866737 (1) Initialization: 6.161000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.418000 Kernel 1: 0.023000 Kernel 2: 99.925003 Copyback: 0.016000 Sum: 0.042000 It 10,Best ac:0.005984 0.757576 fi:0.382082. Ave ac:0.006748,0.005727 Initialization: 6.268000 Memcpy Classifiers: 0.412000 Memcpy Instances: 8.422000 Kernel 1: 0.024000 Kernel 2: 97.487999 Copyback: 0.017000 Sum: 0.039000 It 11,Best ac:0.004071 0.772727 fi:0.373120. Ave ac:0.007205,0.006031 Initialization: 6.620000 Memcpy Classifiers: 0.421000 Memcpy Instances: 8.421000 Kernel 1: 0.023000 Kernel 2: 93.967003 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.005029 0.807692 fi:0.330520. Ave ac:0.007163,0.006211 Initialization: 6.278000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.844000 Kernel 1: 0.023000 Kernel 2: 95.093002 Copyback: 0.018000 Sum: 0.032000 It 13,Best ac:0.004071 0.809524 fi:0.332815. Ave ac:0.006204,0.005967 Initialization: 6.098000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.464000 Kernel 1: 0.024000 Kernel 2: 97.943001 Copyback: 0.018000 Sum: 0.038000 It 14,Best ac:0.003831 0.941176 fi:0.251857. Ave ac:0.006973,0.006685 Initialization: 6.126000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.426000 Kernel 1: 0.024000 Kernel 2: 95.253998 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.005026 0.875000 fi:0.277045. Ave ac:0.007668,0.006685 Initialization: 6.215000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 96.476997 Copyback: 0.017000 Sum: 0.042000 It 16,Best ac:0.004070 0.809524 fi:0.327657. Ave ac:0.007133,0.005942 Initialization: 6.272000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.601000 Kernel 1: 0.031000 Kernel 2: 93.980003 Copyback: 0.017000 Sum: 0.042000 It 17,Best ac:0.004308 0.782609 fi:0.350223. Ave ac:0.007458,0.007068 Initialization: 6.202000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.394000 Kernel 1: 0.024000 Kernel 2: 95.730003 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.005266 0.814815 fi:0.317614. Ave ac:0.008489,0.007243 Initialization: 7.121000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.352000 Kernel 1: 0.022000 Kernel 2: 96.209000 Copyback: 0.016000 Sum: 0.036000 It 19,Best ac:0.005747 0.800000 fi:0.332226. Ave ac:0.007219,0.006120 Initialization: 6.175000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.428000 Kernel 1: 0.023000 Kernel 2: 94.568001 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.005508 0.821429 fi:0.312763. Ave ac:0.006448,0.006401 Initialization: 6.313000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.434000 Kernel 1: 0.023000 Kernel 2: 99.083000 Copyback: 0.017000 Sum: 0.070000 It 21,Best ac:0.005746 0.857143 fi:0.277998. Ave ac:0.006825,0.006283 Initialization: 6.224000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.426000 Kernel 1: 0.024000 Kernel 2: 99.794998 Copyback: 0.018000 Sum: 0.032000 It 22,Best ac:0.004788 0.869565 fi:0.268141. Ave ac:0.006878,0.006147 Initialization: 6.177000 Memcpy Classifiers: 0.387000 Memcpy Instances: 8.445000 Kernel 1: 0.023000 Kernel 2: 97.235001 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.005266 0.785714 fi:0.350011. Ave ac:0.006343,0.006086 MDL Theory Length Weight: 1.0733280064 (10) Initialization: 6.662000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.449000 Kernel 1: 0.022000 Kernel 2: 94.238998 Copyback: 0.016000 Sum: 0.030000 It 24,Best ac:0.005028 0.777778 fi:0.352504. Ave ac:0.006174,0.006417 Initialization: 6.680000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.391000 Kernel 1: 0.024000 Kernel 2: 94.568001 Copyback: 0.017000 Sum: 0.038000 It 25,Best ac:0.009337 0.750000 fi:0.369222. Ave ac:0.007488,0.006591 Initialization: 6.082000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.875000 Kernel 1: 0.023000 Kernel 2: 94.740997 Copyback: 0.016000 Sum: 0.033000 It 26,Best ac:0.005028 0.875000 fi:0.257411. Ave ac:0.008176,0.006830 Initialization: 6.168000 Memcpy Classifiers: 0.369000 Memcpy Instances: 8.437000 Kernel 1: 0.024000 Kernel 2: 91.039001 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.004069 0.894737 fi:0.233733. Ave ac:0.006767,0.005899 Initialization: 6.253000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.858000 Kernel 1: 0.022000 Kernel 2: 91.339996 Copyback: 0.371000 Sum: 0.033000 It 28,Best ac:0.005506 0.920000 fi:0.211018. Ave ac:0.006864,0.005236 Initialization: 6.251000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.383000 Kernel 1: 0.024000 Kernel 2: 91.764999 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.004548 0.904762 fi:0.226352. Ave ac:0.006792,0.004435 Initialization: 6.155000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.870000 Kernel 1: 0.023000 Kernel 2: 90.150002 Copyback: 0.018000 Sum: 0.035000 It 30,Best ac:0.005266 1.000000 fi:0.132081. Ave ac:0.005797,0.003765 Initialization: 7.191000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.428000 Kernel 1: 0.024000 Kernel 2: 93.723000 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.004309 0.857143 fi:0.275824. Ave ac:0.006646,0.004994 Initialization: 6.163000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.408000 Kernel 1: 0.024000 Kernel 2: 93.011002 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.004308 0.857143 fi:0.278279. Ave ac:0.004954,0.003930 Initialization: 6.214000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.380000 Kernel 1: 0.024000 Kernel 2: 91.903000 Copyback: 0.018000 Sum: 0.035000 It 33,Best ac:0.005267 0.758621 fi:0.374276. Ave ac:0.005849,0.005334 Initialization: 26.483000 Memcpy Instances: 412.470001 Memcpy Classifiers: 0.074000 Kernel 1: 0.025000 Kernel 2: 514.966003 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 503.080994 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.073000 Kernel 1: 0.017000 Kernel 2: 522.668030 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.072000 Kernel 1: 0.016000 Kernel 2: 512.497986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 512.838989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 516.833984 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 508.287994 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.072000 Kernel 1: 0.017000 Kernel 2: 519.681030 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 521.702026 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 507.572998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 510.088013 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 141.179993 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004697 0.679363 fi:0.452633. Ave ac:0.007826,0.024483 Best acc 0.004697 0.679363 Rule:Att PSSM_-3_13 is [-4.010543,6.263178]|Att PSSM_-2_12 is [<-0.235737]|Att PSSM_-1_9 is [<0.976233]|Att PSSM_-1_10 is [0.531773,7.468227]|Att PSSM_-1_12 is [<-2.132586]|Att PSSM_0_12 is [<-2.019066]|Att PSSM_1_7 is [-5.996995,1.996995]|Att PSSM_1_13 is [<5.179401]|Att PSSM_2_12 is [<-0.636452]|Att PSSM_4_2 is [-5.767585,-0.232415]|1 Accuracy : 0.762387 0 1 157872 6208 49545 21013 Removed 1444 instances. 207417 Instances left. Acc of rule 0.004697-0.679363 Initialization: 6.133000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.350000 Kernel 1: 0.026000 Kernel 2: 103.720001 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.006025 accuracy2:0.224658 Initialization: 6.068000 Memcpy Classifiers: 0.462000 Memcpy Instances: 8.471000 Kernel 1: 0.023000 Kernel 2: 110.108002 Copyback: 0.017000 Sum: 0.053000 It 0,Best ac:0.005302 0.536585 fi:0.562848. Ave ac:0.012614,0.017422 Initialization: 6.136000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.335000 Kernel 1: 0.024000 Kernel 2: 107.863998 Copyback: 0.017000 Sum: 0.040000 It 1,Best ac:0.006268 0.530612 fi:0.568411. Ave ac:0.014282,0.019060 Initialization: 6.092000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.324000 Kernel 1: 0.025000 Kernel 2: 106.046997 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.004098 0.739130 fi:0.360816. Ave ac:0.013603,0.016806 Initialization: 6.213000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.398000 Kernel 1: 0.023000 Kernel 2: 105.921997 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.005063 0.656250 fi:0.443286. Ave ac:0.012413,0.016949 Initialization: 6.560000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.367000 Kernel 1: 0.022000 Kernel 2: 101.351997 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.004098 0.708333 fi:0.391613. Ave ac:0.011418,0.012620 Initialization: 6.224000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.811000 Kernel 1: 0.023000 Kernel 2: 97.360001 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.003616 0.750000 fi:0.430709. Ave ac:0.011188,0.013707 Initialization: 6.156000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.040000 Kernel 1: 0.024000 Kernel 2: 95.912003 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.018077 0.681818 fi:0.412177. Ave ac:0.012427,0.017365 Initialization: 6.721000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.350000 Kernel 1: 0.023000 Kernel 2: 91.684998 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.004338 0.818182 fi:0.281662. Ave ac:0.010783,0.013036 Initialization: 6.145000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.405000 Kernel 1: 0.024000 Kernel 2: 90.292000 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.004338 0.720000 fi:0.379844. Ave ac:0.011370,0.014928 Initialization: 6.186000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.320000 Kernel 1: 0.023000 Kernel 2: 91.293999 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.004338 0.857143 fi:0.242701. Ave ac:0.012183,0.015191 Iteration 10:MDL fitness activated Error 0.242701 TL 0.024588 MDL Theory Length Weight: 3.2902709551 (1) Initialization: 6.259000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.743000 Kernel 1: 0.022000 Kernel 2: 89.564003 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.005063 0.750000 fi:0.417492. Ave ac:0.008775,0.009777 Initialization: 6.113000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.884000 Kernel 1: 0.023000 Kernel 2: 89.961998 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.006749 0.777778 fi:0.403341. Ave ac:0.010029,0.009633 Initialization: 6.235000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.652000 Kernel 1: 0.022000 Kernel 2: 86.751999 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.010366 0.693548 fi:0.474070. Ave ac:0.008409,0.007965 Initialization: 6.223000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.371000 Kernel 1: 0.024000 Kernel 2: 88.620003 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.004339 0.720000 fi:0.436215. Ave ac:0.008979,0.010985 Initialization: 6.088000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.327000 Kernel 1: 0.025000 Kernel 2: 87.430000 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.004579 0.863636 fi:0.319452. Ave ac:0.009196,0.010528 Initialization: 6.141000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.822000 Kernel 1: 0.023000 Kernel 2: 87.565002 Copyback: 0.016000 Sum: 0.030000 It 15,Best ac:0.003374 0.933333 fi:0.382233. Ave ac:0.008685,0.009050 Initialization: 6.190000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.371000 Kernel 1: 0.024000 Kernel 2: 86.038002 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.004097 0.894737 fi:0.276185. Ave ac:0.009443,0.009200 Initialization: 6.201000 Memcpy Classifiers: 0.390000 Memcpy Instances: 8.324000 Kernel 1: 0.024000 Kernel 2: 81.817001 Copyback: 0.016000 Sum: 0.031000 It 17,Best ac:0.004822 0.714286 fi:0.453307. Ave ac:0.007822,0.006469 Initialization: 6.137000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.365000 Kernel 1: 0.024000 Kernel 2: 80.750999 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.004820 0.909091 fi:0.253925. Ave ac:0.007151,0.006436 Initialization: 6.064000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.399000 Kernel 1: 0.023000 Kernel 2: 81.442001 Copyback: 0.018000 Sum: 0.034000 It 19,Best ac:0.005302 0.846154 fi:0.342306. Ave ac:0.006752,0.006345 Initialization: 6.139000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.455000 Kernel 1: 0.024000 Kernel 2: 84.601997 Copyback: 0.018000 Sum: 0.033000 It 20,Best ac:0.004822 0.800000 fi:0.362240. Ave ac:0.009655,0.008441 Initialization: 6.512000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.383000 Kernel 1: 0.024000 Kernel 2: 83.801003 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.005304 0.785714 fi:0.395454. Ave ac:0.006329,0.007163 Initialization: 6.211000 Memcpy Classifiers: 0.375000 Memcpy Instances: 8.452000 Kernel 1: 0.024000 Kernel 2: 83.693001 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.003857 0.842105 fi:0.362038. Ave ac:0.008027,0.010183 Initialization: 6.170000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.402000 Kernel 1: 0.024000 Kernel 2: 82.047997 Copyback: 0.017000 Sum: 0.038000 It 23,Best ac:0.004579 0.863636 fi:0.309350. Ave ac:0.009571,0.010697 Initialization: 6.147000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.396000 Kernel 1: 0.023000 Kernel 2: 80.002998 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.003857 0.727273 fi:0.486980. Ave ac:0.007247,0.008447 Initialization: 6.267000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.352000 Kernel 1: 0.023000 Kernel 2: 83.221001 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.004579 0.791667 fi:0.378479. Ave ac:0.012852,0.014007 Initialization: 6.107000 Memcpy Classifiers: 0.287000 Memcpy Instances: 8.445000 Kernel 1: 0.024000 Kernel 2: 80.418999 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.004822 0.869565 fi:0.295906. Ave ac:0.009385,0.009201 Initialization: 6.650000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.584000 Kernel 1: 0.024000 Kernel 2: 79.231003 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.004097 0.894737 fi:0.292290. Ave ac:0.008498,0.008577 MDL Theory Length Weight: 2.9612438596 (10) Initialization: 6.235000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.348000 Kernel 1: 0.024000 Kernel 2: 80.653999 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.003617 0.882353 fi:0.372398. Ave ac:0.008836,0.008171 Initialization: 6.140000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.396000 Kernel 1: 0.023000 Kernel 2: 79.108002 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.006027 0.806452 fi:0.361508. Ave ac:0.008081,0.007593 Initialization: 6.087000 Memcpy Classifiers: 0.350000 Memcpy Instances: 8.402000 Kernel 1: 0.023000 Kernel 2: 77.541000 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.005786 0.774194 fi:0.376037. Ave ac:0.007319,0.007781 Initialization: 6.183000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.410000 Kernel 1: 0.024000 Kernel 2: 79.412003 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.005063 0.777778 fi:0.376739. Ave ac:0.007885,0.008254 Initialization: 6.198000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.390000 Kernel 1: 0.023000 Kernel 2: 81.875999 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.004338 0.900000 fi:0.254829. Ave ac:0.008768,0.007739 Initialization: 6.707000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.331000 Kernel 1: 0.023000 Kernel 2: 79.041000 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.004098 0.739130 fi:0.430560. Ave ac:0.005239,0.005067 Initialization: 26.073999 Memcpy Instances: 409.450989 Memcpy Classifiers: 0.068000 Kernel 1: 0.024000 Kernel 2: 465.596985 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 462.778992 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 452.993011 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 457.156006 Copyback: 0.021000 Sum: 0.007000 Memcpy Classifiers: 0.069000 Kernel 1: 0.019000 Kernel 2: 454.384003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 460.027008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 462.359985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 461.449005 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 461.053986 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 469.553009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 434.184998 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004922 0.656170 fi:0.498407. Ave ac:0.008403,0.026763 Best acc 0.004922 0.656170 Initialization: 6.206000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.376000 Kernel 1: 0.025000 Kernel 2: 104.134003 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.006181 accuracy2:0.229049 Initialization: 6.361000 Memcpy Classifiers: 0.528000 Memcpy Instances: 8.553000 Kernel 1: 0.023000 Kernel 2: 109.634003 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.003374 0.736842 fi:0.498487. Ave ac:0.012725,0.016139 Initialization: 6.120000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.351000 Kernel 1: 0.024000 Kernel 2: 109.401001 Copyback: 0.017000 Sum: 0.036000 It 1,Best ac:0.005304 0.628571 fi:0.470862. Ave ac:0.013549,0.016866 Initialization: 6.130000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.359000 Kernel 1: 0.023000 Kernel 2: 108.542999 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.004098 0.629630 fi:0.470317. Ave ac:0.014092,0.016564 Initialization: 6.105000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.377000 Kernel 1: 0.023000 Kernel 2: 107.495003 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.015670 0.541667 fi:0.553348. Ave ac:0.012203,0.012632 Initialization: 6.175000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.345000 Kernel 1: 0.024000 Kernel 2: 110.797997 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.005061 0.750000 fi:0.349536. Ave ac:0.013236,0.013261 Initialization: 6.145000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.222000 Kernel 1: 0.023000 Kernel 2: 109.077003 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.005064 0.724138 fi:0.375396. Ave ac:0.011605,0.010286 Initialization: 6.135000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.335000 Kernel 1: 0.023000 Kernel 2: 108.221001 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.005544 0.766667 fi:0.332664. Ave ac:0.008872,0.008720 Initialization: 6.061000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.318000 Kernel 1: 0.024000 Kernel 2: 109.556000 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004338 0.666667 fi:0.433177. Ave ac:0.009652,0.009892 Initialization: 6.081000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.413000 Kernel 1: 0.023000 Kernel 2: 108.927002 Copyback: 0.371000 Sum: 0.029000 It 8,Best ac:0.004581 0.791667 fi:0.308075. Ave ac:0.008877,0.009471 Initialization: 6.196000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.328000 Kernel 1: 0.024000 Kernel 2: 112.069000 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.006749 0.823529 fi:0.275288. Ave ac:0.009193,0.008608 Iteration 10:MDL fitness activated Error 0.275288 TL 0.031467 MDL Theory Length Weight: 2.9161725321 (1) Initialization: 6.253000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.574000 Kernel 1: 0.023000 Kernel 2: 111.181000 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.003616 0.882353 fi:0.400636. Ave ac:0.009644,0.009448 Initialization: 6.132000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.380000 Kernel 1: 0.024000 Kernel 2: 111.987999 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.004822 0.833333 fi:0.356395. Ave ac:0.009993,0.007301 Initialization: 6.158000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.318000 Kernel 1: 0.023000 Kernel 2: 114.058998 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.004581 0.791667 fi:0.363065. Ave ac:0.008461,0.007253 Initialization: 5.996000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.372000 Kernel 1: 0.023000 Kernel 2: 116.588997 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.004581 0.826087 fi:0.375162. Ave ac:0.009366,0.008391 Initialization: 6.103000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.423000 Kernel 1: 0.024000 Kernel 2: 114.655998 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.008197 0.739130 fi:0.447360. Ave ac:0.010501,0.009778 Initialization: 6.077000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.610000 Kernel 1: 0.023000 Kernel 2: 113.630997 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.005544 0.821429 fi:0.369913. Ave ac:0.010112,0.008326 Initialization: 6.159000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.352000 Kernel 1: 0.023000 Kernel 2: 112.463997 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004097 0.894737 fi:0.277977. Ave ac:0.009002,0.006695 Initialization: 6.426000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.729000 Kernel 1: 0.023000 Kernel 2: 114.692001 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004339 0.857143 fi:0.324562. Ave ac:0.007519,0.007168 Initialization: 6.179000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.319000 Kernel 1: 0.024000 Kernel 2: 116.420998 Copyback: 0.016000 Sum: 0.030000 It 18,Best ac:0.004338 0.857143 fi:0.336039. Ave ac:0.007428,0.006973 Initialization: 6.198000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.316000 Kernel 1: 0.024000 Kernel 2: 109.764999 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.007956 0.891892 fi:0.287231. Ave ac:0.008120,0.006996 Initialization: 6.143000 Memcpy Classifiers: 0.374000 Memcpy Instances: 8.321000 Kernel 1: 0.024000 Kernel 2: 106.564003 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.004339 0.857143 fi:0.307266. Ave ac:0.006539,0.005321 Initialization: 6.154000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.439000 Kernel 1: 0.023000 Kernel 2: 111.765999 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.005061 0.875000 fi:0.300823. Ave ac:0.007410,0.006317 Initialization: 6.097000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.391000 Kernel 1: 0.023000 Kernel 2: 116.864998 Copyback: 0.017000 Sum: 0.038000 It 22,Best ac:0.004581 0.730769 fi:0.463274. Ave ac:0.006266,0.005024 Initialization: 6.118000 Memcpy Classifiers: 0.345000 Memcpy Instances: 8.383000 Kernel 1: 0.024000 Kernel 2: 109.070999 Copyback: 0.017000 Sum: 0.037000 It 23,Best ac:0.006268 0.866667 fi:0.305124. Ave ac:0.009580,0.006564 Initialization: 6.143000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.343000 Kernel 1: 0.023000 Kernel 2: 113.954002 Copyback: 0.016000 Sum: 0.038000 It 24,Best ac:0.004339 0.818182 fi:0.352155. Ave ac:0.006183,0.004880 Initialization: 21.577999 Memcpy Classifiers: 0.389000 Memcpy Instances: 8.467000 Kernel 1: 0.023000 Kernel 2: 113.295998 Copyback: 0.017000 Sum: 0.040000 It 25,Best ac:0.004579 0.863636 fi:0.318281. Ave ac:0.008237,0.005866 MDL Theory Length Weight: 2.6245552789 (10) Initialization: 6.176000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.359000 Kernel 1: 0.025000 Kernel 2: 113.815002 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.004098 0.850000 fi:0.341409. Ave ac:0.006759,0.005282 Initialization: 6.662000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.373000 Kernel 1: 0.024000 Kernel 2: 110.542999 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.004579 0.904762 fi:0.270828. Ave ac:0.006489,0.005370 Initialization: 6.144000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.321000 Kernel 1: 0.024000 Kernel 2: 109.695000 Copyback: 0.017000 Sum: 0.036000 It 28,Best ac:0.006750 0.848485 fi:0.308094. Ave ac:0.007544,0.006064 Initialization: 6.087000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.423000 Kernel 1: 0.022000 Kernel 2: 112.294998 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.006027 0.862069 fi:0.308561. Ave ac:0.006656,0.005132 Initialization: 6.158000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.379000 Kernel 1: 0.024000 Kernel 2: 112.186996 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.003856 0.941176 fi:0.265168. Ave ac:0.006246,0.004563 Initialization: 6.109000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.353000 Kernel 1: 0.024000 Kernel 2: 109.842003 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.003857 0.888889 fi:0.303023. Ave ac:0.006133,0.005585 Initialization: 6.180000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.345000 Kernel 1: 0.024000 Kernel 2: 116.267998 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.005546 0.821429 fi:0.348971. Ave ac:0.006606,0.007116 Initialization: 6.108000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.375000 Kernel 1: 0.023000 Kernel 2: 116.067001 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.005304 0.814815 fi:0.334110. Ave ac:0.007535,0.006133 Initialization: 25.933001 Memcpy Instances: 411.024994 Memcpy Classifiers: 0.068000 Kernel 1: 0.024000 Kernel 2: 602.140991 Copyback: 0.022000 Sum: 0.014000 Memcpy Classifiers: 0.063000 Kernel 1: 0.021000 Kernel 2: 597.809998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 605.309998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 606.075012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 598.655029 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 604.083984 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 612.642029 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 612.114990 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 613.380981 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 618.534973 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 553.693970 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004329 0.703762 fi:0.478896. Ave ac:0.008281,0.026188 Best acc 0.004329 0.703762 Rule:Att PSSM_-4_13 is [<4.277925]|Att PSSM_-3_10 is [<3.541557]|Att PSSM_-1_2 is [<-0.022712]|Att PSSM_-1_3 is [<1.095860]|Att PSSM_0_2 is [-6.533871,0.533871]|Att PSSM_0_3 is [<-0.321474]|Att PSSM_0_5 is [-1.733045,11.071070]|Att PSSM_0_7 is [<-2.329512]|Att PSSM_0_14 is [-5.229606,5.502685]|Att PSSM_3_12 is [<-1.436666]|Att PSSM_4_12 is [<-1.634668]|Att PSSM_4_13 is [-3.722935,9.722935]|1 Accuracy : 0.764603 0 1 157494 6586 48647 21911 Removed 1276 instances. 206141 Instances left. Acc of rule 0.004329-0.703762 Initialization: 6.205000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.318000 Kernel 1: 0.025000 Kernel 2: 102.528999 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005227 accuracy2:0.234255 Initialization: 6.555000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.305000 Kernel 1: 0.023000 Kernel 2: 113.063004 Copyback: 0.017000 Sum: 0.057000 It 0,Best ac:0.005093 0.512195 fi:0.587301. Ave ac:0.011085,0.014097 Initialization: 6.172000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.288000 Kernel 1: 0.024000 Kernel 2: 114.037003 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.003881 0.640000 fi:0.469923. Ave ac:0.014211,0.016896 Initialization: 6.209000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.309000 Kernel 1: 0.024000 Kernel 2: 108.450996 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.006064 0.694444 fi:0.404634. Ave ac:0.015444,0.018585 Initialization: 6.162000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.298000 Kernel 1: 0.024000 Kernel 2: 109.425003 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.005093 0.677419 fi:0.422077. Ave ac:0.015950,0.018181 Initialization: 6.151000 Memcpy Classifiers: 0.475000 Memcpy Instances: 8.293000 Kernel 1: 0.023000 Kernel 2: 105.747002 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.005580 0.696970 fi:0.402317. Ave ac:0.015309,0.016050 Initialization: 6.197000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.997000 Kernel 1: 0.022000 Kernel 2: 103.704002 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.005578 0.884615 fi:0.214672. Ave ac:0.013424,0.013070 Initialization: 7.304000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.276000 Kernel 1: 0.024000 Kernel 2: 104.958000 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.004609 0.791667 fi:0.308036. Ave ac:0.010794,0.009969 Initialization: 6.102000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.267000 Kernel 1: 0.060000 Kernel 2: 101.463997 Copyback: 0.373000 Sum: 0.036000 It 7,Best ac:0.006306 0.742857 fi:0.356116. Ave ac:0.010249,0.009053 Initialization: 6.642000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.488000 Kernel 1: 0.024000 Kernel 2: 100.820000 Copyback: 0.020000 Sum: 0.038000 It 8,Best ac:0.003881 0.695652 fi:0.414271. Ave ac:0.008741,0.007338 Initialization: 6.687000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.304000 Kernel 1: 0.023000 Kernel 2: 100.338997 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.004124 0.772727 fi:0.327187. Ave ac:0.009440,0.007868 Iteration 10:MDL fitness activated Error 0.327187 TL 0.034635 MDL Theory Length Weight: 3.1488991474 (5) Initialization: 6.051000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.268000 Kernel 1: 0.025000 Kernel 2: 97.404999 Copyback: 0.017000 Sum: 0.039000 It 10,Best ac:0.004367 0.818182 fi:0.384458. Ave ac:0.010901,0.010263 Initialization: 6.222000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.773000 Kernel 1: 0.023000 Kernel 2: 94.879997 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.003881 0.800000 fi:0.396067. Ave ac:0.010029,0.007569 Initialization: 6.197000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.297000 Kernel 1: 0.024000 Kernel 2: 90.035004 Copyback: 0.019000 Sum: 0.038000 It 12,Best ac:0.005093 0.777778 fi:0.416355. Ave ac:0.010494,0.009179 Initialization: 6.128000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.345000 Kernel 1: 0.024000 Kernel 2: 89.249001 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.005821 0.774194 fi:0.399379. Ave ac:0.012554,0.011979 Initialization: 6.236000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.393000 Kernel 1: 0.023000 Kernel 2: 91.167000 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.005821 0.774194 fi:0.412455. Ave ac:0.011350,0.009454 Initialization: 6.253000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.948000 Kernel 1: 0.022000 Kernel 2: 85.486000 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.003638 0.882353 fi:0.379007. Ave ac:0.010497,0.009414 Initialization: 6.323000 Memcpy Classifiers: 0.391000 Memcpy Instances: 8.324000 Kernel 1: 0.024000 Kernel 2: 82.323997 Copyback: 0.017000 Sum: 0.037000 It 16,Best ac:0.004123 0.850000 fi:0.332872. Ave ac:0.008274,0.008280 Initialization: 6.215000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.332000 Kernel 1: 0.023000 Kernel 2: 83.155998 Copyback: 0.020000 Sum: 0.034000 It 17,Best ac:0.005093 0.777778 fi:0.411446. Ave ac:0.009025,0.007771 Initialization: 6.151000 Memcpy Classifiers: 0.357000 Memcpy Instances: 8.831000 Kernel 1: 0.022000 Kernel 2: 83.910004 Copyback: 0.016000 Sum: 0.034000 It 18,Best ac:0.004124 0.772727 fi:0.429076. Ave ac:0.010146,0.007943 Initialization: 6.176000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.297000 Kernel 1: 0.024000 Kernel 2: 84.598000 Copyback: 0.016000 Sum: 0.034000 It 19,Best ac:0.007519 0.738095 fi:0.434746. Ave ac:0.008570,0.006747 Initialization: 6.119000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.324000 Kernel 1: 0.023000 Kernel 2: 83.639000 Copyback: 0.018000 Sum: 0.033000 It 20,Best ac:0.004851 0.800000 fi:0.402394. Ave ac:0.008876,0.008658 Initialization: 6.573000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.569000 Kernel 1: 0.023000 Kernel 2: 84.407997 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.004851 0.833333 fi:0.365240. Ave ac:0.008618,0.007647 Initialization: 6.186000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.449000 Kernel 1: 0.024000 Kernel 2: 83.898003 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.006549 0.843750 fi:0.325981. Ave ac:0.007738,0.008095 Initialization: 6.198000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.376000 Kernel 1: 0.024000 Kernel 2: 82.737000 Copyback: 0.017000 Sum: 0.037000 It 23,Best ac:0.008489 0.833333 fi:0.341335. Ave ac:0.008693,0.009663 Initialization: 6.161000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.327000 Kernel 1: 0.024000 Kernel 2: 83.671997 Copyback: 0.016000 Sum: 0.032000 It 24,Best ac:0.004123 0.708333 fi:0.470489. Ave ac:0.008079,0.007998 Initialization: 6.091000 Memcpy Classifiers: 0.338000 Memcpy Instances: 8.295000 Kernel 1: 0.023000 Kernel 2: 83.921997 Copyback: 0.017000 Sum: 0.038000 It 25,Best ac:0.006306 0.838710 fi:0.377856. Ave ac:0.009766,0.010544 Initialization: 6.184000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.266000 Kernel 1: 0.024000 Kernel 2: 84.004997 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.003881 0.888889 fi:0.299943. Ave ac:0.011558,0.010835 Initialization: 6.168000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.377000 Kernel 1: 0.023000 Kernel 2: 83.839996 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.004123 0.809524 fi:0.407129. Ave ac:0.009673,0.008912 Initialization: 6.175000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.261000 Kernel 1: 0.024000 Kernel 2: 85.450996 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.003881 0.888889 fi:0.294265. Ave ac:0.010087,0.009514 Initialization: 6.159000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.393000 Kernel 1: 0.023000 Kernel 2: 86.221001 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.004851 0.869565 fi:0.346305. Ave ac:0.010110,0.009613 Initialization: 6.151000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.299000 Kernel 1: 0.024000 Kernel 2: 86.810997 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.008004 0.868421 fi:0.301111. Ave ac:0.009791,0.008187 Initialization: 6.119000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.766000 Kernel 1: 0.022000 Kernel 2: 84.149002 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.008974 0.822222 fi:0.349359. Ave ac:0.007623,0.007573 Initialization: 6.116000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.341000 Kernel 1: 0.024000 Kernel 2: 85.611000 Copyback: 0.017000 Sum: 0.036000 It 32,Best ac:0.003881 0.800000 fi:0.389340. Ave ac:0.007722,0.007563 Initialization: 6.123000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.313000 Kernel 1: 0.024000 Kernel 2: 84.263000 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.010432 0.843137 fi:0.330329. Ave ac:0.010150,0.009411 Initialization: 26.486000 Memcpy Instances: 408.475006 Memcpy Classifiers: 0.068000 Kernel 1: 0.024000 Kernel 2: 493.687012 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 491.653992 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.070000 Kernel 1: 0.015000 Kernel 2: 484.425995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 481.936005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 486.667999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 487.395996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 499.528015 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 475.002014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 479.884003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 484.911987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 380.820007 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005894 0.657112 fi:0.513330. Ave ac:0.008642,0.027305 Best acc 0.005894 0.657112 Initialization: 6.512000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.266000 Kernel 1: 0.025000 Kernel 2: 100.001999 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.004726 accuracy2:0.222766 Initialization: 6.038000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.291000 Kernel 1: 0.023000 Kernel 2: 109.570999 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.014310 0.468254 fi:0.627271. Ave ac:0.011104,0.014997 Initialization: 6.076000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.326000 Kernel 1: 0.025000 Kernel 2: 105.954002 Copyback: 0.017000 Sum: 0.036000 It 1,Best ac:0.009944 0.554054 fi:0.543352. Ave ac:0.014722,0.015626 Initialization: 6.829000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.291000 Kernel 1: 0.023000 Kernel 2: 103.961998 Copyback: 0.016000 Sum: 0.033000 It 2,Best ac:0.006306 0.650000 fi:0.448974. Ave ac:0.013331,0.015448 Initialization: 5.988000 Memcpy Classifiers: 0.447000 Memcpy Instances: 8.264000 Kernel 1: 0.023000 Kernel 2: 103.736000 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.003881 0.727273 fi:0.382650. Ave ac:0.014398,0.017878 Initialization: 6.044000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.307000 Kernel 1: 0.024000 Kernel 2: 100.838997 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.004124 0.772727 fi:0.327187. Ave ac:0.014826,0.019432 Initialization: 6.285000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.273000 Kernel 1: 0.025000 Kernel 2: 95.577003 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.003881 0.842105 fi:0.267818. Ave ac:0.013771,0.018108 Initialization: 6.136000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.278000 Kernel 1: 0.023000 Kernel 2: 97.860001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.006306 0.666667 fi:0.432307. Ave ac:0.016629,0.029089 Initialization: 6.111000 Memcpy Classifiers: 0.319000 Memcpy Instances: 8.315000 Kernel 1: 0.024000 Kernel 2: 94.730003 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.006064 0.694444 fi:0.404634. Ave ac:0.013772,0.020248 Initialization: 6.081000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.311000 Kernel 1: 0.023000 Kernel 2: 93.496002 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.003881 0.727273 fi:0.382650. Ave ac:0.013417,0.023211 Initialization: 6.053000 Memcpy Classifiers: 0.331000 Memcpy Instances: 10.149000 Kernel 1: 0.022000 Kernel 2: 93.330002 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.005093 0.807692 fi:0.291804. Ave ac:0.011431,0.022457 Iteration 10:MDL fitness activated Error 0.291804 TL 0.021207 MDL Theory Length Weight: 4.5866356756 (5) Initialization: 6.075000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.297000 Kernel 1: 0.023000 Kernel 2: 92.837997 Copyback: 0.016000 Sum: 0.026000 It 10,Best ac:0.005093 0.840000 fi:0.363108. Ave ac:0.010343,0.020591 Initialization: 6.127000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.323000 Kernel 1: 0.023000 Kernel 2: 89.800003 Copyback: 0.017000 Sum: 0.021000 It 11,Best ac:0.005093 0.724138 fi:0.459521. Ave ac:0.012081,0.029158 Initialization: 6.629000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.307000 Kernel 1: 0.023000 Kernel 2: 85.968002 Copyback: 0.016000 Sum: 0.022000 It 12,Best ac:0.004608 0.826087 fi:0.319448. Ave ac:0.013754,0.026983 Initialization: 6.208000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.277000 Kernel 1: 0.023000 Kernel 2: 86.093002 Copyback: 0.017000 Sum: 0.023000 It 13,Best ac:0.003881 0.888889 fi:0.284146. Ave ac:0.013499,0.027106 Initialization: 6.151000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.270000 Kernel 1: 0.023000 Kernel 2: 84.512001 Copyback: 0.018000 Sum: 0.024000 It 14,Best ac:0.005821 0.857143 fi:0.312749. Ave ac:0.016069,0.036534 Initialization: 7.496000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.301000 Kernel 1: 0.023000 Kernel 2: 81.721001 Copyback: 0.017000 Sum: 0.021000 It 15,Best ac:0.004608 0.826087 fi:0.353650. Ave ac:0.016172,0.037427 Initialization: 6.132000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.265000 Kernel 1: 0.023000 Kernel 2: 81.962997 Copyback: 0.017000 Sum: 0.021000 It 16,Best ac:0.003881 0.695652 fi:0.497339. Ave ac:0.014638,0.033345 Initialization: 6.161000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.261000 Kernel 1: 0.024000 Kernel 2: 81.528000 Copyback: 0.017000 Sum: 0.019000 It 17,Best ac:0.004366 0.750000 fi:0.415209. Ave ac:0.016976,0.034746 Initialization: 6.082000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.322000 Kernel 1: 0.024000 Kernel 2: 81.794998 Copyback: 0.017000 Sum: 0.024000 It 18,Best ac:0.004123 0.739130 fi:0.419685. Ave ac:0.020473,0.044878 Initialization: 6.068000 Memcpy Classifiers: 0.220000 Memcpy Instances: 8.349000 Kernel 1: 0.023000 Kernel 2: 85.398003 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.006306 0.742857 fi:0.409961. Ave ac:0.017740,0.033888 Initialization: 6.114000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.426000 Kernel 1: 0.023000 Kernel 2: 79.028000 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.005093 0.777778 fi:0.366315. Ave ac:0.018601,0.034708 Initialization: 6.063000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.277000 Kernel 1: 0.023000 Kernel 2: 78.244003 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.004366 0.750000 fi:0.400569. Ave ac:0.017191,0.034709 Initialization: 6.124000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.259000 Kernel 1: 0.024000 Kernel 2: 76.057999 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.007761 0.695652 fi:0.451404. Ave ac:0.015702,0.031976 MDL Theory Length Weight: 4.1279721080 (10) Initialization: 6.093000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.318000 Kernel 1: 0.023000 Kernel 2: 77.260002 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.004124 0.772727 fi:0.389066. Ave ac:0.016691,0.034561 Initialization: 6.046000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.275000 Kernel 1: 0.023000 Kernel 2: 79.609001 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.004366 0.857143 fi:0.296481. Ave ac:0.017203,0.036050 Initialization: 6.118000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.259000 Kernel 1: 0.024000 Kernel 2: 79.375999 Copyback: 0.017000 Sum: 0.020000 It 25,Best ac:0.006064 0.892857 fi:0.250986. Ave ac:0.016940,0.033596 Initialization: 6.197000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.298000 Kernel 1: 0.024000 Kernel 2: 79.962997 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.004609 0.730769 fi:0.419583. Ave ac:0.015854,0.033296 Initialization: 6.589000 Memcpy Classifiers: 0.205000 Memcpy Instances: 8.789000 Kernel 1: 0.023000 Kernel 2: 84.200996 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.004366 0.720000 fi:0.429602. Ave ac:0.016991,0.037988 Initialization: 6.209000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.294000 Kernel 1: 0.024000 Kernel 2: 79.005997 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.004366 0.720000 fi:0.428269. Ave ac:0.011308,0.023955 Initialization: 6.106000 Memcpy Classifiers: 0.204000 Memcpy Instances: 8.315000 Kernel 1: 0.024000 Kernel 2: 81.969002 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.004124 0.850000 fi:0.321216. Ave ac:0.019278,0.039966 Initialization: 6.076000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.272000 Kernel 1: 0.024000 Kernel 2: 77.917999 Copyback: 0.372000 Sum: 0.024000 It 30,Best ac:0.005093 0.807692 fi:0.339081. Ave ac:0.013089,0.027233 Initialization: 6.096000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.358000 Kernel 1: 0.023000 Kernel 2: 76.924004 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.003881 0.761905 fi:0.413174. Ave ac:0.011458,0.021756 Initialization: 6.114000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.258000 Kernel 1: 0.024000 Kernel 2: 78.757004 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.004608 0.791667 fi:0.355772. Ave ac:0.015546,0.033908 Initialization: 6.161000 Memcpy Classifiers: 0.204000 Memcpy Instances: 8.781000 Kernel 1: 0.023000 Kernel 2: 80.863998 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.006064 0.781250 fi:0.370971. Ave ac:0.014264,0.030126 Initialization: 26.334000 Memcpy Instances: 407.294006 Memcpy Classifiers: 0.050000 Kernel 1: 0.026000 Kernel 2: 486.700989 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 477.785004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.012000 Kernel 2: 485.164001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 472.734009 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.049000 Kernel 1: 0.018000 Kernel 2: 477.294006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 473.011993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 463.343994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.012000 Kernel 2: 489.475006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 479.998993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 481.463013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 366.766998 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004099 0.613208 fi:0.536509. Ave ac:0.014100,0.053062 Best acc 0.004099 0.613208 Rule:Att PSSM_-4_12 is [-5.197473,-0.802528]|Att PSSM_-3_12 is [-5.121346,-1.846185]|Att PSSM_-2_11 is [-2.500821,5.659532]|Att PSSM_0_4 is [<3.774960]|Att PSSM_0_12 is [<-2.543462]|Att PSSM_1_4 is [<-0.515385]|Att PSSM_3_12 is [<-2.053177]|1 Accuracy : 0.767080 0 1 156860 7220 47432 23126 Removed 1849 instances. 204292 Instances left. Acc of rule 0.005894-0.657112 Initialization: 6.587000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.233000 Kernel 1: 0.026000 Kernel 2: 102.152000 Copyback: 0.018000 Sum: 0.054000 Initial population average accuracy1:0.005811 accuracy2:0.220439 Initialization: 6.102000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.328000 Kernel 1: 0.024000 Kernel 2: 104.925003 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.003917 0.516129 fi:0.583846. Ave ac:0.011367,0.016728 Initialization: 6.967000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.207000 Kernel 1: 0.024000 Kernel 2: 107.288002 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.007832 0.542373 fi:0.555889. Ave ac:0.013502,0.015145 Initialization: 6.246000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.182000 Kernel 1: 0.024000 Kernel 2: 105.283997 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.022516 0.597403 fi:0.495834. Ave ac:0.013639,0.014490 Initialization: 6.098000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.233000 Kernel 1: 0.024000 Kernel 2: 102.736000 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.010282 0.666667 fi:0.430519. Ave ac:0.013429,0.013537 Initialization: 6.183000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.196000 Kernel 1: 0.023000 Kernel 2: 98.524002 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.004651 0.612903 fi:0.486750. Ave ac:0.012757,0.013099 Initialization: 6.114000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.259000 Kernel 1: 0.023000 Kernel 2: 95.933998 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.004649 0.760000 fi:0.339655. Ave ac:0.012566,0.012740 Initialization: 6.607000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.190000 Kernel 1: 0.024000 Kernel 2: 94.026001 Copyback: 0.018000 Sum: 0.034000 It 6,Best ac:0.010768 0.666667 fi:0.430304. Ave ac:0.011859,0.012143 Initialization: 6.109000 Memcpy Classifiers: 0.412000 Memcpy Instances: 8.731000 Kernel 1: 0.022000 Kernel 2: 92.406998 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.006118 0.757576 fi:0.341436. Ave ac:0.012795,0.014111 Initialization: 6.154000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.509000 Kernel 1: 0.024000 Kernel 2: 92.717003 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.004162 0.772727 fi:0.327140. Ave ac:0.009291,0.009425 Initialization: 6.158000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.185000 Kernel 1: 0.024000 Kernel 2: 92.436996 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.004161 0.680000 fi:0.419869. Ave ac:0.009445,0.009915 Iteration 10:MDL fitness activated Error 0.419869 TL 0.033825 MDL Theory Length Weight: 4.1376915155 (2) Initialization: 6.063000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.691000 Kernel 1: 0.023000 Kernel 2: 89.835999 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.005138 0.750000 fi:0.441603. Ave ac:0.011100,0.010311 Initialization: 6.181000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.203000 Kernel 1: 0.023000 Kernel 2: 87.007004 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.006362 0.702703 fi:0.484022. Ave ac:0.010168,0.011031 Initialization: 6.247000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.194000 Kernel 1: 0.024000 Kernel 2: 84.153000 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.003182 0.928571 fi:0.431851. Ave ac:0.011538,0.014687 Initialization: 6.665000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.195000 Kernel 1: 0.024000 Kernel 2: 89.662003 Copyback: 0.018000 Sum: 0.041000 It 13,Best ac:0.010034 0.719298 fi:0.462843. Ave ac:0.012389,0.013002 Initialization: 6.146000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.208000 Kernel 1: 0.023000 Kernel 2: 86.527000 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.003916 0.800000 fi:0.425306. Ave ac:0.012139,0.018731 Initialization: 6.087000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.688000 Kernel 1: 0.023000 Kernel 2: 87.251999 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.003671 0.833333 fi:0.412895. Ave ac:0.010252,0.015017 Initialization: 6.303000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.255000 Kernel 1: 0.024000 Kernel 2: 87.584999 Copyback: 0.016000 Sum: 0.034000 It 16,Best ac:0.004405 0.692308 fi:0.480751. Ave ac:0.010516,0.010774 Initialization: 6.158000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.265000 Kernel 1: 0.024000 Kernel 2: 83.661003 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.003426 0.875000 fi:0.436156. Ave ac:0.013926,0.018252 Initialization: 6.238000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.311000 Kernel 1: 0.023000 Kernel 2: 80.980003 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.003917 0.842105 fi:0.346000. Ave ac:0.015737,0.019674 Initialization: 6.135000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.266000 Kernel 1: 0.024000 Kernel 2: 78.976997 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.005141 0.750000 fi:0.416644. Ave ac:0.016304,0.025126 Initialization: 6.163000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.220000 Kernel 1: 0.024000 Kernel 2: 79.674004 Copyback: 0.016000 Sum: 0.031000 It 20,Best ac:0.004651 0.760000 fi:0.426752. Ave ac:0.014290,0.021110 Initialization: 6.125000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.223000 Kernel 1: 0.024000 Kernel 2: 78.788002 Copyback: 0.019000 Sum: 0.028000 It 21,Best ac:0.006118 0.806452 fi:0.353972. Ave ac:0.015322,0.023156 Initialization: 6.613000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.268000 Kernel 1: 0.023000 Kernel 2: 77.413002 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.005629 0.718750 fi:0.468297. Ave ac:0.012877,0.018836 Initialization: 6.125000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.217000 Kernel 1: 0.023000 Kernel 2: 76.865997 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.006363 0.896552 fi:0.253405. Ave ac:0.014476,0.020933 Initialization: 6.178000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.234000 Kernel 1: 0.023000 Kernel 2: 77.503998 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.005386 0.785714 fi:0.389103. Ave ac:0.015949,0.017895 Initialization: 6.147000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.210000 Kernel 1: 0.024000 Kernel 2: 78.585999 Copyback: 0.018000 Sum: 0.022000 It 25,Best ac:0.003671 0.833333 fi:0.405828. Ave ac:0.015466,0.022328 Initialization: 6.089000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.223000 Kernel 1: 0.024000 Kernel 2: 79.070999 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.004405 0.750000 fi:0.400814. Ave ac:0.013527,0.017631 Initialization: 6.008000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.665000 Kernel 1: 0.023000 Kernel 2: 77.732002 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003426 0.875000 fi:0.413601. Ave ac:0.014048,0.019839 Initialization: 6.068000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.370000 Kernel 1: 0.023000 Kernel 2: 76.255997 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.006608 0.710526 fi:0.452567. Ave ac:0.012020,0.018815 Initialization: 6.129000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.477000 Kernel 1: 0.022000 Kernel 2: 75.362999 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.009790 0.754717 fi:0.401665. Ave ac:0.016145,0.022550 Initialization: 6.222000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.298000 Kernel 1: 0.023000 Kernel 2: 73.330002 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.006606 0.794118 fi:0.359504. Ave ac:0.013631,0.018759 Initialization: 6.053000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.237000 Kernel 1: 0.023000 Kernel 2: 74.361000 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.005629 0.821429 fi:0.339209. Ave ac:0.014192,0.022875 Initialization: 6.147000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.220000 Kernel 1: 0.022000 Kernel 2: 74.000000 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.003916 0.888889 fi:0.283099. Ave ac:0.013499,0.016439 MDL Theory Length Weight: 3.7239223639 (10) Initialization: 6.136000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.188000 Kernel 1: 0.025000 Kernel 2: 72.333000 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.003672 0.937500 fi:0.268605. Ave ac:0.012107,0.012316 Initialization: 26.796000 Memcpy Instances: 403.447998 Memcpy Classifiers: 0.058000 Kernel 1: 0.028000 Kernel 2: 431.967987 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 439.333008 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.057000 Kernel 1: 0.016000 Kernel 2: 446.377991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 437.119995 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 444.809998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 447.341003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 435.177002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 434.615997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.015000 Kernel 2: 445.635986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 432.649994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 198.682999 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004401 0.634439 fi:0.533262. Ave ac:0.011708,0.038252 Best acc 0.004401 0.634439 Initialization: 6.143000 Memcpy Classifiers: 0.634000 Memcpy Instances: 8.182000 Kernel 1: 0.026000 Kernel 2: 100.334999 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.006326 accuracy2:0.230192 Initialization: 6.020000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.265000 Kernel 1: 0.023000 Kernel 2: 107.545998 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.003916 0.551724 fi:0.548252. Ave ac:0.012953,0.023515 Initialization: 6.056000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.226000 Kernel 1: 0.024000 Kernel 2: 109.272003 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.006608 0.600000 fi:0.498795. Ave ac:0.014305,0.020095 Initialization: 6.119000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.708000 Kernel 1: 0.023000 Kernel 2: 107.842003 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.003916 0.571429 fi:0.528548. Ave ac:0.013140,0.014813 Initialization: 6.109000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.708000 Kernel 1: 0.023000 Kernel 2: 103.515999 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.003916 0.615385 fi:0.484592. Ave ac:0.014291,0.015868 Initialization: 6.526000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.192000 Kernel 1: 0.024000 Kernel 2: 99.293999 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.005384 0.578947 fi:0.520386. Ave ac:0.012513,0.013673 Initialization: 6.047000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.182000 Kernel 1: 0.024000 Kernel 2: 98.363998 Copyback: 0.018000 Sum: 0.035000 It 5,Best ac:0.011992 0.583333 fi:0.513107. Ave ac:0.012984,0.015900 Initialization: 6.105000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.684000 Kernel 1: 0.023000 Kernel 2: 94.162003 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.004161 0.653846 fi:0.446023. Ave ac:0.015490,0.020375 Initialization: 6.323000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.183000 Kernel 1: 0.025000 Kernel 2: 91.078003 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.003427 0.700000 fi:0.500644. Ave ac:0.013373,0.018134 Initialization: 6.107000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.463000 Kernel 1: 0.023000 Kernel 2: 88.695999 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.005875 0.705882 fi:0.393234. Ave ac:0.013312,0.015725 Initialization: 7.166000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.654000 Kernel 1: 0.023000 Kernel 2: 82.727997 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.008078 0.767442 fi:0.330709. Ave ac:0.015916,0.023660 Iteration 10:MDL fitness activated Error 0.330709 TL 0.018479 MDL Theory Length Weight: 5.9656404335 (1) Initialization: 6.116000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.249000 Kernel 1: 0.023000 Kernel 2: 78.968002 Copyback: 0.018000 Sum: 0.033000 It 10,Best ac:0.004895 0.714286 fi:0.529190. Ave ac:0.013191,0.015921 Initialization: 6.091000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.180000 Kernel 1: 0.024000 Kernel 2: 75.075996 Copyback: 0.017000 Sum: 0.025000 It 11,Best ac:0.008076 0.717391 fi:0.491000. Ave ac:0.017618,0.022663 Initialization: 6.070000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.316000 Kernel 1: 0.023000 Kernel 2: 73.596001 Copyback: 0.017000 Sum: 0.024000 It 12,Best ac:0.003672 0.833333 fi:0.485528. Ave ac:0.016226,0.023170 Initialization: 6.074000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.243000 Kernel 1: 0.025000 Kernel 2: 70.528000 Copyback: 0.017000 Sum: 0.022000 It 13,Best ac:0.004895 0.769231 fi:0.462295. Ave ac:0.020480,0.024994 Initialization: 6.069000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.198000 Kernel 1: 0.024000 Kernel 2: 70.683998 Copyback: 0.017000 Sum: 0.023000 It 14,Best ac:0.004161 0.739130 fi:0.449817. Ave ac:0.023398,0.028950 Initialization: 6.064000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.195000 Kernel 1: 0.024000 Kernel 2: 68.332001 Copyback: 0.017000 Sum: 0.021000 It 15,Best ac:0.008074 0.702128 fi:0.466494. Ave ac:0.019438,0.026395 Initialization: 6.254000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.226000 Kernel 1: 0.024000 Kernel 2: 69.273003 Copyback: 0.017000 Sum: 0.019000 It 16,Best ac:0.004406 0.857143 fi:0.394870. Ave ac:0.020499,0.025274 Initialization: 6.092000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.208000 Kernel 1: 0.024000 Kernel 2: 69.526001 Copyback: 0.017000 Sum: 0.024000 It 17,Best ac:0.004896 0.740741 fi:0.407329. Ave ac:0.021273,0.031337 Initialization: 6.033000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.181000 Kernel 1: 0.024000 Kernel 2: 67.669998 Copyback: 0.017000 Sum: 0.020000 It 18,Best ac:0.005874 0.827586 fi:0.374300. Ave ac:0.022593,0.035131 Initialization: 6.047000 Memcpy Classifiers: 0.227000 Memcpy Instances: 9.238000 Kernel 1: 0.023000 Kernel 2: 67.406998 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.003917 0.842105 fi:0.346947. Ave ac:0.021476,0.034809 Initialization: 6.086000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.179000 Kernel 1: 0.023000 Kernel 2: 66.806999 Copyback: 0.018000 Sum: 0.022000 It 20,Best ac:0.008078 0.750000 fi:0.431042. Ave ac:0.022669,0.040604 Initialization: 6.049000 Memcpy Classifiers: 0.269000 Memcpy Instances: 8.234000 Kernel 1: 0.023000 Kernel 2: 66.102997 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.006853 0.700000 fi:0.466827. Ave ac:0.025174,0.049456 Initialization: 6.024000 Memcpy Classifiers: 0.204000 Memcpy Instances: 8.190000 Kernel 1: 0.023000 Kernel 2: 67.593002 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.004405 0.782609 fi:0.392475. Ave ac:0.033297,0.057422 Initialization: 6.155000 Memcpy Classifiers: 0.190000 Memcpy Instances: 8.234000 Kernel 1: 0.023000 Kernel 2: 64.987999 Copyback: 0.018000 Sum: 0.021000 It 23,Best ac:0.006362 0.742857 fi:0.419271. Ave ac:0.033315,0.058496 Initialization: 6.066000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.217000 Kernel 1: 0.024000 Kernel 2: 65.712997 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.006854 0.800000 fi:0.442615. Ave ac:0.029572,0.053884 Initialization: 6.048000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.259000 Kernel 1: 0.024000 Kernel 2: 66.098000 Copyback: 0.372000 Sum: 0.021000 It 25,Best ac:0.007099 0.783784 fi:0.351523. Ave ac:0.030338,0.054301 Initialization: 6.033000 Memcpy Classifiers: 0.189000 Memcpy Instances: 9.313000 Kernel 1: 0.022000 Kernel 2: 66.301003 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.007832 0.711111 fi:0.443969. Ave ac:0.030581,0.053674 Initialization: 6.094000 Memcpy Classifiers: 0.244000 Memcpy Instances: 8.224000 Kernel 1: 0.024000 Kernel 2: 67.239998 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.004161 0.739130 fi:0.422313. Ave ac:0.027136,0.047890 Initialization: 6.077000 Memcpy Classifiers: 0.209000 Memcpy Instances: 8.190000 Kernel 1: 0.024000 Kernel 2: 69.421997 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.004161 0.739130 fi:0.422313. Ave ac:0.023773,0.043712 MDL Theory Length Weight: 5.3690763902 (10) Initialization: 6.031000 Memcpy Classifiers: 0.189000 Memcpy Instances: 8.225000 Kernel 1: 0.023000 Kernel 2: 67.344002 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.003671 0.937500 fi:0.272107. Ave ac:0.020884,0.038700 Initialization: 6.043000 Memcpy Classifiers: 0.189000 Memcpy Instances: 8.221000 Kernel 1: 0.023000 Kernel 2: 69.343002 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.003427 0.823529 fi:0.428085. Ave ac:0.018193,0.038435 Initialization: 6.010000 Memcpy Classifiers: 0.204000 Memcpy Instances: 8.761000 Kernel 1: 0.021000 Kernel 2: 71.119003 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.004894 0.769231 fi:0.397456. Ave ac:0.013346,0.028991 Initialization: 6.134000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.179000 Kernel 1: 0.024000 Kernel 2: 70.068001 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.006363 0.702703 fi:0.525737. Ave ac:0.015166,0.035665 Initialization: 7.085000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.200000 Kernel 1: 0.023000 Kernel 2: 68.584999 Copyback: 0.016000 Sum: 0.024000 It 33,Best ac:0.004649 0.703704 fi:0.463090. Ave ac:0.021582,0.038642 Initialization: 27.259001 Memcpy Instances: 404.843994 Memcpy Classifiers: 0.060000 Kernel 1: 0.022000 Kernel 2: 411.924988 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 415.575989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 401.438995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 411.136993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 409.513000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 410.634003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 417.489990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 411.346008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 414.713989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 410.628998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 191.082001 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004567 0.587531 fi:0.545213. Ave ac:0.017479,0.063658 Best acc 0.004567 0.587531 Rule:Att PSSM_-3_20 is [>0.442410]|Att PSSM_0_6 is [-5.348752,-3.871441]|Att PSSM_0_15 is [<1.674606]|Att PSSM_1_4 is [-5.791410,-0.666620]|Att PSSM_2_15 is [<-2.312550]|1 Accuracy : 0.768703 0 1 156342 7738 46533 24025 Removed 1417 instances. 202875 Instances left. Acc of rule 0.004401-0.634439 Initialization: 6.246000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.769000 Kernel 1: 0.026000 Kernel 2: 99.792999 Copyback: 0.018000 Sum: 0.054000 Initial population average accuracy1:0.005214 accuracy2:0.216432 Initialization: 6.032000 Memcpy Classifiers: 0.532000 Memcpy Instances: 8.135000 Kernel 1: 0.024000 Kernel 2: 108.714996 Copyback: 0.018000 Sum: 0.040000 It 0,Best ac:0.004436 0.500000 fi:0.599725. Ave ac:0.009620,0.011885 Initialization: 6.171000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.126000 Kernel 1: 0.023000 Kernel 2: 107.943001 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.003697 0.714286 fi:0.412685. Ave ac:0.011232,0.014720 Initialization: 6.100000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.621000 Kernel 1: 0.023000 Kernel 2: 104.317001 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.011336 0.575000 fi:0.521666. Ave ac:0.011814,0.014087 Initialization: 6.126000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.149000 Kernel 1: 0.022000 Kernel 2: 101.346001 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.006900 0.717949 fi:0.380684. Ave ac:0.010254,0.012006 Initialization: 6.166000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.155000 Kernel 1: 0.024000 Kernel 2: 98.837997 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.004682 0.633333 fi:0.466282. Ave ac:0.010501,0.010583 Initialization: 6.102000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.231000 Kernel 1: 0.023000 Kernel 2: 97.717003 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.007393 0.588235 fi:0.510179. Ave ac:0.009200,0.009513 Initialization: 6.086000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.174000 Kernel 1: 0.022000 Kernel 2: 98.746002 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.004931 0.714286 fi:0.385218. Ave ac:0.010404,0.011384 Initialization: 6.138000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.126000 Kernel 1: 0.024000 Kernel 2: 97.427002 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.003450 0.823529 fi:0.362519. Ave ac:0.010335,0.011043 Initialization: 6.003000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.147000 Kernel 1: 0.025000 Kernel 2: 96.545998 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.004683 0.791667 fi:0.307947. Ave ac:0.011012,0.014318 Initialization: 6.161000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.593000 Kernel 1: 0.023000 Kernel 2: 95.821999 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.003697 0.882353 fi:0.244618. Ave ac:0.008742,0.008726 Iteration 10:MDL fitness activated Error 0.244618 TL 0.042027 MDL Theory Length Weight: 1.9401851724 (1) Initialization: 6.158000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.147000 Kernel 1: 0.023000 Kernel 2: 94.436996 Copyback: 0.019000 Sum: 0.038000 It 10,Best ac:0.004437 0.720000 fi:0.440053. Ave ac:0.007735,0.007608 Initialization: 6.017000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.133000 Kernel 1: 0.024000 Kernel 2: 96.148003 Copyback: 0.016000 Sum: 0.034000 It 11,Best ac:0.004437 0.857143 fi:0.311429. Ave ac:0.008797,0.009811 Initialization: 6.131000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.162000 Kernel 1: 0.023000 Kernel 2: 97.438004 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004436 0.857143 fi:0.307232. Ave ac:0.011734,0.011867 Initialization: 6.074000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.329000 Kernel 1: 0.024000 Kernel 2: 97.272003 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.003450 0.875000 fi:0.359325. Ave ac:0.008656,0.010820 Initialization: 6.130000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.139000 Kernel 1: 0.024000 Kernel 2: 97.197998 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004189 0.850000 fi:0.321776. Ave ac:0.009288,0.010845 Initialization: 6.212000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.127000 Kernel 1: 0.023000 Kernel 2: 99.443001 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.008379 0.680000 fi:0.462551. Ave ac:0.008724,0.008988 Initialization: 6.109000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.583000 Kernel 1: 0.024000 Kernel 2: 97.141998 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.011338 0.741935 fi:0.431550. Ave ac:0.009370,0.009551 Initialization: 6.034000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.164000 Kernel 1: 0.025000 Kernel 2: 96.245003 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.006161 0.694444 fi:0.470752. Ave ac:0.009110,0.009148 Initialization: 6.086000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.180000 Kernel 1: 0.024000 Kernel 2: 96.361000 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.013553 0.733333 fi:0.410362. Ave ac:0.010200,0.010325 Initialization: 6.122000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.129000 Kernel 1: 0.023000 Kernel 2: 96.169998 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.006900 0.756757 fi:0.425130. Ave ac:0.008764,0.008583 Initialization: 6.072000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.165000 Kernel 1: 0.024000 Kernel 2: 95.543999 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.007146 0.805556 fi:0.358554. Ave ac:0.009264,0.007852 Initialization: 6.097000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.152000 Kernel 1: 0.024000 Kernel 2: 96.321999 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.006161 0.833333 fi:0.311748. Ave ac:0.009122,0.008247 MDL Theory Length Weight: 1.7461666552 (10) Initialization: 6.070000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.150000 Kernel 1: 0.024000 Kernel 2: 96.208000 Copyback: 0.016000 Sum: 0.036000 It 22,Best ac:0.005176 0.724138 fi:0.433962. Ave ac:0.007491,0.007594 Initialization: 6.279000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.133000 Kernel 1: 0.023000 Kernel 2: 95.869003 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.007639 0.815789 fi:0.326691. Ave ac:0.010974,0.009671 Initialization: 6.110000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.151000 Kernel 1: 0.023000 Kernel 2: 94.190002 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.003696 0.750000 fi:0.418976. Ave ac:0.007802,0.008509 Initialization: 6.128000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.154000 Kernel 1: 0.024000 Kernel 2: 91.380997 Copyback: 0.018000 Sum: 0.035000 It 25,Best ac:0.004931 0.800000 fi:0.340672. Ave ac:0.009362,0.009820 Initialization: 6.133000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.174000 Kernel 1: 0.023000 Kernel 2: 90.592003 Copyback: 0.016000 Sum: 0.033000 It 26,Best ac:0.003943 0.761905 fi:0.372254. Ave ac:0.007812,0.008935 Initialization: 6.152000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.138000 Kernel 1: 0.022000 Kernel 2: 93.985001 Copyback: 0.016000 Sum: 0.033000 It 27,Best ac:0.003450 0.875000 fi:0.366216. Ave ac:0.008026,0.006956 Initialization: 6.068000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.122000 Kernel 1: 0.024000 Kernel 2: 93.320000 Copyback: 0.017000 Sum: 0.037000 It 28,Best ac:0.004930 0.800000 fi:0.342972. Ave ac:0.008172,0.007660 Initialization: 6.124000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.127000 Kernel 1: 0.024000 Kernel 2: 90.129997 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.006162 0.757576 fi:0.383234. Ave ac:0.007270,0.007158 Initialization: 6.284000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.572000 Kernel 1: 0.022000 Kernel 2: 91.671997 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.003698 0.937500 fi:0.228920. Ave ac:0.010130,0.010687 Initialization: 6.170000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.207000 Kernel 1: 0.021000 Kernel 2: 92.796997 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.004683 0.863636 fi:0.268914. Ave ac:0.007031,0.007292 Initialization: 6.126000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.139000 Kernel 1: 0.023000 Kernel 2: 90.995003 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.004684 0.791667 fi:0.360287. Ave ac:0.007407,0.008697 Initialization: 6.036000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.175000 Kernel 1: 0.023000 Kernel 2: 91.907997 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.006161 0.735294 fi:0.397311. Ave ac:0.007874,0.010138 Initialization: 26.243000 Memcpy Instances: 399.765015 Memcpy Classifiers: 0.065000 Kernel 1: 0.024000 Kernel 2: 530.848022 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 531.528992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 528.877014 Copyback: 0.020000 Sum: 0.005000 Memcpy Classifiers: 0.064000 Kernel 1: 0.019000 Kernel 2: 518.447998 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 506.914001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 529.054016 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 506.981995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 532.007996 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.065000 Kernel 1: 0.022000 Kernel 2: 522.513000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 538.820007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 231.889008 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004688 0.619544 fi:0.521578. Ave ac:0.010245,0.032185 Best acc 0.004688 0.619544 Initialization: 5.957000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.610000 Kernel 1: 0.025000 Kernel 2: 100.977997 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.005776 accuracy2:0.224278 Initialization: 6.112000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.128000 Kernel 1: 0.024000 Kernel 2: 104.981003 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.010843 0.523810 fi:0.573075. Ave ac:0.010245,0.013691 Initialization: 6.164000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.181000 Kernel 1: 0.029000 Kernel 2: 104.605003 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.003698 0.600000 fi:0.526971. Ave ac:0.012223,0.014305 Initialization: 6.068000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.180000 Kernel 1: 0.023000 Kernel 2: 105.468002 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.004929 0.625000 fi:0.474506. Ave ac:0.011529,0.014591 Initialization: 6.012000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.124000 Kernel 1: 0.023000 Kernel 2: 104.079002 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.002957 0.750000 fi:0.552327. Ave ac:0.011468,0.012845 Initialization: 6.054000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.152000 Kernel 1: 0.024000 Kernel 2: 103.327003 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.004436 0.692308 fi:0.407417. Ave ac:0.012302,0.011662 Initialization: 6.014000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.187000 Kernel 1: 0.024000 Kernel 2: 103.152000 Copyback: 0.016000 Sum: 0.031000 It 5,Best ac:0.005176 0.677419 fi:0.421978. Ave ac:0.011581,0.010321 Initialization: 6.039000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.156000 Kernel 1: 0.024000 Kernel 2: 105.004997 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.008874 0.620690 fi:0.477065. Ave ac:0.011998,0.011826 Initialization: 6.041000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.153000 Kernel 1: 0.024000 Kernel 2: 105.994003 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.004436 0.782609 fi:0.317116. Ave ac:0.011498,0.010511 Initialization: 6.303000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.604000 Kernel 1: 0.023000 Kernel 2: 105.049004 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004189 0.708333 fi:0.391501. Ave ac:0.008498,0.007874 Initialization: 6.086000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.157000 Kernel 1: 0.023000 Kernel 2: 105.696999 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.004682 0.826087 fi:0.273529. Ave ac:0.008932,0.007913 Iteration 10:MDL fitness activated Error 0.273529 TL 0.041419 MDL Theory Length Weight: 2.2012951924 (1) Initialization: 6.080000 Memcpy Classifiers: 0.467000 Memcpy Instances: 8.131000 Kernel 1: 0.025000 Kernel 2: 104.527000 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.004438 0.720000 fi:0.442316. Ave ac:0.009382,0.008924 Initialization: 6.055000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.202000 Kernel 1: 0.024000 Kernel 2: 103.739998 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.004189 0.708333 fi:0.473085. Ave ac:0.010146,0.009050 Initialization: 6.046000 Memcpy Classifiers: 0.439000 Memcpy Instances: 8.296000 Kernel 1: 0.023000 Kernel 2: 103.114998 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.004683 0.791667 fi:0.384860. Ave ac:0.011891,0.010578 Initialization: 6.050000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.152000 Kernel 1: 0.024000 Kernel 2: 101.154999 Copyback: 0.017000 Sum: 0.038000 It 13,Best ac:0.003945 0.695652 fi:0.465404. Ave ac:0.010091,0.009476 Initialization: 5.978000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.157000 Kernel 1: 0.023000 Kernel 2: 99.138000 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.003696 0.833333 fi:0.403837. Ave ac:0.010759,0.010419 Initialization: 6.083000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.121000 Kernel 1: 0.024000 Kernel 2: 97.000000 Copyback: 0.371000 Sum: 0.038000 It 15,Best ac:0.004436 0.947368 fi:0.247624. Ave ac:0.008270,0.007870 Initialization: 6.001000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.129000 Kernel 1: 0.024000 Kernel 2: 93.725998 Copyback: 0.017000 Sum: 0.039000 It 16,Best ac:0.003696 0.789474 fi:0.400449. Ave ac:0.005966,0.006495 Initialization: 6.101000 Memcpy Classifiers: 0.552000 Memcpy Instances: 8.151000 Kernel 1: 0.023000 Kernel 2: 92.641998 Copyback: 0.017000 Sum: 0.037000 It 17,Best ac:0.005423 0.758621 fi:0.399856. Ave ac:0.007085,0.007501 Initialization: 6.033000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.123000 Kernel 1: 0.024000 Kernel 2: 92.498001 Copyback: 0.018000 Sum: 0.032000 It 18,Best ac:0.004436 0.857143 fi:0.317558. Ave ac:0.008901,0.008106 Initialization: 6.032000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.177000 Kernel 1: 0.024000 Kernel 2: 90.936996 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.006902 0.777778 fi:0.406425. Ave ac:0.007042,0.006697 Initialization: 6.096000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.119000 Kernel 1: 0.024000 Kernel 2: 92.842003 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.007395 0.697674 fi:0.475650. Ave ac:0.008171,0.008219 Initialization: 5.949000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.222000 Kernel 1: 0.023000 Kernel 2: 95.611000 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.004929 0.869565 fi:0.289132. Ave ac:0.009904,0.010957 Initialization: 6.053000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.161000 Kernel 1: 0.024000 Kernel 2: 92.574997 Copyback: 0.016000 Sum: 0.036000 It 22,Best ac:0.004931 0.800000 fi:0.371458. Ave ac:0.006965,0.006362 Initialization: 6.000000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.223000 Kernel 1: 0.024000 Kernel 2: 96.249001 Copyback: 0.018000 Sum: 0.034000 It 23,Best ac:0.004929 0.833333 fi:0.333148. Ave ac:0.007482,0.007030 Initialization: 6.141000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.212000 Kernel 1: 0.024000 Kernel 2: 93.714996 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.004929 0.833333 fi:0.318344. Ave ac:0.006428,0.006253 MDL Theory Length Weight: 1.9811656731 (10) Initialization: 6.462000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.408000 Kernel 1: 0.023000 Kernel 2: 96.232002 Copyback: 0.016000 Sum: 0.034000 It 25,Best ac:0.003944 0.800000 fi:0.358407. Ave ac:0.006833,0.008809 Initialization: 6.054000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.118000 Kernel 1: 0.024000 Kernel 2: 97.614998 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.004683 0.826087 fi:0.328041. Ave ac:0.007518,0.007425 Initialization: 6.059000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.647000 Kernel 1: 0.023000 Kernel 2: 96.816002 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.003697 0.833333 fi:0.357560. Ave ac:0.008038,0.006750 Initialization: 6.059000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.154000 Kernel 1: 0.024000 Kernel 2: 99.282997 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.004930 0.769231 fi:0.378464. Ave ac:0.006432,0.006152 Initialization: 6.108000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.475000 Kernel 1: 0.023000 Kernel 2: 92.857002 Copyback: 0.016000 Sum: 0.038000 It 29,Best ac:0.005421 0.733333 fi:0.418651. Ave ac:0.005652,0.006394 Initialization: 6.043000 Memcpy Classifiers: 0.404000 Memcpy Instances: 8.165000 Kernel 1: 0.024000 Kernel 2: 98.809998 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.004929 0.800000 fi:0.351448. Ave ac:0.007372,0.008663 Initialization: 6.018000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.167000 Kernel 1: 0.024000 Kernel 2: 97.511002 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.003698 0.833333 fi:0.349450. Ave ac:0.006902,0.007874 Initialization: 6.008000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.216000 Kernel 1: 0.023000 Kernel 2: 100.919998 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.008625 0.729167 fi:0.421644. Ave ac:0.008382,0.009440 Initialization: 6.063000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.416000 Kernel 1: 0.022000 Kernel 2: 96.747002 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.005914 0.827586 fi:0.335208. Ave ac:0.009601,0.010599 Initialization: 26.486000 Memcpy Instances: 398.993011 Memcpy Classifiers: 0.073000 Kernel 1: 0.027000 Kernel 2: 586.447021 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 566.822021 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.015000 Kernel 2: 579.452026 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.329000 Kernel 1: 0.014000 Kernel 2: 555.213989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 573.648010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 559.461975 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 570.885986 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 569.203003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 576.429993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 584.112976 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 254.434006 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.060653 0.583148 fi:0.545791. Ave ac:0.007012,0.021536 Best acc 0.060653 0.583148 Rule:Att PSSM_-2_13 is [<1.456665]|Att PSSM_-1_13 is [-5.161640,4.630948]|Att PSSM_-1_15 is [<-2.015814]|Att PSSM_0_12 is [-6.237516,-3.894261]|Att PSSM_1_7 is [<3.964437]|Att PSSM_1_19 is [-0.604956,7.464852]|Att PSSM_3_12 is [-6.753177,3.237762]|Att PSSM_4_15 is [-6.942719,-1.057281]|1 Accuracy : 0.770267 0 1 155758 8322 45582 24976 Removed 1535 instances. 201340 Instances left. Acc of rule 0.004688-0.619544 Initialization: 6.110000 Memcpy Classifiers: 1.526000 Memcpy Instances: 8.135000 Kernel 1: 0.023000 Kernel 2: 97.456001 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005225 accuracy2:0.212861 Initialization: 6.096000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.084000 Kernel 1: 0.024000 Kernel 2: 106.859001 Copyback: 0.017000 Sum: 0.056000 It 0,Best ac:0.003973 0.640000 fi:0.459907. Ave ac:0.009874,0.014332 Initialization: 6.127000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.126000 Kernel 1: 0.024000 Kernel 2: 107.462997 Copyback: 0.020000 Sum: 0.033000 It 1,Best ac:0.004470 0.545455 fi:0.554229. Ave ac:0.012201,0.015227 Initialization: 6.536000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.062000 Kernel 1: 0.024000 Kernel 2: 106.648003 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.005463 0.666667 fi:0.432571. Ave ac:0.012675,0.016300 Initialization: 6.032000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.085000 Kernel 1: 0.023000 Kernel 2: 103.842003 Copyback: 0.017000 Sum: 0.036000 It 3,Best ac:0.010181 0.585714 fi:0.511400. Ave ac:0.009779,0.010303 Initialization: 6.053000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.140000 Kernel 1: 0.024000 Kernel 2: 102.797997 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.003726 0.652174 fi:0.456589. Ave ac:0.010578,0.009759 Initialization: 6.124000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.094000 Kernel 1: 0.024000 Kernel 2: 99.467003 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.006456 0.702703 fi:0.396089. Ave ac:0.009002,0.009141 Initialization: 6.066000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.117000 Kernel 1: 0.023000 Kernel 2: 99.580002 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.004966 0.833333 fi:0.266127. Ave ac:0.008819,0.008450 Initialization: 6.065000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.133000 Kernel 1: 0.024000 Kernel 2: 98.504997 Copyback: 0.016000 Sum: 0.032000 It 7,Best ac:0.004222 0.708333 fi:0.391462. Ave ac:0.007443,0.007328 Initialization: 6.036000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.091000 Kernel 1: 0.023000 Kernel 2: 95.655998 Copyback: 0.016000 Sum: 0.031000 It 8,Best ac:0.004222 0.850000 fi:0.249793. Ave ac:0.007614,0.010093 Initialization: 6.034000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.204000 Kernel 1: 0.022000 Kernel 2: 98.483002 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.004718 0.826087 fi:0.273485. Ave ac:0.007913,0.007634 Iteration 10:MDL fitness activated Error 0.273485 TL 0.025248 MDL Theory Length Weight: 3.6106044970 (2) Initialization: 6.063000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.124000 Kernel 1: 0.025000 Kernel 2: 96.792000 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.002980 1.000000 fi:0.394929. Ave ac:0.006368,0.007482 Initialization: 6.056000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.457000 Kernel 1: 0.022000 Kernel 2: 93.641998 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004966 0.909091 fi:0.362842. Ave ac:0.007951,0.008008 Initialization: 6.539000 Memcpy Classifiers: 0.426000 Memcpy Instances: 9.357000 Kernel 1: 0.023000 Kernel 2: 93.904999 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.004966 0.833333 fi:0.322008. Ave ac:0.009233,0.010143 Initialization: 6.020000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.052000 Kernel 1: 0.022000 Kernel 2: 95.746002 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.003726 0.789474 fi:0.402486. Ave ac:0.008948,0.008555 Initialization: 6.074000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.628000 Kernel 1: 0.022000 Kernel 2: 95.556000 Copyback: 0.017000 Sum: 0.038000 It 14,Best ac:0.005960 0.750000 fi:0.404630. Ave ac:0.008286,0.009827 Initialization: 6.074000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.731000 Kernel 1: 0.022000 Kernel 2: 96.125999 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.004718 0.863636 fi:0.305519. Ave ac:0.009990,0.011515 Initialization: 6.134000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.566000 Kernel 1: 0.023000 Kernel 2: 94.413002 Copyback: 0.016000 Sum: 0.033000 It 16,Best ac:0.004966 0.769231 fi:0.409787. Ave ac:0.010073,0.014013 Initialization: 6.066000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.091000 Kernel 1: 0.024000 Kernel 2: 87.287003 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.008937 0.818182 fi:0.337851. Ave ac:0.008957,0.012580 Initialization: 6.037000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.053000 Kernel 1: 0.024000 Kernel 2: 83.940002 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.005215 0.777778 fi:0.381538. Ave ac:0.008946,0.013310 Initialization: 6.087000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.078000 Kernel 1: 0.023000 Kernel 2: 84.851997 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.003726 0.833333 fi:0.343318. Ave ac:0.009576,0.014197 Initialization: 6.024000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.564000 Kernel 1: 0.023000 Kernel 2: 85.383003 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.005464 0.916667 fi:0.240741. Ave ac:0.010139,0.016126 Initialization: 6.047000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.143000 Kernel 1: 0.024000 Kernel 2: 84.336998 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.003725 0.789474 fi:0.369791. Ave ac:0.007670,0.010088 Initialization: 7.234000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.475000 Kernel 1: 0.023000 Kernel 2: 84.045998 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.005960 0.705882 fi:0.459690. Ave ac:0.006905,0.013268 Initialization: 6.005000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.090000 Kernel 1: 0.024000 Kernel 2: 84.748001 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.004966 0.833333 fi:0.320471. Ave ac:0.009196,0.014056 Initialization: 6.053000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.166000 Kernel 1: 0.024000 Kernel 2: 81.529999 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.003974 0.842105 fi:0.321007. Ave ac:0.007855,0.013706 Initialization: 6.000000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.143000 Kernel 1: 0.024000 Kernel 2: 85.758003 Copyback: 0.018000 Sum: 0.024000 It 25,Best ac:0.003973 0.761905 fi:0.389138. Ave ac:0.007538,0.010168 Initialization: 6.013000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.166000 Kernel 1: 0.024000 Kernel 2: 84.844002 Copyback: 0.371000 Sum: 0.024000 It 26,Best ac:0.003973 0.761905 fi:0.382252. Ave ac:0.007002,0.009478 Initialization: 6.060000 Memcpy Classifiers: 0.438000 Memcpy Instances: 8.082000 Kernel 1: 0.024000 Kernel 2: 78.916000 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003725 0.882353 fi:0.292431. Ave ac:0.007782,0.007904 Initialization: 6.008000 Memcpy Classifiers: 1.357000 Memcpy Instances: 8.452000 Kernel 1: 0.024000 Kernel 2: 79.746002 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.003974 0.941176 fi:0.215587. Ave ac:0.005495,0.006326 Initialization: 6.042000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.433000 Kernel 1: 0.023000 Kernel 2: 79.486000 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.004719 0.760000 fi:0.402685. Ave ac:0.006540,0.010906 Initialization: 6.011000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.128000 Kernel 1: 0.024000 Kernel 2: 80.074997 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.004222 0.809524 fi:0.346471. Ave ac:0.006042,0.006839 Initialization: 6.026000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.053000 Kernel 1: 0.024000 Kernel 2: 82.931999 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.003725 0.714286 fi:0.444694. Ave ac:0.007226,0.012896 Initialization: 6.493000 Memcpy Classifiers: 0.271000 Memcpy Instances: 8.291000 Kernel 1: 0.023000 Kernel 2: 82.013000 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.011426 0.638889 fi:0.499207. Ave ac:0.008019,0.009699 Initialization: 6.054000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.186000 Kernel 1: 0.023000 Kernel 2: 79.232002 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.003973 0.695652 fi:0.474005. Ave ac:0.010014,0.019613 Initialization: 26.629000 Memcpy Instances: 398.388000 Memcpy Classifiers: 0.068000 Kernel 1: 0.026000 Kernel 2: 481.290009 Copyback: 0.014000 Sum: 0.016000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 470.252991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 483.106995 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 470.794006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 488.697998 Copyback: 0.022000 Sum: 0.006000 Memcpy Classifiers: 0.068000 Kernel 1: 0.019000 Kernel 2: 483.446991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 472.540009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 480.859985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 472.820007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 469.365997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 158.722000 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004291 0.656535 fi:0.497572. Ave ac:0.009564,0.031333 Best acc 0.004291 0.656535 Initialization: 6.231000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.135000 Kernel 1: 0.026000 Kernel 2: 99.827003 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005148 accuracy2:0.216831 Initialization: 6.003000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.105000 Kernel 1: 0.023000 Kernel 2: 105.092003 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.008693 0.555556 fi:0.542228. Ave ac:0.010386,0.012927 Initialization: 6.004000 Memcpy Classifiers: 0.439000 Memcpy Instances: 8.108000 Kernel 1: 0.023000 Kernel 2: 109.810997 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.009685 0.629032 fi:0.468310. Ave ac:0.012506,0.014175 Initialization: 6.072000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.070000 Kernel 1: 0.023000 Kernel 2: 106.502998 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.004717 0.655172 fi:0.444400. Ave ac:0.010727,0.015510 Initialization: 6.116000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.111000 Kernel 1: 0.023000 Kernel 2: 103.278999 Copyback: 0.016000 Sum: 0.034000 It 3,Best ac:0.003229 0.866667 fi:0.360928. Ave ac:0.010075,0.012550 Initialization: 6.182000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.944000 Kernel 1: 0.020000 Kernel 2: 102.725998 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.007450 0.652174 fi:0.446172. Ave ac:0.008367,0.009660 Initialization: 6.115000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.140000 Kernel 1: 0.024000 Kernel 2: 100.385002 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.006456 0.666667 fi:0.432125. Ave ac:0.010135,0.010380 Initialization: 6.101000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.244000 Kernel 1: 0.023000 Kernel 2: 98.930000 Copyback: 0.017000 Sum: 0.039000 It 6,Best ac:0.004223 0.680000 fi:0.419793. Ave ac:0.009403,0.008831 Initialization: 5.956000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.140000 Kernel 1: 0.023000 Kernel 2: 100.445000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.006210 0.694444 fi:0.404456. Ave ac:0.010321,0.009922 Initialization: 5.986000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.147000 Kernel 1: 0.023000 Kernel 2: 100.112000 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.004470 0.692308 fi:0.407376. Ave ac:0.011744,0.010288 Initialization: 5.938000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.098000 Kernel 1: 0.023000 Kernel 2: 100.448997 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.005960 0.774194 fi:0.324821. Ave ac:0.010264,0.009459 Iteration 10:MDL fitness activated Error 0.324821 TL 0.034842 MDL Theory Length Weight: 3.1075393474 (1) Initialization: 5.939000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.187000 Kernel 1: 0.022000 Kernel 2: 99.695000 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.003725 0.833333 fi:0.373296. Ave ac:0.010245,0.009196 Initialization: 6.022000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.063000 Kernel 1: 0.024000 Kernel 2: 95.591003 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.006210 0.735294 fi:0.470585. Ave ac:0.009276,0.008074 Initialization: 6.083000 Memcpy Classifiers: 0.847000 Memcpy Instances: 8.091000 Kernel 1: 0.022000 Kernel 2: 92.759003 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.006208 0.735294 fi:0.462178. Ave ac:0.007942,0.007141 Initialization: 6.001000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.091000 Kernel 1: 0.023000 Kernel 2: 94.311996 Copyback: 0.018000 Sum: 0.037000 It 13,Best ac:0.006953 0.682927 fi:0.486213. Ave ac:0.010163,0.008584 Initialization: 5.941000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.241000 Kernel 1: 0.024000 Kernel 2: 94.482002 Copyback: 0.016000 Sum: 0.035000 It 14,Best ac:0.003477 1.000000 fi:0.254592. Ave ac:0.013177,0.011314 Initialization: 6.062000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.063000 Kernel 1: 0.024000 Kernel 2: 92.349998 Copyback: 0.021000 Sum: 0.037000 It 15,Best ac:0.003973 0.888889 fi:0.274838. Ave ac:0.008935,0.008664 Initialization: 7.220000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.075000 Kernel 1: 0.023000 Kernel 2: 93.750000 Copyback: 0.018000 Sum: 0.033000 It 16,Best ac:0.004470 0.782609 fi:0.422968. Ave ac:0.009613,0.008133 Initialization: 6.014000 Memcpy Classifiers: 0.367000 Memcpy Instances: 8.539000 Kernel 1: 0.023000 Kernel 2: 92.070999 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.006210 0.714286 fi:0.494237. Ave ac:0.007380,0.006865 Initialization: 6.716000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.074000 Kernel 1: 0.023000 Kernel 2: 92.153000 Copyback: 0.018000 Sum: 0.037000 It 18,Best ac:0.003973 0.727273 fi:0.456287. Ave ac:0.010015,0.009065 Initialization: 6.010000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.126000 Kernel 1: 0.023000 Kernel 2: 93.838997 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.003476 0.875000 fi:0.377438. Ave ac:0.008167,0.007428 Initialization: 6.033000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.096000 Kernel 1: 0.024000 Kernel 2: 92.086998 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.003973 0.727273 fi:0.478880. Ave ac:0.008511,0.007818 Initialization: 5.968000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.123000 Kernel 1: 0.023000 Kernel 2: 92.943001 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.004718 0.760000 fi:0.418996. Ave ac:0.008465,0.007184 Initialization: 6.032000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.094000 Kernel 1: 0.024000 Kernel 2: 89.542000 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.004222 0.772727 fi:0.390890. Ave ac:0.009286,0.008855 Initialization: 6.037000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.104000 Kernel 1: 0.023000 Kernel 2: 91.496002 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.006456 0.787879 fi:0.390701. Ave ac:0.008032,0.007500 MDL Theory Length Weight: 2.7967854126 (10) Initialization: 5.979000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.110000 Kernel 1: 0.023000 Kernel 2: 88.546997 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.005960 0.774194 fi:0.416037. Ave ac:0.009662,0.007994 Initialization: 6.047000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.115000 Kernel 1: 0.023000 Kernel 2: 87.843002 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.003477 0.933333 fi:0.305480. Ave ac:0.009386,0.008089 Initialization: 6.002000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.069000 Kernel 1: 0.024000 Kernel 2: 87.514000 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.004966 0.833333 fi:0.335539. Ave ac:0.009938,0.007707 Initialization: 6.025000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.088000 Kernel 1: 0.023000 Kernel 2: 85.197998 Copyback: 0.017000 Sum: 0.037000 It 27,Best ac:0.003724 0.750000 fi:0.425567. Ave ac:0.007567,0.006463 Initialization: 6.002000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.223000 Kernel 1: 0.023000 Kernel 2: 84.992996 Copyback: 0.024000 Sum: 0.044000 It 28,Best ac:0.005214 0.875000 fi:0.300977. Ave ac:0.008510,0.008017 Initialization: 6.244000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.210000 Kernel 1: 0.024000 Kernel 2: 86.374001 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.005961 0.800000 fi:0.358778. Ave ac:0.009969,0.010403 Initialization: 5.998000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.057000 Kernel 1: 0.024000 Kernel 2: 84.223000 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.005215 0.840000 fi:0.327136. Ave ac:0.007831,0.007354 Initialization: 6.007000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.099000 Kernel 1: 0.024000 Kernel 2: 83.547997 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.004718 0.826087 fi:0.345663. Ave ac:0.008696,0.007682 Initialization: 6.058000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.126000 Kernel 1: 0.023000 Kernel 2: 83.302002 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.003725 0.937500 fi:0.250589. Ave ac:0.008025,0.007840 Initialization: 6.013000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.553000 Kernel 1: 0.023000 Kernel 2: 84.789001 Copyback: 0.020000 Sum: 0.034000 It 33,Best ac:0.003973 0.842105 fi:0.341164. Ave ac:0.008560,0.008029 Initialization: 26.882999 Memcpy Instances: 395.036987 Memcpy Classifiers: 0.077000 Kernel 1: 0.026000 Kernel 2: 517.208008 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 522.789001 Copyback: 0.020000 Sum: 0.005000 Memcpy Classifiers: 0.075000 Kernel 1: 0.019000 Kernel 2: 512.888977 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 514.799011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 503.080994 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 513.169006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 528.458984 Copyback: 0.019000 Sum: 0.005000 Memcpy Classifiers: 0.075000 Kernel 1: 0.019000 Kernel 2: 514.083984 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 520.434998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 516.888000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 171.988998 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003785 0.611067 fi:0.561102. Ave ac:0.009617,0.029801 Best acc 0.003785 0.611067 Rule:Att PSSM_-3_6 is [<-0.580837]|Att PSSM_-1_14 is [-3.932386,5.996946]|Att PSSM_0_2 is [<-4.913961]|Att PSSM_0_10 is [>0.438478]|Att PSSM_4_13 is [<4.265516]|1 Accuracy : 0.772023 0 1 155306 8774 44718 25840 Removed 1316 instances. 200024 Instances left. Acc of rule 0.004291-0.656535 Initialization: 6.047000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.066000 Kernel 1: 0.026000 Kernel 2: 98.735001 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.005681 accuracy2:0.205121 Initialization: 6.049000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.031000 Kernel 1: 0.024000 Kernel 2: 103.077003 Copyback: 0.017000 Sum: 0.052000 It 0,Best ac:0.057471 0.485232 fi:0.608005. Ave ac:0.010548,0.014239 Initialization: 6.039000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.196000 Kernel 1: 0.023000 Kernel 2: 103.960999 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.002999 0.800000 fi:0.474264. Ave ac:0.015374,0.020937 Initialization: 6.068000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.126000 Kernel 1: 0.023000 Kernel 2: 99.323997 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.007746 0.673913 fi:0.424256. Ave ac:0.014639,0.017814 Initialization: 6.081000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.034000 Kernel 1: 0.024000 Kernel 2: 98.148003 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.003749 0.714286 fi:0.385701. Ave ac:0.014324,0.017205 Initialization: 6.564000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.038000 Kernel 1: 0.023000 Kernel 2: 95.771004 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.004000 0.727273 fi:0.372598. Ave ac:0.014341,0.016535 Initialization: 6.067000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.564000 Kernel 1: 0.023000 Kernel 2: 93.059998 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.009498 0.745098 fi:0.352275. Ave ac:0.012938,0.016650 Initialization: 6.124000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.046000 Kernel 1: 0.023000 Kernel 2: 95.689003 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.003499 0.736842 fi:0.416466. Ave ac:0.009304,0.010981 Initialization: 5.976000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.531000 Kernel 1: 0.022000 Kernel 2: 94.271004 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.006250 0.757576 fi:0.341271. Ave ac:0.010744,0.012009 Initialization: 6.028000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.063000 Kernel 1: 0.023000 Kernel 2: 94.077003 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.004500 0.818182 fi:0.281462. Ave ac:0.008899,0.011189 Initialization: 5.981000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.111000 Kernel 1: 0.023000 Kernel 2: 92.411003 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.007250 0.674419 fi:0.423974. Ave ac:0.008708,0.011211 Iteration 10:MDL fitness activated Error 0.423974 TL 0.027617 MDL Theory Length Weight: 5.1173327610 (2) Initialization: 6.485000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.092000 Kernel 1: 0.022000 Kernel 2: 92.841003 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.004500 0.782609 fi:0.482531. Ave ac:0.008410,0.009475 Initialization: 6.069000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.998000 Kernel 1: 0.024000 Kernel 2: 90.497002 Copyback: 0.371000 Sum: 0.030000 It 11,Best ac:0.005249 0.807692 fi:0.426114. Ave ac:0.009353,0.010714 Initialization: 6.023000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.994000 Kernel 1: 0.024000 Kernel 2: 90.417000 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.007248 0.659091 fi:0.576668. Ave ac:0.007976,0.009371 Initialization: 6.044000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.035000 Kernel 1: 0.023000 Kernel 2: 90.837997 Copyback: 0.016000 Sum: 0.033000 It 13,Best ac:0.003750 0.789474 fi:0.450110. Ave ac:0.011522,0.010939 Initialization: 6.051000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.009000 Kernel 1: 0.023000 Kernel 2: 89.067001 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.005249 0.807692 fi:0.424478. Ave ac:0.010860,0.012367 Initialization: 6.027000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.999000 Kernel 1: 0.025000 Kernel 2: 86.939003 Copyback: 0.019000 Sum: 0.034000 It 15,Best ac:0.003500 0.823529 fi:0.471197. Ave ac:0.008322,0.010892 Initialization: 6.021000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.070000 Kernel 1: 0.024000 Kernel 2: 85.524002 Copyback: 0.016000 Sum: 0.032000 It 16,Best ac:0.007000 0.700000 fi:0.507766. Ave ac:0.009362,0.009035 Initialization: 6.259000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.029000 Kernel 1: 0.023000 Kernel 2: 87.031998 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.004249 0.850000 fi:0.352089. Ave ac:0.011654,0.011751 Initialization: 5.996000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.034000 Kernel 1: 0.023000 Kernel 2: 84.486000 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.004250 0.809524 fi:0.416465. Ave ac:0.009667,0.010890 Initialization: 6.004000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.034000 Kernel 1: 0.023000 Kernel 2: 84.195000 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.004000 0.888889 fi:0.350582. Ave ac:0.009945,0.013727 Initialization: 6.023000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.032000 Kernel 1: 0.024000 Kernel 2: 81.390999 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.004750 0.863636 fi:0.375578. Ave ac:0.010248,0.011744 Initialization: 6.088000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.012000 Kernel 1: 0.024000 Kernel 2: 82.563004 Copyback: 0.016000 Sum: 0.033000 It 21,Best ac:0.005749 0.793103 fi:0.420936. Ave ac:0.009329,0.009118 Initialization: 6.550000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.107000 Kernel 1: 0.023000 Kernel 2: 80.882004 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.003499 0.933333 fi:0.359574. Ave ac:0.007516,0.007275 Initialization: 5.998000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.033000 Kernel 1: 0.023000 Kernel 2: 79.015999 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.003750 0.789474 fi:0.444170. Ave ac:0.007091,0.006975 Initialization: 5.901000 Memcpy Classifiers: 0.333000 Memcpy Instances: 8.043000 Kernel 1: 0.023000 Kernel 2: 81.375999 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.004999 0.689655 fi:0.512093. Ave ac:0.009417,0.008757 Initialization: 6.008000 Memcpy Classifiers: 0.319000 Memcpy Instances: 8.024000 Kernel 1: 0.024000 Kernel 2: 80.336998 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.003250 0.928571 fi:0.411453. Ave ac:0.009949,0.011584 Initialization: 6.496000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.012000 Kernel 1: 0.024000 Kernel 2: 81.388000 Copyback: 0.017000 Sum: 0.039000 It 26,Best ac:0.005750 0.741935 fi:0.489487. Ave ac:0.009667,0.010911 Initialization: 5.994000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.092000 Kernel 1: 0.024000 Kernel 2: 81.995003 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.005749 0.766667 fi:0.457244. Ave ac:0.009444,0.010399 Initialization: 6.039000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.021000 Kernel 1: 0.024000 Kernel 2: 82.445999 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.007498 0.750000 fi:0.433484. Ave ac:0.010762,0.011994 MDL Theory Length Weight: 4.6055994849 (10) Initialization: 6.074000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.997000 Kernel 1: 0.023000 Kernel 2: 84.093002 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.005499 0.709677 fi:0.487168. Ave ac:0.009396,0.011447 Initialization: 5.981000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.035000 Kernel 1: 0.023000 Kernel 2: 84.893997 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.005249 0.777778 fi:0.432224. Ave ac:0.009286,0.008101 Initialization: 5.980000 Memcpy Classifiers: 0.332000 Memcpy Instances: 8.389000 Kernel 1: 0.023000 Kernel 2: 81.834999 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.003750 0.937500 fi:0.262229. Ave ac:0.007386,0.007825 Initialization: 5.997000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.204000 Kernel 1: 0.024000 Kernel 2: 81.348999 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.003750 0.937500 fi:0.281260. Ave ac:0.008507,0.006894 Initialization: 6.003000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.024000 Kernel 1: 0.023000 Kernel 2: 82.648003 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.004250 0.708333 fi:0.483521. Ave ac:0.007220,0.007039 Initialization: 27.115999 Memcpy Instances: 394.765991 Memcpy Classifiers: 0.068000 Kernel 1: 0.026000 Kernel 2: 507.205994 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 511.740997 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.066000 Kernel 1: 0.017000 Kernel 2: 506.174011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 512.062012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 515.296021 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 508.964996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 505.602997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 516.166016 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 517.331970 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 520.489990 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.006739 0.623497 fi:0.551810. Ave ac:0.007499,0.022463 Best acc 0.006739 0.623497 Initialization: 6.496000 Memcpy Classifiers: 0.507000 Memcpy Instances: 8.022000 Kernel 1: 0.026000 Kernel 2: 99.533997 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.006678 accuracy2:0.223461 Initialization: 6.558000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.006000 Kernel 1: 0.024000 Kernel 2: 103.385002 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.012497 0.588235 fi:0.507774. Ave ac:0.012317,0.016667 Initialization: 6.009000 Memcpy Classifiers: 0.489000 Memcpy Instances: 7.997000 Kernel 1: 0.025000 Kernel 2: 105.904999 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.009250 0.627119 fi:0.470364. Ave ac:0.013950,0.015676 Initialization: 6.007000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.049000 Kernel 1: 0.025000 Kernel 2: 103.042999 Copyback: 0.020000 Sum: 0.032000 It 2,Best ac:0.012997 0.553191 fi:0.542584. Ave ac:0.012385,0.014370 Initialization: 6.558000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.012000 Kernel 1: 0.023000 Kernel 2: 98.774002 Copyback: 0.018000 Sum: 0.030000 It 3,Best ac:0.003749 0.652174 fi:0.447813. Ave ac:0.011348,0.011597 Initialization: 6.423000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.390000 Kernel 1: 0.023000 Kernel 2: 92.764999 Copyback: 0.016000 Sum: 0.035000 It 4,Best ac:0.004749 0.730769 fi:0.368763. Ave ac:0.013205,0.013854 Initialization: 6.000000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.033000 Kernel 1: 0.023000 Kernel 2: 90.219002 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.006000 0.750000 fi:0.348961. Ave ac:0.014151,0.012601 Initialization: 6.665000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.118000 Kernel 1: 0.023000 Kernel 2: 92.516998 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.003749 0.750000 fi:0.349985. Ave ac:0.012091,0.012022 Initialization: 5.955000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.493000 Kernel 1: 0.023000 Kernel 2: 91.046997 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003750 0.714286 fi:0.385699. Ave ac:0.009986,0.010354 Initialization: 5.947000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.085000 Kernel 1: 0.037000 Kernel 2: 86.633003 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004000 0.761905 fi:0.337966. Ave ac:0.010325,0.014140 Initialization: 5.870000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.140000 Kernel 1: 0.023000 Kernel 2: 86.663002 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.004250 0.809524 fi:0.290233. Ave ac:0.009786,0.013256 Iteration 10:MDL fitness activated Error 0.290233 TL 0.030518 MDL Theory Length Weight: 3.1700954170 (1) Initialization: 5.971000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.008000 Kernel 1: 0.024000 Kernel 2: 89.402000 Copyback: 0.018000 Sum: 0.029000 It 10,Best ac:0.006500 0.650000 fi:0.504724. Ave ac:0.009403,0.011079 Initialization: 5.985000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.026000 Kernel 1: 0.061000 Kernel 2: 88.105003 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.005749 0.718750 fi:0.440300. Ave ac:0.011881,0.016484 Initialization: 6.043000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.919000 Kernel 1: 0.022000 Kernel 2: 85.969002 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.004000 0.842105 fi:0.349919. Ave ac:0.009254,0.011423 Initialization: 6.185000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.067000 Kernel 1: 0.023000 Kernel 2: 85.093002 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.005750 0.821429 fi:0.349520. Ave ac:0.012977,0.017363 Initialization: 5.971000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.036000 Kernel 1: 0.023000 Kernel 2: 83.419998 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.005000 0.666667 fi:0.479257. Ave ac:0.010401,0.015488 Initialization: 6.190000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.046000 Kernel 1: 0.022000 Kernel 2: 82.810997 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.005000 0.833333 fi:0.358236. Ave ac:0.012309,0.015171 Initialization: 6.031000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.008000 Kernel 1: 0.022000 Kernel 2: 85.456001 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.003749 0.882353 fi:0.307511. Ave ac:0.011988,0.017503 Initialization: 6.016000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.007000 Kernel 1: 0.024000 Kernel 2: 85.634003 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.007998 0.695652 fi:0.451109. Ave ac:0.012198,0.015344 Initialization: 6.004000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.015000 Kernel 1: 0.024000 Kernel 2: 81.441002 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.004000 0.800000 fi:0.340215. Ave ac:0.012317,0.016494 Initialization: 6.001000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.026000 Kernel 1: 0.023000 Kernel 2: 82.765999 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.003250 0.866667 fi:0.404524. Ave ac:0.011739,0.018441 Initialization: 6.479000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.034000 Kernel 1: 0.023000 Kernel 2: 80.844002 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.005000 0.740741 fi:0.416914. Ave ac:0.011263,0.017057 Initialization: 6.010000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.131000 Kernel 1: 0.022000 Kernel 2: 79.571999 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.004998 0.800000 fi:0.375004. Ave ac:0.014630,0.022567 Initialization: 6.025000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.311000 Kernel 1: 0.022000 Kernel 2: 79.847000 Copyback: 0.018000 Sum: 0.026000 It 22,Best ac:0.004000 0.800000 fi:0.356830. Ave ac:0.012180,0.017893 Initialization: 6.022000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.008000 Kernel 1: 0.024000 Kernel 2: 81.916000 Copyback: 0.018000 Sum: 0.024000 It 23,Best ac:0.004999 0.800000 fi:0.360684. Ave ac:0.010259,0.016786 Initialization: 5.947000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.039000 Kernel 1: 0.023000 Kernel 2: 80.092003 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.003999 0.800000 fi:0.396617. Ave ac:0.011690,0.015660 Initialization: 5.950000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.037000 Kernel 1: 0.024000 Kernel 2: 81.528999 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.003999 0.842105 fi:0.319291. Ave ac:0.012383,0.018398 MDL Theory Length Weight: 2.8530858753 (10) Initialization: 5.952000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.991000 Kernel 1: 0.029000 Kernel 2: 77.525002 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.003750 0.789474 fi:0.356351. Ave ac:0.008189,0.014996 Initialization: 5.984000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.198000 Kernel 1: 0.023000 Kernel 2: 80.533997 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.006500 0.838710 fi:0.300983. Ave ac:0.009163,0.010566 Initialization: 5.955000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.025000 Kernel 1: 0.022000 Kernel 2: 79.412003 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.006500 0.838710 fi:0.318799. Ave ac:0.008012,0.008476 Initialization: 6.036000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.010000 Kernel 1: 0.025000 Kernel 2: 78.468002 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.004250 0.772727 fi:0.379352. Ave ac:0.007214,0.008881 Initialization: 5.964000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.030000 Kernel 1: 0.023000 Kernel 2: 79.278999 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.005249 0.750000 fi:0.401156. Ave ac:0.008739,0.009034 Initialization: 6.036000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.001000 Kernel 1: 0.023000 Kernel 2: 79.088997 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.004249 0.809524 fi:0.342053. Ave ac:0.009271,0.010161 Initialization: 6.041000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.064000 Kernel 1: 0.022000 Kernel 2: 76.320999 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.005750 0.676471 fi:0.482824. Ave ac:0.006543,0.008901 Initialization: 6.484000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.020000 Kernel 1: 0.023000 Kernel 2: 80.147003 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.006748 0.771429 fi:0.383629. Ave ac:0.009833,0.010271 Initialization: 27.141001 Memcpy Instances: 395.582001 Memcpy Classifiers: 0.068000 Kernel 1: 0.025000 Kernel 2: 490.286987 Copyback: 0.014000 Sum: 0.016000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 474.498993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 486.453003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 473.671997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 488.987000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 495.821991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 485.750000 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.067000 Kernel 1: 0.019000 Kernel 2: 483.923004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 488.989014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 494.447998 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.004939 0.611008 fi:0.540851. Ave ac:0.009000,0.028901 Best acc 0.004939 0.611008 Rule:Att PSSM_0_2 is [-6.835193,-2.299519]|Att PSSM_0_4 is [-6.136595,-1.863405]|Att PSSM_0_5 is [-2.329024,10.202017]|Att PSSM_1_10 is [>-0.029793]|Att PSSM_4_2 is [<6.418063]|Att PSSM_4_6 is [<-1.492294]|1 Accuracy : 0.774299 0 1 154492 9588 43370 27188 Removed 2162 instances. 197862 Instances left. Acc of rule 0.006739-0.623497 Initialization: 13.219000 Memcpy Classifiers: 0.517000 Memcpy Instances: 8.515000 Kernel 1: 0.026000 Kernel 2: 97.709000 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.004841 accuracy2:0.207598 Initialization: 6.020000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.985000 Kernel 1: 0.024000 Kernel 2: 102.627998 Copyback: 0.016000 Sum: 0.030000 It 0,Best ac:0.004802 0.441860 fi:0.657602. Ave ac:0.009630,0.013678 Initialization: 5.944000 Memcpy Classifiers: 0.560000 Memcpy Instances: 7.940000 Kernel 1: 0.025000 Kernel 2: 102.291000 Copyback: 0.018000 Sum: 0.026000 It 1,Best ac:0.006822 0.562500 fi:0.536028. Ave ac:0.012446,0.017767 Initialization: 5.950000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.451000 Kernel 1: 0.023000 Kernel 2: 103.139000 Copyback: 0.371000 Sum: 0.028000 It 2,Best ac:0.004549 0.562500 fi:0.537082. Ave ac:0.011308,0.014509 Initialization: 6.022000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.940000 Kernel 1: 0.024000 Kernel 2: 103.272003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003538 0.560000 fi:0.565964. Ave ac:0.010839,0.013449 Initialization: 5.872000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.982000 Kernel 1: 0.024000 Kernel 2: 104.385002 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.003791 0.681818 fi:0.418113. Ave ac:0.010898,0.012596 Initialization: 5.973000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.995000 Kernel 1: 0.023000 Kernel 2: 102.267998 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.003538 0.736842 fi:0.389122. Ave ac:0.010190,0.011262 Initialization: 5.963000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.921000 Kernel 1: 0.025000 Kernel 2: 104.067001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.006571 0.604651 fi:0.493990. Ave ac:0.010013,0.013646 Initialization: 5.951000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.903000 Kernel 1: 0.024000 Kernel 2: 100.614998 Copyback: 0.016000 Sum: 0.034000 It 7,Best ac:0.004550 0.620690 fi:0.478890. Ave ac:0.010178,0.011579 Initialization: 6.000000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.917000 Kernel 1: 0.023000 Kernel 2: 100.304001 Copyback: 0.020000 Sum: 0.039000 It 8,Best ac:0.004296 0.653846 fi:0.445851. Ave ac:0.011593,0.012082 Initialization: 6.074000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.950000 Kernel 1: 0.023000 Kernel 2: 98.263000 Copyback: 0.016000 Sum: 0.045000 It 9,Best ac:0.003033 0.923077 fi:0.327749. Ave ac:0.012228,0.013439 Iteration 10:MDL fitness activated Error 0.327749 TL 0.031060 MDL Theory Length Weight: 3.5173749566 (1) Initialization: 5.889000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.018000 Kernel 1: 0.024000 Kernel 2: 98.047997 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.004802 0.730769 fi:0.454430. Ave ac:0.011652,0.011200 Initialization: 5.951000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.238000 Kernel 1: 0.023000 Kernel 2: 97.765999 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.007580 0.697674 fi:0.464160. Ave ac:0.012511,0.014898 Initialization: 6.056000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.153000 Kernel 1: 0.023000 Kernel 2: 98.607002 Copyback: 0.016000 Sum: 0.035000 It 12,Best ac:0.003538 0.777778 fi:0.431217. Ave ac:0.011149,0.013486 Initialization: 6.502000 Memcpy Classifiers: 0.384000 Memcpy Instances: 7.962000 Kernel 1: 0.022000 Kernel 2: 94.484001 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.006318 0.609756 fi:0.592538. Ave ac:0.013410,0.017072 Initialization: 5.873000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.975000 Kernel 1: 0.024000 Kernel 2: 91.195999 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.005558 0.733333 fi:0.461264. Ave ac:0.013555,0.014055 Initialization: 5.950000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.917000 Kernel 1: 0.024000 Kernel 2: 90.953003 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.007329 0.743590 fi:0.413922. Ave ac:0.013115,0.017012 Initialization: 5.950000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.911000 Kernel 1: 0.024000 Kernel 2: 88.619003 Copyback: 0.016000 Sum: 0.037000 It 16,Best ac:0.003538 0.823529 fi:0.381004. Ave ac:0.011367,0.017329 Initialization: 6.059000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.934000 Kernel 1: 0.023000 Kernel 2: 86.695000 Copyback: 0.017000 Sum: 0.038000 It 17,Best ac:0.004548 0.782609 fi:0.387244. Ave ac:0.010650,0.015089 Initialization: 6.001000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.910000 Kernel 1: 0.023000 Kernel 2: 85.289001 Copyback: 0.017000 Sum: 0.036000 It 18,Best ac:0.003537 0.823529 fi:0.364130. Ave ac:0.008094,0.014353 Initialization: 5.976000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.918000 Kernel 1: 0.023000 Kernel 2: 84.946999 Copyback: 0.017000 Sum: 0.037000 It 19,Best ac:0.003537 0.700000 fi:0.479277. Ave ac:0.008229,0.014762 Initialization: 6.080000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.938000 Kernel 1: 0.024000 Kernel 2: 83.563004 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.004043 0.800000 fi:0.356873. Ave ac:0.009638,0.017990 Initialization: 6.002000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.014000 Kernel 1: 0.023000 Kernel 2: 81.176003 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.005307 0.777778 fi:0.355728. Ave ac:0.007580,0.015902 Initialization: 7.059000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.836000 Kernel 1: 0.022000 Kernel 2: 80.056000 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.005306 0.724138 fi:0.420443. Ave ac:0.009256,0.016283 Initialization: 6.046000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.098000 Kernel 1: 0.022000 Kernel 2: 77.522003 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.006569 0.666667 fi:0.491434. Ave ac:0.011368,0.022659 Initialization: 6.020000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.101000 Kernel 1: 0.023000 Kernel 2: 79.290001 Copyback: 0.016000 Sum: 0.027000 It 24,Best ac:0.006318 0.657895 fi:0.484718. Ave ac:0.014023,0.023196 Initialization: 5.881000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.502000 Kernel 1: 0.022000 Kernel 2: 74.667000 Copyback: 0.018000 Sum: 0.023000 It 25,Best ac:0.005560 0.687500 fi:0.462013. Ave ac:0.009507,0.017047 Initialization: 6.015000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.039000 Kernel 1: 0.022000 Kernel 2: 75.171997 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.004043 0.842105 fi:0.309961. Ave ac:0.013791,0.023856 Initialization: 6.036000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.926000 Kernel 1: 0.024000 Kernel 2: 76.079002 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.004800 0.655172 fi:0.485211. Ave ac:0.008108,0.016568 Initialization: 6.075000 Memcpy Classifiers: 0.309000 Memcpy Instances: 7.943000 Kernel 1: 0.023000 Kernel 2: 76.669998 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.005054 0.833333 fi:0.339321. Ave ac:0.010301,0.019669 Initialization: 5.935000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.373000 Kernel 1: 0.023000 Kernel 2: 75.461998 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.004802 0.826087 fi:0.348255. Ave ac:0.014860,0.027464 Initialization: 6.463000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.953000 Kernel 1: 0.023000 Kernel 2: 73.924004 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.004800 0.826087 fi:0.321943. Ave ac:0.014740,0.026235 Initialization: 5.958000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.929000 Kernel 1: 0.024000 Kernel 2: 72.553001 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.003791 0.714286 fi:0.435599. Ave ac:0.010423,0.020060 Initialization: 5.985000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.910000 Kernel 1: 0.023000 Kernel 2: 74.251999 Copyback: 0.020000 Sum: 0.021000 It 32,Best ac:0.004549 0.720000 fi:0.431732. Ave ac:0.012428,0.023262 Initialization: 5.967000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.905000 Kernel 1: 0.023000 Kernel 2: 73.717003 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.005812 0.793103 fi:0.365329. Ave ac:0.012752,0.022839 Initialization: 27.392000 Memcpy Instances: 389.088013 Memcpy Classifiers: 0.063000 Kernel 1: 0.025000 Kernel 2: 466.253998 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 469.778992 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 470.145996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 467.580994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 462.243988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 463.720001 Copyback: 0.371000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 450.092010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 464.161987 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 457.733002 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 410.605988 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004756 0.555490 fi:0.584913. Ave ac:0.010580,0.036061 Best acc 0.004756 0.555490 Initialization: 5.909000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.943000 Kernel 1: 0.025000 Kernel 2: 98.458000 Copyback: 0.017000 Sum: 0.050000 Initial population average accuracy1:0.005499 accuracy2:0.206966 Initialization: 5.892000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.970000 Kernel 1: 0.024000 Kernel 2: 101.500000 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.009098 0.486486 fi:0.610982. Ave ac:0.011540,0.015695 Initialization: 5.907000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.977000 Kernel 1: 0.024000 Kernel 2: 104.397003 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.004802 0.475000 fi:0.624462. Ave ac:0.013828,0.015384 Initialization: 5.931000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.961000 Kernel 1: 0.024000 Kernel 2: 100.459999 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.004043 0.571429 fi:0.528386. Ave ac:0.012201,0.015245 Initialization: 5.961000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.411000 Kernel 1: 0.026000 Kernel 2: 97.749001 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.007327 0.517857 fi:0.580436. Ave ac:0.012595,0.015125 Initialization: 5.927000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.282000 Kernel 1: 0.022000 Kernel 2: 98.180000 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.018196 0.620690 fi:0.472556. Ave ac:0.011719,0.013180 Initialization: 5.954000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.950000 Kernel 1: 0.023000 Kernel 2: 96.113998 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.005560 0.611111 fi:0.488002. Ave ac:0.011074,0.012134 Initialization: 5.926000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.985000 Kernel 1: 0.023000 Kernel 2: 98.151001 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.003537 0.666667 fi:0.460304. Ave ac:0.012711,0.013158 Initialization: 5.926000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.936000 Kernel 1: 0.024000 Kernel 2: 101.758003 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.004549 0.750000 fi:0.349580. Ave ac:0.014313,0.013892 Initialization: 5.966000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.080000 Kernel 1: 0.022000 Kernel 2: 103.175003 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.003791 0.882353 fi:0.217579. Ave ac:0.015406,0.013656 Initialization: 5.939000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.929000 Kernel 1: 0.023000 Kernel 2: 107.116997 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.003791 0.789474 fi:0.310460. Ave ac:0.015886,0.016125 Iteration 10:MDL fitness activated Error 0.310460 TL 0.041983 MDL Theory Length Weight: 2.4649465694 (2) Initialization: 5.918000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.924000 Kernel 1: 0.024000 Kernel 2: 106.204002 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.007327 0.690476 fi:0.479375. Ave ac:0.010331,0.009590 Initialization: 5.992000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.825000 Kernel 1: 0.022000 Kernel 2: 106.593002 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.003790 0.714286 fi:0.457995. Ave ac:0.009083,0.008830 Initialization: 5.993000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.902000 Kernel 1: 0.023000 Kernel 2: 102.238998 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.006065 0.774194 fi:0.420661. Ave ac:0.008504,0.008090 Initialization: 6.051000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.901000 Kernel 1: 0.024000 Kernel 2: 101.837997 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003790 0.789474 fi:0.399010. Ave ac:0.009568,0.008481 Initialization: 5.862000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.903000 Kernel 1: 0.023000 Kernel 2: 101.311996 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.004800 0.760000 fi:0.406360. Ave ac:0.008729,0.008917 Initialization: 5.921000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.918000 Kernel 1: 0.024000 Kernel 2: 98.867996 Copyback: 0.023000 Sum: 0.030000 It 15,Best ac:0.006067 0.774194 fi:0.413103. Ave ac:0.009049,0.009320 Initialization: 5.922000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.934000 Kernel 1: 0.024000 Kernel 2: 100.046997 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.005307 0.750000 fi:0.440018. Ave ac:0.009312,0.008887 Initialization: 6.097000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.870000 Kernel 1: 0.022000 Kernel 2: 100.764999 Copyback: 0.026000 Sum: 0.035000 It 17,Best ac:0.004802 0.904762 fi:0.292020. Ave ac:0.008992,0.008312 Initialization: 5.960000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.936000 Kernel 1: 0.024000 Kernel 2: 100.057999 Copyback: 0.016000 Sum: 0.031000 It 18,Best ac:0.006064 0.774194 fi:0.399333. Ave ac:0.007516,0.007403 Initialization: 5.926000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.913000 Kernel 1: 0.024000 Kernel 2: 99.722000 Copyback: 0.016000 Sum: 0.030000 It 19,Best ac:0.004043 1.000000 fi:0.186073. Ave ac:0.006993,0.005505 Initialization: 5.883000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.025000 Kernel 1: 0.022000 Kernel 2: 98.992996 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.009856 0.709091 fi:0.430221. Ave ac:0.006556,0.005317 Initialization: 5.879000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.918000 Kernel 1: 0.024000 Kernel 2: 97.373001 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.005307 0.840000 fi:0.358898. Ave ac:0.008333,0.006705 Initialization: 6.031000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.058000 Kernel 1: 0.023000 Kernel 2: 94.554001 Copyback: 0.016000 Sum: 0.030000 It 22,Best ac:0.004296 0.739130 fi:0.438385. Ave ac:0.006490,0.005050 Initialization: 6.012000 Memcpy Classifiers: 0.368000 Memcpy Instances: 7.935000 Kernel 1: 0.024000 Kernel 2: 92.726997 Copyback: 0.016000 Sum: 0.037000 It 23,Best ac:0.004549 0.947368 fi:0.240907. Ave ac:0.007702,0.005773 Initialization: 5.941000 Memcpy Classifiers: 0.371000 Memcpy Instances: 8.062000 Kernel 1: 0.023000 Kernel 2: 90.913002 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.004549 0.818182 fi:0.352917. Ave ac:0.006503,0.005154 Initialization: 5.998000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.911000 Kernel 1: 0.024000 Kernel 2: 96.362999 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.005307 0.875000 fi:0.310486. Ave ac:0.008242,0.008082 Initialization: 5.890000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.963000 Kernel 1: 0.024000 Kernel 2: 93.442001 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.003285 0.928571 fi:0.337640. Ave ac:0.006718,0.005268 Initialization: 5.870000 Memcpy Classifiers: 0.828000 Memcpy Instances: 7.921000 Kernel 1: 0.023000 Kernel 2: 98.137001 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.005054 0.769231 fi:0.397009. Ave ac:0.006553,0.005677 Initialization: 5.889000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.022000 Kernel 1: 0.023000 Kernel 2: 96.523003 Copyback: 0.016000 Sum: 0.030000 It 28,Best ac:0.004043 0.842105 fi:0.328857. Ave ac:0.006724,0.005232 MDL Theory Length Weight: 2.2184519124 (10) Initialization: 6.010000 Memcpy Classifiers: 0.531000 Memcpy Instances: 7.949000 Kernel 1: 0.023000 Kernel 2: 96.188004 Copyback: 0.016000 Sum: 0.031000 It 29,Best ac:0.005811 0.766667 fi:0.409911. Ave ac:0.006672,0.004482 Initialization: 5.935000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.955000 Kernel 1: 0.022000 Kernel 2: 95.344002 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.004296 0.772727 fi:0.382191. Ave ac:0.006362,0.004553 Initialization: 6.039000 Memcpy Classifiers: 0.368000 Memcpy Instances: 7.937000 Kernel 1: 0.023000 Kernel 2: 91.510002 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.005560 0.687500 fi:0.469103. Ave ac:0.006163,0.004853 Initialization: 5.923000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.967000 Kernel 1: 0.024000 Kernel 2: 92.859001 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.004802 0.791667 fi:0.375932. Ave ac:0.007965,0.006780 Initialization: 6.002000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.956000 Kernel 1: 0.022000 Kernel 2: 96.472000 Copyback: 0.017000 Sum: 0.035000 It 33,Best ac:0.005054 0.909091 fi:0.268425. Ave ac:0.008061,0.005155 Initialization: 27.478001 Memcpy Instances: 392.932007 Memcpy Classifiers: 0.076000 Kernel 1: 0.025000 Kernel 2: 541.622986 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 535.833984 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 558.296021 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 547.705994 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 553.679993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 543.926025 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 557.468994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 555.046021 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 558.684021 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 483.147003 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.048251 0.597546 fi:0.555441. Ave ac:0.006034,0.017781 Best acc 0.048251 0.597546 Rule:Att PSSM_-3_12 is [>-4.899829]|Att PSSM_-2_6 is [-6.276090,-2.753757]|Att PSSM_-2_13 is [<3.716453]|Att PSSM_0_7 is [<-3.035784]|Att PSSM_1_3 is [<-1.627036]|Att PSSM_1_7 is [<-1.253448]|Att PSSM_1_14 is [-6.855331,4.299576]|Att PSSM_2_12 is [<7.355586]|Att PSSM_2_15 is [-5.386908,-0.215200]|1 Accuracy : 0.775377 0 1 154055 10025 42680 27878 Removed 1127 instances. 196735 Instances left. Acc of rule 0.048251-0.597546 Initialization: 6.474000 Memcpy Classifiers: 0.578000 Memcpy Instances: 8.146000 Kernel 1: 0.025000 Kernel 2: 97.386002 Copyback: 0.017000 Sum: 0.060000 Initial population average accuracy1:0.005542 accuracy2:0.225468 Initialization: 6.024000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.908000 Kernel 1: 0.024000 Kernel 2: 102.698997 Copyback: 0.018000 Sum: 0.052000 It 0,Best ac:0.008388 0.507692 fi:0.590064. Ave ac:0.010534,0.014458 Initialization: 5.880000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.897000 Kernel 1: 0.024000 Kernel 2: 104.399002 Copyback: 0.017000 Sum: 0.036000 It 1,Best ac:0.004066 0.640000 fi:0.459786. Ave ac:0.012888,0.015694 Initialization: 6.056000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.990000 Kernel 1: 0.022000 Kernel 2: 102.614998 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.004574 0.580645 fi:0.518902. Ave ac:0.013097,0.016006 Initialization: 5.885000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.918000 Kernel 1: 0.023000 Kernel 2: 97.500000 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.005337 0.583333 fi:0.515857. Ave ac:0.012355,0.015755 Initialization: 6.141000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.866000 Kernel 1: 0.024000 Kernel 2: 96.641998 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.005846 0.621622 fi:0.477327. Ave ac:0.010926,0.012234 Initialization: 6.451000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.875000 Kernel 1: 0.023000 Kernel 2: 94.836998 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.004066 0.695652 fi:0.404133. Ave ac:0.011167,0.011383 Initialization: 5.963000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.981000 Kernel 1: 0.023000 Kernel 2: 91.554001 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.004574 0.666667 fi:0.432881. Ave ac:0.011648,0.012334 Initialization: 5.962000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.858000 Kernel 1: 0.023000 Kernel 2: 91.737000 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.006353 0.735294 fi:0.363420. Ave ac:0.010386,0.010595 Initialization: 5.951000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.910000 Kernel 1: 0.024000 Kernel 2: 89.778999 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.004319 0.708333 fi:0.391333. Ave ac:0.009551,0.011647 Initialization: 5.961000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.867000 Kernel 1: 0.024000 Kernel 2: 88.264999 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.003559 0.777778 fi:0.333841. Ave ac:0.009864,0.010624 Iteration 10:MDL fitness activated Error 0.333841 TL 0.026972 MDL Theory Length Weight: 4.1257749277 (1) Initialization: 5.952000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.336000 Kernel 1: 0.024000 Kernel 2: 88.805000 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.006353 0.781250 fi:0.452202. Ave ac:0.010072,0.011903 Initialization: 5.905000 Memcpy Classifiers: 0.369000 Memcpy Instances: 7.913000 Kernel 1: 0.024000 Kernel 2: 84.376999 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.005335 0.700000 fi:0.498042. Ave ac:0.009020,0.013494 Initialization: 5.892000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.939000 Kernel 1: 0.024000 Kernel 2: 86.973000 Copyback: 0.016000 Sum: 0.032000 It 12,Best ac:0.004067 0.727273 fi:0.502933. Ave ac:0.012590,0.018927 Initialization: 5.921000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.967000 Kernel 1: 0.022000 Kernel 2: 86.538002 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003812 0.681818 fi:0.538634. Ave ac:0.014004,0.020003 Initialization: 5.943000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.923000 Kernel 1: 0.024000 Kernel 2: 84.398003 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004320 0.739130 fi:0.469148. Ave ac:0.013162,0.016880 Initialization: 5.871000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.893000 Kernel 1: 0.023000 Kernel 2: 83.699997 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.004830 0.826087 fi:0.406391. Ave ac:0.014051,0.014931 Initialization: 6.424000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.880000 Kernel 1: 0.024000 Kernel 2: 83.749001 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.006860 0.794118 fi:0.383017. Ave ac:0.011926,0.014176 Initialization: 5.977000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.236000 Kernel 1: 0.023000 Kernel 2: 83.749001 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.004574 0.720000 fi:0.480179. Ave ac:0.008420,0.010570 Initialization: 13.454000 Memcpy Classifiers: 0.310000 Memcpy Instances: 7.934000 Kernel 1: 0.023000 Kernel 2: 83.179001 Copyback: 0.017000 Sum: 0.040000 It 18,Best ac:0.003305 0.812500 fi:0.432007. Ave ac:0.013242,0.017596 Initialization: 6.025000 Memcpy Classifiers: 0.281000 Memcpy Instances: 7.910000 Kernel 1: 0.024000 Kernel 2: 83.723999 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.003558 0.777778 fi:0.439673. Ave ac:0.011931,0.018410 Initialization: 5.881000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.044000 Kernel 1: 0.022000 Kernel 2: 79.672997 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.004320 0.772727 fi:0.431729. Ave ac:0.010173,0.015703 Initialization: 6.011000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.859000 Kernel 1: 0.023000 Kernel 2: 79.626999 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.004066 0.888889 fi:0.289765. Ave ac:0.013113,0.018155 Initialization: 5.902000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.389000 Kernel 1: 0.023000 Kernel 2: 78.686996 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.005591 0.733333 fi:0.464871. Ave ac:0.009888,0.016749 Initialization: 5.966000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.918000 Kernel 1: 0.023000 Kernel 2: 78.680000 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.003558 0.777778 fi:0.403855. Ave ac:0.011142,0.022342 Initialization: 6.111000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.886000 Kernel 1: 0.024000 Kernel 2: 77.184998 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.003813 0.833333 fi:0.349302. Ave ac:0.013217,0.018436 Initialization: 5.973000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.958000 Kernel 1: 0.024000 Kernel 2: 77.269997 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.004067 0.888889 fi:0.280327. Ave ac:0.013260,0.018947 Initialization: 6.173000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.948000 Kernel 1: 0.025000 Kernel 2: 76.721001 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.003812 0.750000 fi:0.432636. Ave ac:0.014145,0.021465 Initialization: 6.078000 Memcpy Classifiers: 0.330000 Memcpy Instances: 8.073000 Kernel 1: 0.024000 Kernel 2: 77.677002 Copyback: 0.016000 Sum: 0.023000 It 27,Best ac:0.006101 0.750000 fi:0.400229. Ave ac:0.014337,0.027140 Initialization: 5.957000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.909000 Kernel 1: 0.024000 Kernel 2: 76.035004 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.004575 0.818182 fi:0.408329. Ave ac:0.011331,0.018319 Initialization: 6.043000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.961000 Kernel 1: 0.023000 Kernel 2: 75.412003 Copyback: 0.024000 Sum: 0.035000 It 29,Best ac:0.005084 0.769231 fi:0.416772. Ave ac:0.010894,0.016524 Initialization: 6.007000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.879000 Kernel 1: 0.024000 Kernel 2: 77.333000 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.004067 0.761905 fi:0.372992. Ave ac:0.016968,0.026468 Initialization: 6.031000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.359000 Kernel 1: 0.024000 Kernel 2: 76.586998 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.003813 0.789474 fi:0.372973. Ave ac:0.011943,0.019324 Initialization: 6.478000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.899000 Kernel 1: 0.023000 Kernel 2: 76.148003 Copyback: 0.016000 Sum: 0.023000 It 32,Best ac:0.005846 0.793103 fi:0.380921. Ave ac:0.013889,0.019540 Initialization: 6.007000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.968000 Kernel 1: 0.023000 Kernel 2: 76.647003 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.003812 0.625000 fi:0.549980. Ave ac:0.009640,0.016125 Initialization: 27.794001 Memcpy Instances: 390.660004 Memcpy Classifiers: 0.069000 Kernel 1: 0.025000 Kernel 2: 483.962006 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 499.549988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 503.524994 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 484.459015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 499.713013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 491.786011 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.069000 Kernel 1: 0.022000 Kernel 2: 487.005005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 488.657990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 487.126007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 388.579987 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004376 0.582938 fi:0.591777. Ave ac:0.015139,0.047503 Best acc 0.004376 0.582938 Initialization: 5.886000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.891000 Kernel 1: 0.024000 Kernel 2: 97.153000 Copyback: 0.019000 Sum: 0.050000 Initial population average accuracy1:0.005372 accuracy2:0.204982 Initialization: 5.951000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.863000 Kernel 1: 0.023000 Kernel 2: 101.573997 Copyback: 0.016000 Sum: 0.044000 It 0,Best ac:0.006860 0.586957 fi:0.511519. Ave ac:0.010400,0.013216 Initialization: 5.855000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.931000 Kernel 1: 0.024000 Kernel 2: 102.751999 Copyback: 0.018000 Sum: 0.032000 It 1,Best ac:0.004320 0.653846 fi:0.445820. Ave ac:0.013214,0.015045 Initialization: 5.854000 Memcpy Classifiers: 0.462000 Memcpy Instances: 7.920000 Kernel 1: 0.023000 Kernel 2: 99.151001 Copyback: 0.018000 Sum: 0.035000 It 2,Best ac:0.007117 0.571429 fi:0.526924. Ave ac:0.013045,0.015042 Initialization: 5.936000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.852000 Kernel 1: 0.023000 Kernel 2: 97.150002 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.005338 0.567568 fi:0.531620. Ave ac:0.014907,0.017948 Initialization: 5.883000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.920000 Kernel 1: 0.023000 Kernel 2: 93.042999 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004574 0.692308 fi:0.407240. Ave ac:0.015185,0.017238 Initialization: 6.010000 Memcpy Classifiers: 0.426000 Memcpy Instances: 7.857000 Kernel 1: 0.022000 Kernel 2: 91.197998 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.002795 0.846154 fi:0.456650. Ave ac:0.011282,0.013353 Initialization: 6.330000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.886000 Kernel 1: 0.023000 Kernel 2: 88.629997 Copyback: 0.017000 Sum: 0.037000 It 6,Best ac:0.003305 0.722222 fi:0.452852. Ave ac:0.011884,0.011397 Initialization: 6.022000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.909000 Kernel 1: 0.022000 Kernel 2: 89.657997 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.006101 0.666667 fi:0.432163. Ave ac:0.010812,0.011579 Initialization: 5.912000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.850000 Kernel 1: 0.024000 Kernel 2: 87.197998 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003813 0.681818 fi:0.418084. Ave ac:0.008374,0.008293 Initialization: 5.909000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.880000 Kernel 1: 0.023000 Kernel 2: 89.714996 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.003557 0.823529 fi:0.289130. Ave ac:0.008408,0.008665 Iteration 10:MDL fitness activated Error 0.289130 TL 0.032954 MDL Theory Length Weight: 2.9246153664 (1) Initialization: 5.883000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.891000 Kernel 1: 0.025000 Kernel 2: 92.323997 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.005083 0.689655 fi:0.498207. Ave ac:0.008301,0.008125 Initialization: 6.394000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.933000 Kernel 1: 0.023000 Kernel 2: 90.242996 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.003558 0.823529 fi:0.374503. Ave ac:0.010215,0.011640 Initialization: 5.925000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.858000 Kernel 1: 0.022000 Kernel 2: 89.321999 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.005845 0.676471 fi:0.492050. Ave ac:0.009157,0.010246 Initialization: 5.986000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.907000 Kernel 1: 0.023000 Kernel 2: 86.754997 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.004066 0.800000 fi:0.411498. Ave ac:0.008247,0.009756 Initialization: 5.841000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.889000 Kernel 1: 0.023000 Kernel 2: 85.531998 Copyback: 0.016000 Sum: 0.030000 It 14,Best ac:0.004066 0.761905 fi:0.412512. Ave ac:0.010223,0.010895 Initialization: 5.943000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.862000 Kernel 1: 0.023000 Kernel 2: 86.418999 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.005337 0.677419 fi:0.498194. Ave ac:0.007624,0.008801 Initialization: 6.019000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.341000 Kernel 1: 0.023000 Kernel 2: 85.512001 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.007624 0.697674 fi:0.452654. Ave ac:0.011043,0.013173 Initialization: 6.246000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.867000 Kernel 1: 0.023000 Kernel 2: 82.990997 Copyback: 0.018000 Sum: 0.038000 It 17,Best ac:0.009403 0.740000 fi:0.419842. Ave ac:0.010002,0.012900 Initialization: 5.938000 Memcpy Classifiers: 0.343000 Memcpy Instances: 7.867000 Kernel 1: 0.023000 Kernel 2: 82.968002 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.003813 0.937500 fi:0.240959. Ave ac:0.008527,0.009642 Initialization: 5.883000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.892000 Kernel 1: 0.024000 Kernel 2: 83.274002 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.005337 0.724138 fi:0.436647. Ave ac:0.007051,0.009374 Initialization: 5.915000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.973000 Kernel 1: 0.023000 Kernel 2: 82.040001 Copyback: 0.017000 Sum: 0.038000 It 20,Best ac:0.005335 0.700000 fi:0.456520. Ave ac:0.008936,0.010586 Initialization: 5.914000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.933000 Kernel 1: 0.023000 Kernel 2: 81.921997 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.004067 0.888889 fi:0.278299. Ave ac:0.008587,0.010455 Initialization: 5.751000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.864000 Kernel 1: 0.024000 Kernel 2: 81.471001 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.004828 0.904762 fi:0.242872. Ave ac:0.007456,0.006308 Initialization: 5.924000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.934000 Kernel 1: 0.023000 Kernel 2: 81.093002 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.006101 0.750000 fi:0.388513. Ave ac:0.006904,0.008412 Initialization: 5.966000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.092000 Kernel 1: 0.024000 Kernel 2: 80.080002 Copyback: 0.020000 Sum: 0.030000 It 24,Best ac:0.003304 0.866667 fi:0.360013. Ave ac:0.006574,0.008042 Initialization: 5.942000 Memcpy Classifiers: 0.308000 Memcpy Instances: 7.877000 Kernel 1: 0.024000 Kernel 2: 80.846001 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.005591 0.814815 fi:0.333212. Ave ac:0.008357,0.011944 Initialization: 5.873000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.900000 Kernel 1: 0.023000 Kernel 2: 78.862999 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.003813 0.652174 fi:0.489508. Ave ac:0.008155,0.010956 Initialization: 5.908000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.864000 Kernel 1: 0.023000 Kernel 2: 74.797997 Copyback: 0.019000 Sum: 0.029000 It 27,Best ac:0.004573 0.666667 fi:0.483520. Ave ac:0.009183,0.010168 MDL Theory Length Weight: 2.6321538298 (10) Initialization: 5.890000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.013000 Kernel 1: 0.023000 Kernel 2: 75.417999 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.004067 0.800000 fi:0.348612. Ave ac:0.009284,0.012478 Initialization: 6.035000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.892000 Kernel 1: 0.023000 Kernel 2: 75.722000 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.003813 0.789474 fi:0.346151. Ave ac:0.008958,0.009033 Initialization: 5.920000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.853000 Kernel 1: 0.024000 Kernel 2: 77.779999 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.003305 0.866667 fi:0.373948. Ave ac:0.007180,0.009546 Initialization: 7.060000 Memcpy Classifiers: 0.305000 Memcpy Instances: 7.917000 Kernel 1: 0.023000 Kernel 2: 77.067001 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.004320 0.850000 fi:0.317107. Ave ac:0.009680,0.015331 Initialization: 6.345000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.923000 Kernel 1: 0.023000 Kernel 2: 79.455002 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.005591 0.758621 fi:0.377308. Ave ac:0.009512,0.013710 Initialization: 6.104000 Memcpy Classifiers: 0.306000 Memcpy Instances: 7.938000 Kernel 1: 0.022000 Kernel 2: 79.151001 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.004066 0.842105 fi:0.301630. Ave ac:0.011769,0.013163 Initialization: 27.834000 Memcpy Instances: 389.002991 Memcpy Classifiers: 0.061000 Kernel 1: 0.024000 Kernel 2: 501.593994 Copyback: 0.016000 Sum: 0.012000 Memcpy Classifiers: 0.060000 Kernel 1: 0.015000 Kernel 2: 500.842987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 486.602997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 490.576996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 510.247986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 500.678009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 486.891998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 522.309021 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 499.279999 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 390.105988 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004026 0.593258 fi:0.543403. Ave ac:0.009272,0.029493 Best acc 0.004026 0.593258 Rule:Att PSSM_0_12 is [<-3.218087]|Att PSSM_0_13 is [<9.753417]|Att PSSM_0_15 is [<2.797211]|Att PSSM_1_20 is [>0.875391]|Att PSSM_2_19 is [>-6.367480]|Att PSSM_4_7 is [-5.208274,-0.947387]|1 Accuracy : 0.776439 0 1 153512 10568 41888 28670 Removed 1335 instances. 195400 Instances left. Acc of rule 0.004026-0.593258 Initialization: 5.885000 Memcpy Classifiers: 0.586000 Memcpy Instances: 7.823000 Kernel 1: 0.025000 Kernel 2: 96.084000 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.004744 accuracy2:0.204437 Initialization: 6.032000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.838000 Kernel 1: 0.024000 Kernel 2: 102.491997 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.004095 0.500000 fi:0.599747. Ave ac:0.009851,0.012533 Initialization: 6.004000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.836000 Kernel 1: 0.024000 Kernel 2: 102.542000 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.003838 0.555556 fi:0.544315. Ave ac:0.013890,0.016451 Initialization: 5.915000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.858000 Kernel 1: 0.024000 Kernel 2: 100.084000 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.007934 0.553571 fi:0.544353. Ave ac:0.014378,0.019286 Initialization: 5.839000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.846000 Kernel 1: 0.023000 Kernel 2: 101.046997 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.004605 0.642857 fi:0.456649. Ave ac:0.013946,0.018125 Initialization: 5.897000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.806000 Kernel 1: 0.023000 Kernel 2: 98.814003 Copyback: 0.018000 Sum: 0.034000 It 4,Best ac:0.003583 0.736842 fi:0.363148. Ave ac:0.014530,0.016747 Initialization: 5.979000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.800000 Kernel 1: 0.024000 Kernel 2: 98.838997 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.004094 0.800000 fi:0.299749. Ave ac:0.012691,0.015431 Initialization: 5.860000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.845000 Kernel 1: 0.023000 Kernel 2: 98.551003 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.004095 0.640000 fi:0.459747. Ave ac:0.008889,0.009225 Initialization: 6.379000 Memcpy Classifiers: 0.401000 Memcpy Instances: 7.806000 Kernel 1: 0.023000 Kernel 2: 97.241997 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.004606 0.692308 fi:0.407199. Ave ac:0.008245,0.009150 Initialization: 5.914000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.801000 Kernel 1: 0.023000 Kernel 2: 97.519997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.004094 0.666667 fi:0.433083. Ave ac:0.008557,0.008817 Initialization: 5.938000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.890000 Kernel 1: 0.022000 Kernel 2: 96.317001 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.004094 0.666667 fi:0.433083. Ave ac:0.008363,0.008378 Iteration 10:MDL fitness activated Error 0.433083 TL 0.041863 MDL Theory Length Weight: 3.4483884441 (5) Initialization: 5.826000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.730000 Kernel 1: 0.022000 Kernel 2: 99.977997 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.004094 0.888889 fi:0.364650. Ave ac:0.008321,0.007083 Initialization: 5.867000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.803000 Kernel 1: 0.024000 Kernel 2: 97.686996 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004094 0.695652 fi:0.530570. Ave ac:0.009077,0.010238 Initialization: 5.959000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.830000 Kernel 1: 0.024000 Kernel 2: 98.066002 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.003837 0.714286 fi:0.478231. Ave ac:0.008997,0.007196 Initialization: 5.904000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.313000 Kernel 1: 0.022000 Kernel 2: 94.585999 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.004606 0.818182 fi:0.416833. Ave ac:0.007089,0.005922 Initialization: 5.863000 Memcpy Classifiers: 0.401000 Memcpy Instances: 8.541000 Kernel 1: 0.023000 Kernel 2: 90.676003 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.004350 0.739130 fi:0.474433. Ave ac:0.007240,0.006461 Initialization: 6.030000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.911000 Kernel 1: 0.022000 Kernel 2: 88.554001 Copyback: 0.016000 Sum: 0.034000 It 15,Best ac:0.004606 0.782609 fi:0.401773. Ave ac:0.008330,0.008289 Initialization: 5.917000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.848000 Kernel 1: 0.023000 Kernel 2: 88.289001 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.004861 0.655172 fi:0.528006. Ave ac:0.007864,0.007402 Initialization: 5.877000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.855000 Kernel 1: 0.023000 Kernel 2: 85.185997 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.005375 0.750000 fi:0.426969. Ave ac:0.008219,0.006967 Initialization: 5.883000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.885000 Kernel 1: 0.023000 Kernel 2: 84.598999 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.009212 0.720000 fi:0.463922. Ave ac:0.007731,0.006670 Initialization: 5.925000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.953000 Kernel 1: 0.023000 Kernel 2: 85.438004 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.005375 0.777778 fi:0.418619. Ave ac:0.008218,0.007516 MDL Theory Length Weight: 3.1035495997 (15) Initialization: 5.889000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.030000 Kernel 1: 0.024000 Kernel 2: 82.098999 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.005887 0.821429 fi:0.382523. Ave ac:0.008941,0.009109 Initialization: 5.939000 Memcpy Classifiers: 0.388000 Memcpy Instances: 8.344000 Kernel 1: 0.022000 Kernel 2: 85.900002 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.003581 0.777778 fi:0.413555. Ave ac:0.010445,0.008975 Initialization: 6.407000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.849000 Kernel 1: 0.023000 Kernel 2: 82.385002 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.005631 0.666667 fi:0.511395. Ave ac:0.007905,0.007190 Initialization: 5.903000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.811000 Kernel 1: 0.024000 Kernel 2: 80.732002 Copyback: 0.016000 Sum: 0.032000 It 23,Best ac:0.003837 0.789474 fi:0.399314. Ave ac:0.007986,0.007647 Initialization: 5.866000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.806000 Kernel 1: 0.024000 Kernel 2: 81.499001 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.003837 0.789474 fi:0.386660. Ave ac:0.010134,0.010892 Initialization: 5.901000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.822000 Kernel 1: 0.023000 Kernel 2: 82.421997 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.004094 0.800000 fi:0.389865. Ave ac:0.008230,0.009266 Initialization: 7.378000 Memcpy Classifiers: 0.305000 Memcpy Instances: 7.817000 Kernel 1: 0.022000 Kernel 2: 82.747002 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.003838 0.833333 fi:0.361302. Ave ac:0.008608,0.007661 Initialization: 6.152000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.824000 Kernel 1: 0.024000 Kernel 2: 78.107002 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.003838 0.714286 fi:0.473585. Ave ac:0.007735,0.008702 Initialization: 6.379000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.124000 Kernel 1: 0.022000 Kernel 2: 80.508003 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.003838 0.833333 fi:0.342693. Ave ac:0.008054,0.007542 Initialization: 5.963000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.878000 Kernel 1: 0.023000 Kernel 2: 77.033997 Copyback: 0.018000 Sum: 0.032000 It 29,Best ac:0.006909 0.843750 fi:0.329249. Ave ac:0.005618,0.003851 Initialization: 5.908000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.801000 Kernel 1: 0.024000 Kernel 2: 77.863998 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.004094 0.800000 fi:0.361248. Ave ac:0.005076,0.003770 Initialization: 5.990000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.806000 Kernel 1: 0.024000 Kernel 2: 77.968002 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.003838 0.937500 fi:0.229634. Ave ac:0.006136,0.004737 Initialization: 5.857000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.841000 Kernel 1: 0.024000 Kernel 2: 78.237999 Copyback: 0.017000 Sum: 0.038000 It 32,Best ac:0.003582 0.933333 fi:0.240218. Ave ac:0.006573,0.005011 Initialization: 6.028000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.847000 Kernel 1: 0.023000 Kernel 2: 72.967003 Copyback: 0.017000 Sum: 0.036000 It 33,Best ac:0.004351 0.894737 fi:0.272496. Ave ac:0.004823,0.003665 Initialization: 28.895000 Memcpy Instances: 385.566986 Memcpy Classifiers: 0.066000 Kernel 1: 0.025000 Kernel 2: 477.852997 Copyback: 0.369000 Sum: 0.017000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 480.834991 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 486.515015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 472.014008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 474.320007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 469.894012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 479.597992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 492.475006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 498.860992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 227.259003 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003936 0.590177 fi:0.584232. Ave ac:0.004851,0.014103 Best acc 0.003936 0.590177 Initialization: 6.021000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.320000 Kernel 1: 0.025000 Kernel 2: 96.630997 Copyback: 0.016000 Sum: 0.043000 Initial population average accuracy1:0.005236 accuracy2:0.204519 Initialization: 6.125000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.907000 Kernel 1: 0.024000 Kernel 2: 99.985001 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.003839 0.555556 fi:0.544313. Ave ac:0.009135,0.011710 Initialization: 5.878000 Memcpy Classifiers: 0.461000 Memcpy Instances: 7.873000 Kernel 1: 0.024000 Kernel 2: 100.918999 Copyback: 0.017000 Sum: 0.026000 It 1,Best ac:0.006140 0.452830 fi:0.645948. Ave ac:0.010389,0.012567 Initialization: 5.895000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.864000 Kernel 1: 0.024000 Kernel 2: 99.279999 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.003327 0.565217 fi:0.595091. Ave ac:0.011057,0.012793 Initialization: 5.895000 Memcpy Classifiers: 0.517000 Memcpy Instances: 7.869000 Kernel 1: 0.023000 Kernel 2: 96.093002 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.003327 0.684211 fi:0.475095. Ave ac:0.012628,0.014714 Initialization: 5.966000 Memcpy Classifiers: 0.439000 Memcpy Instances: 7.876000 Kernel 1: 0.023000 Kernel 2: 92.528999 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.004861 0.612903 fi:0.486482. Ave ac:0.011958,0.014397 Initialization: 5.900000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.819000 Kernel 1: 0.024000 Kernel 2: 88.872002 Copyback: 0.018000 Sum: 0.031000 It 5,Best ac:0.006653 0.634146 fi:0.464389. Ave ac:0.011154,0.011699 Initialization: 5.947000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.842000 Kernel 1: 0.023000 Kernel 2: 86.942001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004351 0.629630 fi:0.469996. Ave ac:0.011033,0.015919 Initialization: 5.885000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.854000 Kernel 1: 0.024000 Kernel 2: 84.929001 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004606 0.692308 fi:0.407196. Ave ac:0.011045,0.012966 Initialization: 5.894000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.290000 Kernel 1: 0.022000 Kernel 2: 83.605003 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.003071 0.800000 fi:0.424900. Ave ac:0.009998,0.012144 Initialization: 6.792000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.905000 Kernel 1: 0.024000 Kernel 2: 82.988998 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.004094 0.727273 fi:0.372477. Ave ac:0.009588,0.010683 Iteration 10:MDL fitness activated Error 0.372477 TL 0.030959 MDL Theory Length Weight: 4.0104898923 (1) Initialization: 6.149000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.802000 Kernel 1: 0.024000 Kernel 2: 81.740997 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.003582 0.666667 fi:0.558537. Ave ac:0.009223,0.012525 Initialization: 6.355000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.885000 Kernel 1: 0.023000 Kernel 2: 79.669998 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.003582 0.736842 fi:0.488761. Ave ac:0.009375,0.010432 Initialization: 5.849000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.893000 Kernel 1: 0.023000 Kernel 2: 79.471001 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.003838 0.750000 fi:0.490189. Ave ac:0.013198,0.015060 Initialization: 5.975000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.843000 Kernel 1: 0.023000 Kernel 2: 77.132004 Copyback: 0.370000 Sum: 0.031000 It 13,Best ac:0.003839 0.750000 fi:0.482129. Ave ac:0.014210,0.021458 Initialization: 5.988000 Memcpy Classifiers: 0.390000 Memcpy Instances: 7.795000 Kernel 1: 0.023000 Kernel 2: 75.634003 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.004862 0.730769 fi:0.448145. Ave ac:0.011859,0.015132 Initialization: 5.934000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.839000 Kernel 1: 0.023000 Kernel 2: 75.225998 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.003327 0.812500 fi:0.438110. Ave ac:0.011718,0.019837 Initialization: 5.865000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.860000 Kernel 1: 0.023000 Kernel 2: 75.100998 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.006651 0.702703 fi:0.519992. Ave ac:0.013453,0.021029 Initialization: 5.916000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.889000 Kernel 1: 0.022000 Kernel 2: 75.691002 Copyback: 0.016000 Sum: 0.028000 It 17,Best ac:0.004350 0.739130 fi:0.454459. Ave ac:0.012098,0.012464 Initialization: 5.866000 Memcpy Classifiers: 0.320000 Memcpy Instances: 14.839000 Kernel 1: 0.023000 Kernel 2: 75.519997 Copyback: 0.019000 Sum: 0.026000 It 18,Best ac:0.004606 0.782609 fi:0.385873. Ave ac:0.012429,0.014905 Initialization: 5.803000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.261000 Kernel 1: 0.023000 Kernel 2: 74.028999 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.004607 0.750000 fi:0.421006. Ave ac:0.012892,0.019635 Initialization: 5.908000 Memcpy Classifiers: 0.334000 Memcpy Instances: 7.889000 Kernel 1: 0.024000 Kernel 2: 70.398003 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.003583 0.777778 fi:0.389741. Ave ac:0.009667,0.015293 Initialization: 6.373000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.823000 Kernel 1: 0.023000 Kernel 2: 68.499001 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.005116 0.689655 fi:0.475131. Ave ac:0.010995,0.021094 Initialization: 5.943000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.846000 Kernel 1: 0.023000 Kernel 2: 67.095001 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.003837 0.789474 fi:0.405201. Ave ac:0.011923,0.018909 Initialization: 5.919000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.299000 Kernel 1: 0.022000 Kernel 2: 68.151001 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.004606 1.000000 fi:0.183085. Ave ac:0.011301,0.019784 Initialization: 5.802000 Memcpy Classifiers: 0.735000 Memcpy Instances: 7.835000 Kernel 1: 0.022000 Kernel 2: 66.981003 Copyback: 0.016000 Sum: 0.022000 It 24,Best ac:0.007167 0.700000 fi:0.470774. Ave ac:0.009992,0.018139 Initialization: 5.865000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.337000 Kernel 1: 0.022000 Kernel 2: 70.349998 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.003582 0.777778 fi:0.402870. Ave ac:0.012180,0.018188 Initialization: 7.189000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.822000 Kernel 1: 0.022000 Kernel 2: 68.808998 Copyback: 0.017000 Sum: 0.020000 It 26,Best ac:0.004351 0.809524 fi:0.366426. Ave ac:0.012197,0.018922 Initialization: 6.393000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.839000 Kernel 1: 0.023000 Kernel 2: 69.736000 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.004095 0.761905 fi:0.380403. Ave ac:0.009206,0.011177 Initialization: 6.578000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.920000 Kernel 1: 0.023000 Kernel 2: 70.916000 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.004094 0.761905 fi:0.422155. Ave ac:0.006878,0.010275 Initialization: 6.379000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.048000 Kernel 1: 0.024000 Kernel 2: 68.681000 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.004094 0.842105 fi:0.349690. Ave ac:0.011057,0.017030 Initialization: 5.949000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.795000 Kernel 1: 0.024000 Kernel 2: 70.309998 Copyback: 0.016000 Sum: 0.021000 It 30,Best ac:0.003582 0.736842 fi:0.406931. Ave ac:0.007218,0.008646 Initialization: 6.133000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.830000 Kernel 1: 0.023000 Kernel 2: 69.002998 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.004606 0.666667 fi:0.475311. Ave ac:0.008071,0.009214 Initialization: 6.000000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.826000 Kernel 1: 0.024000 Kernel 2: 67.837997 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.003582 0.736842 fi:0.443877. Ave ac:0.011627,0.014317 MDL Theory Length Weight: 3.6094409031 (10) Initialization: 5.971000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.810000 Kernel 1: 0.024000 Kernel 2: 67.788002 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.004862 0.791667 fi:0.347122. Ave ac:0.009354,0.011276 Initialization: 28.375999 Memcpy Instances: 386.877991 Memcpy Classifiers: 0.064000 Kernel 1: 0.022000 Kernel 2: 443.010986 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 442.450012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 466.438995 Copyback: 0.021000 Sum: 0.008000 Memcpy Classifiers: 0.065000 Kernel 1: 0.022000 Kernel 2: 457.074005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 451.821991 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 441.527008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 442.303009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 446.130005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 443.842987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 215.065002 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004130 0.583092 fi:0.554944. Ave ac:0.010722,0.035364 Best acc 0.004130 0.583092 Rule:Att PSSM_-3_12 is [<6.533781]|Att PSSM_-1_7 is [<-2.481497]|Att PSSM_0_2 is [<-2.710705]|Att PSSM_0_3 is [<1.678853]|Att PSSM_0_7 is [<-1.682642]|Att PSSM_0_20 is [>-0.035104]|Att PSSM_1_4 is [-7.398211,-1.882593]|Att PSSM_4_4 is [<-0.949869]|1 Accuracy : 0.777440 0 1 152978 11102 41119 29439 Removed 1303 instances. 194097 Instances left. Acc of rule 0.003936-0.590177 Initialization: 6.403000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.828000 Kernel 1: 0.025000 Kernel 2: 97.852997 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.004909 accuracy2:0.198317 Initialization: 5.917000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.738000 Kernel 1: 0.024000 Kernel 2: 105.677002 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.004637 0.375000 fi:0.724464. Ave ac:0.009158,0.011905 Initialization: 5.819000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.781000 Kernel 1: 0.024000 Kernel 2: 105.616997 Copyback: 0.016000 Sum: 0.036000 It 1,Best ac:0.017002 0.496241 fi:0.597285. Ave ac:0.012769,0.015349 Initialization: 5.913000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.768000 Kernel 1: 0.023000 Kernel 2: 106.179001 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.005411 0.477273 fi:0.621820. Ave ac:0.014395,0.016660 Initialization: 5.879000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.754000 Kernel 1: 0.023000 Kernel 2: 103.288002 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.004121 0.615385 fi:0.484329. Ave ac:0.014056,0.016212 Initialization: 5.884000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.787000 Kernel 1: 0.023000 Kernel 2: 102.203003 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003606 0.636364 fi:0.463595. Ave ac:0.012817,0.012827 Initialization: 6.051000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.154000 Kernel 1: 0.023000 Kernel 2: 101.875999 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.004379 0.653846 fi:0.445742. Ave ac:0.012605,0.012568 Initialization: 5.948000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.784000 Kernel 1: 0.023000 Kernel 2: 102.487999 Copyback: 0.029000 Sum: 0.030000 It 6,Best ac:0.006442 0.657895 fi:0.440703. Ave ac:0.010043,0.009921 Initialization: 5.941000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.742000 Kernel 1: 0.024000 Kernel 2: 99.640999 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003865 0.833333 fi:0.266502. Ave ac:0.009248,0.008818 Initialization: 5.902000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.745000 Kernel 1: 0.024000 Kernel 2: 98.655998 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.003607 0.636364 fi:0.463595. Ave ac:0.009221,0.010174 Initialization: 5.865000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.804000 Kernel 1: 0.023000 Kernel 2: 97.587997 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003605 0.700000 fi:0.399961. Ave ac:0.008273,0.011264 Iteration 10:MDL fitness activated Error 0.399961 TL 0.036616 MDL Theory Length Weight: 3.6410731972 (3) Initialization: 5.799000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.767000 Kernel 1: 0.025000 Kernel 2: 97.605003 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.003864 0.652174 fi:0.505576. Ave ac:0.009335,0.010317 Initialization: 5.916000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.550000 Kernel 1: 0.024000 Kernel 2: 94.525002 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.003606 0.736842 fi:0.464451. Ave ac:0.009858,0.010565 Initialization: 5.953000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.805000 Kernel 1: 0.024000 Kernel 2: 91.746002 Copyback: 0.016000 Sum: 0.034000 It 12,Best ac:0.005925 0.718750 fi:0.455684. Ave ac:0.011560,0.012789 Initialization: 5.846000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.877000 Kernel 1: 0.023000 Kernel 2: 87.593002 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.003864 0.625000 fi:0.555132. Ave ac:0.010606,0.013236 Initialization: 5.864000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.752000 Kernel 1: 0.024000 Kernel 2: 88.887001 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.003091 0.800000 fi:0.521136. Ave ac:0.012751,0.014529 Initialization: 5.857000 Memcpy Classifiers: 0.370000 Memcpy Instances: 7.768000 Kernel 1: 0.024000 Kernel 2: 86.495003 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.007726 0.789474 fi:0.353449. Ave ac:0.012935,0.020033 Initialization: 5.832000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.253000 Kernel 1: 0.022000 Kernel 2: 85.304001 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.003606 0.666667 fi:0.505022. Ave ac:0.012775,0.016860 Initialization: 5.980000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.766000 Kernel 1: 0.023000 Kernel 2: 84.224998 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.004122 0.695652 fi:0.488525. Ave ac:0.013817,0.015289 Initialization: 5.906000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.747000 Kernel 1: 0.024000 Kernel 2: 84.989998 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.003606 0.777778 fi:0.418598. Ave ac:0.013729,0.017536 Initialization: 5.925000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.804000 Kernel 1: 0.023000 Kernel 2: 84.483002 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.003607 0.777778 fi:0.366087. Ave ac:0.011837,0.016353 Initialization: 5.873000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.756000 Kernel 1: 0.024000 Kernel 2: 81.389000 Copyback: 0.017000 Sum: 0.026000 It 20,Best ac:0.003863 0.681818 fi:0.475414. Ave ac:0.011785,0.017768 Initialization: 5.834000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.742000 Kernel 1: 0.024000 Kernel 2: 80.447998 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.004122 0.888889 fi:0.270635. Ave ac:0.011972,0.013942 Initialization: 5.910000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.821000 Kernel 1: 0.023000 Kernel 2: 80.197998 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.004380 0.739130 fi:0.404363. Ave ac:0.009155,0.013941 Initialization: 6.408000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.838000 Kernel 1: 0.022000 Kernel 2: 77.356003 Copyback: 0.016000 Sum: 0.023000 It 23,Best ac:0.002834 0.846154 fi:0.473563. Ave ac:0.009071,0.011908 Initialization: 5.817000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.202000 Kernel 1: 0.022000 Kernel 2: 77.530998 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.003605 0.875000 fi:0.280332. Ave ac:0.011178,0.017623 Initialization: 5.932000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.767000 Kernel 1: 0.023000 Kernel 2: 77.876999 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.005926 0.821429 fi:0.330247. Ave ac:0.008889,0.009565 Initialization: 5.939000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.751000 Kernel 1: 0.023000 Kernel 2: 78.612000 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.004894 0.703704 fi:0.453034. Ave ac:0.008869,0.009671 Initialization: 5.861000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.812000 Kernel 1: 0.023000 Kernel 2: 78.054001 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.005667 0.709677 fi:0.446916. Ave ac:0.009374,0.009806 Initialization: 5.885000 Memcpy Classifiers: 0.274000 Memcpy Instances: 7.761000 Kernel 1: 0.022000 Kernel 2: 75.585999 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.003605 0.700000 fi:0.484426. Ave ac:0.010697,0.012131 Initialization: 7.905000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.840000 Kernel 1: 0.023000 Kernel 2: 76.893997 Copyback: 0.018000 Sum: 0.025000 It 29,Best ac:0.003350 0.764706 fi:0.406238. Ave ac:0.008737,0.010964 Initialization: 5.928000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.742000 Kernel 1: 0.023000 Kernel 2: 77.245003 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.005152 0.769231 fi:0.384990. Ave ac:0.009308,0.011989 MDL Theory Length Weight: 3.2769658774 (10) Initialization: 5.873000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.750000 Kernel 1: 0.024000 Kernel 2: 76.282997 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.003349 0.764706 fi:0.434413. Ave ac:0.011329,0.012353 Initialization: 5.971000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.810000 Kernel 1: 0.023000 Kernel 2: 75.195000 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.003864 0.789474 fi:0.360197. Ave ac:0.010224,0.014498 Initialization: 6.468000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.792000 Kernel 1: 0.023000 Kernel 2: 76.796997 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.003092 0.857143 fi:0.406500. Ave ac:0.011923,0.013849 Initialization: 27.992001 Memcpy Instances: 382.695007 Memcpy Classifiers: 0.068000 Kernel 1: 0.027000 Kernel 2: 492.238007 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.060000 Kernel 1: 0.015000 Kernel 2: 490.213013 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 501.221008 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 496.260010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 501.480988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 485.888000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 496.359009 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 486.911987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 486.566986 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 220.526001 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.006543 0.554343 fi:0.584652. Ave ac:0.010768,0.033294 Best acc 0.006543 0.554343 Initialization: 5.856000 Memcpy Classifiers: 0.594000 Memcpy Instances: 7.822000 Kernel 1: 0.024000 Kernel 2: 96.041000 Copyback: 0.017000 Sum: 0.050000 Initial population average accuracy1:0.005836 accuracy2:0.219786 Initialization: 6.242000 Memcpy Classifiers: 0.566000 Memcpy Instances: 7.948000 Kernel 1: 0.023000 Kernel 2: 100.683998 Copyback: 0.016000 Sum: 0.038000 It 0,Best ac:0.005410 0.477273 fi:0.621820. Ave ac:0.010062,0.012599 Initialization: 5.879000 Memcpy Classifiers: 0.489000 Memcpy Instances: 7.768000 Kernel 1: 0.024000 Kernel 2: 105.822998 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.007211 0.636364 fi:0.461867. Ave ac:0.010811,0.012801 Initialization: 5.859000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.755000 Kernel 1: 0.022000 Kernel 2: 104.239998 Copyback: 0.017000 Sum: 0.025000 It 2,Best ac:0.007728 0.612245 fi:0.485735. Ave ac:0.011047,0.011587 Initialization: 5.806000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.294000 Kernel 1: 0.023000 Kernel 2: 104.246002 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.004894 0.633333 fi:0.466007. Ave ac:0.009759,0.010745 Initialization: 5.871000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.742000 Kernel 1: 0.024000 Kernel 2: 104.764999 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.003606 0.736842 fi:0.363117. Ave ac:0.010056,0.010919 Initialization: 5.816000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.768000 Kernel 1: 0.024000 Kernel 2: 103.809998 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.006181 0.705882 fi:0.392843. Ave ac:0.010092,0.009167 Initialization: 5.918000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.218000 Kernel 1: 0.023000 Kernel 2: 100.847000 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.006957 0.710526 fi:0.387824. Ave ac:0.009807,0.007465 Initialization: 5.966000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.759000 Kernel 1: 0.023000 Kernel 2: 100.653000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.005410 0.700000 fi:0.399093. Ave ac:0.007480,0.006780 Initialization: 5.864000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.755000 Kernel 1: 0.023000 Kernel 2: 96.639999 Copyback: 0.018000 Sum: 0.028000 It 8,Best ac:0.007984 0.756098 fi:0.341763. Ave ac:0.007078,0.006697 Initialization: 5.832000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.745000 Kernel 1: 0.101000 Kernel 2: 95.169998 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.004636 0.666667 fi:0.432800. Ave ac:0.006660,0.005862 Iteration 10:MDL fitness activated Error 0.432800 TL 0.029378 MDL Theory Length Weight: 4.9106780982 (2) Initialization: 5.904000 Memcpy Classifiers: 0.427000 Memcpy Instances: 7.928000 Kernel 1: 0.023000 Kernel 2: 93.259003 Copyback: 0.018000 Sum: 0.038000 It 10,Best ac:0.004379 0.708333 fi:0.533009. Ave ac:0.007074,0.006801 Initialization: 6.621000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.829000 Kernel 1: 0.023000 Kernel 2: 89.649002 Copyback: 0.016000 Sum: 0.034000 It 11,Best ac:0.004638 0.692308 fi:0.541506. Ave ac:0.007255,0.007455 Initialization: 5.869000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.832000 Kernel 1: 0.023000 Kernel 2: 84.977997 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.003864 0.714286 fi:0.519351. Ave ac:0.007704,0.008765 Initialization: 5.935000 Memcpy Classifiers: 0.339000 Memcpy Instances: 9.306000 Kernel 1: 0.023000 Kernel 2: 84.008003 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.003349 0.812500 fi:0.442117. Ave ac:0.010005,0.009391 Initialization: 5.807000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.734000 Kernel 1: 0.024000 Kernel 2: 84.872002 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.004896 0.760000 fi:0.461615. Ave ac:0.009441,0.009297 Initialization: 6.294000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.753000 Kernel 1: 0.023000 Kernel 2: 84.044998 Copyback: 0.017000 Sum: 0.027000 It 15,Best ac:0.004121 0.888889 fi:0.451576. Ave ac:0.008375,0.008269 Initialization: 5.898000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.737000 Kernel 1: 0.023000 Kernel 2: 86.164001 Copyback: 0.370000 Sum: 0.031000 It 16,Best ac:0.004636 0.857143 fi:0.376742. Ave ac:0.011203,0.012356 Initialization: 5.886000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.774000 Kernel 1: 0.023000 Kernel 2: 90.487000 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.007215 0.800000 fi:0.419317. Ave ac:0.009355,0.009361 Initialization: 5.829000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.797000 Kernel 1: 0.024000 Kernel 2: 86.426003 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.004380 0.850000 fi:0.386627. Ave ac:0.008852,0.008734 Initialization: 5.832000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.771000 Kernel 1: 0.023000 Kernel 2: 82.717003 Copyback: 0.016000 Sum: 0.050000 It 19,Best ac:0.006955 0.729730 fi:0.434965. Ave ac:0.007253,0.006701 Initialization: 5.836000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.735000 Kernel 1: 0.023000 Kernel 2: 83.637001 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.003607 0.823529 fi:0.397261. Ave ac:0.008058,0.008000 Initialization: 6.020000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.787000 Kernel 1: 0.024000 Kernel 2: 83.726997 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.004122 0.727273 fi:0.462460. Ave ac:0.007624,0.006818 Initialization: 6.071000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.744000 Kernel 1: 0.024000 Kernel 2: 84.507004 Copyback: 0.018000 Sum: 0.031000 It 22,Best ac:0.004637 0.857143 fi:0.315132. Ave ac:0.008182,0.008536 Initialization: 5.856000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.744000 Kernel 1: 0.024000 Kernel 2: 80.188004 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.005667 0.846154 fi:0.340208. Ave ac:0.007406,0.008066 Initialization: 5.860000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.813000 Kernel 1: 0.023000 Kernel 2: 78.638000 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.007213 0.682927 fi:0.518410. Ave ac:0.008446,0.010362 Initialization: 5.920000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.800000 Kernel 1: 0.024000 Kernel 2: 79.723000 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.003864 0.789474 fi:0.431196. Ave ac:0.011317,0.013302 Initialization: 5.912000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.769000 Kernel 1: 0.023000 Kernel 2: 80.740997 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.004380 0.850000 fi:0.334362. Ave ac:0.012959,0.012771 Initialization: 5.876000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.740000 Kernel 1: 0.023000 Kernel 2: 79.222000 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.004380 1.000000 fi:0.161093. Ave ac:0.009972,0.013933 Initialization: 5.829000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.575000 Kernel 1: 0.023000 Kernel 2: 79.717003 Copyback: 0.018000 Sum: 0.030000 It 28,Best ac:0.004893 0.826087 fi:0.349639. Ave ac:0.008780,0.009547 Initialization: 5.798000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.916000 Kernel 1: 0.023000 Kernel 2: 79.848999 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.003606 0.875000 fi:0.298163. Ave ac:0.007911,0.008868 Initialization: 5.845000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.267000 Kernel 1: 0.022000 Kernel 2: 77.259003 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.004122 0.800000 fi:0.361165. Ave ac:0.007437,0.010121 Initialization: 5.792000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.759000 Kernel 1: 0.024000 Kernel 2: 76.209000 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.004894 0.950000 fi:0.276803. Ave ac:0.009249,0.009881 Initialization: 5.844000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.753000 Kernel 1: 0.024000 Kernel 2: 75.991997 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.003349 0.764706 fi:0.481452. Ave ac:0.005811,0.007515 Initialization: 5.881000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.785000 Kernel 1: 0.023000 Kernel 2: 75.113998 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.003606 0.933333 fi:0.293491. Ave ac:0.007902,0.009291 Initialization: 28.044001 Memcpy Instances: 386.062988 Memcpy Classifiers: 0.071000 Kernel 1: 0.024000 Kernel 2: 501.080994 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 492.750000 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.069000 Kernel 1: 0.016000 Kernel 2: 515.552979 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 499.523987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 508.606995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 495.278992 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 499.660004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 500.320007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 487.130005 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 210.164001 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003472 0.638258 fi:0.535963. Ave ac:0.008279,0.027449 Best acc 0.003472 0.638258 Rule:Att PSSM_-2_13 is [-3.010140,10.489737]|Att PSSM_0_1 is [>1.164025]|Att PSSM_0_7 is [<-3.029933]|Att PSSM_0_12 is [<-2.742531]|1 Accuracy : 0.778685 0 1 152596 11484 40445 30113 Removed 1056 instances. 193041 Instances left. Acc of rule 0.003472-0.638258 Initialization: 6.398000 Memcpy Classifiers: 0.552000 Memcpy Instances: 7.744000 Kernel 1: 0.024000 Kernel 2: 94.111000 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.005157 accuracy2:0.199320 Initialization: 5.933000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.760000 Kernel 1: 0.024000 Kernel 2: 98.373001 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.004144 0.516129 fi:0.583551. Ave ac:0.008868,0.011455 Initialization: 5.824000 Memcpy Classifiers: 0.495000 Memcpy Instances: 7.736000 Kernel 1: 0.024000 Kernel 2: 99.013000 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.003367 0.650000 fi:0.480208. Ave ac:0.011040,0.013099 Initialization: 5.865000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.700000 Kernel 1: 0.024000 Kernel 2: 96.947998 Copyback: 0.017000 Sum: 0.027000 It 2,Best ac:0.003626 0.608696 fi:0.491235. Ave ac:0.010309,0.012470 Initialization: 5.778000 Memcpy Classifiers: 0.921000 Memcpy Instances: 7.786000 Kernel 1: 0.023000 Kernel 2: 100.071999 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.010619 0.518987 fi:0.577550. Ave ac:0.009141,0.009853 Initialization: 5.887000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.775000 Kernel 1: 0.024000 Kernel 2: 96.139000 Copyback: 0.018000 Sum: 0.031000 It 4,Best ac:0.013727 0.595506 fi:0.499523. Ave ac:0.009887,0.010571 Initialization: 5.828000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.729000 Kernel 1: 0.023000 Kernel 2: 93.111000 Copyback: 0.017000 Sum: 0.085000 It 5,Best ac:0.003627 0.608696 fi:0.491235. Ave ac:0.011090,0.011864 Initialization: 7.192000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.738000 Kernel 1: 0.023000 Kernel 2: 93.265999 Copyback: 0.016000 Sum: 0.032000 It 6,Best ac:0.004403 0.653846 fi:0.445708. Ave ac:0.010438,0.008888 Initialization: 5.829000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.212000 Kernel 1: 0.023000 Kernel 2: 91.706001 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004921 0.678571 fi:0.420731. Ave ac:0.010367,0.008823 Initialization: 6.019000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.008000 Kernel 1: 0.023000 Kernel 2: 91.640999 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003885 0.714286 fi:0.385520. Ave ac:0.010175,0.009365 Initialization: 6.050000 Memcpy Classifiers: 0.419000 Memcpy Instances: 7.936000 Kernel 1: 0.022000 Kernel 2: 88.254997 Copyback: 0.023000 Sum: 0.035000 It 9,Best ac:0.004921 0.678571 fi:0.420731. Ave ac:0.009276,0.008093 Iteration 10:MDL fitness activated Error 0.420731 TL 0.028792 MDL Theory Length Weight: 4.8708553682 (2) Initialization: 5.956000 Memcpy Classifiers: 0.447000 Memcpy Instances: 7.752000 Kernel 1: 0.023000 Kernel 2: 88.039001 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.004144 0.800000 fi:0.541885. Ave ac:0.006801,0.006184 Initialization: 5.856000 Memcpy Classifiers: 0.454000 Memcpy Instances: 7.746000 Kernel 1: 0.024000 Kernel 2: 87.036003 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.003368 0.812500 fi:0.438769. Ave ac:0.008485,0.008091 Initialization: 5.907000 Memcpy Classifiers: 0.403000 Memcpy Instances: 8.368000 Kernel 1: 0.023000 Kernel 2: 85.184998 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.003367 0.764706 fi:0.492076. Ave ac:0.008548,0.009111 Initialization: 5.792000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.897000 Kernel 1: 0.023000 Kernel 2: 85.318001 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.004403 0.739130 fi:0.485724. Ave ac:0.010095,0.009765 Initialization: 5.862000 Memcpy Classifiers: 0.841000 Memcpy Instances: 7.780000 Kernel 1: 0.022000 Kernel 2: 86.675003 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.003626 0.700000 fi:0.562434. Ave ac:0.009840,0.010379 Initialization: 5.817000 Memcpy Classifiers: 0.484000 Memcpy Instances: 7.750000 Kernel 1: 0.023000 Kernel 2: 85.302002 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.004404 0.708333 fi:0.518460. Ave ac:0.011972,0.012666 Initialization: 5.905000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.772000 Kernel 1: 0.023000 Kernel 2: 84.970001 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.003626 0.700000 fi:0.504230. Ave ac:0.013094,0.012536 Initialization: 5.790000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.774000 Kernel 1: 0.024000 Kernel 2: 82.054001 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.004144 0.761905 fi:0.462992. Ave ac:0.011947,0.014090 Initialization: 5.911000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.781000 Kernel 1: 0.023000 Kernel 2: 82.376999 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.004403 0.809524 fi:0.452533. Ave ac:0.011979,0.011685 Initialization: 6.290000 Memcpy Classifiers: 0.343000 Memcpy Instances: 7.758000 Kernel 1: 0.023000 Kernel 2: 81.100998 Copyback: 0.016000 Sum: 0.029000 It 19,Best ac:0.005440 0.777778 fi:0.448723. Ave ac:0.011361,0.015178 Initialization: 5.830000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.703000 Kernel 1: 0.023000 Kernel 2: 79.315002 Copyback: 0.017000 Sum: 0.025000 It 20,Best ac:0.004922 0.760000 fi:0.488049. Ave ac:0.009536,0.009521 MDL Theory Length Weight: 4.3837698314 (10) Initialization: 5.840000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.734000 Kernel 1: 0.023000 Kernel 2: 80.358002 Copyback: 0.016000 Sum: 0.032000 It 21,Best ac:0.004921 0.730769 fi:0.506770. Ave ac:0.009693,0.012361 Initialization: 5.848000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.694000 Kernel 1: 0.024000 Kernel 2: 81.092003 Copyback: 0.019000 Sum: 0.030000 It 22,Best ac:0.003367 0.812500 fi:0.419602. Ave ac:0.008628,0.010701 Initialization: 5.951000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.699000 Kernel 1: 0.023000 Kernel 2: 80.200996 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.003885 0.750000 fi:0.422237. Ave ac:0.010321,0.013201 Initialization: 5.857000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.777000 Kernel 1: 0.023000 Kernel 2: 78.103996 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.004403 0.809524 fi:0.402093. Ave ac:0.008332,0.010370 Initialization: 5.813000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.794000 Kernel 1: 0.023000 Kernel 2: 79.174004 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.004662 0.750000 fi:0.453374. Ave ac:0.011007,0.012140 Initialization: 5.767000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.734000 Kernel 1: 0.024000 Kernel 2: 78.694000 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.003367 0.866667 fi:0.357996. Ave ac:0.010318,0.012060 Initialization: 5.819000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.247000 Kernel 1: 0.023000 Kernel 2: 79.489998 Copyback: 0.016000 Sum: 0.031000 It 27,Best ac:0.003367 0.722222 fi:0.484521. Ave ac:0.007674,0.010214 Initialization: 5.907000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.700000 Kernel 1: 0.024000 Kernel 2: 77.675003 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.004403 0.739130 fi:0.475131. Ave ac:0.009643,0.010702 Initialization: 5.973000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.711000 Kernel 1: 0.023000 Kernel 2: 79.703003 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.003367 0.866667 fi:0.324044. Ave ac:0.009470,0.010759 Initialization: 5.851000 Memcpy Classifiers: 0.313000 Memcpy Instances: 7.722000 Kernel 1: 0.024000 Kernel 2: 78.419998 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.003627 0.823529 fi:0.380850. Ave ac:0.011468,0.014201 Initialization: 5.808000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.838000 Kernel 1: 0.023000 Kernel 2: 75.882004 Copyback: 0.018000 Sum: 0.029000 It 31,Best ac:0.003627 0.666667 fi:0.501544. Ave ac:0.008668,0.009730 Initialization: 5.870000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.802000 Kernel 1: 0.023000 Kernel 2: 75.541000 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.003885 0.750000 fi:0.418087. Ave ac:0.010390,0.010908 Initialization: 5.887000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.748000 Kernel 1: 0.023000 Kernel 2: 76.399002 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.003885 0.833333 fi:0.362863. Ave ac:0.008383,0.009061 Initialization: 28.707001 Memcpy Instances: 389.287994 Memcpy Classifiers: 0.071000 Kernel 1: 0.024000 Kernel 2: 519.469971 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 515.724976 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 507.839996 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 518.007019 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 500.145996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 502.442993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 518.554016 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 502.769012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 510.575012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 188.445999 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.035200 0.526459 fi:0.632195. Ave ac:0.006868,0.020140 Best acc 0.035200 0.526459 Initialization: 5.914000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.710000 Kernel 1: 0.026000 Kernel 2: 94.917000 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005128 accuracy2:0.212745 Initialization: 6.967000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.705000 Kernel 1: 0.023000 Kernel 2: 98.535004 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.008029 0.563636 fi:0.534158. Ave ac:0.009978,0.013716 Initialization: 5.927000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.170000 Kernel 1: 0.024000 Kernel 2: 101.150002 Copyback: 0.019000 Sum: 0.029000 It 1,Best ac:0.004921 0.558824 fi:0.540479. Ave ac:0.012685,0.018683 Initialization: 5.763000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.733000 Kernel 1: 0.023000 Kernel 2: 101.905998 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.003108 0.705882 fi:0.491233. Ave ac:0.012454,0.017703 Initialization: 5.909000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.712000 Kernel 1: 0.022000 Kernel 2: 101.179001 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.005957 0.605263 fi:0.493537. Ave ac:0.010304,0.011509 Initialization: 5.870000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.777000 Kernel 1: 0.023000 Kernel 2: 101.491997 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.003626 0.700000 fi:0.399931. Ave ac:0.008713,0.008467 Initialization: 6.200000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.752000 Kernel 1: 0.023000 Kernel 2: 98.887001 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.003886 0.789474 fi:0.310332. Ave ac:0.007605,0.006631 Initialization: 5.794000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.707000 Kernel 1: 0.024000 Kernel 2: 95.749001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005698 0.666667 fi:0.432259. Ave ac:0.006821,0.006233 Initialization: 5.892000 Memcpy Classifiers: 0.427000 Memcpy Instances: 7.697000 Kernel 1: 0.024000 Kernel 2: 93.652000 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.004404 0.653846 fi:0.445708. Ave ac:0.007254,0.007474 Initialization: 5.835000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.165000 Kernel 1: 0.023000 Kernel 2: 93.025002 Copyback: 0.016000 Sum: 0.030000 It 8,Best ac:0.005180 0.769231 fi:0.329946. Ave ac:0.006898,0.009576 Initialization: 5.817000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.850000 Kernel 1: 0.023000 Kernel 2: 94.722000 Copyback: 0.017000 Sum: 0.037000 It 9,Best ac:0.003367 0.928571 fi:0.201637. Ave ac:0.006842,0.009319 Iteration 10:MDL fitness activated Error 0.201637 TL 0.038467 MDL Theory Length Weight: 1.7472615068 (1) Initialization: 5.929000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.690000 Kernel 1: 0.023000 Kernel 2: 94.189003 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.004403 0.739130 fi:0.417693. Ave ac:0.006410,0.005821 Initialization: 5.810000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.743000 Kernel 1: 0.023000 Kernel 2: 93.150002 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.006734 0.787879 fi:0.360189. Ave ac:0.006145,0.005441 Initialization: 5.831000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.013000 Kernel 1: 0.023000 Kernel 2: 91.912003 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.003626 0.777778 fi:0.369068. Ave ac:0.006913,0.006646 Initialization: 6.553000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.001000 Kernel 1: 0.023000 Kernel 2: 91.311996 Copyback: 0.018000 Sum: 0.032000 It 13,Best ac:0.008288 0.680851 fi:0.476333. Ave ac:0.005490,0.008147 Initialization: 5.904000 Memcpy Classifiers: 0.421000 Memcpy Instances: 7.746000 Kernel 1: 0.022000 Kernel 2: 93.735001 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.005439 0.777778 fi:0.373068. Ave ac:0.008155,0.006993 Initialization: 5.958000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.733000 Kernel 1: 0.023000 Kernel 2: 92.787003 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.004144 0.941176 fi:0.209983. Ave ac:0.006796,0.007278 Initialization: 5.785000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.738000 Kernel 1: 0.023000 Kernel 2: 90.856003 Copyback: 0.016000 Sum: 0.026000 It 16,Best ac:0.004405 0.739130 fi:0.431448. Ave ac:0.005541,0.006973 Initialization: 5.822000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.620000 Kernel 1: 0.022000 Kernel 2: 88.098000 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.004403 0.809524 fi:0.363594. Ave ac:0.006780,0.007273 Initialization: 5.812000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.757000 Kernel 1: 0.023000 Kernel 2: 89.676003 Copyback: 0.016000 Sum: 0.028000 It 18,Best ac:0.003626 0.823529 fi:0.322315. Ave ac:0.005468,0.004699 Initialization: 5.957000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.176000 Kernel 1: 0.022000 Kernel 2: 91.152000 Copyback: 0.019000 Sum: 0.034000 It 19,Best ac:0.003626 0.823529 fi:0.340411. Ave ac:0.006422,0.005934 Initialization: 5.925000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.702000 Kernel 1: 0.024000 Kernel 2: 88.886002 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.003109 0.923077 fi:0.340257. Ave ac:0.007860,0.006859 Initialization: 5.863000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.746000 Kernel 1: 0.023000 Kernel 2: 88.418999 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.004144 0.842105 fi:0.305935. Ave ac:0.006673,0.006227 Initialization: 5.798000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.767000 Kernel 1: 0.023000 Kernel 2: 87.842003 Copyback: 0.016000 Sum: 0.030000 It 22,Best ac:0.003626 0.777778 fi:0.375977. Ave ac:0.007962,0.007622 Initialization: 6.430000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.702000 Kernel 1: 0.022000 Kernel 2: 88.254997 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.004403 0.739130 fi:0.400321. Ave ac:0.007076,0.007311 Initialization: 5.806000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.698000 Kernel 1: 0.024000 Kernel 2: 88.400002 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.004144 0.842105 fi:0.304009. Ave ac:0.007583,0.007674 MDL Theory Length Weight: 1.5725353562 (10) Initialization: 6.000000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.731000 Kernel 1: 0.024000 Kernel 2: 89.953003 Copyback: 0.020000 Sum: 0.027000 It 25,Best ac:0.004403 0.944444 fi:0.193889. Ave ac:0.008035,0.008305 Initialization: 5.870000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.525000 Kernel 1: 0.023000 Kernel 2: 89.473000 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.003626 0.777778 fi:0.375663. Ave ac:0.006905,0.005366 Initialization: 6.030000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.885000 Kernel 1: 0.024000 Kernel 2: 87.803001 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.004403 0.850000 fi:0.296560. Ave ac:0.006370,0.005058 Initialization: 5.925000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.885000 Kernel 1: 0.023000 Kernel 2: 88.221001 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.004144 0.727273 fi:0.435067. Ave ac:0.006329,0.004931 Initialization: 5.750000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.361000 Kernel 1: 0.022000 Kernel 2: 88.503998 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.004144 0.842105 fi:0.301177. Ave ac:0.005986,0.004149 Initialization: 5.898000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.983000 Kernel 1: 0.023000 Kernel 2: 88.310997 Copyback: 0.023000 Sum: 0.035000 It 30,Best ac:0.004921 0.703704 fi:0.441465. Ave ac:0.004698,0.003841 Initialization: 5.824000 Memcpy Classifiers: 0.386000 Memcpy Instances: 7.828000 Kernel 1: 0.023000 Kernel 2: 88.660004 Copyback: 0.020000 Sum: 0.039000 It 31,Best ac:0.004403 0.739130 fi:0.411440. Ave ac:0.005735,0.004185 Initialization: 6.323000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.749000 Kernel 1: 0.023000 Kernel 2: 90.482002 Copyback: 0.017000 Sum: 0.064000 It 32,Best ac:0.004662 0.857143 fi:0.296153. Ave ac:0.005886,0.004476 Initialization: 5.800000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.765000 Kernel 1: 0.023000 Kernel 2: 88.119003 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.005181 0.833333 fi:0.310731. Ave ac:0.005692,0.005339 Initialization: 30.556000 Memcpy Instances: 402.139008 Memcpy Classifiers: 0.078000 Kernel 1: 0.023000 Kernel 2: 580.596985 Copyback: 0.017000 Sum: 0.013000 Memcpy Classifiers: 0.078000 Kernel 1: 0.015000 Kernel 2: 597.172974 Copyback: 0.021000 Sum: 0.007000 Memcpy Classifiers: 0.077000 Kernel 1: 0.019000 Kernel 2: 593.987976 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.015000 Kernel 2: 599.083008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 584.739990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 586.366028 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 570.575012 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 581.166992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 577.179993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 196.794006 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003797 0.586869 fi:0.548886. Ave ac:0.006557,0.019007 Best acc 0.003797 0.586869 Rule:Att PSSM_-4_2 is [-5.213963,3.213963]|Att PSSM_-4_6 is [<3.412972]|Att PSSM_-3_7 is [<-2.629736]|Att PSSM_0_7 is [<-1.121921]|Att PSSM_0_8 is [-3.349853,4.295480]|Att PSSM_0_12 is [<-2.009594]|Att PSSM_2_5 is [>-4.714024]|Att PSSM_3_12 is [-6.039355,-1.960645]|1 Accuracy : 0.779609 0 1 152080 12000 39712 30846 Removed 1249 instances. 191792 Instances left. Acc of rule 0.003797-0.586869 Initialization: 5.882000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.640000 Kernel 1: 0.026000 Kernel 2: 96.116997 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.005911 accuracy2:0.199740 Initialization: 5.778000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.674000 Kernel 1: 0.024000 Kernel 2: 98.695999 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.004172 0.571429 fi:0.528213. Ave ac:0.010241,0.013843 Initialization: 5.871000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.642000 Kernel 1: 0.025000 Kernel 2: 99.499001 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.005994 0.489362 fi:0.609387. Ave ac:0.012388,0.013313 Initialization: 5.788000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.797000 Kernel 1: 0.022000 Kernel 2: 98.824997 Copyback: 0.051000 Sum: 0.034000 It 2,Best ac:0.006780 0.481481 fi:0.616879. Ave ac:0.012479,0.013229 Initialization: 5.851000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.657000 Kernel 1: 0.024000 Kernel 2: 96.919998 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.009648 0.606557 fi:0.490395. Ave ac:0.011958,0.012767 Initialization: 5.779000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.721000 Kernel 1: 0.024000 Kernel 2: 91.936996 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.005735 0.647059 fi:0.451814. Ave ac:0.010169,0.011377 Initialization: 5.822000 Memcpy Classifiers: 0.484000 Memcpy Instances: 7.678000 Kernel 1: 0.023000 Kernel 2: 91.768997 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.004953 0.633333 fi:0.465927. Ave ac:0.009701,0.009967 Initialization: 5.789000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.739000 Kernel 1: 0.024000 Kernel 2: 89.094002 Copyback: 0.018000 Sum: 0.034000 It 6,Best ac:0.007819 0.638298 fi:0.459556. Ave ac:0.008212,0.008046 Initialization: 5.931000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.665000 Kernel 1: 0.023000 Kernel 2: 90.641998 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.005474 0.700000 fi:0.399001. Ave ac:0.008154,0.007827 Initialization: 5.842000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.657000 Kernel 1: 0.022000 Kernel 2: 89.973000 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.005735 0.666667 fi:0.432207. Ave ac:0.008589,0.010099 Initialization: 5.781000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.693000 Kernel 1: 0.023000 Kernel 2: 89.175003 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003909 0.652174 fi:0.447598. Ave ac:0.008898,0.012793 Iteration 10:MDL fitness activated Error 0.447598 TL 0.039561 MDL Theory Length Weight: 3.7713930089 (3) Initialization: 5.826000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.644000 Kernel 1: 0.023000 Kernel 2: 87.081001 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.004432 0.653846 fi:0.568334. Ave ac:0.007350,0.008407 Initialization: 6.202000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.956000 Kernel 1: 0.023000 Kernel 2: 86.327003 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.004692 0.720000 fi:0.513461. Ave ac:0.007484,0.009731 Initialization: 5.857000 Memcpy Classifiers: 0.402000 Memcpy Instances: 7.644000 Kernel 1: 0.025000 Kernel 2: 85.017998 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.003910 0.833333 fi:0.381297. Ave ac:0.009260,0.009453 Initialization: 5.832000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.640000 Kernel 1: 0.024000 Kernel 2: 83.699997 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.007039 0.794118 fi:0.441095. Ave ac:0.006839,0.006536 Initialization: 5.892000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.660000 Kernel 1: 0.022000 Kernel 2: 84.664001 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.007040 0.642857 fi:0.531683. Ave ac:0.006103,0.006892 Initialization: 5.804000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.809000 Kernel 1: 0.023000 Kernel 2: 83.050003 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.010428 0.740741 fi:0.479187. Ave ac:0.006815,0.006985 Initialization: 5.837000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.686000 Kernel 1: 0.023000 Kernel 2: 84.666000 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.005735 0.647059 fi:0.541640. Ave ac:0.005834,0.007398 Initialization: 5.747000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.641000 Kernel 1: 0.025000 Kernel 2: 80.848999 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.003911 0.750000 fi:0.444394. Ave ac:0.007701,0.011617 Initialization: 5.900000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.650000 Kernel 1: 0.023000 Kernel 2: 80.387001 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.003650 0.823529 fi:0.384106. Ave ac:0.009644,0.010968 Initialization: 5.795000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.773000 Kernel 1: 0.022000 Kernel 2: 78.242996 Copyback: 0.016000 Sum: 0.036000 It 19,Best ac:0.005215 0.800000 fi:0.395058. Ave ac:0.006806,0.007715 Initialization: 6.069000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.662000 Kernel 1: 0.024000 Kernel 2: 76.362000 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.003651 0.700000 fi:0.466677. Ave ac:0.006324,0.007725 Initialization: 5.789000 Memcpy Classifiers: 0.374000 Memcpy Instances: 7.677000 Kernel 1: 0.024000 Kernel 2: 75.204002 Copyback: 0.017000 Sum: 0.038000 It 21,Best ac:0.004953 0.730769 fi:0.453571. Ave ac:0.008811,0.012827 MDL Theory Length Weight: 3.3942537080 (10) Initialization: 6.704000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.756000 Kernel 1: 0.022000 Kernel 2: 75.634003 Copyback: 0.019000 Sum: 0.033000 It 22,Best ac:0.004171 0.727273 fi:0.457531. Ave ac:0.007999,0.012726 Initialization: 5.852000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.673000 Kernel 1: 0.024000 Kernel 2: 76.419998 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.004433 0.680000 fi:0.502029. Ave ac:0.007622,0.012131 Initialization: 5.859000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.821000 Kernel 1: 0.023000 Kernel 2: 76.653999 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.003909 0.789474 fi:0.419707. Ave ac:0.010646,0.015610 Initialization: 6.028000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.965000 Kernel 1: 0.023000 Kernel 2: 74.135002 Copyback: 0.016000 Sum: 0.030000 It 25,Best ac:0.002868 0.846154 fi:0.504369. Ave ac:0.008753,0.012319 Initialization: 6.024000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.659000 Kernel 1: 0.023000 Kernel 2: 76.783997 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.004954 0.791667 fi:0.427163. Ave ac:0.010312,0.015252 Initialization: 6.052000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.983000 Kernel 1: 0.023000 Kernel 2: 74.844002 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.003388 0.764706 fi:0.425577. Ave ac:0.009322,0.012215 Initialization: 5.928000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.688000 Kernel 1: 0.024000 Kernel 2: 75.813004 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.006255 0.666667 fi:0.502085. Ave ac:0.010327,0.018048 Initialization: 5.789000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.428000 Kernel 1: 0.023000 Kernel 2: 77.331001 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.005734 0.628571 fi:0.544836. Ave ac:0.009739,0.015655 Initialization: 6.062000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.635000 Kernel 1: 0.024000 Kernel 2: 76.696999 Copyback: 0.018000 Sum: 0.033000 It 30,Best ac:0.004694 0.750000 fi:0.413427. Ave ac:0.012182,0.015334 Initialization: 5.976000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.731000 Kernel 1: 0.023000 Kernel 2: 77.271004 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.003128 0.857143 fi:0.410174. Ave ac:0.010375,0.014857 Initialization: 5.747000 Memcpy Classifiers: 0.338000 Memcpy Instances: 7.671000 Kernel 1: 0.023000 Kernel 2: 77.977997 Copyback: 0.372000 Sum: 0.029000 It 32,Best ac:0.004172 0.640000 fi:0.548673. Ave ac:0.008554,0.014710 Initialization: 5.960000 Memcpy Classifiers: 0.420000 Memcpy Instances: 7.959000 Kernel 1: 0.024000 Kernel 2: 76.212997 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.003389 0.722222 fi:0.468735. Ave ac:0.009187,0.012846 Initialization: 29.561001 Memcpy Instances: 380.404999 Memcpy Classifiers: 0.076000 Kernel 1: 0.025000 Kernel 2: 510.654999 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.075000 Kernel 1: 0.015000 Kernel 2: 527.614990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 493.601013 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 532.142029 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 529.471985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 517.036987 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.076000 Kernel 1: 0.017000 Kernel 2: 512.377014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 539.491028 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.075000 Kernel 1: 0.017000 Kernel 2: 502.782990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.012000 Kernel 2: 135.820999 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003650 0.526712 fi:0.637228. Ave ac:0.009533,0.030987 Best acc 0.003650 0.526712 Initialization: 7.055000 Memcpy Classifiers: 0.509000 Memcpy Instances: 7.652000 Kernel 1: 0.024000 Kernel 2: 97.275002 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005985 accuracy2:0.218801 Initialization: 5.735000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.743000 Kernel 1: 0.023000 Kernel 2: 99.683998 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.014863 0.435115 fi:0.659276. Ave ac:0.010241,0.014259 Initialization: 5.786000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.701000 Kernel 1: 0.024000 Kernel 2: 105.167999 Copyback: 0.372000 Sum: 0.032000 It 1,Best ac:0.004432 0.607143 fi:0.492373. Ave ac:0.013801,0.016402 Initialization: 5.840000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.771000 Kernel 1: 0.022000 Kernel 2: 98.896004 Copyback: 0.016000 Sum: 0.028000 It 2,Best ac:0.003389 0.619048 fi:0.494729. Ave ac:0.011637,0.012747 Initialization: 6.159000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.981000 Kernel 1: 0.022000 Kernel 2: 97.070999 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.003909 0.600000 fi:0.499772. Ave ac:0.012683,0.013308 Initialization: 5.747000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.737000 Kernel 1: 0.023000 Kernel 2: 93.651001 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.008863 0.576271 fi:0.521065. Ave ac:0.010874,0.011071 Initialization: 5.884000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.642000 Kernel 1: 0.023000 Kernel 2: 89.570999 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.005734 0.611111 fi:0.487766. Ave ac:0.011299,0.009795 Initialization: 5.811000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.762000 Kernel 1: 0.024000 Kernel 2: 89.369003 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005735 0.687500 fi:0.411373. Ave ac:0.011338,0.010203 Initialization: 6.248000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.647000 Kernel 1: 0.024000 Kernel 2: 91.782997 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003390 0.722222 fi:0.391554. Ave ac:0.010374,0.009776 Initialization: 5.751000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.647000 Kernel 1: 0.023000 Kernel 2: 89.114998 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.003650 0.700000 fi:0.399898. Ave ac:0.009431,0.009320 Initialization: 5.875000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.666000 Kernel 1: 0.023000 Kernel 2: 88.348999 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003649 0.777778 fi:0.322122. Ave ac:0.007968,0.006973 Iteration 10:MDL fitness activated Error 0.322122 TL 0.047304 MDL Theory Length Weight: 2.2698678991 (1) Initialization: 5.789000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.702000 Kernel 1: 0.023000 Kernel 2: 91.816002 Copyback: 0.017000 Sum: 0.037000 It 10,Best ac:0.003911 0.833333 fi:0.348537. Ave ac:0.006367,0.006169 Initialization: 5.782000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.658000 Kernel 1: 0.024000 Kernel 2: 94.137001 Copyback: 0.017000 Sum: 0.026000 It 11,Best ac:0.003650 0.700000 fi:0.477359. Ave ac:0.006445,0.006460 Initialization: 5.849000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.687000 Kernel 1: 0.023000 Kernel 2: 93.114998 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.004953 0.678571 fi:0.494887. Ave ac:0.007083,0.007638 Initialization: 5.742000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.642000 Kernel 1: 0.024000 Kernel 2: 90.624001 Copyback: 0.026000 Sum: 0.040000 It 13,Best ac:0.004433 0.809524 fi:0.383491. Ave ac:0.008396,0.009430 Initialization: 5.816000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.677000 Kernel 1: 0.024000 Kernel 2: 90.925003 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.003389 0.722222 fi:0.448869. Ave ac:0.008004,0.009280 Initialization: 5.792000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.669000 Kernel 1: 0.024000 Kernel 2: 89.235001 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.003390 0.866667 fi:0.340611. Ave ac:0.008512,0.009568 Initialization: 5.812000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.116000 Kernel 1: 0.021000 Kernel 2: 91.737000 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.003651 0.777778 fi:0.399057. Ave ac:0.007906,0.010487 Initialization: 5.744000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.649000 Kernel 1: 0.023000 Kernel 2: 90.717003 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.004172 0.592593 fi:0.560768. Ave ac:0.006643,0.006614 Initialization: 5.813000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.646000 Kernel 1: 0.024000 Kernel 2: 90.449997 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.003388 0.928571 fi:0.256158. Ave ac:0.007907,0.007714 Initialization: 5.820000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.683000 Kernel 1: 0.023000 Kernel 2: 90.295998 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.004692 0.642857 fi:0.533990. Ave ac:0.006036,0.006777 Initialization: 5.867000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.643000 Kernel 1: 0.023000 Kernel 2: 89.220001 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.005996 0.696970 fi:0.487695. Ave ac:0.008241,0.008807 Initialization: 6.243000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.690000 Kernel 1: 0.024000 Kernel 2: 88.362999 Copyback: 0.019000 Sum: 0.032000 It 21,Best ac:0.004171 0.727273 fi:0.436716. Ave ac:0.009539,0.007663 Initialization: 5.818000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.169000 Kernel 1: 0.023000 Kernel 2: 88.775002 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.003650 0.666667 fi:0.493953. Ave ac:0.008574,0.007711 Initialization: 5.781000 Memcpy Classifiers: 0.358000 Memcpy Instances: 7.660000 Kernel 1: 0.024000 Kernel 2: 90.681999 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.003650 0.700000 fi:0.439897. Ave ac:0.008672,0.007260 Initialization: 5.898000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.645000 Kernel 1: 0.024000 Kernel 2: 88.917000 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.003911 0.833333 fi:0.329193. Ave ac:0.009033,0.009347 Initialization: 5.867000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.709000 Kernel 1: 0.024000 Kernel 2: 86.208000 Copyback: 0.016000 Sum: 0.031000 It 25,Best ac:0.004432 0.680000 fi:0.479047. Ave ac:0.007364,0.008035 Initialization: 5.751000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.781000 Kernel 1: 0.023000 Kernel 2: 84.526001 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.003651 0.736842 fi:0.427403. Ave ac:0.008797,0.008230 Initialization: 5.833000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.711000 Kernel 1: 0.023000 Kernel 2: 83.717003 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.004694 0.720000 fi:0.453182. Ave ac:0.008079,0.010111 MDL Theory Length Weight: 2.0428811092 (10) Initialization: 5.856000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.684000 Kernel 1: 0.023000 Kernel 2: 85.321999 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.003650 0.736842 fi:0.432368. Ave ac:0.008574,0.007292 Initialization: 5.789000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.718000 Kernel 1: 0.023000 Kernel 2: 85.188004 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.003389 0.812500 fi:0.375871. Ave ac:0.009161,0.011739 Initialization: 5.856000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.663000 Kernel 1: 0.023000 Kernel 2: 86.002998 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.005476 0.677419 fi:0.479090. Ave ac:0.008729,0.007771 Initialization: 5.868000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.942000 Kernel 1: 0.023000 Kernel 2: 85.934998 Copyback: 0.016000 Sum: 0.029000 It 31,Best ac:0.003650 0.875000 fi:0.275927. Ave ac:0.010889,0.009784 Initialization: 5.810000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.659000 Kernel 1: 0.023000 Kernel 2: 85.862000 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.004172 0.800000 fi:0.359603. Ave ac:0.008447,0.008531 Initialization: 5.836000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.635000 Kernel 1: 0.024000 Kernel 2: 87.719002 Copyback: 0.018000 Sum: 0.031000 It 33,Best ac:0.004171 0.842105 fi:0.324786. Ave ac:0.006703,0.006181 Initialization: 28.686001 Memcpy Instances: 379.434998 Memcpy Classifiers: 0.079000 Kernel 1: 0.021000 Kernel 2: 564.718018 Copyback: 0.014000 Sum: 0.016000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 561.409973 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 557.177979 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.015000 Kernel 2: 593.771973 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 570.106995 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 557.479980 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 565.359009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 594.689026 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 581.710999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 134.539001 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004015 0.540730 fi:0.594988. Ave ac:0.008024,0.023752 Best acc 0.004015 0.540730 Rule:Att PSSM_-3_3 is [<7.722621]|Att PSSM_-3_6 is [-5.934923,3.752620]|Att PSSM_-2_13 is [0.560967,10.525949]|Att PSSM_-1_14 is [>-4.984879]|Att PSSM_0_4 is [-7.774922,-2.225077]|Att PSSM_0_6 is [<-2.888296]|Att PSSM_0_7 is [<7.061885]|Att PSSM_2_7 is [<-1.997649]|1 Accuracy : 0.780104 0 1 151426 12654 38942 31616 Removed 1424 instances. 190368 Instances left. Acc of rule 0.004015-0.540730 Initialization: 5.730000 Memcpy Classifiers: 0.595000 Memcpy Instances: 7.596000 Kernel 1: 0.024000 Kernel 2: 93.469002 Copyback: 0.018000 Sum: 0.043000 Initial population average accuracy1:0.005880 accuracy2:0.186073 Initialization: 6.000000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.585000 Kernel 1: 0.023000 Kernel 2: 98.279999 Copyback: 0.017000 Sum: 0.053000 It 0,Best ac:0.003414 0.481481 fi:0.618512. Ave ac:0.011305,0.014673 Initialization: 5.831000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.582000 Kernel 1: 0.023000 Kernel 2: 99.491997 Copyback: 0.016000 Sum: 0.029000 It 1,Best ac:0.004727 0.562500 fi:0.536841. Ave ac:0.013366,0.016544 Initialization: 5.830000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.661000 Kernel 1: 0.023000 Kernel 2: 100.262001 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.003677 0.560000 fi:0.539863. Ave ac:0.013461,0.016060 Initialization: 5.831000 Memcpy Classifiers: 0.487000 Memcpy Instances: 12.654000 Kernel 1: 0.023000 Kernel 2: 102.598000 Copyback: 0.024000 Sum: 0.038000 It 3,Best ac:0.004728 0.545455 fi:0.553884. Ave ac:0.012710,0.012276 Initialization: 6.104000 Memcpy Classifiers: 0.858000 Memcpy Instances: 7.772000 Kernel 1: 0.023000 Kernel 2: 98.641998 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.003941 0.714286 fi:0.385445. Ave ac:0.012924,0.013387 Initialization: 5.782000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.602000 Kernel 1: 0.024000 Kernel 2: 99.184998 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.003414 0.722222 fi:0.377772. Ave ac:0.010102,0.010602 Initialization: 5.851000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.577000 Kernel 1: 0.025000 Kernel 2: 96.426003 Copyback: 0.018000 Sum: 0.031000 It 6,Best ac:0.003939 0.681818 fi:0.417915. Ave ac:0.008595,0.009118 Initialization: 5.825000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.599000 Kernel 1: 0.024000 Kernel 2: 97.992996 Copyback: 0.016000 Sum: 0.032000 It 7,Best ac:0.005779 0.666667 fi:0.432152. Ave ac:0.009121,0.010850 Initialization: 5.799000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.578000 Kernel 1: 0.023000 Kernel 2: 97.585999 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.006830 0.702703 fi:0.395594. Ave ac:0.009496,0.009910 Initialization: 5.799000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.724000 Kernel 1: 0.022000 Kernel 2: 92.364998 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.003677 0.700000 fi:0.399863. Ave ac:0.006991,0.007754 Iteration 10:MDL fitness activated Error 0.399863 TL 0.031597 MDL Theory Length Weight: 4.2183325072 (5) Initialization: 5.856000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.623000 Kernel 1: 0.024000 Kernel 2: 92.599998 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.005779 0.687500 fi:0.542043. Ave ac:0.008098,0.008381 Initialization: 5.797000 Memcpy Classifiers: 0.858000 Memcpy Instances: 7.626000 Kernel 1: 0.023000 Kernel 2: 90.294998 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.003941 0.714286 fi:0.513487. Ave ac:0.010160,0.011257 Initialization: 5.778000 Memcpy Classifiers: 0.424000 Memcpy Instances: 7.651000 Kernel 1: 0.024000 Kernel 2: 88.168999 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.004727 0.666667 fi:0.554296. Ave ac:0.010731,0.013085 Initialization: 5.859000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.678000 Kernel 1: 0.023000 Kernel 2: 87.541000 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.004203 0.761905 fi:0.464852. Ave ac:0.010443,0.013552 Initialization: 5.785000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.589000 Kernel 1: 0.023000 Kernel 2: 84.529999 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.004727 0.666667 fi:0.513689. Ave ac:0.010590,0.011143 Initialization: 6.279000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.521000 Kernel 1: 0.022000 Kernel 2: 85.066002 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.010770 0.661290 fi:0.517777. Ave ac:0.014212,0.015679 Initialization: 5.757000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.640000 Kernel 1: 0.023000 Kernel 2: 81.299004 Copyback: 0.018000 Sum: 0.037000 It 16,Best ac:0.007880 0.697674 fi:0.483254. Ave ac:0.013996,0.018804 Initialization: 5.804000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.658000 Kernel 1: 0.022000 Kernel 2: 84.860001 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.004728 0.642857 fi:0.524380. Ave ac:0.012749,0.014687 Initialization: 5.723000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.597000 Kernel 1: 0.023000 Kernel 2: 82.418999 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.004989 0.760000 fi:0.429334. Ave ac:0.016649,0.016226 Initialization: 5.749000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.606000 Kernel 1: 0.024000 Kernel 2: 80.079002 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.003414 0.684211 fi:0.513536. Ave ac:0.017112,0.018817 Initialization: 5.789000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.576000 Kernel 1: 0.024000 Kernel 2: 79.656998 Copyback: 0.018000 Sum: 0.031000 It 20,Best ac:0.004203 0.695652 fi:0.483398. Ave ac:0.012367,0.015554 Initialization: 5.808000 Memcpy Classifiers: 0.390000 Memcpy Instances: 7.667000 Kernel 1: 0.024000 Kernel 2: 77.420998 Copyback: 0.370000 Sum: 0.027000 It 21,Best ac:0.003940 0.681818 fi:0.488803. Ave ac:0.015498,0.017523 Initialization: 5.859000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.756000 Kernel 1: 0.023000 Kernel 2: 75.122002 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.003414 0.722222 fi:0.445469. Ave ac:0.014906,0.015551 Initialization: 5.763000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.672000 Kernel 1: 0.022000 Kernel 2: 76.521004 Copyback: 0.016000 Sum: 0.027000 It 23,Best ac:0.003677 0.777778 fi:0.391567. Ave ac:0.013070,0.013732 Initialization: 5.837000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.581000 Kernel 1: 0.023000 Kernel 2: 75.142998 Copyback: 0.018000 Sum: 0.026000 It 24,Best ac:0.004989 0.678571 fi:0.497684. Ave ac:0.012420,0.015904 Initialization: 5.781000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.649000 Kernel 1: 0.024000 Kernel 2: 75.623001 Copyback: 0.018000 Sum: 0.023000 It 25,Best ac:0.004728 0.750000 fi:0.400226. Ave ac:0.011222,0.016570 Initialization: 5.798000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.578000 Kernel 1: 0.024000 Kernel 2: 74.830002 Copyback: 0.018000 Sum: 0.022000 It 26,Best ac:0.003414 0.650000 fi:0.508937. Ave ac:0.011637,0.014542 Initialization: 5.789000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.040000 Kernel 1: 0.023000 Kernel 2: 72.751999 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.004202 0.666667 fi:0.504406. Ave ac:0.012670,0.019289 Initialization: 7.037000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.746000 Kernel 1: 0.023000 Kernel 2: 73.542999 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.004728 0.720000 fi:0.442676. Ave ac:0.013470,0.016898 Initialization: 6.284000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.589000 Kernel 1: 0.023000 Kernel 2: 71.359001 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.006565 0.675676 fi:0.464159. Ave ac:0.014005,0.020633 Initialization: 5.809000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.582000 Kernel 1: 0.023000 Kernel 2: 74.108002 Copyback: 0.016000 Sum: 0.021000 It 30,Best ac:0.005779 0.733333 fi:0.432772. Ave ac:0.013681,0.017304 Initialization: 6.060000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.160000 Kernel 1: 0.023000 Kernel 2: 74.700996 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.004465 0.653846 fi:0.508210. Ave ac:0.013001,0.019984 Initialization: 5.714000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.626000 Kernel 1: 0.024000 Kernel 2: 74.867996 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.002889 0.846154 fi:0.494170. Ave ac:0.015180,0.019269 MDL Theory Length Weight: 3.7964992565 (10) Initialization: 5.786000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.591000 Kernel 1: 0.024000 Kernel 2: 72.778000 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.004465 0.772727 fi:0.395866. Ave ac:0.012350,0.013798 Initialization: 29.445999 Memcpy Instances: 375.062012 Memcpy Classifiers: 0.070000 Kernel 1: 0.023000 Kernel 2: 509.787994 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 492.338013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 496.013000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 498.415985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 496.933990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 496.235992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.015000 Kernel 2: 491.782990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 507.112000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 466.388000 Copyback: 0.017000 Sum: 0.002000 It 34,Best ac:0.003782 0.496894 fi:0.648713. Ave ac:0.014015,0.043914 Best acc 0.003782 0.496894 Initialization: 5.996000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.958000 Kernel 1: 0.025000 Kernel 2: 91.699997 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005489 accuracy2:0.202912 Initialization: 5.795000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.628000 Kernel 1: 0.024000 Kernel 2: 98.998001 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.004991 0.542857 fi:0.556353. Ave ac:0.011667,0.015230 Initialization: 5.751000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.584000 Kernel 1: 0.024000 Kernel 2: 98.508003 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.005777 0.611111 fi:0.487708. Ave ac:0.012570,0.014838 Initialization: 5.729000 Memcpy Classifiers: 0.509000 Memcpy Instances: 7.823000 Kernel 1: 0.023000 Kernel 2: 97.931999 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.003676 0.875000 fi:0.224863. Ave ac:0.014117,0.014563 Initialization: 5.795000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.598000 Kernel 1: 0.023000 Kernel 2: 95.880997 Copyback: 0.017000 Sum: 0.038000 It 3,Best ac:0.004203 0.551724 fi:0.547878. Ave ac:0.012944,0.013456 Initialization: 5.850000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.589000 Kernel 1: 0.024000 Kernel 2: 94.988998 Copyback: 0.016000 Sum: 0.033000 It 4,Best ac:0.004991 0.575758 fi:0.523453. Ave ac:0.011646,0.014073 Initialization: 5.872000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.573000 Kernel 1: 0.023000 Kernel 2: 93.054001 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.003941 0.600000 fi:0.499730. Ave ac:0.011225,0.012829 Initialization: 5.852000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.580000 Kernel 1: 0.024000 Kernel 2: 89.688004 Copyback: 0.017000 Sum: 0.027000 It 6,Best ac:0.004464 0.607143 fi:0.492329. Ave ac:0.009016,0.010544 Initialization: 5.772000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.694000 Kernel 1: 0.021000 Kernel 2: 90.393997 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.003416 0.619048 fi:0.480944. Ave ac:0.009243,0.010362 Initialization: 5.740000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.120000 Kernel 1: 0.021000 Kernel 2: 91.766998 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.004467 0.772727 fi:0.326742. Ave ac:0.009339,0.012216 Initialization: 5.760000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.602000 Kernel 1: 0.024000 Kernel 2: 91.302002 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.005252 0.769231 fi:0.329849. Ave ac:0.008034,0.009888 Iteration 10:MDL fitness activated Error 0.329849 TL 0.030692 MDL Theory Length Weight: 3.5823010843 (8) Initialization: 5.736000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.611000 Kernel 1: 0.024000 Kernel 2: 94.848999 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.006304 0.600000 fi:0.556806. Ave ac:0.007001,0.007651 Initialization: 5.796000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.690000 Kernel 1: 0.023000 Kernel 2: 93.930000 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.003939 0.750000 fi:0.468083. Ave ac:0.008001,0.010883 Initialization: 5.762000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.660000 Kernel 1: 0.023000 Kernel 2: 92.794998 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.003414 0.684211 fi:0.481415. Ave ac:0.008211,0.009197 Initialization: 5.822000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.682000 Kernel 1: 0.023000 Kernel 2: 93.764000 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.003939 0.652174 fi:0.510351. Ave ac:0.008558,0.012369 Initialization: 5.800000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.577000 Kernel 1: 0.024000 Kernel 2: 91.522003 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.003415 0.650000 fi:0.536857. Ave ac:0.009520,0.010857 Initialization: 5.731000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.585000 Kernel 1: 0.024000 Kernel 2: 91.251999 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.002889 0.846154 fi:0.452746. Ave ac:0.009703,0.012922 Initialization: 5.745000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.996000 Kernel 1: 0.022000 Kernel 2: 91.513000 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.003940 0.833333 fi:0.350007. Ave ac:0.011178,0.017961 Initialization: 5.719000 Memcpy Classifiers: 0.349000 Memcpy Instances: 8.087000 Kernel 1: 0.022000 Kernel 2: 90.501999 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.003677 0.777778 fi:0.428683. Ave ac:0.011148,0.018916 Initialization: 5.779000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.591000 Kernel 1: 0.024000 Kernel 2: 90.633003 Copyback: 0.018000 Sum: 0.029000 It 18,Best ac:0.005252 0.666667 fi:0.501678. Ave ac:0.008251,0.016057 Initialization: 5.770000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.581000 Kernel 1: 0.023000 Kernel 2: 92.134003 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.005253 0.740741 fi:0.468289. Ave ac:0.009785,0.016883 Initialization: 5.774000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.586000 Kernel 1: 0.024000 Kernel 2: 89.482002 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.005516 0.677419 fi:0.510600. Ave ac:0.008667,0.011113 Initialization: 5.750000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.579000 Kernel 1: 0.024000 Kernel 2: 82.441002 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.003939 0.833333 fi:0.332031. Ave ac:0.008377,0.012766 Initialization: 6.861000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.984000 Kernel 1: 0.022000 Kernel 2: 82.477997 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.003151 0.800000 fi:0.423463. Ave ac:0.008179,0.014389 Initialization: 5.812000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.601000 Kernel 1: 0.023000 Kernel 2: 85.986000 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.003151 0.857143 fi:0.377302. Ave ac:0.011543,0.014743 Initialization: 5.716000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.873000 Kernel 1: 0.023000 Kernel 2: 89.114998 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.006303 0.705882 fi:0.462093. Ave ac:0.008934,0.009430 Initialization: 5.716000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.772000 Kernel 1: 0.024000 Kernel 2: 87.970001 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.005253 0.689655 fi:0.472360. Ave ac:0.009487,0.011860 Initialization: 5.820000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.617000 Kernel 1: 0.023000 Kernel 2: 93.320000 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.006042 0.766667 fi:0.424071. Ave ac:0.008409,0.010041 Initialization: 5.732000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.582000 Kernel 1: 0.023000 Kernel 2: 92.633003 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.007353 0.736842 fi:0.441292. Ave ac:0.011695,0.010896 Initialization: 5.821000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.732000 Kernel 1: 0.022000 Kernel 2: 91.637001 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.006567 0.675676 fi:0.469789. Ave ac:0.009687,0.013468 Initialization: 5.736000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.585000 Kernel 1: 0.024000 Kernel 2: 86.067001 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.004464 0.772727 fi:0.418973. Ave ac:0.009057,0.008839 Initialization: 5.735000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.599000 Kernel 1: 0.023000 Kernel 2: 88.407997 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.003415 0.812500 fi:0.377653. Ave ac:0.008014,0.009193 MDL Theory Length Weight: 3.2240709758 (10) Initialization: 5.790000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.660000 Kernel 1: 0.022000 Kernel 2: 87.346001 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.006042 0.718750 fi:0.436026. Ave ac:0.010751,0.011125 Initialization: 6.091000 Memcpy Classifiers: 0.316000 Memcpy Instances: 7.585000 Kernel 1: 0.023000 Kernel 2: 84.554001 Copyback: 0.021000 Sum: 0.037000 It 32,Best ac:0.003940 0.714286 fi:0.456400. Ave ac:0.009801,0.013054 Initialization: 5.754000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.702000 Kernel 1: 0.022000 Kernel 2: 80.808998 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.004727 0.857143 fi:0.313343. Ave ac:0.013172,0.016537 Initialization: 28.957001 Memcpy Instances: 376.970001 Memcpy Classifiers: 0.073000 Kernel 1: 0.025000 Kernel 2: 532.520020 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 566.659973 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 550.362976 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 546.643005 Copyback: 0.367000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 554.439026 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.071000 Kernel 1: 0.015000 Kernel 2: 544.521973 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.073000 Kernel 1: 0.020000 Kernel 2: 540.382996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 546.898987 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.078000 Kernel 1: 0.019000 Kernel 2: 514.416992 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003609 0.566364 fi:0.616538. Ave ac:0.009191,0.028208 Best acc 0.003609 0.566364 Rule:Att PSSM_-4_6 is [<2.732788]|Att PSSM_-3_7 is [<1.609895]|Att PSSM_-1_9 is [>-5.318971]|Att PSSM_-1_13 is [-2.397258,3.230406]|Att PSSM_0_2 is [<-3.144674]|Att PSSM_0_20 is [-3.953967,5.953967]|Att PSSM_1_15 is [<-2.858829]|Att PSSM_3_4 is [<-2.374577]|Att PSSM_3_10 is [<4.134710]|Att PSSM_3_13 is [<4.642125]|1 Accuracy : 0.780790 0 1 150900 13180 38255 32303 Removed 1213 instances. 189155 Instances left. Acc of rule 0.003609-0.566364 Initialization: 5.843000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.528000 Kernel 1: 0.026000 Kernel 2: 93.591003 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005302 accuracy2:0.193442 Initialization: 5.859000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.574000 Kernel 1: 0.023000 Kernel 2: 99.002998 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.003436 0.520000 fi:0.579963. Ave ac:0.009220,0.011807 Initialization: 5.879000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.603000 Kernel 1: 0.024000 Kernel 2: 100.792999 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.002115 0.800000 fi:0.633958. Ave ac:0.011626,0.013010 Initialization: 5.902000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.655000 Kernel 1: 0.024000 Kernel 2: 98.515999 Copyback: 0.019000 Sum: 0.033000 It 2,Best ac:0.014803 0.482759 fi:0.611488. Ave ac:0.012465,0.015921 Initialization: 5.851000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.589000 Kernel 1: 0.023000 Kernel 2: 98.294998 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.003436 0.650000 fi:0.449963. Ave ac:0.013303,0.014305 Initialization: 6.312000 Memcpy Classifiers: 0.457000 Memcpy Instances: 7.748000 Kernel 1: 0.022000 Kernel 2: 96.916000 Copyback: 0.018000 Sum: 0.035000 It 4,Best ac:0.004229 0.592593 fi:0.506971. Ave ac:0.012539,0.013238 Initialization: 5.972000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.575000 Kernel 1: 0.024000 Kernel 2: 92.603996 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.005815 0.594595 fi:0.504172. Ave ac:0.010717,0.010429 Initialization: 5.967000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.594000 Kernel 1: 0.023000 Kernel 2: 92.139000 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.003172 0.705882 fi:0.445054. Ave ac:0.011658,0.010892 Initialization: 5.914000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.746000 Kernel 1: 0.023000 Kernel 2: 91.410004 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.005815 0.628571 fi:0.470195. Ave ac:0.009804,0.011080 Initialization: 5.912000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.840000 Kernel 1: 0.023000 Kernel 2: 90.365997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.003172 0.923077 fi:0.227859. Ave ac:0.010836,0.011245 Initialization: 5.817000 Memcpy Classifiers: 0.460000 Memcpy Instances: 7.600000 Kernel 1: 0.022000 Kernel 2: 89.870003 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.003436 0.650000 fi:0.449963. Ave ac:0.009178,0.010437 Iteration 10:MDL fitness activated Error 0.449963 TL 0.040988 MDL Theory Length Weight: 3.6592606973 (2) Initialization: 5.836000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.529000 Kernel 1: 0.024000 Kernel 2: 87.233002 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.007928 0.714286 fi:0.490600. Ave ac:0.009353,0.009280 Initialization: 5.820000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.028000 Kernel 1: 0.023000 Kernel 2: 85.288002 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004229 0.727273 fi:0.491394. Ave ac:0.008772,0.012113 Initialization: 6.033000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.556000 Kernel 1: 0.023000 Kernel 2: 85.289001 Copyback: 0.016000 Sum: 0.035000 It 12,Best ac:0.004229 0.761905 fi:0.469503. Ave ac:0.010906,0.012070 Initialization: 5.851000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.556000 Kernel 1: 0.024000 Kernel 2: 85.526001 Copyback: 0.016000 Sum: 0.035000 It 13,Best ac:0.003172 0.800000 fi:0.488028. Ave ac:0.011326,0.013887 Initialization: 5.752000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.599000 Kernel 1: 0.024000 Kernel 2: 82.537003 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.005022 0.703704 fi:0.503710. Ave ac:0.010279,0.011268 Initialization: 5.765000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.577000 Kernel 1: 0.024000 Kernel 2: 83.759003 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.004229 0.727273 fi:0.452748. Ave ac:0.012563,0.015078 Initialization: 5.872000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.531000 Kernel 1: 0.023000 Kernel 2: 78.511002 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.005022 0.760000 fi:0.413363. Ave ac:0.012501,0.015762 Initialization: 5.782000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.630000 Kernel 1: 0.023000 Kernel 2: 76.291000 Copyback: 0.373000 Sum: 0.033000 It 17,Best ac:0.003700 0.666667 fi:0.555437. Ave ac:0.010501,0.011639 Initialization: 5.797000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.359000 Kernel 1: 0.022000 Kernel 2: 76.459000 Copyback: 0.016000 Sum: 0.031000 It 18,Best ac:0.003172 0.923077 fi:0.329910. Ave ac:0.014075,0.016246 Initialization: 6.262000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.994000 Kernel 1: 0.024000 Kernel 2: 76.311996 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.003701 0.700000 fi:0.463678. Ave ac:0.010199,0.012042 Initialization: 5.795000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.524000 Kernel 1: 0.024000 Kernel 2: 71.444000 Copyback: 0.020000 Sum: 0.032000 It 20,Best ac:0.005550 0.807692 fi:0.340221. Ave ac:0.011300,0.015866 Initialization: 5.910000 Memcpy Classifiers: 0.405000 Memcpy Instances: 8.045000 Kernel 1: 0.023000 Kernel 2: 70.883003 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.004229 0.727273 fi:0.431691. Ave ac:0.011572,0.016839 Initialization: 5.887000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.765000 Kernel 1: 0.023000 Kernel 2: 70.000000 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.003965 0.652174 fi:0.514487. Ave ac:0.009405,0.013970 Initialization: 5.951000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.571000 Kernel 1: 0.023000 Kernel 2: 69.799004 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.004229 0.842105 fi:0.338589. Ave ac:0.010859,0.013649 Initialization: 5.737000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.586000 Kernel 1: 0.049000 Kernel 2: 68.885002 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.003436 0.866667 fi:0.293726. Ave ac:0.009064,0.014437 Initialization: 5.927000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.642000 Kernel 1: 0.022000 Kernel 2: 67.957001 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.004494 0.629630 fi:0.502467. Ave ac:0.006448,0.007683 Initialization: 5.744000 Memcpy Classifiers: 0.327000 Memcpy Instances: 8.103000 Kernel 1: 0.023000 Kernel 2: 67.585999 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.004494 0.708333 fi:0.450598. Ave ac:0.007995,0.009417 Initialization: 6.087000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.608000 Kernel 1: 0.023000 Kernel 2: 67.704002 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.003436 0.812500 fi:0.345122. Ave ac:0.008203,0.011240 Initialization: 5.810000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.617000 Kernel 1: 0.023000 Kernel 2: 70.335999 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.004229 0.727273 fi:0.430648. Ave ac:0.005186,0.006774 Initialization: 5.798000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.371000 Kernel 1: 0.023000 Kernel 2: 71.599998 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.003436 0.866667 fi:0.301627. Ave ac:0.008511,0.011865 Initialization: 5.740000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.582000 Kernel 1: 0.023000 Kernel 2: 71.168999 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.003436 0.764706 fi:0.385156. Ave ac:0.007403,0.011161 Initialization: 5.907000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.574000 Kernel 1: 0.021000 Kernel 2: 70.278999 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.003701 0.636364 fi:0.508438. Ave ac:0.007156,0.009494 Initialization: 5.849000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.531000 Kernel 1: 0.023000 Kernel 2: 69.316002 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.004494 0.809524 fi:0.345156. Ave ac:0.008831,0.010906 Initialization: 5.936000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.545000 Kernel 1: 0.023000 Kernel 2: 67.485001 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.005815 0.758621 fi:0.375536. Ave ac:0.006625,0.006986 MDL Theory Length Weight: 3.2933346276 (10) Initialization: 28.941000 Memcpy Instances: 375.242004 Memcpy Classifiers: 0.076000 Kernel 1: 0.025000 Kernel 2: 461.541992 Copyback: 0.014000 Sum: 0.016000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 478.990997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 477.510986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 481.497009 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 462.388000 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 457.208008 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 464.539001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 453.769012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 434.419006 Copyback: 0.016000 Sum: 0.004000 It 34,Best ac:0.004483 0.539097 fi:0.600814. Ave ac:0.006912,0.020118 Best acc 0.004483 0.539097 Initialization: 6.123000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.021000 Kernel 1: 0.024000 Kernel 2: 94.177002 Copyback: 0.018000 Sum: 0.051000 Initial population average accuracy1:0.005802 accuracy2:0.189414 Initialization: 5.843000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.702000 Kernel 1: 0.024000 Kernel 2: 103.347000 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.008459 0.492308 fi:0.605129. Ave ac:0.010619,0.015981 Initialization: 5.754000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.175000 Kernel 1: 0.023000 Kernel 2: 99.130997 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.010045 0.487179 fi:0.609460. Ave ac:0.011259,0.013036 Initialization: 5.805000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.556000 Kernel 1: 0.023000 Kernel 2: 97.863998 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.002379 0.818182 fi:0.545020. Ave ac:0.010503,0.011798 Initialization: 5.972000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.548000 Kernel 1: 0.023000 Kernel 2: 97.033997 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.006080 0.534884 fi:0.563750. Ave ac:0.009253,0.011552 Initialization: 5.736000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.689000 Kernel 1: 0.022000 Kernel 2: 97.132004 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.002908 0.916667 fi:0.305025. Ave ac:0.009111,0.009907 Initialization: 5.766000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.041000 Kernel 1: 0.023000 Kernel 2: 93.897003 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.003965 0.789474 fi:0.310223. Ave ac:0.007654,0.008316 Initialization: 5.912000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.529000 Kernel 1: 0.023000 Kernel 2: 91.830002 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.005287 0.625000 fi:0.474032. Ave ac:0.006249,0.007109 Initialization: 5.754000 Memcpy Classifiers: 0.424000 Memcpy Instances: 7.674000 Kernel 1: 0.023000 Kernel 2: 92.934998 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.005550 0.677419 fi:0.421484. Ave ac:0.007684,0.007308 Initialization: 5.759000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.556000 Kernel 1: 0.023000 Kernel 2: 95.376999 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.003172 0.666667 fi:0.484270. Ave ac:0.007038,0.006779 Initialization: 5.833000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.574000 Kernel 1: 0.023000 Kernel 2: 96.538002 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.002908 0.785714 fi:0.435977. Ave ac:0.006646,0.006329 Iteration 10:MDL fitness activated Error 0.435977 TL 0.048061 MDL Theory Length Weight: 3.0237798360 (6) Initialization: 5.797000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.557000 Kernel 1: 0.023000 Kernel 2: 96.484001 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.004229 0.695652 fi:0.504443. Ave ac:0.007043,0.008129 Initialization: 5.805000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.588000 Kernel 1: 0.023000 Kernel 2: 94.130997 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.006609 0.675676 fi:0.505174. Ave ac:0.007890,0.008001 Initialization: 5.774000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.632000 Kernel 1: 0.024000 Kernel 2: 92.163002 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.004493 0.739130 fi:0.465024. Ave ac:0.007286,0.006411 Initialization: 5.785000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.525000 Kernel 1: 0.024000 Kernel 2: 92.789001 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.004493 0.739130 fi:0.479937. Ave ac:0.006811,0.009204 Initialization: 5.749000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.525000 Kernel 1: 0.024000 Kernel 2: 91.503998 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.005551 0.777778 fi:0.426256. Ave ac:0.008842,0.007389 Initialization: 5.733000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.565000 Kernel 1: 0.022000 Kernel 2: 89.318001 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.007666 0.630435 fi:0.508029. Ave ac:0.007014,0.007372 Initialization: 6.453000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.425000 Kernel 1: 0.022000 Kernel 2: 87.813004 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.004758 0.720000 fi:0.459009. Ave ac:0.007538,0.006980 Initialization: 5.739000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.663000 Kernel 1: 0.023000 Kernel 2: 85.261002 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004229 0.592593 fi:0.579742. Ave ac:0.008402,0.006689 Initialization: 5.716000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.549000 Kernel 1: 0.023000 Kernel 2: 84.690002 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.005551 0.677419 fi:0.493665. Ave ac:0.007617,0.007785 Initialization: 6.009000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.561000 Kernel 1: 0.024000 Kernel 2: 84.443001 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.005815 0.687500 fi:0.488883. Ave ac:0.009416,0.009162 Initialization: 5.713000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.550000 Kernel 1: 0.024000 Kernel 2: 85.165001 Copyback: 0.016000 Sum: 0.034000 It 20,Best ac:0.003436 0.764706 fi:0.414925. Ave ac:0.010612,0.012677 Initialization: 5.726000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.555000 Kernel 1: 0.023000 Kernel 2: 82.628998 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.006344 0.750000 fi:0.452789. Ave ac:0.009384,0.009653 Initialization: 5.718000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.613000 Kernel 1: 0.023000 Kernel 2: 81.329002 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.004229 0.666667 fi:0.505668. Ave ac:0.008686,0.008966 Initialization: 5.766000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.528000 Kernel 1: 0.024000 Kernel 2: 82.266998 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.004758 0.750000 fi:0.454336. Ave ac:0.009442,0.010225 Initialization: 6.293000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.545000 Kernel 1: 0.023000 Kernel 2: 83.869003 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.003701 0.777778 fi:0.377641. Ave ac:0.008770,0.010827 Initialization: 5.801000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.581000 Kernel 1: 0.023000 Kernel 2: 83.320999 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.004494 0.653846 fi:0.496655. Ave ac:0.011050,0.014157 Initialization: 5.700000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.544000 Kernel 1: 0.025000 Kernel 2: 80.814003 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.005287 0.740741 fi:0.445209. Ave ac:0.010110,0.010092 Initialization: 6.172000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.567000 Kernel 1: 0.023000 Kernel 2: 79.456001 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.003964 0.714286 fi:0.477937. Ave ac:0.007645,0.008254 Initialization: 5.716000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.840000 Kernel 1: 0.023000 Kernel 2: 78.848999 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.006609 0.625000 fi:0.536130. Ave ac:0.008314,0.008316 Initialization: 5.833000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.563000 Kernel 1: 0.023000 Kernel 2: 78.011002 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.005551 0.777778 fi:0.395164. Ave ac:0.008002,0.008950 Initialization: 5.854000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.583000 Kernel 1: 0.023000 Kernel 2: 81.707001 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.003965 0.681818 fi:0.487587. Ave ac:0.007841,0.006775 Initialization: 5.879000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.594000 Kernel 1: 0.022000 Kernel 2: 77.686996 Copyback: 0.016000 Sum: 0.028000 It 31,Best ac:0.003965 0.882353 fi:0.283798. Ave ac:0.006842,0.005337 Initialization: 5.738000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.525000 Kernel 1: 0.023000 Kernel 2: 78.259003 Copyback: 0.017000 Sum: 0.037000 It 32,Best ac:0.003436 0.764706 fi:0.403778. Ave ac:0.005001,0.005373 Initialization: 5.735000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.022000 Kernel 1: 0.023000 Kernel 2: 80.622002 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.004229 0.800000 fi:0.365894. Ave ac:0.007231,0.006320 Initialization: 28.950001 Memcpy Instances: 372.364014 Memcpy Classifiers: 0.075000 Kernel 1: 0.025000 Kernel 2: 530.215027 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.075000 Kernel 1: 0.015000 Kernel 2: 542.239990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 550.072021 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 552.705017 Copyback: 0.367000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 539.557007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 526.943970 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.012000 Kernel 2: 553.567017 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 535.877014 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.016000 Kernel 2: 519.403015 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.047897 0.532941 fi:0.611263. Ave ac:0.005320,0.014980 Best acc 0.047897 0.532941 Rule:Att PSSM_0_2 is [-6.783522,-3.212371]|Att PSSM_0_20 is [>-2.909812]|Att PSSM_1_14 is [-4.189728,7.553047]|Att PSSM_2_2 is [>-6.066043]|Att PSSM_3_5 is [>-2.334677]|Att PSSM_4_7 is [<-0.762894]|1 Accuracy : 0.781314 0 1 150175 13905 37407 33151 Removed 1573 instances. 187582 Instances left. Acc of rule 0.004483-0.539097 Initialization: 5.806000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.278000 Kernel 1: 0.024000 Kernel 2: 94.064003 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.005675 accuracy2:0.207601 Initialization: 5.884000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.545000 Kernel 1: 0.022000 Kernel 2: 97.536003 Copyback: 0.017000 Sum: 0.051000 It 0,Best ac:0.003999 0.441176 fi:0.658475. Ave ac:0.008892,0.011660 Initialization: 5.754000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.466000 Kernel 1: 0.023000 Kernel 2: 97.371002 Copyback: 0.018000 Sum: 0.031000 It 1,Best ac:0.003731 0.466667 fi:0.633123. Ave ac:0.012475,0.014905 Initialization: 5.786000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.503000 Kernel 1: 0.024000 Kernel 2: 95.420998 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003731 0.482759 fi:0.617029. Ave ac:0.011604,0.015009 Initialization: 5.721000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.469000 Kernel 1: 0.023000 Kernel 2: 96.530998 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.009592 0.553846 fi:0.542957. Ave ac:0.012983,0.016294 Initialization: 6.229000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.519000 Kernel 1: 0.023000 Kernel 2: 95.456001 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.009861 0.698113 fi:0.398547. Ave ac:0.013242,0.015424 Initialization: 5.720000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.487000 Kernel 1: 0.022000 Kernel 2: 90.570999 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.005330 0.740741 fi:0.358231. Ave ac:0.010398,0.010851 Initialization: 5.674000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.467000 Kernel 1: 0.024000 Kernel 2: 88.097000 Copyback: 0.016000 Sum: 0.034000 It 6,Best ac:0.003998 0.833333 fi:0.266318. Ave ac:0.009505,0.009990 Initialization: 5.722000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.466000 Kernel 1: 0.023000 Kernel 2: 89.111000 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003466 0.684211 fi:0.415713. Ave ac:0.009335,0.012223 Initialization: 5.692000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.971000 Kernel 1: 0.022000 Kernel 2: 86.110001 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.003465 0.764706 fi:0.335218. Ave ac:0.008585,0.010152 Initialization: 5.903000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.560000 Kernel 1: 0.022000 Kernel 2: 83.407997 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.004264 0.888889 fi:0.210630. Ave ac:0.009037,0.010658 Iteration 10:MDL fitness activated Error 0.210630 TL 0.032347 MDL Theory Length Weight: 2.1705393276 (1) Initialization: 5.770000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.455000 Kernel 1: 0.024000 Kernel 2: 85.212997 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.003466 0.722222 fi:0.428955. Ave ac:0.008743,0.010428 Initialization: 5.732000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.520000 Kernel 1: 0.024000 Kernel 2: 83.406998 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.003465 0.812500 fi:0.357633. Ave ac:0.009337,0.010820 Initialization: 5.785000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.476000 Kernel 1: 0.024000 Kernel 2: 84.649002 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.003466 0.866667 fi:0.303467. Ave ac:0.008680,0.010128 Initialization: 5.701000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.459000 Kernel 1: 0.023000 Kernel 2: 85.417999 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.004532 0.708333 fi:0.430760. Ave ac:0.007515,0.009901 Initialization: 5.791000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.204000 Kernel 1: 0.023000 Kernel 2: 85.079002 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.004531 0.772727 fi:0.379243. Ave ac:0.009719,0.011970 Initialization: 5.714000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.458000 Kernel 1: 0.024000 Kernel 2: 89.598999 Copyback: 0.019000 Sum: 0.029000 It 15,Best ac:0.003466 0.722222 fi:0.422931. Ave ac:0.010404,0.012379 Initialization: 5.716000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.531000 Kernel 1: 0.051000 Kernel 2: 89.081001 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.004799 0.720000 fi:0.430498. Ave ac:0.010302,0.012747 Initialization: 5.658000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.493000 Kernel 1: 0.023000 Kernel 2: 88.704002 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.003466 0.866667 fi:0.280381. Ave ac:0.008746,0.009129 Initialization: 5.778000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.479000 Kernel 1: 0.023000 Kernel 2: 89.078003 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.003998 0.750000 fi:0.398230. Ave ac:0.006580,0.008526 Initialization: 5.787000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.431000 Kernel 1: 0.023000 Kernel 2: 91.292999 Copyback: 0.371000 Sum: 0.032000 It 19,Best ac:0.003466 0.812500 fi:0.358870. Ave ac:0.008409,0.009607 Initialization: 6.289000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.465000 Kernel 1: 0.024000 Kernel 2: 91.047997 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.003732 0.823529 fi:0.319148. Ave ac:0.007457,0.009382 Initialization: 5.774000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.552000 Kernel 1: 0.022000 Kernel 2: 86.850998 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.005064 0.678571 fi:0.472719. Ave ac:0.005313,0.006105 Initialization: 5.728000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.495000 Kernel 1: 0.024000 Kernel 2: 86.053001 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.004797 0.782609 fi:0.364539. Ave ac:0.009626,0.011332 Initialization: 5.695000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.491000 Kernel 1: 0.023000 Kernel 2: 85.696999 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.003465 0.812500 fi:0.333974. Ave ac:0.007784,0.011761 Initialization: 5.673000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.468000 Kernel 1: 0.023000 Kernel 2: 86.983002 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.004532 0.739130 fi:0.431696. Ave ac:0.005398,0.006043 Initialization: 6.222000 Memcpy Classifiers: 1.081000 Memcpy Instances: 7.501000 Kernel 1: 0.023000 Kernel 2: 87.621002 Copyback: 0.020000 Sum: 0.029000 It 25,Best ac:0.004797 0.750000 fi:0.393346. Ave ac:0.007094,0.011314 Initialization: 6.043000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.496000 Kernel 1: 0.024000 Kernel 2: 106.289001 Copyback: 0.023000 Sum: 0.032000 It 26,Best ac:0.006663 0.833333 fi:0.332889. Ave ac:0.006860,0.007590 MDL Theory Length Weight: 1.9534853948 (10) Initialization: 5.740000 Memcpy Classifiers: 0.338000 Memcpy Instances: 8.798000 Kernel 1: 0.023000 Kernel 2: 88.108002 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.004531 0.680000 fi:0.459335. Ave ac:0.006072,0.007024 Initialization: 5.775000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.658000 Kernel 1: 0.026000 Kernel 2: 89.852997 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.004532 0.809524 fi:0.324620. Ave ac:0.006625,0.008093 Initialization: 5.743000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.481000 Kernel 1: 0.023000 Kernel 2: 88.956001 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.004797 0.857143 fi:0.278589. Ave ac:0.007191,0.008028 Initialization: 5.772000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.475000 Kernel 1: 0.023000 Kernel 2: 88.154999 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.004264 0.941176 fi:0.196242. Ave ac:0.006049,0.005386 Initialization: 5.770000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.487000 Kernel 1: 0.023000 Kernel 2: 88.753998 Copyback: 0.020000 Sum: 0.034000 It 31,Best ac:0.004531 0.653846 fi:0.476307. Ave ac:0.004850,0.008016 Initialization: 6.279000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.569000 Kernel 1: 0.024000 Kernel 2: 84.649002 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.005064 0.730769 fi:0.392975. Ave ac:0.008659,0.013908 Initialization: 5.753000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.922000 Kernel 1: 0.023000 Kernel 2: 85.773003 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.004266 0.800000 fi:0.331806. Ave ac:0.008153,0.006719 Initialization: 29.563999 Memcpy Instances: 371.804993 Memcpy Classifiers: 0.074000 Kernel 1: 0.026000 Kernel 2: 581.296021 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 588.080994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 591.851990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 602.232971 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 599.025024 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 587.078003 Copyback: 0.025000 Sum: 0.008000 Memcpy Classifiers: 0.074000 Kernel 1: 0.023000 Kernel 2: 594.356018 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.072000 Kernel 1: 0.016000 Kernel 2: 584.456970 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 491.518005 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.003593 0.580534 fi:0.551615. Ave ac:0.005410,0.015221 Best acc 0.003593 0.580534 Initialization: 5.865000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.649000 Kernel 1: 0.024000 Kernel 2: 93.652000 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.005134 accuracy2:0.189095 Initialization: 5.864000 Memcpy Classifiers: 0.474000 Memcpy Instances: 7.482000 Kernel 1: 0.023000 Kernel 2: 99.658997 Copyback: 0.017000 Sum: 0.045000 It 0,Best ac:0.003464 0.520000 fi:0.579926. Ave ac:0.009713,0.014493 Initialization: 5.692000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.576000 Kernel 1: 0.023000 Kernel 2: 100.730003 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.003199 0.521739 fi:0.609900. Ave ac:0.011902,0.015085 Initialization: 5.695000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.607000 Kernel 1: 0.024000 Kernel 2: 97.570999 Copyback: 0.016000 Sum: 0.031000 It 2,Best ac:0.003199 0.600000 fi:0.531639. Ave ac:0.010603,0.011735 Initialization: 5.861000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.509000 Kernel 1: 0.023000 Kernel 2: 94.447998 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.003465 0.590909 fi:0.509014. Ave ac:0.010807,0.012255 Initialization: 5.692000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.506000 Kernel 1: 0.024000 Kernel 2: 93.113998 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.003998 0.517241 fi:0.582410. Ave ac:0.011054,0.012698 Initialization: 5.734000 Memcpy Classifiers: 0.401000 Memcpy Instances: 7.566000 Kernel 1: 0.024000 Kernel 2: 90.397003 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.005864 0.628571 fi:0.470129. Ave ac:0.011983,0.012572 Initialization: 5.814000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.451000 Kernel 1: 0.023000 Kernel 2: 88.668999 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.003199 0.600000 fi:0.531639. Ave ac:0.008264,0.010217 Initialization: 5.722000 Memcpy Classifiers: 0.517000 Memcpy Instances: 7.454000 Kernel 1: 0.022000 Kernel 2: 88.570999 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.004532 0.680000 fi:0.419380. Ave ac:0.010190,0.010972 Initialization: 5.731000 Memcpy Classifiers: 0.411000 Memcpy Instances: 7.461000 Kernel 1: 0.024000 Kernel 2: 88.358002 Copyback: 0.018000 Sum: 0.031000 It 8,Best ac:0.004799 0.692308 fi:0.406936. Ave ac:0.008355,0.009593 Initialization: 5.686000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.955000 Kernel 1: 0.023000 Kernel 2: 85.318001 Copyback: 0.022000 Sum: 0.034000 It 9,Best ac:0.003465 0.866667 fi:0.233257. Ave ac:0.008623,0.010105 Iteration 10:MDL fitness activated Error 0.233257 TL 0.043614 MDL Theory Length Weight: 1.7827427976 (1) Initialization: 5.687000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.536000 Kernel 1: 0.023000 Kernel 2: 86.094002 Copyback: 0.022000 Sum: 0.033000 It 10,Best ac:0.003999 0.833333 fi:0.328216. Ave ac:0.008931,0.011643 Initialization: 6.003000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.891000 Kernel 1: 0.022000 Kernel 2: 84.607002 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.003199 0.857143 fi:0.338253. Ave ac:0.009268,0.013375 Initialization: 5.847000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.600000 Kernel 1: 0.023000 Kernel 2: 81.958000 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.004531 0.850000 fi:0.302657. Ave ac:0.008488,0.011948 Initialization: 6.292000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.913000 Kernel 1: 0.022000 Kernel 2: 80.962997 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.005599 0.724138 fi:0.421374. Ave ac:0.008293,0.010965 Initialization: 6.238000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.548000 Kernel 1: 0.022000 Kernel 2: 80.426003 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.004263 0.800000 fi:0.349883. Ave ac:0.007585,0.009941 Initialization: 5.759000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.527000 Kernel 1: 0.022000 Kernel 2: 78.554001 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.003999 0.714286 fi:0.440738. Ave ac:0.006833,0.010778 Initialization: 5.753000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.453000 Kernel 1: 0.024000 Kernel 2: 76.487999 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.003998 0.833333 fi:0.323759. Ave ac:0.007486,0.006728 Initialization: 5.707000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.485000 Kernel 1: 0.022000 Kernel 2: 77.477997 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.005065 0.678571 fi:0.480528. Ave ac:0.006762,0.007077 Initialization: 5.645000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.502000 Kernel 1: 0.023000 Kernel 2: 76.789001 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.003198 0.923077 fi:0.248322. Ave ac:0.007241,0.006118 Initialization: 5.703000 Memcpy Classifiers: 0.338000 Memcpy Instances: 7.511000 Kernel 1: 0.023000 Kernel 2: 76.166000 Copyback: 0.018000 Sum: 0.035000 It 19,Best ac:0.005063 0.791667 fi:0.353568. Ave ac:0.005228,0.004824 Initialization: 6.692000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.483000 Kernel 1: 0.022000 Kernel 2: 78.116997 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.005597 0.913043 fi:0.245068. Ave ac:0.007360,0.006507 Initialization: 5.745000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.456000 Kernel 1: 0.023000 Kernel 2: 75.704002 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.002933 0.916667 fi:0.352059. Ave ac:0.004509,0.004445 Initialization: 5.736000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.974000 Kernel 1: 0.023000 Kernel 2: 78.355003 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.003466 0.764706 fi:0.384035. Ave ac:0.004906,0.004043 Initialization: 5.696000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.459000 Kernel 1: 0.023000 Kernel 2: 74.470001 Copyback: 0.018000 Sum: 0.026000 It 23,Best ac:0.004264 0.888889 fi:0.264056. Ave ac:0.003872,0.002895 Initialization: 5.791000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.463000 Kernel 1: 0.023000 Kernel 2: 76.019997 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.003730 0.823529 fi:0.316020. Ave ac:0.004262,0.003329 Initialization: 5.665000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.547000 Kernel 1: 0.023000 Kernel 2: 74.740997 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.005064 0.612903 fi:0.530978. Ave ac:0.004594,0.003276 Initialization: 5.757000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.519000 Kernel 1: 0.024000 Kernel 2: 76.217003 Copyback: 0.017000 Sum: 0.038000 It 26,Best ac:0.003999 0.789474 fi:0.367619. Ave ac:0.005715,0.004925 Initialization: 5.733000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.132000 Kernel 1: 0.023000 Kernel 2: 74.234001 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.003997 0.789474 fi:0.373090. Ave ac:0.006698,0.005256 Initialization: 5.905000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.503000 Kernel 1: 0.023000 Kernel 2: 73.259003 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.005332 0.689655 fi:0.453079. Ave ac:0.005131,0.004157 Initialization: 5.807000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.472000 Kernel 1: 0.023000 Kernel 2: 72.480003 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.005330 0.769231 fi:0.376356. Ave ac:0.006099,0.004248 MDL Theory Length Weight: 1.6044685178 (10) Initialization: 5.652000 Memcpy Classifiers: 0.310000 Memcpy Instances: 7.647000 Kernel 1: 0.023000 Kernel 2: 73.931999 Copyback: 0.017000 Sum: 0.039000 It 30,Best ac:0.002933 0.916667 fi:0.341033. Ave ac:0.006734,0.004534 Initialization: 5.658000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.558000 Kernel 1: 0.023000 Kernel 2: 72.348000 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.003731 0.875000 fi:0.275871. Ave ac:0.005265,0.003371 Initialization: 5.759000 Memcpy Classifiers: 0.346000 Memcpy Instances: 7.510000 Kernel 1: 0.023000 Kernel 2: 71.774002 Copyback: 0.016000 Sum: 0.032000 It 32,Best ac:0.003198 0.923077 fi:0.251081. Ave ac:0.005637,0.003791 Initialization: 6.638000 Memcpy Classifiers: 0.326000 Memcpy Instances: 7.571000 Kernel 1: 0.024000 Kernel 2: 73.295998 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.003464 0.928571 fi:0.219909. Ave ac:0.004530,0.002878 Initialization: 29.164000 Memcpy Instances: 369.678009 Memcpy Classifiers: 0.076000 Kernel 1: 0.026000 Kernel 2: 513.307007 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 493.411011 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 514.064026 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 505.368988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 504.306000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 500.959991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 512.461975 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 508.631989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 427.963013 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.004078 0.635382 fi:0.506183. Ave ac:0.004213,0.011429 Best acc 0.004078 0.635382 Rule:Att PSSM_-3_6 is [<-1.205592]|Att PSSM_-2_12 is [-6.355528,-2.448402]|Att PSSM_-1_9 is [-6.317146,5.186321]|Att PSSM_-1_12 is [<-2.686922]|Att PSSM_0_2 is [<-2.723193]|Att PSSM_0_4 is [<-0.094866]|Att PSSM_1_12 is [<2.319890]|Att PSSM_2_15 is [-5.633299,-0.135589]|1 Accuracy : 0.782704 0 1 149736 14344 36642 33916 Removed 1204 instances. 186378 Instances left. Acc of rule 0.004078-0.635382 Initialization: 5.766000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.509000 Kernel 1: 0.027000 Kernel 2: 91.716003 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.005142 accuracy2:0.183190 Initialization: 5.684000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.626000 Kernel 1: 0.023000 Kernel 2: 96.384003 Copyback: 0.019000 Sum: 0.045000 It 0,Best ac:0.005097 0.452381 fi:0.646674. Ave ac:0.009970,0.012094 Initialization: 5.705000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.502000 Kernel 1: 0.024000 Kernel 2: 95.287003 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.003487 0.500000 fi:0.599887. Ave ac:0.009974,0.012246 Initialization: 5.683000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.504000 Kernel 1: 0.023000 Kernel 2: 93.355003 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.012074 0.584416 fi:0.511032. Ave ac:0.010977,0.013386 Initialization: 5.803000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.406000 Kernel 1: 0.023000 Kernel 2: 93.294998 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.009391 0.583333 fi:0.513495. Ave ac:0.010463,0.012929 Initialization: 5.784000 Memcpy Classifiers: 0.919000 Memcpy Instances: 7.708000 Kernel 1: 0.023000 Kernel 2: 91.853996 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.003488 0.481481 fi:0.618403. Ave ac:0.010158,0.012777 Initialization: 5.680000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.685000 Kernel 1: 0.023000 Kernel 2: 89.396004 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.009659 0.537313 fi:0.559383. Ave ac:0.010107,0.010885 Initialization: 5.721000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.439000 Kernel 1: 0.023000 Kernel 2: 87.332001 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.004024 0.576923 fi:0.522687. Ave ac:0.011133,0.013956 Initialization: 5.771000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.448000 Kernel 1: 0.024000 Kernel 2: 86.058998 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.003755 0.560000 fi:0.539749. Ave ac:0.010410,0.013302 Initialization: 5.745000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.404000 Kernel 1: 0.023000 Kernel 2: 87.079002 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004025 0.625000 fi:0.474610. Ave ac:0.010001,0.011314 Initialization: 5.742000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.413000 Kernel 1: 0.023000 Kernel 2: 84.958000 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003219 0.666667 fi:0.447203. Ave ac:0.009104,0.011242 Iteration 10:MDL fitness activated Error 0.447203 TL 0.023745 MDL Theory Length Weight: 6.2777668627 (1) Initialization: 5.640000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.975000 Kernel 1: 0.023000 Kernel 2: 85.891998 Copyback: 0.018000 Sum: 0.029000 It 10,Best ac:0.003219 0.705882 fi:0.597490. Ave ac:0.008693,0.009173 Initialization: 5.710000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.448000 Kernel 1: 0.024000 Kernel 2: 81.537003 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.003487 0.684211 fi:0.559601. Ave ac:0.010001,0.011247 Initialization: 5.722000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.642000 Kernel 1: 0.024000 Kernel 2: 83.318001 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.016635 0.539130 fi:0.628041. Ave ac:0.011932,0.014832 Initialization: 5.716000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.464000 Kernel 1: 0.023000 Kernel 2: 80.517998 Copyback: 0.371000 Sum: 0.036000 It 13,Best ac:0.003488 0.812500 fi:0.428677. Ave ac:0.012486,0.013420 Initialization: 5.696000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.502000 Kernel 1: 0.023000 Kernel 2: 75.695999 Copyback: 0.016000 Sum: 0.033000 It 14,Best ac:0.005365 0.606061 fi:0.591271. Ave ac:0.014400,0.018011 Initialization: 5.734000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.433000 Kernel 1: 0.023000 Kernel 2: 74.914001 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.005366 0.645161 fi:0.554409. Ave ac:0.016118,0.022281 Initialization: 5.736000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.480000 Kernel 1: 0.023000 Kernel 2: 70.219002 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.003487 0.650000 fi:0.511140. Ave ac:0.017661,0.025732 Initialization: 5.948000 Memcpy Classifiers: 0.266000 Memcpy Instances: 7.448000 Kernel 1: 0.023000 Kernel 2: 70.677002 Copyback: 0.017000 Sum: 0.026000 It 17,Best ac:0.003488 0.684211 fi:0.479829. Ave ac:0.016449,0.026706 Initialization: 5.755000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.435000 Kernel 1: 0.023000 Kernel 2: 67.667999 Copyback: 0.017000 Sum: 0.024000 It 18,Best ac:0.004292 0.800000 fi:0.440761. Ave ac:0.014008,0.022738 Initialization: 5.724000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.428000 Kernel 1: 0.024000 Kernel 2: 69.339996 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.005098 0.612903 fi:0.563959. Ave ac:0.012534,0.021562 Initialization: 5.672000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.490000 Kernel 1: 0.024000 Kernel 2: 66.950996 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.011541 0.614286 fi:0.616150. Ave ac:0.014871,0.024515 Initialization: 5.777000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.409000 Kernel 1: 0.023000 Kernel 2: 69.875999 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.003488 0.764706 fi:0.483772. Ave ac:0.017783,0.030980 Initialization: 5.712000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.403000 Kernel 1: 0.024000 Kernel 2: 68.386002 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.003219 0.705882 fi:0.469240. Ave ac:0.020347,0.031472 MDL Theory Length Weight: 5.6499901764 (10) Initialization: 5.694000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.450000 Kernel 1: 0.023000 Kernel 2: 68.333000 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.004830 0.692308 fi:0.501015. Ave ac:0.016702,0.025597 Initialization: 6.189000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.595000 Kernel 1: 0.023000 Kernel 2: 69.000000 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.005903 0.578947 fi:0.567813. Ave ac:0.015888,0.025318 Initialization: 5.669000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.500000 Kernel 1: 0.023000 Kernel 2: 66.014000 Copyback: 0.019000 Sum: 0.024000 It 25,Best ac:0.004292 0.727273 fi:0.463307. Ave ac:0.018580,0.031875 Initialization: 5.713000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.429000 Kernel 1: 0.024000 Kernel 2: 67.484001 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.003487 0.764706 fi:0.408400. Ave ac:0.016395,0.027868 Initialization: 5.804000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.439000 Kernel 1: 0.023000 Kernel 2: 65.882004 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003755 0.608696 fi:0.570357. Ave ac:0.016455,0.029602 Initialization: 5.741000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.404000 Kernel 1: 0.024000 Kernel 2: 68.268997 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.004561 0.850000 fi:0.330881. Ave ac:0.016494,0.024881 Initialization: 5.700000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.428000 Kernel 1: 0.023000 Kernel 2: 66.518997 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.004024 0.714286 fi:0.463829. Ave ac:0.016214,0.026256 Initialization: 5.938000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.580000 Kernel 1: 0.023000 Kernel 2: 66.343002 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.005633 0.656250 fi:0.515985. Ave ac:0.012170,0.020402 Initialization: 6.881000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.879000 Kernel 1: 0.022000 Kernel 2: 66.106003 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.004292 0.727273 fi:0.439438. Ave ac:0.011366,0.024301 Initialization: 5.888000 Memcpy Classifiers: 0.311000 Memcpy Instances: 7.631000 Kernel 1: 0.023000 Kernel 2: 66.068001 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.003755 0.636364 fi:0.533402. Ave ac:0.013951,0.029047 Initialization: 5.695000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.644000 Kernel 1: 0.024000 Kernel 2: 66.084999 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.003755 0.636364 fi:0.511507. Ave ac:0.022883,0.039129 Initialization: 29.705000 Memcpy Instances: 371.208008 Memcpy Classifiers: 0.063000 Kernel 1: 0.023000 Kernel 2: 493.083008 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 463.402008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 492.306000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 466.561005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 481.516998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 477.319000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 465.329987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 475.487000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 363.740997 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003965 0.474936 fi:0.672826. Ave ac:0.017251,0.055720 Best acc 0.003965 0.474936 Initialization: 5.849000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.957000 Kernel 1: 0.024000 Kernel 2: 91.878998 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.004896 accuracy2:0.189708 Initialization: 5.692000 Memcpy Classifiers: 0.538000 Memcpy Instances: 7.562000 Kernel 1: 0.023000 Kernel 2: 96.667999 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.003488 0.406250 fi:0.693637. Ave ac:0.010193,0.013915 Initialization: 5.708000 Memcpy Classifiers: 0.525000 Memcpy Instances: 7.485000 Kernel 1: 0.024000 Kernel 2: 100.281998 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.013948 0.464286 fi:0.630191. Ave ac:0.011585,0.014737 Initialization: 5.644000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.465000 Kernel 1: 0.023000 Kernel 2: 96.636002 Copyback: 0.017000 Sum: 0.027000 It 2,Best ac:0.003219 0.705882 fi:0.407987. Ave ac:0.013591,0.016073 Initialization: 5.675000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.417000 Kernel 1: 0.024000 Kernel 2: 96.524002 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.006439 0.585366 fi:0.512995. Ave ac:0.015994,0.016716 Initialization: 6.466000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.412000 Kernel 1: 0.023000 Kernel 2: 92.372002 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.009123 0.629630 fi:0.467338. Ave ac:0.015465,0.016572 Initialization: 7.090000 Memcpy Classifiers: 4.956000 Memcpy Instances: 7.849000 Kernel 1: 0.023000 Kernel 2: 91.742996 Copyback: 0.017000 Sum: 0.041000 It 5,Best ac:0.003220 0.705882 fi:0.406777. Ave ac:0.016924,0.015988 Initialization: 5.647000 Memcpy Classifiers: 0.444000 Memcpy Instances: 7.452000 Kernel 1: 0.024000 Kernel 2: 92.057999 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.004294 0.666667 fi:0.432801. Ave ac:0.011194,0.013540 Initialization: 5.736000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.414000 Kernel 1: 0.023000 Kernel 2: 90.507004 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.005099 0.655172 fi:0.443879. Ave ac:0.012957,0.014188 Initialization: 5.688000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.475000 Kernel 1: 0.023000 Kernel 2: 91.071999 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.005097 0.703704 fi:0.395351. Ave ac:0.013004,0.014184 Initialization: 5.646000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.448000 Kernel 1: 0.024000 Kernel 2: 86.473999 Copyback: 0.020000 Sum: 0.032000 It 9,Best ac:0.003488 0.650000 fi:0.449887. Ave ac:0.011169,0.014212 Iteration 10:MDL fitness activated Error 0.449887 TL 0.030619 MDL Theory Length Weight: 4.8977276370 (2) Initialization: 5.882000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.408000 Kernel 1: 0.021000 Kernel 2: 85.549004 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.002951 0.916667 fi:0.418455. Ave ac:0.009891,0.011152 Initialization: 5.798000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.434000 Kernel 1: 0.022000 Kernel 2: 87.050003 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.008852 0.600000 fi:0.576170. Ave ac:0.009920,0.013067 Initialization: 5.762000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.432000 Kernel 1: 0.024000 Kernel 2: 82.572998 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.005097 0.730769 fi:0.477752. Ave ac:0.011731,0.013414 Initialization: 5.648000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.444000 Kernel 1: 0.023000 Kernel 2: 81.245003 Copyback: 0.018000 Sum: 0.032000 It 13,Best ac:0.009388 0.636364 fi:0.542294. Ave ac:0.012219,0.016425 Initialization: 6.945000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.453000 Kernel 1: 0.023000 Kernel 2: 81.973999 Copyback: 0.016000 Sum: 0.029000 It 14,Best ac:0.003756 0.736842 fi:0.509404. Ave ac:0.009217,0.012926 Initialization: 5.657000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.433000 Kernel 1: 0.024000 Kernel 2: 83.366997 Copyback: 0.017000 Sum: 0.027000 It 15,Best ac:0.004830 0.782609 fi:0.443107. Ave ac:0.013960,0.016179 Initialization: 5.714000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.522000 Kernel 1: 0.022000 Kernel 2: 79.475998 Copyback: 0.017000 Sum: 0.026000 It 16,Best ac:0.004292 0.666667 fi:0.538925. Ave ac:0.013489,0.016396 Initialization: 5.721000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.410000 Kernel 1: 0.023000 Kernel 2: 78.636002 Copyback: 0.017000 Sum: 0.023000 It 17,Best ac:0.003220 0.923077 fi:0.310394. Ave ac:0.015387,0.017836 Initialization: 5.664000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.434000 Kernel 1: 0.023000 Kernel 2: 79.237000 Copyback: 0.017000 Sum: 0.021000 It 18,Best ac:0.002951 0.846154 fi:0.461162. Ave ac:0.011964,0.018637 Initialization: 5.661000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.511000 Kernel 1: 0.022000 Kernel 2: 74.236000 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.007779 0.630435 fi:0.504849. Ave ac:0.013305,0.018283 Initialization: 5.657000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.421000 Kernel 1: 0.023000 Kernel 2: 74.833000 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.002951 0.785714 fi:0.482226. Ave ac:0.015061,0.021674 Initialization: 5.648000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.568000 Kernel 1: 0.024000 Kernel 2: 70.081001 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.003219 0.923077 fi:0.338200. Ave ac:0.017944,0.030842 Initialization: 5.721000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.518000 Kernel 1: 0.022000 Kernel 2: 70.848000 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.005903 0.628571 fi:0.531890. Ave ac:0.015054,0.025317 Initialization: 5.671000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.548000 Kernel 1: 0.022000 Kernel 2: 70.809998 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.003487 0.928571 fi:0.264904. Ave ac:0.016896,0.025880 Initialization: 5.610000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.518000 Kernel 1: 0.022000 Kernel 2: 68.970001 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.002951 0.846154 fi:0.413086. Ave ac:0.013637,0.019056 Initialization: 5.743000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.519000 Kernel 1: 0.023000 Kernel 2: 68.801003 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.006170 0.696970 fi:0.484946. Ave ac:0.014472,0.025605 Initialization: 5.639000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.502000 Kernel 1: 0.023000 Kernel 2: 67.824997 Copyback: 0.016000 Sum: 0.023000 It 26,Best ac:0.005633 0.656250 fi:0.516167. Ave ac:0.012803,0.021159 Initialization: 5.702000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.441000 Kernel 1: 0.024000 Kernel 2: 69.244003 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003487 0.684211 fi:0.499961. Ave ac:0.011399,0.018567 Initialization: 5.846000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.385000 Kernel 1: 0.022000 Kernel 2: 72.580002 Copyback: 0.016000 Sum: 0.022000 It 28,Best ac:0.003756 0.636364 fi:0.525984. Ave ac:0.011491,0.019661 Initialization: 5.684000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.414000 Kernel 1: 0.023000 Kernel 2: 66.630997 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.003755 0.736842 fi:0.432940. Ave ac:0.013463,0.024676 Initialization: 5.811000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.429000 Kernel 1: 0.023000 Kernel 2: 68.115997 Copyback: 0.016000 Sum: 0.021000 It 30,Best ac:0.003487 0.722222 fi:0.436207. Ave ac:0.010519,0.014497 Initialization: 5.666000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.455000 Kernel 1: 0.023000 Kernel 2: 68.802002 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.004025 0.681818 fi:0.502076. Ave ac:0.012313,0.017071 Initialization: 5.638000 Memcpy Classifiers: 0.272000 Memcpy Instances: 7.451000 Kernel 1: 0.024000 Kernel 2: 66.799004 Copyback: 0.019000 Sum: 0.021000 It 32,Best ac:0.004292 0.761905 fi:0.433586. Ave ac:0.013055,0.020792 MDL Theory Length Weight: 4.4079548733 (10) Initialization: 5.810000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.407000 Kernel 1: 0.024000 Kernel 2: 67.305000 Copyback: 0.017000 Sum: 0.042000 It 33,Best ac:0.003755 0.777778 fi:0.385001. Ave ac:0.010604,0.015506 Initialization: 29.410000 Memcpy Instances: 368.856995 Memcpy Classifiers: 0.064000 Kernel 1: 0.023000 Kernel 2: 487.048004 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 498.787994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 494.468994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 497.053986 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 485.437988 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 488.600006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 491.226013 Copyback: 0.023000 Sum: 0.010000 Memcpy Classifiers: 0.061000 Kernel 1: 0.021000 Kernel 2: 513.559998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 375.947998 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004646 0.497701 fi:0.657227. Ave ac:0.012590,0.038910 Best acc 0.004646 0.497701 Initialization: 5.803000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.428000 Kernel 1: 0.024000 Kernel 2: 93.320999 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.004965 accuracy2:0.190916 Initialization: 5.755000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.452000 Kernel 1: 0.024000 Kernel 2: 96.143997 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.003219 0.500000 fi:0.613869. Ave ac:0.009243,0.012578 Initialization: 5.721000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.416000 Kernel 1: 0.023000 Kernel 2: 98.514000 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.005633 0.525000 fi:0.573777. Ave ac:0.010656,0.013129 Initialization: 5.658000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.448000 Kernel 1: 0.024000 Kernel 2: 96.781998 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.004025 0.625000 fi:0.474610. Ave ac:0.011191,0.012956 Initialization: 5.795000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.518000 Kernel 1: 0.024000 Kernel 2: 96.508003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.006438 0.545455 fi:0.552907. Ave ac:0.009656,0.010823 Initialization: 5.676000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.487000 Kernel 1: 0.024000 Kernel 2: 94.513000 Copyback: 0.016000 Sum: 0.030000 It 4,Best ac:0.005099 0.633333 fi:0.465718. Ave ac:0.010298,0.010766 Initialization: 6.233000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.680000 Kernel 1: 0.023000 Kernel 2: 92.132004 Copyback: 0.016000 Sum: 0.033000 It 5,Best ac:0.003220 0.800000 fi:0.313869. Ave ac:0.009162,0.009108 Initialization: 5.670000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.479000 Kernel 1: 0.023000 Kernel 2: 86.241997 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.003755 0.777778 fi:0.321971. Ave ac:0.008598,0.008109 Initialization: 5.760000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.421000 Kernel 1: 0.023000 Kernel 2: 85.966003 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.002951 0.687500 fi:0.499104. Ave ac:0.007493,0.008225 Initialization: 5.709000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.414000 Kernel 1: 0.023000 Kernel 2: 89.804001 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.003219 0.750000 fi:0.363869. Ave ac:0.008615,0.007961 Initialization: 5.672000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.554000 Kernel 1: 0.024000 Kernel 2: 88.411003 Copyback: 0.017000 Sum: 0.027000 It 9,Best ac:0.003756 0.700000 fi:0.399749. Ave ac:0.006267,0.006767 Iteration 10:MDL fitness activated Error 0.399749 TL 0.031422 MDL Theory Length Weight: 4.2406841307 (5) Initialization: 5.701000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.420000 Kernel 1: 0.024000 Kernel 2: 88.171997 Copyback: 0.018000 Sum: 0.032000 It 10,Best ac:0.004292 0.666667 fi:0.539919. Ave ac:0.008219,0.008459 Initialization: 6.238000 Memcpy Classifiers: 0.392000 Memcpy Instances: 7.438000 Kernel 1: 0.023000 Kernel 2: 82.210999 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.005097 0.703704 fi:0.510789. Ave ac:0.008655,0.012131 Initialization: 5.708000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.439000 Kernel 1: 0.024000 Kernel 2: 80.362999 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.002683 0.833333 fi:0.574954. Ave ac:0.008748,0.009757 Initialization: 5.719000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.407000 Kernel 1: 0.023000 Kernel 2: 80.258003 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.003219 0.705882 fi:0.505871. Ave ac:0.012254,0.013846 Initialization: 5.666000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.446000 Kernel 1: 0.023000 Kernel 2: 77.307999 Copyback: 0.018000 Sum: 0.032000 It 14,Best ac:0.003755 0.875000 fi:0.360982. Ave ac:0.011167,0.010551 Initialization: 5.725000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.464000 Kernel 1: 0.024000 Kernel 2: 77.796997 Copyback: 0.017000 Sum: 0.037000 It 15,Best ac:0.005635 0.700000 fi:0.512676. Ave ac:0.011215,0.011966 Initialization: 5.658000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.485000 Kernel 1: 0.023000 Kernel 2: 72.992996 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.003487 0.722222 fi:0.495497. Ave ac:0.011628,0.010892 Initialization: 5.745000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.480000 Kernel 1: 0.024000 Kernel 2: 74.430000 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.003488 0.650000 fi:0.497690. Ave ac:0.012455,0.011580 Initialization: 5.767000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.400000 Kernel 1: 0.024000 Kernel 2: 71.416000 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.003756 0.700000 fi:0.466614. Ave ac:0.011306,0.010623 Initialization: 5.718000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.449000 Kernel 1: 0.023000 Kernel 2: 71.213997 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.003488 0.764706 fi:0.401603. Ave ac:0.010865,0.012901 Initialization: 5.747000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.414000 Kernel 1: 0.023000 Kernel 2: 69.199997 Copyback: 0.018000 Sum: 0.029000 It 20,Best ac:0.003755 0.777778 fi:0.435869. Ave ac:0.009663,0.008151 Initialization: 5.715000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.411000 Kernel 1: 0.024000 Kernel 2: 70.152000 Copyback: 0.016000 Sum: 0.025000 It 21,Best ac:0.004828 0.720000 fi:0.460079. Ave ac:0.010219,0.009140 Initialization: 5.751000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.440000 Kernel 1: 0.023000 Kernel 2: 67.688004 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.005365 0.769231 fi:0.397891. Ave ac:0.009389,0.008673 Initialization: 5.742000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.876000 Kernel 1: 0.023000 Kernel 2: 68.635002 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.003756 0.823529 fi:0.356039. Ave ac:0.007676,0.006487 Initialization: 6.600000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.427000 Kernel 1: 0.022000 Kernel 2: 67.924004 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.003488 0.764706 fi:0.420173. Ave ac:0.007761,0.009033 Initialization: 5.695000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.442000 Kernel 1: 0.023000 Kernel 2: 65.489998 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.006974 0.666667 fi:0.513010. Ave ac:0.010254,0.011692 Initialization: 5.644000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.493000 Kernel 1: 0.023000 Kernel 2: 68.053001 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.004025 0.714286 fi:0.437271. Ave ac:0.009231,0.008407 Initialization: 5.674000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.441000 Kernel 1: 0.024000 Kernel 2: 68.070999 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.004293 0.842105 fi:0.379618. Ave ac:0.008514,0.008660 Initialization: 5.694000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.485000 Kernel 1: 0.022000 Kernel 2: 65.320000 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.004292 0.800000 fi:0.382391. Ave ac:0.007683,0.008193 Initialization: 5.673000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.410000 Kernel 1: 0.023000 Kernel 2: 68.733002 Copyback: 0.373000 Sum: 0.024000 It 29,Best ac:0.003756 0.777778 fi:0.449029. Ave ac:0.006435,0.006472 Initialization: 6.756000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.418000 Kernel 1: 0.023000 Kernel 2: 67.863998 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.004292 0.842105 fi:0.330881. Ave ac:0.006472,0.006484 Initialization: 5.658000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.404000 Kernel 1: 0.023000 Kernel 2: 74.500000 Copyback: 0.018000 Sum: 0.028000 It 31,Best ac:0.003220 0.800000 fi:0.389251. Ave ac:0.007962,0.009398 Initialization: 5.691000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.412000 Kernel 1: 0.023000 Kernel 2: 72.139000 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.004561 0.809524 fi:0.376681. Ave ac:0.006688,0.007083 Initialization: 5.751000 Memcpy Classifiers: 0.259000 Memcpy Instances: 7.404000 Kernel 1: 0.023000 Kernel 2: 71.741997 Copyback: 0.018000 Sum: 0.027000 It 33,Best ac:0.006438 0.600000 fi:0.575281. Ave ac:0.004742,0.004352 Initialization: 29.483000 Memcpy Instances: 372.944000 Memcpy Classifiers: 0.076000 Kernel 1: 0.024000 Kernel 2: 532.445007 Copyback: 0.018000 Sum: 0.016000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 512.395020 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 520.257019 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 518.281006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 520.565979 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 505.135986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 507.756989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 513.734985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 385.195007 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003681 0.579392 fi:0.596988. Ave ac:0.008777,0.025060 Best acc 0.003681 0.579392 Initialization: 5.724000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.460000 Kernel 1: 0.024000 Kernel 2: 92.820999 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005213 accuracy2:0.183266 Initialization: 5.662000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.506000 Kernel 1: 0.023000 Kernel 2: 96.906998 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.003755 0.518519 fi:0.581230. Ave ac:0.010643,0.012851 Initialization: 5.695000 Memcpy Classifiers: 0.480000 Memcpy Instances: 7.400000 Kernel 1: 0.025000 Kernel 2: 97.012001 Copyback: 0.370000 Sum: 0.032000 It 1,Best ac:0.003489 0.565217 fi:0.534667. Ave ac:0.012477,0.014636 Initialization: 6.460000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.415000 Kernel 1: 0.022000 Kernel 2: 94.968002 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.009657 0.529412 fi:0.567285. Ave ac:0.014247,0.017206 Initialization: 5.754000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.456000 Kernel 1: 0.023000 Kernel 2: 95.447998 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.003219 0.600000 fi:0.513869. Ave ac:0.013095,0.015417 Initialization: 5.657000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.418000 Kernel 1: 0.024000 Kernel 2: 94.692001 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.003755 0.700000 fi:0.399749. Ave ac:0.012189,0.012570 Initialization: 5.749000 Memcpy Classifiers: 0.497000 Memcpy Instances: 7.408000 Kernel 1: 0.023000 Kernel 2: 92.893997 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.005366 0.625000 fi:0.473912. Ave ac:0.011044,0.012533 Initialization: 5.708000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.410000 Kernel 1: 0.022000 Kernel 2: 91.279999 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.003487 0.812500 fi:0.287387. Ave ac:0.011093,0.012441 Initialization: 5.727000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.398000 Kernel 1: 0.024000 Kernel 2: 91.461998 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.003488 0.590909 fi:0.508978. Ave ac:0.009739,0.011431 Initialization: 5.715000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.407000 Kernel 1: 0.023000 Kernel 2: 90.192001 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.002683 0.833333 fi:0.428225. Ave ac:0.009481,0.011723 Initialization: 5.675000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.464000 Kernel 1: 0.023000 Kernel 2: 86.879997 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.004024 0.652174 fi:0.447436. Ave ac:0.009809,0.011436 Iteration 10:MDL fitness activated Error 0.447436 TL 0.032121 MDL Theory Length Weight: 4.6432466356 (4) Initialization: 6.144000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.485000 Kernel 1: 0.023000 Kernel 2: 87.388000 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.004560 0.680000 fi:0.490072. Ave ac:0.009544,0.010404 Initialization: 5.699000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.406000 Kernel 1: 0.023000 Kernel 2: 88.632004 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.003220 0.666667 fi:0.565085. Ave ac:0.009585,0.011092 Initialization: 6.204000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.492000 Kernel 1: 0.022000 Kernel 2: 85.447998 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.004560 0.680000 fi:0.490072. Ave ac:0.011532,0.013302 Initialization: 5.708000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.408000 Kernel 1: 0.023000 Kernel 2: 88.386002 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.004025 0.750000 fi:0.452891. Ave ac:0.013661,0.016720 Initialization: 6.358000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.461000 Kernel 1: 0.023000 Kernel 2: 86.092003 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.004293 0.640000 fi:0.541970. Ave ac:0.012258,0.014026 Initialization: 5.674000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.437000 Kernel 1: 0.023000 Kernel 2: 85.184998 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.011806 0.628571 fi:0.558942. Ave ac:0.012804,0.016465 Initialization: 5.746000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.946000 Kernel 1: 0.022000 Kernel 2: 82.491997 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.002951 0.846154 fi:0.506160. Ave ac:0.013006,0.016809 Initialization: 5.681000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.777000 Kernel 1: 0.023000 Kernel 2: 80.601997 Copyback: 0.020000 Sum: 0.105000 It 17,Best ac:0.004024 0.882353 fi:0.379430. Ave ac:0.012861,0.015715 Initialization: 5.771000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.402000 Kernel 1: 0.023000 Kernel 2: 81.071999 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.003755 0.666667 fi:0.466298. Ave ac:0.012827,0.017156 Initialization: 5.705000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.474000 Kernel 1: 0.024000 Kernel 2: 82.055000 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.004293 0.695652 fi:0.473695. Ave ac:0.015142,0.019059 Initialization: 5.708000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.431000 Kernel 1: 0.023000 Kernel 2: 80.483002 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.004292 0.727273 fi:0.415082. Ave ac:0.018079,0.024237 Initialization: 5.734000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.425000 Kernel 1: 0.024000 Kernel 2: 77.483002 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.004293 0.727273 fi:0.407132. Ave ac:0.015962,0.018911 Initialization: 5.680000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.480000 Kernel 1: 0.023000 Kernel 2: 78.945999 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.003755 0.666667 fi:0.491584. Ave ac:0.010693,0.017445 Initialization: 5.676000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.410000 Kernel 1: 0.024000 Kernel 2: 79.634003 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.004024 0.714286 fi:0.450404. Ave ac:0.010150,0.012337 Initialization: 5.683000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.458000 Kernel 1: 0.024000 Kernel 2: 79.877998 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.004293 0.615385 fi:0.538205. Ave ac:0.011061,0.015237 Initialization: 5.663000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.860000 Kernel 1: 0.023000 Kernel 2: 74.413002 Copyback: 0.016000 Sum: 0.022000 It 25,Best ac:0.003219 0.857143 fi:0.318517. Ave ac:0.015462,0.018089 Initialization: 5.704000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.881000 Kernel 1: 0.023000 Kernel 2: 74.760002 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.004024 0.789474 fi:0.381035. Ave ac:0.013270,0.016877 Initialization: 6.612000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.471000 Kernel 1: 0.022000 Kernel 2: 73.242996 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.004025 0.714286 fi:0.467434. Ave ac:0.013805,0.019474 Initialization: 5.786000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.420000 Kernel 1: 0.023000 Kernel 2: 68.234001 Copyback: 0.017000 Sum: 0.020000 It 28,Best ac:0.003755 0.666667 fi:0.489695. Ave ac:0.011049,0.015219 Initialization: 5.819000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.406000 Kernel 1: 0.023000 Kernel 2: 66.510002 Copyback: 0.018000 Sum: 0.022000 It 29,Best ac:0.005097 0.791667 fi:0.371113. Ave ac:0.012257,0.017778 Initialization: 5.773000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.499000 Kernel 1: 0.023000 Kernel 2: 66.139000 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.003756 0.823529 fi:0.343215. Ave ac:0.010973,0.018327 Initialization: 6.193000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.427000 Kernel 1: 0.023000 Kernel 2: 61.831001 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.003755 0.823529 fi:0.350080. Ave ac:0.009163,0.015781 Initialization: 5.737000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.864000 Kernel 1: 0.023000 Kernel 2: 58.098000 Copyback: 0.016000 Sum: 0.022000 It 32,Best ac:0.004560 0.680000 fi:0.552116. Ave ac:0.004764,0.008501 Initialization: 5.678000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.467000 Kernel 1: 0.024000 Kernel 2: 63.328999 Copyback: 0.017000 Sum: 0.020000 It 33,Best ac:0.006976 0.764706 fi:0.387492. Ave ac:0.011611,0.017406 Initialization: 29.875999 Memcpy Instances: 378.955994 Memcpy Classifiers: 0.071000 Kernel 1: 0.023000 Kernel 2: 436.970001 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 445.992004 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.070000 Kernel 1: 0.017000 Kernel 2: 452.489014 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 454.358002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 439.546997 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 447.683014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 444.281006 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 471.644012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 352.657990 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003547 0.547185 fi:0.617751. Ave ac:0.009739,0.028738 Best acc 0.003547 0.547185 Rule:Att PSSM_-4_6 is [-4.215952,8.616654]|Att PSSM_-3_12 is [-6.818573,-1.713623]|Att PSSM_-2_12 is [<-1.966380]|Att PSSM_-1_7 is [<-1.153602]|Att PSSM_0_5 is [-2.081200,10.060480]|Att PSSM_0_12 is [<-2.968349]|Att PSSM_3_15 is [<8.575144]|1 Accuracy : 0.783505 0 1 149238 14842 35956 34602 Removed 1184 instances. 185194 Instances left. Acc of rule 0.003681-0.579392 Initialization: 5.677000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.367000 Kernel 1: 0.024000 Kernel 2: 94.071999 Copyback: 0.018000 Sum: 0.044000 Initial population average accuracy1:0.004967 accuracy2:0.167650 Initialization: 5.576000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.815000 Kernel 1: 0.297000 Kernel 2: 99.475998 Copyback: 0.016000 Sum: 0.038000 It 0,Best ac:0.003241 0.387097 fi:0.712897. Ave ac:0.009344,0.011901 Initialization: 5.686000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.399000 Kernel 1: 0.023000 Kernel 2: 97.522003 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.003510 0.433333 fi:0.666521. Ave ac:0.010508,0.012319 Initialization: 5.608000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.389000 Kernel 1: 0.023000 Kernel 2: 101.646004 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.004320 0.615385 fi:0.484043. Ave ac:0.009898,0.011861 Initialization: 5.565000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.356000 Kernel 1: 0.024000 Kernel 2: 102.610001 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.005398 0.588235 fi:0.510631. Ave ac:0.011054,0.011451 Initialization: 6.069000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.418000 Kernel 1: 0.022000 Kernel 2: 97.008003 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.003780 0.583333 fi:0.516377. Ave ac:0.009026,0.008529 Initialization: 6.286000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.397000 Kernel 1: 0.023000 Kernel 2: 97.313004 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.002700 0.833333 fi:0.413846. Ave ac:0.008343,0.008390 Initialization: 6.613000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.683000 Kernel 1: 0.022000 Kernel 2: 95.994003 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.007289 0.613636 fi:0.484236. Ave ac:0.007962,0.008887 Initialization: 5.601000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.417000 Kernel 1: 0.023000 Kernel 2: 93.212997 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003781 0.666667 fi:0.433044. Ave ac:0.008247,0.010084 Initialization: 6.103000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.745000 Kernel 1: 0.023000 Kernel 2: 94.864998 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.003780 0.666667 fi:0.433044. Ave ac:0.008269,0.009369 Initialization: 5.730000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.348000 Kernel 1: 0.023000 Kernel 2: 94.720001 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.004861 0.750000 fi:0.349145. Ave ac:0.008758,0.009053 Iteration 10:MDL fitness activated Error 0.349145 TL 0.036485 MDL Theory Length Weight: 3.1898145586 (1) Initialization: 5.654000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.358000 Kernel 1: 0.023000 Kernel 2: 94.724998 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.006211 0.638889 fi:0.561371. Ave ac:0.006760,0.006921 Initialization: 5.692000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.400000 Kernel 1: 0.023000 Kernel 2: 93.834000 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.003511 0.764706 fi:0.452025. Ave ac:0.007169,0.006520 Initialization: 5.625000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.829000 Kernel 1: 0.023000 Kernel 2: 92.935997 Copyback: 0.017000 Sum: 0.027000 It 12,Best ac:0.002970 0.785714 fi:0.519409. Ave ac:0.006940,0.006513 Initialization: 5.646000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.904000 Kernel 1: 0.023000 Kernel 2: 91.240997 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.004591 0.653846 fi:0.542931. Ave ac:0.006686,0.006408 Initialization: 5.646000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.385000 Kernel 1: 0.024000 Kernel 2: 87.639999 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004590 0.653846 fi:0.537740. Ave ac:0.008398,0.008453 Initialization: 5.675000 Memcpy Classifiers: 0.365000 Memcpy Instances: 7.360000 Kernel 1: 0.024000 Kernel 2: 85.978996 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.002971 0.846154 fi:0.409799. Ave ac:0.008713,0.009390 Initialization: 5.663000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.487000 Kernel 1: 0.023000 Kernel 2: 84.574997 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.007557 0.651163 fi:0.501814. Ave ac:0.007591,0.007978 Initialization: 5.632000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.383000 Kernel 1: 0.024000 Kernel 2: 83.962997 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.002971 0.846154 fi:0.415082. Ave ac:0.008195,0.009442 Initialization: 5.664000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.381000 Kernel 1: 0.023000 Kernel 2: 82.507004 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.002970 0.785714 fi:0.481783. Ave ac:0.007611,0.009356 Initialization: 5.689000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.355000 Kernel 1: 0.022000 Kernel 2: 85.650002 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.003511 0.684211 fi:0.482464. Ave ac:0.008602,0.010167 Initialization: 5.695000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.413000 Kernel 1: 0.023000 Kernel 2: 82.629997 Copyback: 0.016000 Sum: 0.027000 It 20,Best ac:0.003780 0.636364 fi:0.558947. Ave ac:0.010256,0.011579 Initialization: 5.733000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.409000 Kernel 1: 0.023000 Kernel 2: 80.248001 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.003780 0.777778 fi:0.417533. Ave ac:0.009628,0.009814 Initialization: 5.661000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.429000 Kernel 1: 0.023000 Kernel 2: 80.334000 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.004590 0.708333 fi:0.496370. Ave ac:0.008060,0.008211 Initialization: 5.680000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.352000 Kernel 1: 0.023000 Kernel 2: 77.293999 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.006479 0.750000 fi:0.421225. Ave ac:0.009329,0.009906 Initialization: 5.640000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.920000 Kernel 1: 0.022000 Kernel 2: 80.820999 Copyback: 0.019000 Sum: 0.036000 It 24,Best ac:0.006479 0.631579 fi:0.520973. Ave ac:0.009933,0.013176 MDL Theory Length Weight: 2.8708331027 (10) Initialization: 5.621000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.731000 Kernel 1: 0.023000 Kernel 2: 76.280998 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.006479 0.727273 fi:0.427877. Ave ac:0.010293,0.013599 Initialization: 6.091000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.365000 Kernel 1: 0.023000 Kernel 2: 74.528000 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.003780 0.700000 fi:0.475361. Ave ac:0.010689,0.011464 Initialization: 5.614000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.361000 Kernel 1: 0.025000 Kernel 2: 74.389000 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.005940 0.758621 fi:0.406757. Ave ac:0.008545,0.010422 Initialization: 5.639000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.398000 Kernel 1: 0.023000 Kernel 2: 73.966003 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.002700 1.000000 fi:0.331204. Ave ac:0.011323,0.011027 Initialization: 5.710000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.551000 Kernel 1: 0.023000 Kernel 2: 74.045998 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.002970 0.846154 fi:0.423169. Ave ac:0.008093,0.009492 Initialization: 5.676000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.355000 Kernel 1: 0.056000 Kernel 2: 76.001999 Copyback: 0.016000 Sum: 0.031000 It 30,Best ac:0.002970 1.000000 fi:0.230379. Ave ac:0.008592,0.011045 Initialization: 5.702000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.353000 Kernel 1: 0.024000 Kernel 2: 76.866997 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.003510 0.812500 fi:0.367331. Ave ac:0.007911,0.010042 Initialization: 5.651000 Memcpy Classifiers: 0.338000 Memcpy Instances: 7.425000 Kernel 1: 0.023000 Kernel 2: 74.702003 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.003780 0.777778 fi:0.402303. Ave ac:0.008167,0.008058 Initialization: 5.593000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.374000 Kernel 1: 0.023000 Kernel 2: 76.263000 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.004050 0.681818 fi:0.480076. Ave ac:0.007107,0.009057 Initialization: 29.712000 Memcpy Instances: 367.131012 Memcpy Classifiers: 0.078000 Kernel 1: 0.024000 Kernel 2: 546.104980 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 545.219971 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 539.138977 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 552.221008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 543.181030 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 540.963013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 562.328979 Copyback: 0.022000 Sum: 0.009000 Memcpy Classifiers: 0.080000 Kernel 1: 0.021000 Kernel 2: 574.231018 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 256.454987 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003558 0.508096 fi:0.654056. Ave ac:0.008681,0.024732 Best acc 0.003558 0.508096 Initialization: 5.505000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.358000 Kernel 1: 0.024000 Kernel 2: 90.719002 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.004508 accuracy2:0.199792 Initialization: 5.625000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.354000 Kernel 1: 0.024000 Kernel 2: 94.835999 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.003780 0.466667 fi:0.633044. Ave ac:0.007773,0.009189 Initialization: 5.714000 Memcpy Classifiers: 0.473000 Memcpy Instances: 7.382000 Kernel 1: 0.023000 Kernel 2: 95.598999 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.004050 0.441176 fi:0.658393. Ave ac:0.011157,0.012395 Initialization: 5.663000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.327000 Kernel 1: 0.022000 Kernel 2: 94.579002 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.009719 0.500000 fi:0.596606. Ave ac:0.010041,0.011758 Initialization: 5.693000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.354000 Kernel 1: 0.024000 Kernel 2: 96.345001 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.005670 0.552632 fi:0.546089. Ave ac:0.010473,0.011319 Initialization: 5.686000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.364000 Kernel 1: 0.022000 Kernel 2: 94.941002 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.002970 0.785714 fi:0.386183. Ave ac:0.010039,0.011819 Initialization: 5.652000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.858000 Kernel 1: 0.022000 Kernel 2: 94.914001 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.003240 0.600000 fi:0.499994. Ave ac:0.008374,0.009813 Initialization: 5.722000 Memcpy Classifiers: 0.594000 Memcpy Instances: 7.379000 Kernel 1: 0.023000 Kernel 2: 90.236000 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.003780 0.700000 fi:0.399711. Ave ac:0.009100,0.011526 Initialization: 5.707000 Memcpy Classifiers: 0.569000 Memcpy Instances: 7.379000 Kernel 1: 0.023000 Kernel 2: 87.595001 Copyback: 0.372000 Sum: 0.030000 It 7,Best ac:0.004320 0.761905 fi:0.337523. Ave ac:0.008418,0.009749 Initialization: 6.838000 Memcpy Classifiers: 0.526000 Memcpy Instances: 7.369000 Kernel 1: 0.023000 Kernel 2: 82.043999 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.005128 0.633333 fi:0.465674. Ave ac:0.008213,0.011650 Initialization: 5.625000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.428000 Kernel 1: 0.023000 Kernel 2: 88.432999 Copyback: 0.017000 Sum: 0.024000 It 9,Best ac:0.004320 0.842105 fi:0.257323. Ave ac:0.008841,0.011203 Iteration 10:MDL fitness activated Error 0.257323 TL 0.028748 MDL Theory Length Weight: 2.9836609741 (1) Initialization: 5.623000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.377000 Kernel 1: 0.023000 Kernel 2: 93.073997 Copyback: 0.018000 Sum: 0.033000 It 10,Best ac:0.003510 0.722222 fi:0.457246. Ave ac:0.009770,0.012739 Initialization: 6.105000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.379000 Kernel 1: 0.023000 Kernel 2: 92.000000 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.003510 0.541667 fi:0.612834. Ave ac:0.008706,0.011227 Initialization: 5.669000 Memcpy Classifiers: 0.489000 Memcpy Instances: 7.354000 Kernel 1: 0.029000 Kernel 2: 89.492996 Copyback: 0.017000 Sum: 0.027000 It 12,Best ac:0.004050 0.833333 fi:0.370613. Ave ac:0.010060,0.011200 Initialization: 5.726000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.397000 Kernel 1: 0.023000 Kernel 2: 87.040001 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.009179 0.596491 fi:0.568098. Ave ac:0.009392,0.009360 Initialization: 5.655000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.352000 Kernel 1: 0.023000 Kernel 2: 87.467003 Copyback: 0.018000 Sum: 0.032000 It 14,Best ac:0.003780 0.700000 fi:0.503138. Ave ac:0.008269,0.008769 Initialization: 5.689000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.348000 Kernel 1: 0.024000 Kernel 2: 84.660004 Copyback: 0.019000 Sum: 0.030000 It 15,Best ac:0.003780 0.823529 fi:0.351958. Ave ac:0.010332,0.014771 Initialization: 5.621000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.462000 Kernel 1: 0.022000 Kernel 2: 86.463997 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.006751 0.609756 fi:0.517362. Ave ac:0.007883,0.012419 Initialization: 5.695000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.389000 Kernel 1: 0.023000 Kernel 2: 84.492996 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.003509 0.812500 fi:0.433452. Ave ac:0.009156,0.014163 Initialization: 5.685000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.398000 Kernel 1: 0.023000 Kernel 2: 82.504997 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.005130 0.826087 fi:0.387410. Ave ac:0.009788,0.014801 Initialization: 5.662000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.087000 Kernel 1: 0.022000 Kernel 2: 84.797997 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.004591 0.772727 fi:0.412746. Ave ac:0.007113,0.010262 Initialization: 5.849000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.275000 Kernel 1: 0.022000 Kernel 2: 85.931000 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.006749 0.609756 fi:0.541975. Ave ac:0.007516,0.009438 Initialization: 5.676000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.371000 Kernel 1: 0.023000 Kernel 2: 83.428001 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.003781 0.875000 fi:0.337713. Ave ac:0.007180,0.008499 Initialization: 5.630000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.360000 Kernel 1: 0.023000 Kernel 2: 82.873001 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.003511 0.764706 fi:0.393471. Ave ac:0.006527,0.006950 Initialization: 5.556000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.386000 Kernel 1: 0.024000 Kernel 2: 79.718002 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.005400 0.571429 fi:0.592273. Ave ac:0.005381,0.007126 Initialization: 5.724000 Memcpy Classifiers: 0.420000 Memcpy Instances: 7.407000 Kernel 1: 0.023000 Kernel 2: 77.699997 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.003510 0.866667 fi:0.324132. Ave ac:0.008626,0.010567 Initialization: 5.641000 Memcpy Classifiers: 0.377000 Memcpy Instances: 7.357000 Kernel 1: 0.026000 Kernel 2: 76.791000 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.007019 0.684211 fi:0.478643. Ave ac:0.008316,0.010352 Initialization: 5.675000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.402000 Kernel 1: 0.022000 Kernel 2: 76.551003 Copyback: 0.020000 Sum: 0.033000 It 26,Best ac:0.003239 0.800000 fi:0.373046. Ave ac:0.009369,0.010518 Initialization: 5.678000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.116000 Kernel 1: 0.023000 Kernel 2: 73.647003 Copyback: 0.018000 Sum: 0.026000 It 27,Best ac:0.003780 0.736842 fi:0.422722. Ave ac:0.009008,0.013520 Initialization: 5.628000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.415000 Kernel 1: 0.023000 Kernel 2: 73.905998 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.003510 0.722222 fi:0.438742. Ave ac:0.006079,0.005794 Initialization: 5.699000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.384000 Kernel 1: 0.022000 Kernel 2: 74.018997 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.002970 1.000000 fi:0.243755. Ave ac:0.005870,0.005812 Initialization: 5.588000 Memcpy Classifiers: 0.499000 Memcpy Instances: 7.534000 Kernel 1: 0.023000 Kernel 2: 72.792999 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.002430 0.818182 fi:0.548717. Ave ac:0.007060,0.006922 Initialization: 5.648000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.529000 Kernel 1: 0.022000 Kernel 2: 74.494003 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.005401 0.689655 fi:0.458311. Ave ac:0.007489,0.007369 Initialization: 5.710000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.390000 Kernel 1: 0.023000 Kernel 2: 73.463997 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.003509 0.684211 fi:0.482386. Ave ac:0.007196,0.007771 Initialization: 5.680000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.356000 Kernel 1: 0.024000 Kernel 2: 71.773003 Copyback: 0.018000 Sum: 0.025000 It 33,Best ac:0.003780 0.700000 fi:0.474369. Ave ac:0.008352,0.008990 Initialization: 29.785000 Memcpy Instances: 364.950012 Memcpy Classifiers: 0.076000 Kernel 1: 0.022000 Kernel 2: 519.966980 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 518.325012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 522.669006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 514.413025 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 507.058014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 521.023987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 524.427002 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 507.143005 Copyback: 0.014000 Sum: 0.003000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 245.505005 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005686 0.517699 fi:0.630118. Ave ac:0.010906,0.030750 Best acc 0.005686 0.517699 Rule:Att PSSM_-4_6 is [<-0.455093]|Att PSSM_-4_9 is [-3.421958,5.175034]|Att PSSM_0_7 is [<-2.074304]|Att PSSM_0_13 is [-1.709833,8.148241]|Att PSSM_1_12 is [<-2.876275]|1 Accuracy : 0.783812 0 1 148257 15823 34903 35655 Removed 2034 instances. 183160 Instances left. Acc of rule 0.005686-0.517699 Initialization: 5.625000 Memcpy Classifiers: 0.568000 Memcpy Instances: 8.420000 Kernel 1: 0.024000 Kernel 2: 91.377998 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.005002 accuracy2:0.182505 Initialization: 6.137000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.278000 Kernel 1: 0.024000 Kernel 2: 94.140999 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.006006 0.407407 fi:0.691078. Ave ac:0.009939,0.013551 Initialization: 5.584000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.321000 Kernel 1: 0.022000 Kernel 2: 97.833000 Copyback: 0.016000 Sum: 0.030000 It 1,Best ac:0.004914 0.409091 fi:0.689978. Ave ac:0.011533,0.014058 Initialization: 5.738000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.274000 Kernel 1: 0.023000 Kernel 2: 96.098999 Copyback: 0.017000 Sum: 0.026000 It 2,Best ac:0.005460 0.500000 fi:0.598777. Ave ac:0.010988,0.013724 Initialization: 5.623000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.768000 Kernel 1: 0.022000 Kernel 2: 95.629997 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.003548 0.500000 fi:0.599797. Ave ac:0.010370,0.011397 Initialization: 5.612000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.807000 Kernel 1: 0.023000 Kernel 2: 92.664001 Copyback: 0.017000 Sum: 0.026000 It 4,Best ac:0.004914 0.500000 fi:0.599068. Ave ac:0.009399,0.009870 Initialization: 5.643000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.352000 Kernel 1: 0.023000 Kernel 2: 87.640999 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.004913 0.642857 fi:0.456215. Ave ac:0.008098,0.007409 Initialization: 5.602000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.332000 Kernel 1: 0.023000 Kernel 2: 87.888000 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.004095 0.750000 fi:0.349506. Ave ac:0.007627,0.007673 Initialization: 5.699000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.449000 Kernel 1: 0.023000 Kernel 2: 87.031998 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.005733 0.583333 fi:0.515298. Ave ac:0.007437,0.007626 Initialization: 5.584000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.272000 Kernel 1: 0.024000 Kernel 2: 90.242996 Copyback: 0.019000 Sum: 0.031000 It 8,Best ac:0.006006 0.594595 fi:0.503891. Ave ac:0.008316,0.008931 Initialization: 5.607000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.274000 Kernel 1: 0.023000 Kernel 2: 89.241997 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.004368 0.615385 fi:0.483975. Ave ac:0.009557,0.010499 Iteration 10:MDL fitness activated Error 0.483975 TL 0.029638 MDL Theory Length Weight: 5.4431249478 (4) Initialization: 5.607000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.747000 Kernel 1: 0.022000 Kernel 2: 89.147003 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.005187 0.575758 fi:0.633103. Ave ac:0.008490,0.008556 Initialization: 5.628000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.387000 Kernel 1: 0.023000 Kernel 2: 82.653000 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.003276 0.705882 fi:0.521661. Ave ac:0.008942,0.008402 Initialization: 5.615000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.560000 Kernel 1: 0.022000 Kernel 2: 77.811996 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.004368 0.727273 fi:0.503141. Ave ac:0.009415,0.009956 Initialization: 5.636000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.322000 Kernel 1: 0.023000 Kernel 2: 75.329002 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.004368 0.666667 fi:0.626816. Ave ac:0.007654,0.008592 Initialization: 5.881000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.404000 Kernel 1: 0.023000 Kernel 2: 78.250999 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.004368 0.615385 fi:0.678099. Ave ac:0.011069,0.011234 Initialization: 5.596000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.250000 Kernel 1: 0.021000 Kernel 2: 77.012001 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.009282 0.576271 fi:0.630051. Ave ac:0.010976,0.013255 Initialization: 5.656000 Memcpy Classifiers: 0.365000 Memcpy Instances: 7.379000 Kernel 1: 0.022000 Kernel 2: 75.405998 Copyback: 0.018000 Sum: 0.034000 It 16,Best ac:0.003003 0.916667 fi:0.320487. Ave ac:0.017330,0.019529 Initialization: 5.773000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.364000 Kernel 1: 0.023000 Kernel 2: 75.530998 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.007371 0.600000 fi:0.623256. Ave ac:0.015912,0.017407 Initialization: 5.634000 Memcpy Classifiers: 0.338000 Memcpy Instances: 7.281000 Kernel 1: 0.023000 Kernel 2: 73.827003 Copyback: 0.017000 Sum: 0.065000 It 18,Best ac:0.003549 0.722222 fi:0.490732. Ave ac:0.015814,0.018304 Initialization: 5.786000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.670000 Kernel 1: 0.022000 Kernel 2: 74.358002 Copyback: 0.016000 Sum: 0.026000 It 19,Best ac:0.003276 0.800000 fi:0.466301. Ave ac:0.017920,0.018100 Initialization: 5.701000 Memcpy Classifiers: 0.312000 Memcpy Instances: 7.307000 Kernel 1: 0.023000 Kernel 2: 73.544998 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.003276 0.750000 fi:0.515787. Ave ac:0.011934,0.014963 Initialization: 5.615000 Memcpy Classifiers: 0.343000 Memcpy Instances: 7.352000 Kernel 1: 0.022000 Kernel 2: 71.985001 Copyback: 0.016000 Sum: 0.027000 It 21,Best ac:0.003276 0.705882 fi:0.501457. Ave ac:0.010909,0.013594 Initialization: 5.829000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.500000 Kernel 1: 0.023000 Kernel 2: 73.553001 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.003276 0.857143 fi:0.410135. Ave ac:0.012626,0.014959 Initialization: 5.631000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.477000 Kernel 1: 0.023000 Kernel 2: 75.495003 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.002729 0.833333 fi:0.532505. Ave ac:0.009209,0.011585 Initialization: 5.563000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.329000 Kernel 1: 0.023000 Kernel 2: 76.372002 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.003276 0.800000 fi:0.401912. Ave ac:0.012595,0.014365 Initialization: 6.771000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.676000 Kernel 1: 0.023000 Kernel 2: 74.750999 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.003276 0.705882 fi:0.503275. Ave ac:0.006296,0.007001 MDL Theory Length Weight: 4.8988124530 (10) Initialization: 5.542000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.756000 Kernel 1: 0.023000 Kernel 2: 75.778000 Copyback: 0.020000 Sum: 0.035000 It 26,Best ac:0.004095 0.714286 fi:0.505119. Ave ac:0.009083,0.008559 Initialization: 5.564000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.288000 Kernel 1: 0.023000 Kernel 2: 74.449997 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.003822 0.823529 fi:0.374415. Ave ac:0.007981,0.008801 Initialization: 5.639000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.300000 Kernel 1: 0.023000 Kernel 2: 73.456001 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.004366 0.800000 fi:0.404625. Ave ac:0.007457,0.008139 Initialization: 5.607000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.312000 Kernel 1: 0.023000 Kernel 2: 72.182999 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.004914 0.750000 fi:0.443425. Ave ac:0.006346,0.004925 Initialization: 5.648000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.293000 Kernel 1: 0.024000 Kernel 2: 72.808998 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.004640 0.653846 fi:0.544449. Ave ac:0.005797,0.004062 Initialization: 5.633000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.555000 Kernel 1: 0.023000 Kernel 2: 73.041000 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.003276 0.600000 fi:0.584398. Ave ac:0.004949,0.005316 Initialization: 7.740000 Memcpy Classifiers: 0.306000 Memcpy Instances: 7.301000 Kernel 1: 0.023000 Kernel 2: 72.370003 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.003549 0.650000 fi:0.536035. Ave ac:0.008110,0.006752 Initialization: 5.789000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.390000 Kernel 1: 0.023000 Kernel 2: 75.193001 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.004095 0.681818 fi:0.537587. Ave ac:0.005886,0.005014 Initialization: 30.003000 Memcpy Instances: 362.322998 Memcpy Classifiers: 0.073000 Kernel 1: 0.028000 Kernel 2: 527.867981 Copyback: 0.368000 Sum: 0.016000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 523.380005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 540.491028 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.015000 Kernel 2: 537.531006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 538.190979 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 522.747009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 520.494019 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 527.260986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.015000 Kernel 2: 209.294006 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004384 0.545516 fi:0.652916. Ave ac:0.007320,0.020240 Best acc 0.004384 0.545516 Initialization: 6.107000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.797000 Kernel 1: 0.023000 Kernel 2: 92.107002 Copyback: 0.017000 Sum: 0.039000 Initial population average accuracy1:0.005757 accuracy2:0.191592 Initialization: 5.731000 Memcpy Classifiers: 0.492000 Memcpy Instances: 7.278000 Kernel 1: 0.023000 Kernel 2: 99.444000 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.013923 0.408000 fi:0.686261. Ave ac:0.009325,0.011557 Initialization: 5.685000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.306000 Kernel 1: 0.024000 Kernel 2: 95.805000 Copyback: 0.019000 Sum: 0.037000 It 1,Best ac:0.003003 0.611111 fi:0.535872. Ave ac:0.010861,0.012414 Initialization: 5.632000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.334000 Kernel 1: 0.022000 Kernel 2: 92.739998 Copyback: 0.016000 Sum: 0.027000 It 2,Best ac:0.004094 0.535714 fi:0.563794. Ave ac:0.011668,0.013484 Initialization: 5.540000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.258000 Kernel 1: 0.024000 Kernel 2: 93.658997 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.006006 0.564103 fi:0.534383. Ave ac:0.010737,0.011247 Initialization: 5.728000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.269000 Kernel 1: 0.023000 Kernel 2: 91.084000 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.004641 0.566667 fi:0.532547. Ave ac:0.009113,0.010200 Initialization: 5.730000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.306000 Kernel 1: 0.024000 Kernel 2: 89.595001 Copyback: 0.018000 Sum: 0.032000 It 5,Best ac:0.003548 0.590909 fi:0.508888. Ave ac:0.010750,0.012386 Initialization: 5.541000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.390000 Kernel 1: 0.024000 Kernel 2: 85.799004 Copyback: 0.017000 Sum: 0.037000 It 6,Best ac:0.005459 0.571429 fi:0.527348. Ave ac:0.008322,0.010641 Initialization: 5.676000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.258000 Kernel 1: 0.024000 Kernel 2: 86.569000 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.005733 0.583333 fi:0.515298. Ave ac:0.009165,0.012243 Initialization: 5.642000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.340000 Kernel 1: 0.022000 Kernel 2: 87.624001 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.003822 0.777778 fi:0.321873. Ave ac:0.008967,0.009885 Initialization: 5.538000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.298000 Kernel 1: 0.023000 Kernel 2: 83.231003 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.003003 0.733333 fi:0.413650. Ave ac:0.008145,0.010708 Iteration 10:MDL fitness activated Error 0.413650 TL 0.028214 MDL Theory Length Weight: 4.8871230024 (2) Initialization: 5.565000 Memcpy Classifiers: 0.371000 Memcpy Instances: 7.318000 Kernel 1: 0.023000 Kernel 2: 81.106003 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.003549 0.764706 fi:0.505265. Ave ac:0.008114,0.010423 Initialization: 5.652000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.306000 Kernel 1: 0.022000 Kernel 2: 82.805000 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.006552 0.600000 fi:0.578395. Ave ac:0.010193,0.011523 Initialization: 5.584000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.362000 Kernel 1: 0.023000 Kernel 2: 78.894997 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.003003 0.846154 fi:0.461457. Ave ac:0.008420,0.013095 Initialization: 5.604000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.295000 Kernel 1: 0.023000 Kernel 2: 76.702003 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.005186 0.826087 fi:0.370866. Ave ac:0.010965,0.015447 Initialization: 5.567000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.268000 Kernel 1: 0.024000 Kernel 2: 77.453003 Copyback: 0.371000 Sum: 0.028000 It 14,Best ac:0.003003 0.846154 fi:0.355832. Ave ac:0.010823,0.015631 Initialization: 5.582000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.283000 Kernel 1: 0.023000 Kernel 2: 75.583000 Copyback: 0.017000 Sum: 0.027000 It 15,Best ac:0.004368 0.592593 fi:0.568557. Ave ac:0.009608,0.013640 Initialization: 6.542000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.328000 Kernel 1: 0.023000 Kernel 2: 73.206001 Copyback: 0.017000 Sum: 0.022000 It 16,Best ac:0.003276 0.750000 fi:0.450811. Ave ac:0.010930,0.017085 Initialization: 5.637000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.305000 Kernel 1: 0.024000 Kernel 2: 71.069000 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.004914 0.642857 fi:0.526613. Ave ac:0.011464,0.017604 Initialization: 5.662000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.334000 Kernel 1: 0.023000 Kernel 2: 67.460999 Copyback: 0.017000 Sum: 0.023000 It 18,Best ac:0.004368 0.727273 fi:0.447216. Ave ac:0.014266,0.025577 Initialization: 5.575000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.368000 Kernel 1: 0.022000 Kernel 2: 66.456001 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.003276 0.705882 fi:0.468687. Ave ac:0.012905,0.023411 Initialization: 5.613000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.268000 Kernel 1: 0.023000 Kernel 2: 65.346001 Copyback: 0.018000 Sum: 0.022000 It 20,Best ac:0.002730 0.769231 fi:0.516006. Ave ac:0.019502,0.034156 Initialization: 5.639000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.279000 Kernel 1: 0.023000 Kernel 2: 64.976997 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.003822 0.823529 fi:0.339242. Ave ac:0.017013,0.029897 Initialization: 5.662000 Memcpy Classifiers: 0.298000 Memcpy Instances: 7.271000 Kernel 1: 0.023000 Kernel 2: 65.918999 Copyback: 0.017000 Sum: 0.020000 It 22,Best ac:0.003548 0.866667 fi:0.326730. Ave ac:0.012202,0.023304 Initialization: 5.540000 Memcpy Classifiers: 0.277000 Memcpy Instances: 7.256000 Kernel 1: 0.023000 Kernel 2: 67.505997 Copyback: 0.017000 Sum: 0.020000 It 23,Best ac:0.003549 0.650000 fi:0.532344. Ave ac:0.015839,0.032155 Initialization: 5.621000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.261000 Kernel 1: 0.023000 Kernel 2: 65.806000 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.003275 0.631579 fi:0.566390. Ave ac:0.010472,0.023368 Initialization: 5.839000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.278000 Kernel 1: 0.023000 Kernel 2: 65.882004 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.005186 0.655172 fi:0.502861. Ave ac:0.014016,0.026033 Initialization: 5.723000 Memcpy Classifiers: 0.492000 Memcpy Instances: 8.195000 Kernel 1: 0.022000 Kernel 2: 65.342003 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.003003 0.785714 fi:0.436765. Ave ac:0.012416,0.025104 Initialization: 6.100000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.594000 Kernel 1: 0.023000 Kernel 2: 66.925003 Copyback: 0.017000 Sum: 0.019000 It 27,Best ac:0.001911 1.000000 fi:0.513661. Ave ac:0.013166,0.024772 Initialization: 5.601000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.264000 Kernel 1: 0.023000 Kernel 2: 64.466003 Copyback: 0.017000 Sum: 0.017000 It 28,Best ac:0.004095 0.625000 fi:0.516519. Ave ac:0.013699,0.029098 Initialization: 5.653000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.258000 Kernel 1: 0.023000 Kernel 2: 66.524002 Copyback: 0.017000 Sum: 0.019000 It 29,Best ac:0.009828 0.553846 fi:0.621952. Ave ac:0.017348,0.034746 Initialization: 5.651000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.305000 Kernel 1: 0.023000 Kernel 2: 68.988998 Copyback: 0.018000 Sum: 0.021000 It 30,Best ac:0.003003 0.733333 fi:0.492917. Ave ac:0.020616,0.032784 Initialization: 5.563000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.299000 Kernel 1: 0.023000 Kernel 2: 63.799000 Copyback: 0.017000 Sum: 0.019000 It 31,Best ac:0.003276 0.857143 fi:0.320481. Ave ac:0.018496,0.033736 Initialization: 5.582000 Memcpy Classifiers: 0.203000 Memcpy Instances: 7.345000 Kernel 1: 0.023000 Kernel 2: 67.948997 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.005460 0.571429 fi:0.572578. Ave ac:0.019219,0.036483 Initialization: 5.549000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.371000 Kernel 1: 0.022000 Kernel 2: 63.735001 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003003 0.647059 fi:0.559242. Ave ac:0.014980,0.031049 Initialization: 30.091000 Memcpy Instances: 361.085999 Memcpy Classifiers: 0.067000 Kernel 1: 0.028000 Kernel 2: 468.269989 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 475.651001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 458.045990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 467.115997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 478.764008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 466.774994 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 478.009003 Copyback: 0.023000 Sum: 0.008000 Memcpy Classifiers: 0.066000 Kernel 1: 0.023000 Kernel 2: 481.938995 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 181.362000 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.003958 0.468044 fi:0.673549. Ave ac:0.019614,0.060426 Best acc 0.003958 0.468044 Rule:Att PSSM_0_3 is [<-2.747185]|Att PSSM_0_12 is [-6.797647,-1.155793]|Att PSSM_1_10 is [>-2.739947]|Att PSSM_1_15 is [<1.880279]|Att PSSM_3_14 is [>-1.686232]|Att PSSM_4_6 is [<1.092925]|Att PSSM_4_12 is [<-1.762081]|Att PSSM_4_14 is [>-5.777042]|1 Accuracy : 0.784383 0 1 147588 16492 34100 36458 Removed 1472 instances. 181688 Instances left. Acc of rule 0.004384-0.545516 Initialization: 5.801000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.205000 Kernel 1: 0.026000 Kernel 2: 91.273003 Copyback: 0.018000 Sum: 0.050000 Initial population average accuracy1:0.005699 accuracy2:0.178882 Initialization: 5.589000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.232000 Kernel 1: 0.023000 Kernel 2: 95.875999 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.001651 0.857143 fi:0.666659. Ave ac:0.010193,0.013721 Initialization: 5.560000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.383000 Kernel 1: 0.024000 Kernel 2: 97.918999 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.009359 0.515152 fi:0.581470. Ave ac:0.011786,0.013994 Initialization: 5.597000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.226000 Kernel 1: 0.024000 Kernel 2: 95.577003 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.004678 0.485714 fi:0.613442. Ave ac:0.011405,0.013740 Initialization: 5.608000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.214000 Kernel 1: 0.023000 Kernel 2: 94.059998 Copyback: 0.018000 Sum: 0.030000 It 3,Best ac:0.004678 0.586207 fi:0.512949. Ave ac:0.011723,0.013727 Initialization: 5.554000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.755000 Kernel 1: 0.022000 Kernel 2: 91.754997 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.003027 0.578947 fi:0.548024. Ave ac:0.012460,0.015823 Initialization: 5.978000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.220000 Kernel 1: 0.023000 Kernel 2: 90.434998 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.006056 0.647059 fi:0.451352. Ave ac:0.010349,0.011956 Initialization: 5.520000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.213000 Kernel 1: 0.024000 Kernel 2: 92.459000 Copyback: 0.019000 Sum: 0.032000 It 6,Best ac:0.005228 0.612903 fi:0.485955. Ave ac:0.008078,0.008450 Initialization: 5.511000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.216000 Kernel 1: 0.023000 Kernel 2: 91.820000 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.002202 0.888889 fi:0.476181. Ave ac:0.007948,0.007656 Initialization: 5.528000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.293000 Kernel 1: 0.024000 Kernel 2: 88.778000 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.003027 0.647059 fi:0.479912. Ave ac:0.007796,0.007792 Initialization: 5.524000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.282000 Kernel 1: 0.023000 Kernel 2: 90.584999 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003302 0.857143 fi:0.242759. Ave ac:0.007607,0.006976 Iteration 10:MDL fitness activated Error 0.242759 TL 0.040875 MDL Theory Length Weight: 1.9796788591 (1) Initialization: 5.964000 Memcpy Classifiers: 0.438000 Memcpy Instances: 7.206000 Kernel 1: 0.023000 Kernel 2: 90.874001 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.003027 0.785714 fi:0.404921. Ave ac:0.007769,0.008515 Initialization: 5.620000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.292000 Kernel 1: 0.023000 Kernel 2: 86.972000 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.003302 0.705882 fi:0.453365. Ave ac:0.007650,0.007672 Initialization: 5.595000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.226000 Kernel 1: 0.023000 Kernel 2: 86.124001 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.003027 0.611111 fi:0.587664. Ave ac:0.006919,0.008797 Initialization: 5.608000 Memcpy Classifiers: 0.410000 Memcpy Instances: 7.204000 Kernel 1: 0.024000 Kernel 2: 85.206001 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.003027 0.733333 fi:0.464611. Ave ac:0.008799,0.009819 Initialization: 5.553000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.276000 Kernel 1: 0.023000 Kernel 2: 85.116997 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.003854 0.666667 fi:0.480222. Ave ac:0.008531,0.009726 Initialization: 5.545000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.259000 Kernel 1: 0.023000 Kernel 2: 81.835999 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.006329 0.638889 fi:0.510580. Ave ac:0.008419,0.011169 Initialization: 5.581000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.311000 Kernel 1: 0.023000 Kernel 2: 81.056999 Copyback: 0.016000 Sum: 0.034000 It 16,Best ac:0.004128 0.714286 fi:0.460999. Ave ac:0.010733,0.010131 Initialization: 5.587000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.570000 Kernel 1: 0.023000 Kernel 2: 78.808998 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.004678 0.772727 fi:0.367244. Ave ac:0.009513,0.010085 Initialization: 5.611000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.228000 Kernel 1: 0.024000 Kernel 2: 78.106003 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.004955 0.692308 fi:0.451342. Ave ac:0.007349,0.007636 Initialization: 5.603000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.346000 Kernel 1: 0.023000 Kernel 2: 78.250000 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.003028 0.733333 fi:0.450092. Ave ac:0.007535,0.010917 Initialization: 5.576000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.309000 Kernel 1: 0.022000 Kernel 2: 78.788002 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.005504 0.625000 fi:0.499428. Ave ac:0.007042,0.009460 Initialization: 5.571000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.276000 Kernel 1: 0.023000 Kernel 2: 77.167999 Copyback: 0.018000 Sum: 0.036000 It 21,Best ac:0.005504 0.666667 fi:0.463453. Ave ac:0.009534,0.011945 Initialization: 5.651000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.206000 Kernel 1: 0.024000 Kernel 2: 77.283997 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.003303 0.666667 fi:0.488453. Ave ac:0.009582,0.010907 Initialization: 5.580000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.254000 Kernel 1: 0.022000 Kernel 2: 76.054001 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.003027 0.733333 fi:0.436181. Ave ac:0.009397,0.012119 Initialization: 5.567000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.253000 Kernel 1: 0.023000 Kernel 2: 77.342003 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.002752 0.909091 fi:0.357762. Ave ac:0.009074,0.009868 Initialization: 5.638000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.223000 Kernel 1: 0.023000 Kernel 2: 79.723000 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.003027 0.846154 fi:0.337461. Ave ac:0.006810,0.006848 Initialization: 5.524000 Memcpy Classifiers: 0.447000 Memcpy Instances: 7.267000 Kernel 1: 0.023000 Kernel 2: 79.767998 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.003302 0.705882 fi:0.433764. Ave ac:0.008073,0.008231 Initialization: 5.576000 Memcpy Classifiers: 0.394000 Memcpy Instances: 7.274000 Kernel 1: 0.022000 Kernel 2: 79.328003 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.003577 0.722222 fi:0.435468. Ave ac:0.009265,0.010475 Initialization: 5.713000 Memcpy Classifiers: 0.368000 Memcpy Instances: 7.228000 Kernel 1: 0.023000 Kernel 2: 75.558998 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.003578 0.764706 fi:0.391093. Ave ac:0.010133,0.012393 Initialization: 5.528000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.264000 Kernel 1: 0.022000 Kernel 2: 73.555000 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.002477 0.818182 fi:0.494576. Ave ac:0.007616,0.008595 Initialization: 5.620000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.232000 Kernel 1: 0.023000 Kernel 2: 72.793999 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.003302 0.857143 fi:0.311179. Ave ac:0.009113,0.013503 Initialization: 5.551000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.234000 Kernel 1: 0.024000 Kernel 2: 76.335999 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.003303 0.750000 fi:0.425732. Ave ac:0.008227,0.011436 Initialization: 5.560000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.208000 Kernel 1: 0.023000 Kernel 2: 77.335999 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.004679 0.680000 fi:0.468468. Ave ac:0.008530,0.012120 Initialization: 5.543000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.229000 Kernel 1: 0.023000 Kernel 2: 76.696999 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.003027 0.687500 fi:0.487153. Ave ac:0.007538,0.010350 Initialization: 30.281000 Memcpy Instances: 359.128998 Memcpy Classifiers: 0.091000 Kernel 1: 0.023000 Kernel 2: 515.703003 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 611.439026 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.013000 Kernel 2: 525.215027 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 626.081970 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 515.942017 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.014000 Kernel 2: 603.818970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 530.301025 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.013000 Kernel 2: 612.419006 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 165.871002 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004783 0.542109 fi:0.606303. Ave ac:0.007931,0.022586 Best acc 0.004783 0.542109 Initialization: 5.667000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.209000 Kernel 1: 0.025000 Kernel 2: 89.137001 Copyback: 0.018000 Sum: 0.044000 Initial population average accuracy1:0.004903 accuracy2:0.186152 Initialization: 5.571000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.256000 Kernel 1: 0.022000 Kernel 2: 92.563004 Copyback: 0.017000 Sum: 0.046000 It 0,Best ac:0.004403 0.500000 fi:0.599305. Ave ac:0.008625,0.011972 Initialization: 5.557000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.860000 Kernel 1: 0.022000 Kernel 2: 92.250999 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.003028 0.523810 fi:0.603161. Ave ac:0.010075,0.012380 Initialization: 5.622000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.201000 Kernel 1: 0.023000 Kernel 2: 93.222000 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.004128 0.483871 fi:0.615583. Ave ac:0.010325,0.011361 Initialization: 5.567000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.243000 Kernel 1: 0.022000 Kernel 2: 91.592003 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.006604 0.452830 fi:0.645282. Ave ac:0.010746,0.014206 Initialization: 5.580000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.199000 Kernel 1: 0.024000 Kernel 2: 92.290001 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.009356 0.478873 fi:0.617748. Ave ac:0.010347,0.011472 Initialization: 5.555000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.303000 Kernel 1: 0.022000 Kernel 2: 89.481003 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.003577 0.565217 fi:0.534535. Ave ac:0.009389,0.009380 Initialization: 5.541000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.247000 Kernel 1: 0.022000 Kernel 2: 89.016998 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.003853 0.560000 fi:0.539603. Ave ac:0.008963,0.009458 Initialization: 5.645000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.212000 Kernel 1: 0.023000 Kernel 2: 90.719002 Copyback: 0.018000 Sum: 0.032000 It 7,Best ac:0.003302 0.666667 fi:0.433235. Ave ac:0.008410,0.007417 Initialization: 5.563000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.207000 Kernel 1: 0.024000 Kernel 2: 91.752998 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.003303 0.600000 fi:0.499902. Ave ac:0.007467,0.006910 Initialization: 5.559000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.238000 Kernel 1: 0.023000 Kernel 2: 90.245003 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.002752 0.769231 fi:0.437106. Ave ac:0.007983,0.007102 Iteration 10:MDL fitness activated Error 0.437106 TL 0.042106 MDL Theory Length Weight: 3.4603570917 (3) Initialization: 5.558000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.201000 Kernel 1: 0.023000 Kernel 2: 91.267998 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.003302 0.666667 fi:0.554971. Ave ac:0.009456,0.008217 Initialization: 5.496000 Memcpy Classifiers: 0.444000 Memcpy Instances: 7.343000 Kernel 1: 0.022000 Kernel 2: 87.764000 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.004403 0.592593 fi:0.626230. Ave ac:0.008370,0.008079 Initialization: 5.554000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.712000 Kernel 1: 0.023000 Kernel 2: 85.043999 Copyback: 0.018000 Sum: 0.039000 It 12,Best ac:0.007980 0.547170 fi:0.642205. Ave ac:0.009017,0.008388 Initialization: 5.513000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.203000 Kernel 1: 0.024000 Kernel 2: 84.379997 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.003853 0.736842 fi:0.481798. Ave ac:0.009997,0.010295 Initialization: 5.608000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.293000 Kernel 1: 0.023000 Kernel 2: 79.403999 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.003302 0.666667 fi:0.505002. Ave ac:0.009619,0.009534 Initialization: 5.510000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.264000 Kernel 1: 0.023000 Kernel 2: 77.238998 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.003027 0.733333 fi:0.486617. Ave ac:0.008637,0.009416 Initialization: 5.568000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.323000 Kernel 1: 0.023000 Kernel 2: 77.239998 Copyback: 0.018000 Sum: 0.032000 It 16,Best ac:0.003578 0.722222 fi:0.483405. Ave ac:0.009371,0.010703 Initialization: 5.523000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.238000 Kernel 1: 0.023000 Kernel 2: 79.373001 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.004679 0.680000 fi:0.494297. Ave ac:0.010032,0.010614 Initialization: 5.600000 Memcpy Classifiers: 0.391000 Memcpy Instances: 7.258000 Kernel 1: 0.023000 Kernel 2: 77.789001 Copyback: 0.017000 Sum: 0.038000 It 18,Best ac:0.003853 0.700000 fi:0.520541. Ave ac:0.012384,0.013224 Initialization: 5.565000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.213000 Kernel 1: 0.023000 Kernel 2: 78.985001 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.004404 0.640000 fi:0.531677. Ave ac:0.012243,0.013917 Initialization: 5.484000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.254000 Kernel 1: 0.023000 Kernel 2: 77.002998 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.006881 0.581395 fi:0.588578. Ave ac:0.010652,0.011519 Initialization: 5.582000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.210000 Kernel 1: 0.023000 Kernel 2: 74.769997 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.003577 0.722222 fi:0.496567. Ave ac:0.011413,0.011676 Initialization: 5.566000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.252000 Kernel 1: 0.023000 Kernel 2: 73.869003 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.005779 0.656250 fi:0.514823. Ave ac:0.009950,0.011489 MDL Theory Length Weight: 3.1143213826 (10) Initialization: 5.623000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.293000 Kernel 1: 0.022000 Kernel 2: 73.207001 Copyback: 0.372000 Sum: 0.029000 It 23,Best ac:0.004128 0.789474 fi:0.406642. Ave ac:0.011500,0.011962 Initialization: 5.638000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.227000 Kernel 1: 0.023000 Kernel 2: 73.963997 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.004678 0.772727 fi:0.392900. Ave ac:0.009398,0.012376 Initialization: 5.723000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.929000 Kernel 1: 0.022000 Kernel 2: 74.380997 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.006056 0.687500 fi:0.457925. Ave ac:0.008313,0.010056 Initialization: 5.485000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.705000 Kernel 1: 0.022000 Kernel 2: 71.452003 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.004403 0.727273 fi:0.456052. Ave ac:0.008424,0.010853 Initialization: 6.023000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.203000 Kernel 1: 0.023000 Kernel 2: 73.032997 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.004129 0.652174 fi:0.494295. Ave ac:0.008856,0.011563 Initialization: 6.036000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.241000 Kernel 1: 0.024000 Kernel 2: 73.167000 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.003302 0.800000 fi:0.389377. Ave ac:0.009641,0.010762 Initialization: 6.040000 Memcpy Classifiers: 0.367000 Memcpy Instances: 7.244000 Kernel 1: 0.023000 Kernel 2: 71.050003 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.004953 0.720000 fi:0.454430. Ave ac:0.008784,0.010772 Initialization: 5.567000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.221000 Kernel 1: 0.023000 Kernel 2: 72.428001 Copyback: 0.017000 Sum: 0.072000 It 30,Best ac:0.003577 0.684211 fi:0.457133. Ave ac:0.009802,0.014901 Initialization: 5.671000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.201000 Kernel 1: 0.022000 Kernel 2: 72.428001 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.003853 0.700000 fi:0.480603. Ave ac:0.010019,0.013782 Initialization: 5.547000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.194000 Kernel 1: 0.023000 Kernel 2: 72.745003 Copyback: 0.018000 Sum: 0.030000 It 32,Best ac:0.003577 0.866667 fi:0.302143. Ave ac:0.009930,0.014839 Initialization: 5.537000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.271000 Kernel 1: 0.024000 Kernel 2: 74.316002 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.003302 0.705882 fi:0.448489. Ave ac:0.007766,0.009142 Initialization: 30.301001 Memcpy Instances: 361.903015 Memcpy Classifiers: 0.079000 Kernel 1: 0.024000 Kernel 2: 645.273010 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.079000 Kernel 1: 0.014000 Kernel 2: 649.630981 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 637.159973 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 645.643005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 619.697021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 655.448975 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 641.286987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.014000 Kernel 2: 631.651978 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.045000 Kernel 1: 0.013000 Kernel 2: 162.677994 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004414 0.545950 fi:0.600364. Ave ac:0.007744,0.021755 Best acc 0.004414 0.545950 Rule:Att PSSM_0_1 is [>4.637925]|Att PSSM_0_4 is [-5.044569,-1.962916]|Att PSSM_0_6 is [-6.195328,-1.804672]|Att PSSM_0_9 is [<4.411564]|1 Accuracy : 0.784958 0 1 146921 17159 33298 37260 Removed 1469 instances. 180219 Instances left. Acc of rule 0.004414-0.545950 Initialization: 5.747000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.246000 Kernel 1: 0.024000 Kernel 2: 90.709000 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.005297 accuracy2:0.180950 Initialization: 5.581000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.630000 Kernel 1: 0.023000 Kernel 2: 93.871002 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.004440 0.500000 fi:0.599248. Ave ac:0.009665,0.012874 Initialization: 5.510000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.142000 Kernel 1: 0.022000 Kernel 2: 94.036003 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.005272 0.558824 fi:0.539966. Ave ac:0.010347,0.012858 Initialization: 5.484000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.149000 Kernel 1: 0.023000 Kernel 2: 90.842003 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.003051 0.500000 fi:0.605997. Ave ac:0.010605,0.012448 Initialization: 5.512000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.164000 Kernel 1: 0.025000 Kernel 2: 90.054001 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.003607 0.650000 fi:0.449706. Ave ac:0.009376,0.010368 Initialization: 5.502000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.149000 Kernel 1: 0.024000 Kernel 2: 84.024002 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.003606 0.650000 fi:0.449706. Ave ac:0.008702,0.009187 Initialization: 5.635000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.139000 Kernel 1: 0.024000 Kernel 2: 78.712997 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.005549 0.571429 fi:0.527208. Ave ac:0.008105,0.008038 Initialization: 5.515000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.167000 Kernel 1: 0.024000 Kernel 2: 76.679001 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.008047 0.604167 fi:0.493096. Ave ac:0.008967,0.009027 Initialization: 5.519000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.166000 Kernel 1: 0.024000 Kernel 2: 74.446999 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003052 0.611111 fi:0.494886. Ave ac:0.007233,0.006813 Initialization: 5.515000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.623000 Kernel 1: 0.023000 Kernel 2: 74.342003 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.003883 0.666667 fi:0.432887. Ave ac:0.008065,0.007425 Initialization: 5.548000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.146000 Kernel 1: 0.023000 Kernel 2: 75.598999 Copyback: 0.022000 Sum: 0.035000 It 9,Best ac:0.007767 0.528302 fi:0.569114. Ave ac:0.008904,0.009681 Iteration 10:MDL fitness activated Error 0.569114 TL 0.027773 MDL Theory Length Weight: 6.8304975455 (2) Initialization: 5.511000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.152000 Kernel 1: 0.024000 Kernel 2: 73.569000 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.003052 0.647059 fi:0.626810. Ave ac:0.009537,0.008769 Initialization: 5.490000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.217000 Kernel 1: 0.023000 Kernel 2: 71.445000 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.004718 0.739130 fi:0.466333. Ave ac:0.011603,0.011514 Initialization: 5.485000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.227000 Kernel 1: 0.024000 Kernel 2: 70.262001 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.008047 0.547170 fi:0.654058. Ave ac:0.012997,0.012842 Initialization: 5.512000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.621000 Kernel 1: 0.022000 Kernel 2: 72.556000 Copyback: 0.018000 Sum: 0.027000 It 13,Best ac:0.003052 0.611111 fi:0.621993. Ave ac:0.018472,0.016410 Initialization: 5.552000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.227000 Kernel 1: 0.023000 Kernel 2: 69.658997 Copyback: 0.017000 Sum: 0.023000 It 14,Best ac:0.003607 0.722222 fi:0.622377. Ave ac:0.019645,0.021692 Initialization: 5.541000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.153000 Kernel 1: 0.023000 Kernel 2: 71.518997 Copyback: 0.016000 Sum: 0.020000 It 15,Best ac:0.003330 0.600000 fi:0.533087. Ave ac:0.023035,0.023510 Initialization: 5.509000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.164000 Kernel 1: 0.022000 Kernel 2: 68.935997 Copyback: 0.017000 Sum: 0.022000 It 16,Best ac:0.004717 0.708333 fi:0.526227. Ave ac:0.022569,0.023537 Initialization: 5.539000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.138000 Kernel 1: 0.023000 Kernel 2: 69.377998 Copyback: 0.017000 Sum: 0.020000 It 17,Best ac:0.003885 0.666667 fi:0.559468. Ave ac:0.020932,0.022107 Initialization: 5.524000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.138000 Kernel 1: 0.023000 Kernel 2: 68.392998 Copyback: 0.017000 Sum: 0.022000 It 18,Best ac:0.007212 0.577778 fi:0.588505. Ave ac:0.020180,0.026589 Initialization: 5.539000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.131000 Kernel 1: 0.023000 Kernel 2: 68.071999 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.004161 0.750000 fi:0.411375. Ave ac:0.022713,0.029131 Initialization: 6.503000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.182000 Kernel 1: 0.024000 Kernel 2: 67.051003 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.002775 0.909091 fi:0.377356. Ave ac:0.020044,0.027412 Initialization: 5.534000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.139000 Kernel 1: 0.023000 Kernel 2: 67.972000 Copyback: 0.017000 Sum: 0.021000 It 21,Best ac:0.003052 0.733333 fi:0.464321. Ave ac:0.019738,0.026578 Initialization: 5.502000 Memcpy Classifiers: 0.205000 Memcpy Instances: 8.199000 Kernel 1: 0.022000 Kernel 2: 71.962997 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.003607 0.650000 fi:0.541785. Ave ac:0.015889,0.024568 Initialization: 5.558000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.169000 Kernel 1: 0.022000 Kernel 2: 67.209999 Copyback: 0.017000 Sum: 0.019000 It 23,Best ac:0.004440 0.571429 fi:0.580892. Ave ac:0.020387,0.028246 Initialization: 5.552000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.139000 Kernel 1: 0.024000 Kernel 2: 70.538002 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.010818 0.619048 fi:0.565150. Ave ac:0.024195,0.032529 Initialization: 5.601000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.235000 Kernel 1: 0.024000 Kernel 2: 67.813004 Copyback: 0.016000 Sum: 0.022000 It 25,Best ac:0.002497 0.818182 fi:0.549538. Ave ac:0.022800,0.036745 Initialization: 5.601000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.195000 Kernel 1: 0.023000 Kernel 2: 66.808998 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.004161 0.625000 fi:0.544848. Ave ac:0.023597,0.035088 Initialization: 5.521000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.194000 Kernel 1: 0.023000 Kernel 2: 68.299004 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.004440 0.941176 fi:0.257248. Ave ac:0.020438,0.027256 Initialization: 5.615000 Memcpy Classifiers: 0.190000 Memcpy Instances: 7.155000 Kernel 1: 0.023000 Kernel 2: 68.372002 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.004994 0.580645 fi:0.602972. Ave ac:0.015738,0.022953 Initialization: 5.611000 Memcpy Classifiers: 0.190000 Memcpy Instances: 8.175000 Kernel 1: 0.023000 Kernel 2: 68.224998 Copyback: 0.017000 Sum: 0.020000 It 29,Best ac:0.003330 0.750000 fi:0.449286. Ave ac:0.019613,0.028250 Initialization: 5.532000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.220000 Kernel 1: 0.023000 Kernel 2: 68.214996 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.003330 0.666667 fi:0.524849. Ave ac:0.018065,0.030771 Initialization: 5.500000 Memcpy Classifiers: 0.262000 Memcpy Instances: 7.228000 Kernel 1: 0.023000 Kernel 2: 68.656998 Copyback: 0.017000 Sum: 0.020000 It 31,Best ac:0.003330 0.705882 fi:0.463112. Ave ac:0.018163,0.027125 Initialization: 5.481000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.167000 Kernel 1: 0.023000 Kernel 2: 72.795998 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.005272 0.558824 fi:0.592099. Ave ac:0.012189,0.023481 Initialization: 5.476000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.207000 Kernel 1: 0.024000 Kernel 2: 69.871002 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.004162 0.789474 fi:0.379062. Ave ac:0.021663,0.029168 Initialization: 30.422001 Memcpy Instances: 357.911011 Memcpy Classifiers: 0.074000 Kernel 1: 0.024000 Kernel 2: 596.568970 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 576.031006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 574.351013 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 584.231995 Copyback: 0.022000 Sum: 0.009000 Memcpy Classifiers: 0.074000 Kernel 1: 0.025000 Kernel 2: 578.935974 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.074000 Kernel 1: 0.016000 Kernel 2: 592.810974 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.072000 Kernel 1: 0.016000 Kernel 2: 592.424988 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 591.898010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.042000 Kernel 1: 0.013000 Kernel 2: 110.919998 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004567 0.470555 fi:0.680756. Ave ac:0.015857,0.047438 Best acc 0.004567 0.470555 Initialization: 5.525000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.144000 Kernel 1: 0.026000 Kernel 2: 88.253998 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005126 accuracy2:0.186013 Initialization: 5.468000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.173000 Kernel 1: 0.022000 Kernel 2: 94.846001 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.004994 0.514286 fi:0.584657. Ave ac:0.009996,0.012554 Initialization: 5.634000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.143000 Kernel 1: 0.023000 Kernel 2: 90.445999 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.003607 0.448276 fi:0.651430. Ave ac:0.011191,0.012505 Initialization: 5.467000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.501000 Kernel 1: 0.023000 Kernel 2: 90.587997 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.003051 0.647059 fi:0.458938. Ave ac:0.011300,0.012610 Initialization: 5.509000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.215000 Kernel 1: 0.022000 Kernel 2: 85.903000 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.003883 0.608696 fi:0.490858. Ave ac:0.010058,0.011676 Initialization: 5.548000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.133000 Kernel 1: 0.023000 Kernel 2: 80.905998 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.004717 0.566667 fi:0.532428. Ave ac:0.010219,0.014853 Initialization: 5.498000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.164000 Kernel 1: 0.023000 Kernel 2: 79.109001 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.003330 0.750000 fi:0.349859. Ave ac:0.010778,0.015120 Initialization: 5.534000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.133000 Kernel 1: 0.023000 Kernel 2: 77.877998 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.003052 0.611111 fi:0.494886. Ave ac:0.010333,0.013305 Initialization: 5.525000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.126000 Kernel 1: 0.024000 Kernel 2: 75.609001 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003052 0.578947 fi:0.527050. Ave ac:0.007808,0.010384 Initialization: 5.506000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.198000 Kernel 1: 0.023000 Kernel 2: 78.184998 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.005272 0.633333 fi:0.465456. Ave ac:0.010302,0.011826 Initialization: 5.565000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.183000 Kernel 1: 0.024000 Kernel 2: 78.649002 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.006659 0.585366 fi:0.512660. Ave ac:0.011176,0.015519 Iteration 10:MDL fitness activated Error 0.512660 TL 0.031189 MDL Theory Length Weight: 5.4791370966 (5) Initialization: 5.545000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.134000 Kernel 1: 0.023000 Kernel 2: 82.614998 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.007212 0.666667 fi:0.586955. Ave ac:0.010386,0.011354 Initialization: 5.461000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.689000 Kernel 1: 0.023000 Kernel 2: 78.112000 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.003052 0.647059 fi:0.608119. Ave ac:0.010201,0.012057 Initialization: 5.579000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.647000 Kernel 1: 0.022000 Kernel 2: 75.852997 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.003052 0.578947 fi:0.639028. Ave ac:0.012566,0.015628 Initialization: 6.024000 Memcpy Classifiers: 0.587000 Memcpy Instances: 7.149000 Kernel 1: 0.023000 Kernel 2: 75.390999 Copyback: 0.017000 Sum: 0.026000 It 13,Best ac:0.004993 0.580645 fi:0.600246. Ave ac:0.014656,0.017501 Initialization: 5.578000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.143000 Kernel 1: 0.023000 Kernel 2: 72.038002 Copyback: 0.017000 Sum: 0.026000 It 14,Best ac:0.005827 0.677419 fi:0.560821. Ave ac:0.014482,0.015665 Initialization: 5.575000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.192000 Kernel 1: 0.023000 Kernel 2: 70.872002 Copyback: 0.017000 Sum: 0.021000 It 15,Best ac:0.006657 0.545455 fi:0.625127. Ave ac:0.012289,0.015518 Initialization: 5.588000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.164000 Kernel 1: 0.023000 Kernel 2: 69.967003 Copyback: 0.017000 Sum: 0.022000 It 16,Best ac:0.003052 0.647059 fi:0.542753. Ave ac:0.016779,0.020417 Initialization: 5.635000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.168000 Kernel 1: 0.023000 Kernel 2: 69.626999 Copyback: 0.017000 Sum: 0.021000 It 17,Best ac:0.003329 0.705882 fi:0.496059. Ave ac:0.018443,0.023002 Initialization: 5.834000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.246000 Kernel 1: 0.022000 Kernel 2: 66.925003 Copyback: 0.017000 Sum: 0.022000 It 18,Best ac:0.008044 0.630435 fi:0.514100. Ave ac:0.015098,0.017905 Initialization: 5.565000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.602000 Kernel 1: 0.022000 Kernel 2: 65.880997 Copyback: 0.016000 Sum: 0.021000 It 19,Best ac:0.003607 0.722222 fi:0.458656. Ave ac:0.016063,0.020182 Initialization: 5.562000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.195000 Kernel 1: 0.022000 Kernel 2: 66.040001 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.003885 0.666667 fi:0.549792. Ave ac:0.014393,0.019095 Initialization: 5.524000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.173000 Kernel 1: 0.023000 Kernel 2: 66.748001 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.003052 0.611111 fi:0.581833. Ave ac:0.018883,0.022545 Initialization: 5.517000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.180000 Kernel 1: 0.024000 Kernel 2: 65.671997 Copyback: 0.018000 Sum: 0.022000 It 22,Best ac:0.002775 0.769231 fi:0.530017. Ave ac:0.017964,0.023724 Initialization: 5.534000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.216000 Kernel 1: 0.023000 Kernel 2: 66.192001 Copyback: 0.371000 Sum: 0.023000 It 23,Best ac:0.005270 0.633333 fi:0.518675. Ave ac:0.013304,0.018229 Initialization: 5.556000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.216000 Kernel 1: 0.023000 Kernel 2: 64.031998 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.003329 0.750000 fi:0.461836. Ave ac:0.015587,0.022108 Initialization: 5.486000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.201000 Kernel 1: 0.024000 Kernel 2: 63.006001 Copyback: 0.016000 Sum: 0.021000 It 25,Best ac:0.004162 0.789474 fi:0.400104. Ave ac:0.014466,0.022456 Initialization: 5.563000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.142000 Kernel 1: 0.023000 Kernel 2: 65.504997 Copyback: 0.017000 Sum: 0.020000 It 26,Best ac:0.003883 0.636364 fi:0.575167. Ave ac:0.015231,0.025901 Initialization: 5.500000 Memcpy Classifiers: 0.290000 Memcpy Instances: 7.170000 Kernel 1: 0.024000 Kernel 2: 62.355000 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.003883 0.608696 fi:0.553867. Ave ac:0.019442,0.031514 Initialization: 5.539000 Memcpy Classifiers: 0.225000 Memcpy Instances: 7.140000 Kernel 1: 0.023000 Kernel 2: 61.478001 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.005270 0.655172 fi:0.505087. Ave ac:0.017988,0.028562 Initialization: 5.494000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.149000 Kernel 1: 0.023000 Kernel 2: 65.710999 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.004716 0.548387 fi:0.602657. Ave ac:0.020614,0.034734 Initialization: 5.498000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.155000 Kernel 1: 0.023000 Kernel 2: 64.888000 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.002774 0.833333 fi:0.425730. Ave ac:0.020490,0.035800 Initialization: 5.530000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.133000 Kernel 1: 0.022000 Kernel 2: 64.137001 Copyback: 0.016000 Sum: 0.018000 It 31,Best ac:0.003885 0.666667 fi:0.489948. Ave ac:0.016770,0.029279 Initialization: 5.480000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.255000 Kernel 1: 0.022000 Kernel 2: 62.648998 Copyback: 0.016000 Sum: 0.020000 It 32,Best ac:0.003329 0.750000 fi:0.425315. Ave ac:0.018151,0.032731 Initialization: 5.667000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.135000 Kernel 1: 0.023000 Kernel 2: 63.124001 Copyback: 0.017000 Sum: 0.019000 It 33,Best ac:0.005549 0.588235 fi:0.563616. Ave ac:0.020067,0.034970 Initialization: 30.459999 Memcpy Instances: 356.329987 Memcpy Classifiers: 0.063000 Kernel 1: 0.024000 Kernel 2: 450.218994 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 547.245972 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 531.976013 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 551.515015 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 535.965027 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 552.809998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 448.855011 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 536.419006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.042000 Kernel 1: 0.013000 Kernel 2: 111.072998 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003130 0.474747 fi:0.682283. Ave ac:0.024608,0.075637 Best acc 0.003130 0.474747 Initialization: 5.527000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.651000 Kernel 1: 0.023000 Kernel 2: 90.210999 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005564 accuracy2:0.194243 Initialization: 5.529000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.138000 Kernel 1: 0.024000 Kernel 2: 92.928001 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.003330 0.545455 fi:0.554401. Ave ac:0.009751,0.012182 Initialization: 5.582000 Memcpy Classifiers: 0.738000 Memcpy Instances: 7.325000 Kernel 1: 0.023000 Kernel 2: 97.615997 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.002775 0.666667 fi:0.520604. Ave ac:0.010503,0.013713 Initialization: 5.498000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.138000 Kernel 1: 0.023000 Kernel 2: 93.749001 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.007214 0.388060 fi:0.709661. Ave ac:0.008538,0.010156 Initialization: 5.554000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.131000 Kernel 1: 0.024000 Kernel 2: 94.598000 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.002497 0.900000 fi:0.368543. Ave ac:0.009644,0.010654 Initialization: 5.555000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.138000 Kernel 1: 0.024000 Kernel 2: 92.345001 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003052 0.440000 fi:0.665997. Ave ac:0.008742,0.008576 Initialization: 5.512000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.163000 Kernel 1: 0.022000 Kernel 2: 93.829002 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.009434 0.548387 fi:0.548112. Ave ac:0.009558,0.010015 Initialization: 5.566000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.205000 Kernel 1: 0.023000 Kernel 2: 89.156998 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.006103 0.564103 fi:0.534229. Ave ac:0.008807,0.008904 Initialization: 5.519000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.152000 Kernel 1: 0.023000 Kernel 2: 92.361000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.003883 0.608696 fi:0.490858. Ave ac:0.008600,0.008566 Initialization: 5.545000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.235000 Kernel 1: 0.022000 Kernel 2: 89.084000 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.006935 0.595238 fi:0.502636. Ave ac:0.008632,0.009033 Initialization: 5.518000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.179000 Kernel 1: 0.024000 Kernel 2: 91.940002 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.004717 0.629630 fi:0.469466. Ave ac:0.008682,0.008989 Iteration 10:MDL fitness activated Error 0.469466 TL 0.039277 MDL Theory Length Weight: 3.9842578180 (7) Initialization: 5.597000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.206000 Kernel 1: 0.024000 Kernel 2: 92.242996 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.003607 0.619048 fi:0.624723. Ave ac:0.007252,0.006570 Initialization: 6.503000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.780000 Kernel 1: 0.023000 Kernel 2: 90.404999 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.007214 0.666667 fi:0.555498. Ave ac:0.008563,0.007749 Initialization: 5.582000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.137000 Kernel 1: 0.023000 Kernel 2: 92.152000 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.001942 1.000000 fi:0.539263. Ave ac:0.007589,0.007372 Initialization: 5.528000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.136000 Kernel 1: 0.024000 Kernel 2: 90.459000 Copyback: 0.017000 Sum: 0.038000 It 13,Best ac:0.004993 0.580645 fi:0.633784. Ave ac:0.007412,0.007822 Initialization: 5.514000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.244000 Kernel 1: 0.023000 Kernel 2: 89.197998 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.004438 0.727273 fi:0.499370. Ave ac:0.008240,0.008205 Initialization: 5.563000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.155000 Kernel 1: 0.023000 Kernel 2: 88.196999 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.002775 0.909091 fi:0.430039. Ave ac:0.009020,0.009171 Initialization: 5.566000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.144000 Kernel 1: 0.023000 Kernel 2: 88.293999 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.003051 0.733333 fi:0.507081. Ave ac:0.008465,0.007897 Initialization: 6.490000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.428000 Kernel 1: 0.023000 Kernel 2: 86.334000 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.003051 0.733333 fi:0.525377. Ave ac:0.007431,0.007710 Initialization: 5.565000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.166000 Kernel 1: 0.023000 Kernel 2: 83.777000 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.006380 0.605263 fi:0.555423. Ave ac:0.007601,0.007753 Initialization: 5.563000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.636000 Kernel 1: 0.022000 Kernel 2: 81.709999 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.005549 0.645161 fi:0.539230. Ave ac:0.007134,0.008574 Initialization: 5.516000 Memcpy Classifiers: 0.359000 Memcpy Instances: 7.217000 Kernel 1: 0.024000 Kernel 2: 82.151001 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.003883 0.736842 fi:0.506775. Ave ac:0.006449,0.007388 Initialization: 5.593000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.161000 Kernel 1: 0.024000 Kernel 2: 78.436996 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.004162 0.681818 fi:0.550276. Ave ac:0.008001,0.009652 Initialization: 5.572000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.222000 Kernel 1: 0.024000 Kernel 2: 80.365997 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.003329 0.631579 fi:0.540008. Ave ac:0.010844,0.011873 Initialization: 5.897000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.236000 Kernel 1: 0.023000 Kernel 2: 77.248001 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.004162 0.600000 fi:0.597430. Ave ac:0.011584,0.017217 Initialization: 5.669000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.140000 Kernel 1: 0.022000 Kernel 2: 78.738998 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.003885 0.666667 fi:0.528703. Ave ac:0.014287,0.014003 MDL Theory Length Weight: 3.5858320362 (10) Initialization: 5.630000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.496000 Kernel 1: 0.022000 Kernel 2: 75.059998 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.004162 0.625000 fi:0.556051. Ave ac:0.011014,0.011116 Initialization: 5.644000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.184000 Kernel 1: 0.023000 Kernel 2: 76.314003 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.005827 0.777778 fi:0.405871. Ave ac:0.011421,0.012471 Initialization: 5.487000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.217000 Kernel 1: 0.023000 Kernel 2: 75.981003 Copyback: 0.016000 Sum: 0.031000 It 27,Best ac:0.004161 0.681818 fi:0.532238. Ave ac:0.008357,0.008416 Initialization: 5.541000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.165000 Kernel 1: 0.023000 Kernel 2: 78.786003 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.005272 0.730769 fi:0.466934. Ave ac:0.011405,0.013808 Initialization: 5.558000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.188000 Kernel 1: 0.023000 Kernel 2: 76.444000 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.002497 0.900000 fi:0.421305. Ave ac:0.007193,0.007318 Initialization: 5.517000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.244000 Kernel 1: 0.022000 Kernel 2: 75.877998 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.004994 0.666667 fi:0.474712. Ave ac:0.008640,0.011114 Initialization: 5.444000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.138000 Kernel 1: 0.024000 Kernel 2: 75.680000 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.003330 0.750000 fi:0.469952. Ave ac:0.006908,0.006975 Initialization: 5.585000 Memcpy Classifiers: 0.325000 Memcpy Instances: 7.171000 Kernel 1: 0.023000 Kernel 2: 78.289001 Copyback: 0.016000 Sum: 0.029000 It 32,Best ac:0.005549 0.666667 fi:0.520197. Ave ac:0.008575,0.009244 Initialization: 5.627000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.135000 Kernel 1: 0.023000 Kernel 2: 78.858002 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.003052 0.647059 fi:0.520326. Ave ac:0.008110,0.006540 Initialization: 30.718000 Memcpy Instances: 358.260986 Memcpy Classifiers: 0.077000 Kernel 1: 0.026000 Kernel 2: 634.130981 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 656.171997 Copyback: 0.015000 Sum: 0.004000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 625.606995 Copyback: 0.014000 Sum: 0.003000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 626.260010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 542.088013 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 635.594971 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 641.442017 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 611.401001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.038000 Kernel 1: 0.014000 Kernel 2: 120.296997 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.032399 0.471991 fi:0.675891. Ave ac:0.006073,0.016265 Best acc 0.032399 0.471991 Initialization: 5.526000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.172000 Kernel 1: 0.024000 Kernel 2: 89.106003 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.005810 accuracy2:0.192205 Initialization: 5.542000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.133000 Kernel 1: 0.023000 Kernel 2: 91.829002 Copyback: 0.016000 Sum: 0.042000 It 0,Best ac:0.011099 0.408163 fi:0.687420. Ave ac:0.009834,0.012655 Initialization: 5.557000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.137000 Kernel 1: 0.023000 Kernel 2: 91.820000 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.003885 0.560000 fi:0.539553. Ave ac:0.011708,0.014442 Initialization: 5.564000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.202000 Kernel 1: 0.023000 Kernel 2: 91.416000 Copyback: 0.016000 Sum: 0.029000 It 2,Best ac:0.005549 0.540541 fi:0.558097. Ave ac:0.010907,0.012493 Initialization: 5.572000 Memcpy Classifiers: 0.494000 Memcpy Instances: 7.140000 Kernel 1: 0.023000 Kernel 2: 90.871002 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.002497 0.818182 fi:0.450361. Ave ac:0.011322,0.013659 Initialization: 6.043000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.178000 Kernel 1: 0.023000 Kernel 2: 88.560997 Copyback: 0.020000 Sum: 0.031000 It 4,Best ac:0.004161 0.681818 fi:0.417582. Ave ac:0.009850,0.010757 Initialization: 5.493000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.145000 Kernel 1: 0.024000 Kernel 2: 88.221001 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.004994 0.529412 fi:0.569531. Ave ac:0.007852,0.009133 Initialization: 5.631000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.643000 Kernel 1: 0.023000 Kernel 2: 90.242996 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.003606 0.565217 fi:0.534488. Ave ac:0.010210,0.011826 Initialization: 5.509000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.189000 Kernel 1: 0.023000 Kernel 2: 88.379997 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003885 0.736842 fi:0.362711. Ave ac:0.008637,0.008594 Initialization: 5.510000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.149000 Kernel 1: 0.023000 Kernel 2: 83.935997 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003606 0.590909 fi:0.508797. Ave ac:0.008487,0.008741 Initialization: 5.506000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.145000 Kernel 1: 0.023000 Kernel 2: 80.251999 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003052 0.611111 fi:0.494886. Ave ac:0.006932,0.008224 Iteration 10:MDL fitness activated Error 0.494886 TL 0.026192 MDL Theory Length Weight: 6.2981417243 (3) Initialization: 5.512000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.236000 Kernel 1: 0.024000 Kernel 2: 81.522003 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.004716 0.653846 fi:0.604043. Ave ac:0.007740,0.007780 Initialization: 5.577000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.267000 Kernel 1: 0.023000 Kernel 2: 76.622002 Copyback: 0.033000 Sum: 0.033000 It 11,Best ac:0.003052 0.687500 fi:0.526320. Ave ac:0.009351,0.010718 Initialization: 5.579000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.049000 Kernel 1: 0.023000 Kernel 2: 72.482002 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.004162 0.833333 fi:0.514099. Ave ac:0.011725,0.013954 Initialization: 5.457000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.284000 Kernel 1: 0.022000 Kernel 2: 70.304001 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003052 0.687500 fi:0.627964. Ave ac:0.011794,0.015900 Initialization: 6.573000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.170000 Kernel 1: 0.023000 Kernel 2: 67.434998 Copyback: 0.016000 Sum: 0.031000 It 14,Best ac:0.003051 0.785714 fi:0.465747. Ave ac:0.012878,0.016326 Initialization: 5.577000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.620000 Kernel 1: 0.022000 Kernel 2: 62.702000 Copyback: 0.017000 Sum: 0.024000 It 15,Best ac:0.007214 0.634146 fi:0.599919. Ave ac:0.015484,0.022135 Initialization: 5.575000 Memcpy Classifiers: 0.311000 Memcpy Instances: 7.166000 Kernel 1: 0.023000 Kernel 2: 61.536999 Copyback: 0.017000 Sum: 0.022000 It 16,Best ac:0.003885 0.666667 fi:0.531979. Ave ac:0.014724,0.021547 Initialization: 5.446000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.641000 Kernel 1: 0.022000 Kernel 2: 60.591999 Copyback: 0.016000 Sum: 0.021000 It 17,Best ac:0.003052 0.785714 fi:0.435416. Ave ac:0.015220,0.026237 Initialization: 5.571000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.135000 Kernel 1: 0.022000 Kernel 2: 60.458000 Copyback: 0.017000 Sum: 0.019000 It 18,Best ac:0.003330 0.750000 fi:0.482690. Ave ac:0.015314,0.022151 Initialization: 5.540000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.155000 Kernel 1: 0.023000 Kernel 2: 58.181999 Copyback: 0.017000 Sum: 0.026000 It 19,Best ac:0.003330 0.631579 fi:0.518208. Ave ac:0.016467,0.023036 Initialization: 5.667000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.246000 Kernel 1: 0.022000 Kernel 2: 59.002998 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.004161 0.652174 fi:0.505002. Ave ac:0.018524,0.028463 Initialization: 5.525000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.251000 Kernel 1: 0.023000 Kernel 2: 57.737999 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.003607 0.684211 fi:0.465424. Ave ac:0.019227,0.031776 Initialization: 5.629000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.146000 Kernel 1: 0.023000 Kernel 2: 58.480999 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.003051 0.578947 fi:0.613263. Ave ac:0.019096,0.033219 Initialization: 5.502000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.143000 Kernel 1: 0.023000 Kernel 2: 58.091999 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.006382 0.657143 fi:0.483210. Ave ac:0.019407,0.029940 Initialization: 5.552000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.173000 Kernel 1: 0.023000 Kernel 2: 58.784000 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.003883 0.700000 fi:0.464822. Ave ac:0.020215,0.029244 Initialization: 5.463000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.299000 Kernel 1: 0.022000 Kernel 2: 57.714001 Copyback: 0.018000 Sum: 0.023000 It 25,Best ac:0.003885 0.823529 fi:0.341292. Ave ac:0.019459,0.034577 Initialization: 5.487000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.258000 Kernel 1: 0.023000 Kernel 2: 59.487999 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.003883 0.666667 fi:0.521321. Ave ac:0.019629,0.030660 Initialization: 5.644000 Memcpy Classifiers: 0.221000 Memcpy Instances: 7.406000 Kernel 1: 0.022000 Kernel 2: 60.546001 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.003329 0.750000 fi:0.423579. Ave ac:0.018017,0.029211 Initialization: 5.474000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.189000 Kernel 1: 0.023000 Kernel 2: 60.854000 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.003885 0.777778 fi:0.383478. Ave ac:0.016230,0.026961 Initialization: 6.010000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.194000 Kernel 1: 0.023000 Kernel 2: 58.271000 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.005272 0.612903 fi:0.555315. Ave ac:0.015737,0.030056 Initialization: 5.524000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.232000 Kernel 1: 0.022000 Kernel 2: 57.445000 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.003051 0.785714 fi:0.380813. Ave ac:0.011753,0.022106 Initialization: 5.503000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.147000 Kernel 1: 0.024000 Kernel 2: 57.251999 Copyback: 0.017000 Sum: 0.018000 It 31,Best ac:0.003330 0.750000 fi:0.409268. Ave ac:0.009267,0.016147 Initialization: 5.504000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.614000 Kernel 1: 0.022000 Kernel 2: 56.803001 Copyback: 0.017000 Sum: 0.020000 It 32,Best ac:0.004993 0.580645 fi:0.576073. Ave ac:0.007397,0.009735 Initialization: 5.520000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.155000 Kernel 1: 0.023000 Kernel 2: 57.162998 Copyback: 0.372000 Sum: 0.021000 It 33,Best ac:0.003052 0.578947 fi:0.626146. Ave ac:0.008480,0.018878 Initialization: 30.513000 Memcpy Instances: 355.092010 Memcpy Classifiers: 0.066000 Kernel 1: 0.026000 Kernel 2: 508.953003 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 524.568970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 523.776001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 525.557983 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 520.729980 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.067000 Kernel 1: 0.021000 Kernel 2: 508.798004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 515.697998 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 505.397003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.042000 Kernel 1: 0.014000 Kernel 2: 110.875999 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.040501 0.471359 fi:0.670015. Ave ac:0.019979,0.064122 Best acc 0.040501 0.471359 Rule:Att PSSM_-2_14 is [>-2.783996]|Att PSSM_0_7 is [<-1.100975]|Att PSSM_0_12 is [<-4.267007]|Att PSSM_1_4 is [<-0.090915]|Att PSSM_2_15 is [-6.220656,5.989361]|1 Accuracy : 0.784992 0 1 146679 17401 33048 37510 Removed 492 instances. 179727 Instances left. Acc of rule 0.032399-0.471991 Initialization: 5.548000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.227000 Kernel 1: 0.908000 Kernel 2: 88.647003 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.004961 accuracy2:0.180942 Initialization: 5.526000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.147000 Kernel 1: 0.023000 Kernel 2: 99.414001 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.003060 0.423077 fi:0.676922. Ave ac:0.008940,0.011708 Initialization: 5.483000 Memcpy Classifiers: 0.577000 Memcpy Instances: 7.177000 Kernel 1: 0.024000 Kernel 2: 96.111000 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.004730 0.653846 fi:0.445229. Ave ac:0.011349,0.013458 Initialization: 5.467000 Memcpy Classifiers: 0.534000 Memcpy Instances: 7.273000 Kernel 1: 0.021000 Kernel 2: 91.444000 Copyback: 0.016000 Sum: 0.028000 It 2,Best ac:0.002504 0.692308 fi:0.570703. Ave ac:0.011044,0.013113 Initialization: 5.474000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.158000 Kernel 1: 0.023000 Kernel 2: 93.029999 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.005565 0.571429 fi:0.527185. Ave ac:0.011008,0.012718 Initialization: 5.524000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.175000 Kernel 1: 0.023000 Kernel 2: 91.708000 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.005287 0.730769 fi:0.367999. Ave ac:0.010467,0.011447 Initialization: 5.531000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.256000 Kernel 1: 0.023000 Kernel 2: 93.150002 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.010295 0.569231 fi:0.526768. Ave ac:0.010197,0.011778 Initialization: 5.536000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.137000 Kernel 1: 0.023000 Kernel 2: 89.946999 Copyback: 0.370000 Sum: 0.029000 It 6,Best ac:0.003061 0.687500 fi:0.412499. Ave ac:0.008821,0.009801 Initialization: 5.582000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.167000 Kernel 1: 0.022000 Kernel 2: 92.052002 Copyback: 0.016000 Sum: 0.027000 It 7,Best ac:0.010295 0.616667 fi:0.479332. Ave ac:0.008767,0.010693 Initialization: 5.526000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.237000 Kernel 1: 0.023000 Kernel 2: 90.991997 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.005008 0.666667 fi:0.432255. Ave ac:0.007992,0.009674 Initialization: 5.994000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.122000 Kernel 1: 0.024000 Kernel 2: 90.015999 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.002782 0.666667 fi:0.514456. Ave ac:0.007132,0.009102 Iteration 10:MDL fitness activated Error 0.514456 TL 0.037847 MDL Theory Length Weight: 4.5309953677 (6) Initialization: 5.971000 Memcpy Classifiers: 0.454000 Memcpy Instances: 7.123000 Kernel 1: 0.023000 Kernel 2: 88.863998 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.002782 0.714286 fi:0.653842. Ave ac:0.007127,0.008642 Initialization: 5.502000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.576000 Kernel 1: 0.023000 Kernel 2: 89.357002 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.003617 0.722222 fi:0.493957. Ave ac:0.008956,0.010469 Initialization: 5.507000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.115000 Kernel 1: 0.023000 Kernel 2: 86.998001 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.003060 0.647059 fi:0.567144. Ave ac:0.008246,0.009440 Initialization: 6.037000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.128000 Kernel 1: 0.023000 Kernel 2: 91.373001 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.004451 0.551724 fi:0.643952. Ave ac:0.011609,0.013062 Initialization: 5.498000 Memcpy Classifiers: 0.402000 Memcpy Instances: 7.110000 Kernel 1: 0.024000 Kernel 2: 88.002998 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.005285 0.655172 fi:0.566693. Ave ac:0.011662,0.014162 Initialization: 5.624000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.156000 Kernel 1: 0.022000 Kernel 2: 81.067001 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.003061 0.846154 fi:0.369196. Ave ac:0.012308,0.013837 Initialization: 5.616000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.618000 Kernel 1: 0.023000 Kernel 2: 81.876999 Copyback: 0.017000 Sum: 0.026000 It 16,Best ac:0.003338 0.857143 fi:0.322385. Ave ac:0.012361,0.015086 Initialization: 5.550000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.159000 Kernel 1: 0.023000 Kernel 2: 78.291000 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.005565 0.645161 fi:0.519825. Ave ac:0.014351,0.018390 Initialization: 5.441000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.193000 Kernel 1: 0.024000 Kernel 2: 76.781998 Copyback: 0.017000 Sum: 0.022000 It 18,Best ac:0.003617 0.764706 fi:0.393092. Ave ac:0.014409,0.016545 Initialization: 5.569000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.161000 Kernel 1: 0.023000 Kernel 2: 76.450996 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.004451 0.727273 fi:0.472310. Ave ac:0.015443,0.017709 Initialization: 5.966000 Memcpy Classifiers: 0.306000 Memcpy Instances: 7.150000 Kernel 1: 0.022000 Kernel 2: 78.065002 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.003060 0.785714 fi:0.397677. Ave ac:0.013452,0.017496 Initialization: 5.485000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.181000 Kernel 1: 0.023000 Kernel 2: 76.584000 Copyback: 0.017000 Sum: 0.019000 It 21,Best ac:0.004729 0.739130 fi:0.454080. Ave ac:0.011166,0.015950 Initialization: 5.606000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.116000 Kernel 1: 0.024000 Kernel 2: 76.709000 Copyback: 0.017000 Sum: 0.021000 It 22,Best ac:0.003894 0.823529 fi:0.362176. Ave ac:0.010804,0.012858 Initialization: 5.507000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.871000 Kernel 1: 0.023000 Kernel 2: 75.824997 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.003060 0.647059 fi:0.563911. Ave ac:0.010314,0.011829 Initialization: 5.962000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.154000 Kernel 1: 0.023000 Kernel 2: 74.625999 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.006676 0.585366 fi:0.563573. Ave ac:0.012159,0.017889 Initialization: 5.602000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.196000 Kernel 1: 0.022000 Kernel 2: 70.418999 Copyback: 0.017000 Sum: 0.020000 It 25,Best ac:0.004172 0.789474 fi:0.420881. Ave ac:0.014151,0.018096 MDL Theory Length Weight: 4.0778958310 (10) Initialization: 5.587000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.130000 Kernel 1: 0.021000 Kernel 2: 70.964996 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.004730 0.586207 fi:0.579616. Ave ac:0.010938,0.014710 Initialization: 5.519000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.201000 Kernel 1: 0.022000 Kernel 2: 69.055000 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003061 0.687500 fi:0.484213. Ave ac:0.016334,0.022708 Initialization: 5.508000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.199000 Kernel 1: 0.023000 Kernel 2: 70.996002 Copyback: 0.017000 Sum: 0.020000 It 28,Best ac:0.003060 0.647059 fi:0.486416. Ave ac:0.019707,0.025391 Initialization: 5.469000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.264000 Kernel 1: 0.022000 Kernel 2: 71.883003 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.003618 0.650000 fi:0.504487. Ave ac:0.018341,0.023820 Initialization: 5.517000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.193000 Kernel 1: 0.022000 Kernel 2: 71.367996 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.004172 0.652174 fi:0.537527. Ave ac:0.015493,0.020800 Initialization: 5.553000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.236000 Kernel 1: 0.023000 Kernel 2: 70.670998 Copyback: 0.018000 Sum: 0.023000 It 31,Best ac:0.003616 0.650000 fi:0.504490. Ave ac:0.017016,0.025536 Initialization: 5.614000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.110000 Kernel 1: 0.022000 Kernel 2: 68.733002 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.002782 0.833333 fi:0.397396. Ave ac:0.019477,0.028382 Initialization: 5.585000 Memcpy Classifiers: 0.345000 Memcpy Instances: 7.110000 Kernel 1: 0.023000 Kernel 2: 69.036003 Copyback: 0.016000 Sum: 0.021000 It 33,Best ac:0.003338 0.705882 fi:0.432220. Ave ac:0.013466,0.021441 Initialization: 31.094000 Memcpy Instances: 357.028992 Memcpy Classifiers: 0.072000 Kernel 1: 0.025000 Kernel 2: 571.341980 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 587.598999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 577.521973 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 585.546997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 588.197021 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 559.497986 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 594.552979 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 462.721008 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.049414 0.447383 fi:0.681125. Ave ac:0.013928,0.042601 Best acc 0.049414 0.447383 Initialization: 5.651000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.117000 Kernel 1: 0.024000 Kernel 2: 89.656998 Copyback: 0.017000 Sum: 0.051000 Initial population average accuracy1:0.004493 accuracy2:0.176783 Initialization: 5.622000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.595000 Kernel 1: 0.022000 Kernel 2: 94.977997 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.004729 0.425000 fi:0.674075. Ave ac:0.008066,0.010526 Initialization: 5.497000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.194000 Kernel 1: 0.023000 Kernel 2: 96.069000 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.003061 0.478261 fi:0.621735. Ave ac:0.010625,0.011990 Initialization: 5.453000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.181000 Kernel 1: 0.023000 Kernel 2: 95.985001 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.004174 0.500000 fi:0.599383. Ave ac:0.010623,0.011885 Initialization: 5.994000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.486000 Kernel 1: 0.022000 Kernel 2: 95.232002 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.002503 0.642857 fi:0.620153. Ave ac:0.008433,0.008713 Initialization: 5.490000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.159000 Kernel 1: 0.023000 Kernel 2: 94.739998 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.003616 0.520000 fi:0.579691. Ave ac:0.007684,0.007899 Initialization: 5.470000 Memcpy Classifiers: 0.396000 Memcpy Instances: 7.180000 Kernel 1: 0.023000 Kernel 2: 92.400002 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.003060 0.647059 fi:0.452940. Ave ac:0.007318,0.007503 Initialization: 5.551000 Memcpy Classifiers: 0.396000 Memcpy Instances: 7.205000 Kernel 1: 0.022000 Kernel 2: 91.838997 Copyback: 0.017000 Sum: 0.027000 It 6,Best ac:0.003060 0.578947 fi:0.521051. Ave ac:0.007361,0.008216 Initialization: 5.518000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.179000 Kernel 1: 0.023000 Kernel 2: 87.684998 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003895 0.583333 fi:0.516204. Ave ac:0.007469,0.009089 Initialization: 5.463000 Memcpy Classifiers: 0.405000 Memcpy Instances: 7.174000 Kernel 1: 0.023000 Kernel 2: 87.010002 Copyback: 0.018000 Sum: 0.029000 It 8,Best ac:0.003339 0.750000 fi:0.349845. Ave ac:0.009229,0.010187 Initialization: 5.514000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.109000 Kernel 1: 0.024000 Kernel 2: 88.320999 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.004451 0.666667 fi:0.432563. Ave ac:0.008821,0.009997 Iteration 10:MDL fitness activated Error 0.432563 TL 0.037993 MDL Theory Length Weight: 3.7951392370 (2) Initialization: 5.500000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.635000 Kernel 1: 0.022000 Kernel 2: 84.982002 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.003895 0.666667 fi:0.586411. Ave ac:0.007141,0.007388 Initialization: 5.456000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.226000 Kernel 1: 0.021000 Kernel 2: 85.651001 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.005563 0.555556 fi:0.610181. Ave ac:0.006728,0.007075 Initialization: 5.473000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.223000 Kernel 1: 0.023000 Kernel 2: 85.253998 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.004172 0.681818 fi:0.551391. Ave ac:0.009291,0.008874 Initialization: 5.484000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.120000 Kernel 1: 0.022000 Kernel 2: 84.811996 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.002225 1.000000 fi:0.500808. Ave ac:0.008629,0.010623 Initialization: 5.531000 Memcpy Classifiers: 0.401000 Memcpy Instances: 7.118000 Kernel 1: 0.024000 Kernel 2: 83.183998 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.003894 0.736842 fi:0.516419. Ave ac:0.009307,0.010917 Initialization: 5.539000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.193000 Kernel 1: 0.024000 Kernel 2: 87.570999 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.004174 0.652174 fi:0.571781. Ave ac:0.009069,0.010314 Initialization: 5.960000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.230000 Kernel 1: 0.022000 Kernel 2: 87.694000 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.003895 0.777778 fi:0.438105. Ave ac:0.009475,0.011615 Initialization: 5.457000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.457000 Kernel 1: 0.023000 Kernel 2: 86.253998 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.003339 0.666667 fi:0.563667. Ave ac:0.009237,0.012277 Initialization: 5.465000 Memcpy Classifiers: 0.371000 Memcpy Instances: 7.150000 Kernel 1: 0.023000 Kernel 2: 80.641998 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.005007 0.580645 fi:0.608910. Ave ac:0.007465,0.009212 Initialization: 5.518000 Memcpy Classifiers: 0.373000 Memcpy Instances: 7.117000 Kernel 1: 0.024000 Kernel 2: 80.619003 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.006120 0.628571 fi:0.559537. Ave ac:0.009718,0.014620 Initialization: 5.487000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.145000 Kernel 1: 0.024000 Kernel 2: 74.124001 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.003894 0.608696 fi:0.567990. Ave ac:0.009192,0.012290 Initialization: 5.595000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.153000 Kernel 1: 0.022000 Kernel 2: 71.560997 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.003061 0.647059 fi:0.530194. Ave ac:0.009630,0.016299 Initialization: 5.452000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.228000 Kernel 1: 0.023000 Kernel 2: 71.537003 Copyback: 0.016000 Sum: 0.029000 It 22,Best ac:0.007234 0.764706 fi:0.444478. Ave ac:0.010297,0.014942 Initialization: 5.491000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.188000 Kernel 1: 0.022000 Kernel 2: 73.268997 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.004453 0.640000 fi:0.525448. Ave ac:0.009009,0.013177 Initialization: 7.649000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.188000 Kernel 1: 0.024000 Kernel 2: 73.518997 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.003060 0.733333 fi:0.427455. Ave ac:0.009098,0.012351 Initialization: 5.674000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.243000 Kernel 1: 0.023000 Kernel 2: 69.597000 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.005007 0.692308 fi:0.471466. Ave ac:0.011021,0.014511 Initialization: 5.545000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.110000 Kernel 1: 0.023000 Kernel 2: 66.849998 Copyback: 0.016000 Sum: 0.024000 It 26,Best ac:0.002504 0.818182 fi:0.520044. Ave ac:0.009258,0.017461 Initialization: 5.500000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.159000 Kernel 1: 0.022000 Kernel 2: 66.698997 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.004729 0.708333 fi:0.442750. Ave ac:0.010460,0.016080 Initialization: 5.494000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.230000 Kernel 1: 0.024000 Kernel 2: 65.230003 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.006956 0.657895 fi:0.486831. Ave ac:0.011417,0.018344 Initialization: 5.520000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.117000 Kernel 1: 0.024000 Kernel 2: 66.464996 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.003060 0.733333 fi:0.425511. Ave ac:0.009162,0.016911 Initialization: 5.595000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.122000 Kernel 1: 0.024000 Kernel 2: 65.939003 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.008067 0.707317 fi:0.456135. Ave ac:0.008787,0.010796 Initialization: 5.532000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.157000 Kernel 1: 0.023000 Kernel 2: 65.487000 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.005287 0.678571 fi:0.479221. Ave ac:0.014083,0.021391 Initialization: 5.458000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.146000 Kernel 1: 0.023000 Kernel 2: 65.333000 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.003617 0.684211 fi:0.468001. Ave ac:0.011519,0.019847 Initialization: 5.468000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.123000 Kernel 1: 0.023000 Kernel 2: 64.516998 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.003617 0.764706 fi:0.479173. Ave ac:0.011073,0.019645 Initialization: 30.889999 Memcpy Instances: 356.476990 Memcpy Classifiers: 0.075000 Kernel 1: 0.024000 Kernel 2: 570.622009 Copyback: 0.368000 Sum: 0.013000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 568.671021 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 561.484985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 562.736023 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 568.112000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 562.547974 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 558.830994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.014000 Kernel 2: 452.899994 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003622 0.492808 fi:0.665904. Ave ac:0.013190,0.041173 Best acc 0.003622 0.492808 Initialization: 5.686000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.175000 Kernel 1: 0.024000 Kernel 2: 89.398003 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005219 accuracy2:0.180488 Initialization: 5.559000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.141000 Kernel 1: 0.022000 Kernel 2: 97.422997 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.008901 0.376471 fi:0.720297. Ave ac:0.009162,0.011669 Initialization: 5.565000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.114000 Kernel 1: 0.024000 Kernel 2: 96.689003 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.007791 0.538462 fi:0.558922. Ave ac:0.011365,0.011969 Initialization: 5.560000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.603000 Kernel 1: 0.023000 Kernel 2: 96.053001 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003617 0.448276 fi:0.651415. Ave ac:0.012056,0.013833 Initialization: 5.592000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.159000 Kernel 1: 0.023000 Kernel 2: 95.139000 Copyback: 0.016000 Sum: 0.029000 It 3,Best ac:0.003894 0.500000 fi:0.599537. Ave ac:0.011311,0.013890 Initialization: 7.316000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.139000 Kernel 1: 0.023000 Kernel 2: 95.844002 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003338 0.545455 fi:0.554390. Ave ac:0.010007,0.011629 Initialization: 5.503000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.208000 Kernel 1: 0.023000 Kernel 2: 92.973000 Copyback: 0.018000 Sum: 0.032000 It 5,Best ac:0.003339 0.600000 fi:0.499845. Ave ac:0.008706,0.010382 Initialization: 5.537000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.227000 Kernel 1: 0.022000 Kernel 2: 93.981003 Copyback: 0.016000 Sum: 0.025000 It 6,Best ac:0.003060 0.733333 fi:0.366665. Ave ac:0.008424,0.011033 Initialization: 5.556000 Memcpy Classifiers: 0.463000 Memcpy Instances: 7.117000 Kernel 1: 0.023000 Kernel 2: 93.098000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.003061 0.578947 fi:0.521051. Ave ac:0.007052,0.007356 Initialization: 5.498000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.310000 Kernel 1: 0.022000 Kernel 2: 88.745003 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.005285 0.655172 fi:0.443595. Ave ac:0.007648,0.010396 Initialization: 5.515000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.118000 Kernel 1: 0.023000 Kernel 2: 86.973999 Copyback: 0.017000 Sum: 0.026000 It 9,Best ac:0.005841 0.636364 fi:0.462096. Ave ac:0.007600,0.010221 Iteration 10:MDL fitness activated Error 0.462096 TL 0.038223 MDL Theory Length Weight: 4.0298712119 (4) Initialization: 5.706000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.456000 Kernel 1: 0.022000 Kernel 2: 84.345001 Copyback: 0.016000 Sum: 0.030000 It 10,Best ac:0.004174 0.555556 fi:0.663003. Ave ac:0.009194,0.009958 Initialization: 5.557000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.120000 Kernel 1: 0.023000 Kernel 2: 79.839996 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004451 0.695652 fi:0.566514. Ave ac:0.012150,0.014222 Initialization: 5.473000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.157000 Kernel 1: 0.023000 Kernel 2: 76.521004 Copyback: 0.020000 Sum: 0.038000 It 12,Best ac:0.003061 0.611111 fi:0.581551. Ave ac:0.010975,0.012626 Initialization: 5.514000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.161000 Kernel 1: 0.023000 Kernel 2: 74.272003 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003060 0.578947 fi:0.591873. Ave ac:0.014974,0.015971 Initialization: 5.595000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.162000 Kernel 1: 0.023000 Kernel 2: 71.264000 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.003339 0.666667 fi:0.526291. Ave ac:0.013991,0.017741 Initialization: 5.523000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.146000 Kernel 1: 0.023000 Kernel 2: 71.008003 Copyback: 0.017000 Sum: 0.027000 It 15,Best ac:0.003338 0.631579 fi:0.564851. Ave ac:0.013353,0.015817 Initialization: 5.542000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.167000 Kernel 1: 0.023000 Kernel 2: 69.821999 Copyback: 0.372000 Sum: 0.021000 It 16,Best ac:0.005843 0.600000 fi:0.555867. Ave ac:0.014827,0.021155 Initialization: 5.519000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.314000 Kernel 1: 0.023000 Kernel 2: 67.910004 Copyback: 0.017000 Sum: 0.023000 It 17,Best ac:0.009736 0.636364 fi:0.506001. Ave ac:0.017916,0.018805 Initialization: 5.511000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.174000 Kernel 1: 0.024000 Kernel 2: 64.555000 Copyback: 0.017000 Sum: 0.022000 It 18,Best ac:0.003895 0.583333 fi:0.573610. Ave ac:0.014785,0.017673 Initialization: 5.582000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.148000 Kernel 1: 0.022000 Kernel 2: 68.087997 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.003616 0.722222 fi:0.448237. Ave ac:0.011266,0.018360 Initialization: 5.503000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.174000 Kernel 1: 0.023000 Kernel 2: 65.235001 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.006121 0.687500 fi:0.494981. Ave ac:0.016718,0.026062 Initialization: 5.501000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.117000 Kernel 1: 0.024000 Kernel 2: 67.556000 Copyback: 0.017000 Sum: 0.020000 It 21,Best ac:0.003616 0.764706 fi:0.460122. Ave ac:0.015800,0.030346 Initialization: 5.494000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.111000 Kernel 1: 0.024000 Kernel 2: 65.491997 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.005285 0.655172 fi:0.518911. Ave ac:0.017650,0.026215 Initialization: 5.490000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.208000 Kernel 1: 0.023000 Kernel 2: 64.254997 Copyback: 0.016000 Sum: 0.022000 It 23,Best ac:0.003338 0.750000 fi:0.396766. Ave ac:0.019325,0.029753 Initialization: 5.500000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.124000 Kernel 1: 0.024000 Kernel 2: 62.634998 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.002782 0.666667 fi:0.546034. Ave ac:0.019533,0.035920 Initialization: 5.554000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.111000 Kernel 1: 0.024000 Kernel 2: 64.183998 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.003617 0.722222 fi:0.411853. Ave ac:0.018956,0.029179 Initialization: 5.558000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.151000 Kernel 1: 0.024000 Kernel 2: 62.577999 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.003338 0.666667 fi:0.461542. Ave ac:0.019741,0.033513 Initialization: 6.058000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.349000 Kernel 1: 0.023000 Kernel 2: 63.134998 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.003617 0.722222 fi:0.398013. Ave ac:0.016412,0.032660 Initialization: 5.514000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.474000 Kernel 1: 0.023000 Kernel 2: 62.320000 Copyback: 0.017000 Sum: 0.020000 It 28,Best ac:0.003339 0.545455 fi:0.610376. Ave ac:0.019023,0.033902 Initialization: 5.536000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.113000 Kernel 1: 0.024000 Kernel 2: 62.426998 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.003061 0.687500 fi:0.467436. Ave ac:0.016461,0.033993 Initialization: 5.556000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.139000 Kernel 1: 0.024000 Kernel 2: 64.730003 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.005563 0.769231 fi:0.417424. Ave ac:0.013594,0.030838 Initialization: 5.547000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.148000 Kernel 1: 0.023000 Kernel 2: 64.158997 Copyback: 0.017000 Sum: 0.020000 It 31,Best ac:0.004174 0.625000 fi:0.521698. Ave ac:0.014573,0.024306 Initialization: 5.935000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.139000 Kernel 1: 0.022000 Kernel 2: 66.764000 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.005841 0.656250 fi:0.535323. Ave ac:0.014330,0.031062 MDL Theory Length Weight: 3.6268840907 (10) Initialization: 6.090000 Memcpy Classifiers: 0.244000 Memcpy Instances: 7.124000 Kernel 1: 0.023000 Kernel 2: 68.063004 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.003339 0.705882 fi:0.457439. Ave ac:0.014348,0.026721 Initialization: 31.209000 Memcpy Instances: 354.540985 Memcpy Classifiers: 0.068000 Kernel 1: 0.024000 Kernel 2: 576.770996 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 561.578979 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 572.349976 Copyback: 0.014000 Sum: 0.003000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 578.950012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 577.168030 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 572.270996 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.070000 Kernel 1: 0.022000 Kernel 2: 564.758972 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.074000 Kernel 1: 0.016000 Kernel 2: 467.005005 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.003661 0.489219 fi:0.653030. Ave ac:0.010312,0.034826 Best acc 0.003661 0.489219 Initialization: 5.809000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.125000 Kernel 1: 0.024000 Kernel 2: 89.041000 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005252 accuracy2:0.173090 Initialization: 5.566000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.249000 Kernel 1: 0.022000 Kernel 2: 93.862999 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.002782 0.454545 fi:0.726577. Ave ac:0.010220,0.013770 Initialization: 5.560000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.130000 Kernel 1: 0.024000 Kernel 2: 95.471001 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.001391 1.000000 fi:0.590561. Ave ac:0.011800,0.014288 Initialization: 5.465000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.251000 Kernel 1: 0.022000 Kernel 2: 92.962997 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.003339 0.480000 fi:0.619845. Ave ac:0.012272,0.013096 Initialization: 5.490000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.263000 Kernel 1: 0.022000 Kernel 2: 93.869003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.006400 0.511111 fi:0.587041. Ave ac:0.010838,0.012531 Initialization: 5.552000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.152000 Kernel 1: 0.024000 Kernel 2: 91.552002 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.004730 0.586207 fi:0.512869. Ave ac:0.010306,0.010590 Initialization: 5.501000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.800000 Kernel 1: 0.023000 Kernel 2: 87.184998 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.003895 0.538462 fi:0.561075. Ave ac:0.010438,0.010734 Initialization: 5.567000 Memcpy Classifiers: 0.456000 Memcpy Instances: 7.186000 Kernel 1: 0.023000 Kernel 2: 87.403999 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004174 0.600000 fi:0.499383. Ave ac:0.009644,0.009769 Initialization: 5.460000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.234000 Kernel 1: 0.022000 Kernel 2: 86.396004 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.003061 0.647059 fi:0.452940. Ave ac:0.010116,0.010067 Initialization: 5.471000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.240000 Kernel 1: 0.023000 Kernel 2: 84.110001 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.003895 0.700000 fi:0.399537. Ave ac:0.008655,0.009164 Initialization: 6.613000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.178000 Kernel 1: 0.023000 Kernel 2: 82.689003 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.003894 0.608696 fi:0.490841. Ave ac:0.007834,0.008310 Iteration 10:MDL fitness activated Error 0.490841 TL 0.031579 MDL Theory Length Weight: 5.1811312149 (2) Initialization: 5.496000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.115000 Kernel 1: 0.024000 Kernel 2: 83.727997 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.003060 0.687500 fi:0.598417. Ave ac:0.007908,0.009208 Initialization: 5.499000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.198000 Kernel 1: 0.023000 Kernel 2: 83.518997 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.004172 0.600000 fi:0.597818. Ave ac:0.009036,0.010664 Initialization: 5.468000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.136000 Kernel 1: 0.023000 Kernel 2: 83.075996 Copyback: 0.016000 Sum: 0.030000 It 12,Best ac:0.004172 0.750000 fi:0.464122. Ave ac:0.012821,0.015116 Initialization: 5.578000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.123000 Kernel 1: 0.023000 Kernel 2: 80.392998 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.003616 0.684211 fi:0.564804. Ave ac:0.009674,0.011252 Initialization: 5.569000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.148000 Kernel 1: 0.022000 Kernel 2: 78.489998 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.003338 0.666667 fi:0.553663. Ave ac:0.010205,0.012989 Initialization: 5.526000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.109000 Kernel 1: 0.023000 Kernel 2: 78.375999 Copyback: 0.016000 Sum: 0.027000 It 15,Best ac:0.003617 0.764706 fi:0.515395. Ave ac:0.009851,0.011765 Initialization: 5.470000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.162000 Kernel 1: 0.023000 Kernel 2: 78.518997 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.004452 0.695652 fi:0.539614. Ave ac:0.009115,0.013244 Initialization: 5.536000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.275000 Kernel 1: 0.022000 Kernel 2: 78.245003 Copyback: 0.017000 Sum: 0.026000 It 17,Best ac:0.003060 0.687500 fi:0.507744. Ave ac:0.011315,0.014050 Initialization: 5.528000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.132000 Kernel 1: 0.024000 Kernel 2: 75.788002 Copyback: 0.017000 Sum: 0.025000 It 18,Best ac:0.003060 0.785714 fi:0.415199. Ave ac:0.009616,0.011583 Initialization: 5.494000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.184000 Kernel 1: 0.023000 Kernel 2: 73.276001 Copyback: 0.018000 Sum: 0.027000 It 19,Best ac:0.006678 0.615385 fi:0.577871. Ave ac:0.011587,0.016048 Initialization: 5.456000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.157000 Kernel 1: 0.022000 Kernel 2: 72.731003 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.006954 0.625000 fi:0.544548. Ave ac:0.013739,0.019069 Initialization: 5.439000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.178000 Kernel 1: 0.022000 Kernel 2: 73.917999 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.003617 0.590909 fi:0.602744. Ave ac:0.014836,0.020970 Initialization: 5.440000 Memcpy Classifiers: 0.262000 Memcpy Instances: 7.162000 Kernel 1: 0.023000 Kernel 2: 72.680000 Copyback: 0.016000 Sum: 0.021000 It 22,Best ac:0.003617 0.619048 fi:0.534824. Ave ac:0.011741,0.017283 Initialization: 5.519000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.169000 Kernel 1: 0.024000 Kernel 2: 71.736000 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.008901 0.680851 fi:0.519185. Ave ac:0.013857,0.019800 Initialization: 5.525000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.178000 Kernel 1: 0.023000 Kernel 2: 70.267998 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.005008 0.642857 fi:0.536655. Ave ac:0.013672,0.019880 Initialization: 5.489000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.149000 Kernel 1: 0.022000 Kernel 2: 72.265999 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.004451 0.516129 fi:0.634884. Ave ac:0.014454,0.021043 Initialization: 5.579000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.144000 Kernel 1: 0.023000 Kernel 2: 71.036003 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.003338 0.631579 fi:0.538615. Ave ac:0.014511,0.022800 Initialization: 5.548000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.123000 Kernel 1: 0.023000 Kernel 2: 70.473000 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.004172 0.681818 fi:0.493109. Ave ac:0.012511,0.020795 MDL Theory Length Weight: 4.6630180934 (10) Initialization: 5.537000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.109000 Kernel 1: 0.023000 Kernel 2: 70.379997 Copyback: 0.018000 Sum: 0.023000 It 28,Best ac:0.003339 0.571429 fi:0.590843. Ave ac:0.012766,0.023157 Initialization: 5.515000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.108000 Kernel 1: 0.023000 Kernel 2: 69.947998 Copyback: 0.018000 Sum: 0.021000 It 29,Best ac:0.006400 0.696970 fi:0.454861. Ave ac:0.017495,0.028979 Initialization: 5.508000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.125000 Kernel 1: 0.023000 Kernel 2: 72.726997 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.004172 0.600000 fi:0.561027. Ave ac:0.015388,0.026467 Initialization: 5.483000 Memcpy Classifiers: 0.329000 Memcpy Instances: 7.111000 Kernel 1: 0.024000 Kernel 2: 69.288002 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.003061 0.733333 fi:0.437601. Ave ac:0.014328,0.025679 Initialization: 5.492000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.106000 Kernel 1: 0.024000 Kernel 2: 70.286003 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.005841 0.724138 fi:0.455883. Ave ac:0.012739,0.022253 Initialization: 5.428000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.117000 Kernel 1: 0.023000 Kernel 2: 71.853996 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.003060 0.687500 fi:0.471311. Ave ac:0.015174,0.028121 Initialization: 30.834000 Memcpy Instances: 353.819000 Memcpy Classifiers: 0.076000 Kernel 1: 0.027000 Kernel 2: 584.711975 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 598.497009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 594.864990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 600.987976 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 593.685974 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 581.468994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 591.197998 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.081000 Kernel 1: 0.015000 Kernel 2: 460.923004 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.003377 0.485600 fi:0.667907. Ave ac:0.013178,0.039487 Best acc 0.003377 0.485600 Initialization: 5.516000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.120000 Kernel 1: 0.025000 Kernel 2: 89.342003 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.004514 accuracy2:0.179352 Initialization: 5.509000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.184000 Kernel 1: 0.023000 Kernel 2: 92.396004 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.002225 0.727273 fi:0.617625. Ave ac:0.007792,0.010357 Initialization: 5.488000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.109000 Kernel 1: 0.024000 Kernel 2: 94.436996 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.003061 0.523810 fi:0.576189. Ave ac:0.011193,0.013973 Initialization: 5.559000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.145000 Kernel 1: 0.023000 Kernel 2: 92.329002 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.003338 0.444444 fi:0.655400. Ave ac:0.011149,0.012591 Initialization: 5.471000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.118000 Kernel 1: 0.023000 Kernel 2: 94.370003 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.003338 0.545455 fi:0.554390. Ave ac:0.010912,0.011635 Initialization: 5.983000 Memcpy Classifiers: 0.489000 Memcpy Instances: 7.183000 Kernel 1: 0.023000 Kernel 2: 91.260002 Copyback: 0.017000 Sum: 0.284000 It 4,Best ac:0.009182 0.600000 fi:0.496614. Ave ac:0.013349,0.014716 Initialization: 5.433000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.122000 Kernel 1: 0.022000 Kernel 2: 87.843002 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.003617 0.650000 fi:0.449688. Ave ac:0.011622,0.014220 Initialization: 5.476000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.121000 Kernel 1: 0.023000 Kernel 2: 86.786003 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.005563 0.512821 fi:0.585793. Ave ac:0.009050,0.009663 Initialization: 5.455000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.450000 Kernel 1: 0.022000 Kernel 2: 85.127998 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004451 0.640000 fi:0.459229. Ave ac:0.009720,0.011232 Initialization: 5.579000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.109000 Kernel 1: 0.024000 Kernel 2: 86.790001 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.003616 0.722222 fi:0.377469. Ave ac:0.011876,0.013410 Initialization: 5.464000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.340000 Kernel 1: 0.023000 Kernel 2: 86.703003 Copyback: 0.016000 Sum: 0.029000 It 9,Best ac:0.003894 0.636364 fi:0.463173. Ave ac:0.009889,0.011051 Iteration 10:MDL fitness activated Error 0.463173 TL 0.038682 MDL Theory Length Weight: 3.9912822096 (2) Initialization: 5.456000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.250000 Kernel 1: 0.022000 Kernel 2: 85.637001 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.003061 0.846154 fi:0.373828. Ave ac:0.009608,0.011257 Initialization: 5.573000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.169000 Kernel 1: 0.022000 Kernel 2: 82.214996 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.003339 0.666667 fi:0.511231. Ave ac:0.009928,0.011767 Initialization: 5.560000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.109000 Kernel 1: 0.023000 Kernel 2: 81.251999 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.003894 0.736842 fi:0.435667. Ave ac:0.010950,0.014681 Initialization: 5.869000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.178000 Kernel 1: 0.023000 Kernel 2: 79.068001 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.003895 0.875000 fi:0.331060. Ave ac:0.012989,0.018863 Initialization: 5.578000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.162000 Kernel 1: 0.023000 Kernel 2: 77.879997 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.003617 0.866667 fi:0.324816. Ave ac:0.012727,0.020247 Initialization: 5.534000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.109000 Kernel 1: 0.023000 Kernel 2: 78.299004 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.005563 0.571429 fi:0.596426. Ave ac:0.009144,0.014503 Initialization: 5.727000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.266000 Kernel 1: 0.022000 Kernel 2: 76.551003 Copyback: 0.017000 Sum: 0.024000 It 16,Best ac:0.003616 0.590909 fi:0.590583. Ave ac:0.012719,0.019290 Initialization: 5.544000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.145000 Kernel 1: 0.023000 Kernel 2: 74.246002 Copyback: 0.017000 Sum: 0.024000 It 17,Best ac:0.003338 0.631579 fi:0.581107. Ave ac:0.012544,0.022684 Initialization: 5.505000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.112000 Kernel 1: 0.023000 Kernel 2: 73.018997 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.003061 0.733333 fi:0.451462. Ave ac:0.012280,0.021467 Initialization: 5.592000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.110000 Kernel 1: 0.024000 Kernel 2: 73.853996 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.003061 0.550000 fi:0.606964. Ave ac:0.009319,0.015486 Initialization: 5.567000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.135000 Kernel 1: 0.024000 Kernel 2: 73.721001 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.003895 0.777778 fi:0.476150. Ave ac:0.013652,0.025523 Initialization: 5.440000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.170000 Kernel 1: 0.023000 Kernel 2: 70.780998 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.003339 0.571429 fi:0.574129. Ave ac:0.011256,0.021065 Initialization: 5.501000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.125000 Kernel 1: 0.023000 Kernel 2: 70.101997 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.003895 0.777778 fi:0.378969. Ave ac:0.013447,0.022387 Initialization: 5.506000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.212000 Kernel 1: 0.023000 Kernel 2: 69.577003 Copyback: 0.018000 Sum: 0.023000 It 23,Best ac:0.002782 0.769231 fi:0.503683. Ave ac:0.013080,0.027400 MDL Theory Length Weight: 3.5921539886 (10) Initialization: 5.477000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.195000 Kernel 1: 0.024000 Kernel 2: 70.019997 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.005563 0.714286 fi:0.430564. Ave ac:0.015405,0.025594 Initialization: 5.506000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.111000 Kernel 1: 0.023000 Kernel 2: 69.360001 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.005563 0.625000 fi:0.505462. Ave ac:0.012174,0.020290 Initialization: 5.546000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.107000 Kernel 1: 0.024000 Kernel 2: 68.531998 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.003061 0.785714 fi:0.353875. Ave ac:0.012788,0.023625 Initialization: 5.516000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.124000 Kernel 1: 0.022000 Kernel 2: 68.791000 Copyback: 0.018000 Sum: 0.023000 It 27,Best ac:0.003061 0.846154 fi:0.300015. Ave ac:0.011863,0.020911 Initialization: 5.740000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.109000 Kernel 1: 0.023000 Kernel 2: 70.279999 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.003060 0.647059 fi:0.491042. Ave ac:0.011625,0.024421 Initialization: 5.541000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.161000 Kernel 1: 0.023000 Kernel 2: 70.594002 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.003894 0.538462 fi:0.607312. Ave ac:0.009699,0.018747 Initialization: 5.542000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.161000 Kernel 1: 0.023000 Kernel 2: 69.431999 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.003061 0.846154 fi:0.311262. Ave ac:0.011947,0.018946 Initialization: 5.566000 Memcpy Classifiers: 0.395000 Memcpy Instances: 7.339000 Kernel 1: 0.023000 Kernel 2: 71.954002 Copyback: 0.016000 Sum: 0.021000 It 31,Best ac:0.002503 0.750000 fi:0.559767. Ave ac:0.011711,0.020823 Initialization: 5.607000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.131000 Kernel 1: 0.023000 Kernel 2: 69.488998 Copyback: 0.018000 Sum: 0.023000 It 32,Best ac:0.003895 0.560000 fi:0.577422. Ave ac:0.011598,0.022873 Initialization: 5.596000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.161000 Kernel 1: 0.023000 Kernel 2: 69.597000 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.003338 0.923077 fi:0.228036. Ave ac:0.011963,0.023240 Initialization: 30.771999 Memcpy Instances: 354.613007 Memcpy Classifiers: 0.081000 Kernel 1: 0.023000 Kernel 2: 595.463989 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 593.479004 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.014000 Kernel 2: 588.919983 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.014000 Kernel 2: 604.036987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 583.997009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 602.262024 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 582.145020 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.086000 Kernel 1: 0.015000 Kernel 2: 477.868988 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.003600 0.464465 fi:0.673119. Ave ac:0.011974,0.034739 Best acc 0.003600 0.464465 Initialization: 5.641000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.151000 Kernel 1: 0.024000 Kernel 2: 90.121002 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005175 accuracy2:0.185950 Initialization: 5.818000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.242000 Kernel 1: 0.023000 Kernel 2: 93.792000 Copyback: 0.371000 Sum: 0.043000 It 0,Best ac:0.006400 0.403509 fi:0.694644. Ave ac:0.009634,0.014458 Initialization: 5.474000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.256000 Kernel 1: 0.023000 Kernel 2: 97.060997 Copyback: 0.020000 Sum: 0.029000 It 1,Best ac:0.005285 0.527778 fi:0.570990. Ave ac:0.011466,0.014460 Initialization: 5.493000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.176000 Kernel 1: 0.022000 Kernel 2: 94.897003 Copyback: 0.016000 Sum: 0.027000 It 2,Best ac:0.004729 0.566667 fi:0.532409. Ave ac:0.010320,0.014095 Initialization: 5.532000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.215000 Kernel 1: 0.023000 Kernel 2: 94.708000 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003060 0.500000 fi:0.599999. Ave ac:0.009885,0.012720 Initialization: 5.593000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.137000 Kernel 1: 0.024000 Kernel 2: 93.358002 Copyback: 0.016000 Sum: 0.028000 It 4,Best ac:0.003338 0.705882 fi:0.393962. Ave ac:0.011455,0.014766 Initialization: 5.945000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.124000 Kernel 1: 0.024000 Kernel 2: 90.636002 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003894 0.777778 fi:0.321759. Ave ac:0.011752,0.013518 Initialization: 5.438000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.202000 Kernel 1: 0.023000 Kernel 2: 89.543999 Copyback: 0.017000 Sum: 0.027000 It 6,Best ac:0.003894 0.583333 fi:0.516204. Ave ac:0.009673,0.012776 Initialization: 5.521000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.116000 Kernel 1: 0.023000 Kernel 2: 88.141998 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.005843 0.617647 fi:0.480813. Ave ac:0.009353,0.009645 Initialization: 5.523000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.106000 Kernel 1: 0.024000 Kernel 2: 89.526001 Copyback: 0.016000 Sum: 0.027000 It 8,Best ac:0.005566 0.625000 fi:0.473609. Ave ac:0.009276,0.010211 Initialization: 5.511000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.513000 Kernel 1: 0.023000 Kernel 2: 91.189003 Copyback: 0.020000 Sum: 0.033000 It 9,Best ac:0.008069 0.568627 fi:0.528602. Ave ac:0.009778,0.010467 Iteration 10:MDL fitness activated Error 0.528602 TL 0.027735 MDL Theory Length Weight: 6.3529207884 (5) Initialization: 5.493000 Memcpy Classifiers: 0.413000 Memcpy Instances: 7.610000 Kernel 1: 0.022000 Kernel 2: 88.904999 Copyback: 0.017000 Sum: 0.026000 It 10,Best ac:0.004730 0.772727 fi:0.510003. Ave ac:0.010056,0.011015 Initialization: 5.456000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.108000 Kernel 1: 0.024000 Kernel 2: 85.129997 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.003338 0.666667 fi:0.676108. Ave ac:0.011378,0.017466 Initialization: 5.528000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.569000 Kernel 1: 0.022000 Kernel 2: 79.507004 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.016138 0.574257 fi:0.702861. Ave ac:0.012227,0.016050 Initialization: 5.468000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.128000 Kernel 1: 0.022000 Kernel 2: 78.251999 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.004172 0.600000 fi:0.677276. Ave ac:0.013341,0.014811 Initialization: 5.653000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.134000 Kernel 1: 0.023000 Kernel 2: 73.049004 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.005285 0.612903 fi:0.624695. Ave ac:0.016740,0.019440 Initialization: 5.489000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.112000 Kernel 1: 0.024000 Kernel 2: 69.150002 Copyback: 0.017000 Sum: 0.023000 It 15,Best ac:0.005841 0.700000 fi:0.576353. Ave ac:0.020667,0.021744 Initialization: 5.494000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.130000 Kernel 1: 0.024000 Kernel 2: 66.135002 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.006954 0.657895 fi:0.514573. Ave ac:0.018846,0.021613 Initialization: 5.500000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.105000 Kernel 1: 0.024000 Kernel 2: 63.685001 Copyback: 0.016000 Sum: 0.023000 It 17,Best ac:0.003339 0.666667 fi:0.576535. Ave ac:0.022150,0.026764 Initialization: 5.440000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.115000 Kernel 1: 0.023000 Kernel 2: 64.244003 Copyback: 0.016000 Sum: 0.022000 It 18,Best ac:0.004172 0.750000 fi:0.459856. Ave ac:0.024053,0.028815 Initialization: 5.582000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.160000 Kernel 1: 0.022000 Kernel 2: 62.716999 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.004174 0.789474 fi:0.480168. Ave ac:0.020629,0.026826 Initialization: 5.526000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.139000 Kernel 1: 0.023000 Kernel 2: 62.889999 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.005563 0.645161 fi:0.517783. Ave ac:0.019252,0.024747 Initialization: 5.592000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.150000 Kernel 1: 0.023000 Kernel 2: 61.175999 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.004172 0.652174 fi:0.505680. Ave ac:0.022953,0.036012 Initialization: 5.535000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.590000 Kernel 1: 0.022000 Kernel 2: 62.248001 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.003338 0.750000 fi:0.520103. Ave ac:0.018135,0.026064 Initialization: 5.513000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.105000 Kernel 1: 0.024000 Kernel 2: 61.368999 Copyback: 0.018000 Sum: 0.023000 It 23,Best ac:0.002226 0.888889 fi:0.535469. Ave ac:0.023393,0.037532 Initialization: 5.567000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.143000 Kernel 1: 0.023000 Kernel 2: 61.004002 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.003617 0.684211 fi:0.461798. Ave ac:0.017035,0.023523 Initialization: 5.489000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.190000 Kernel 1: 0.023000 Kernel 2: 62.130001 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.003339 0.750000 fi:0.455681. Ave ac:0.016614,0.025021 Initialization: 5.497000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.227000 Kernel 1: 0.022000 Kernel 2: 61.424000 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.005563 0.645161 fi:0.506038. Ave ac:0.020542,0.033666 Initialization: 5.487000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.134000 Kernel 1: 0.024000 Kernel 2: 59.205002 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003617 0.928571 fi:0.279433. Ave ac:0.019476,0.032827 Initialization: 5.503000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.120000 Kernel 1: 0.023000 Kernel 2: 61.499001 Copyback: 0.018000 Sum: 0.022000 It 28,Best ac:0.005287 0.593750 fi:0.569348. Ave ac:0.014471,0.024657 Initialization: 5.574000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.144000 Kernel 1: 0.024000 Kernel 2: 63.227001 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.005563 0.645161 fi:0.533024. Ave ac:0.019645,0.027684 Initialization: 5.469000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.452000 Kernel 1: 0.024000 Kernel 2: 63.226002 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.003060 0.846154 fi:0.402173. Ave ac:0.016539,0.025546 Initialization: 5.485000 Memcpy Classifiers: 0.392000 Memcpy Instances: 7.191000 Kernel 1: 0.022000 Kernel 2: 61.716000 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.002782 0.769231 fi:0.536379. Ave ac:0.018909,0.026715 Initialization: 5.541000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.119000 Kernel 1: 0.023000 Kernel 2: 63.792999 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.005565 0.666667 fi:0.491015. Ave ac:0.015934,0.026066 Initialization: 5.433000 Memcpy Classifiers: 0.203000 Memcpy Instances: 7.149000 Kernel 1: 0.023000 Kernel 2: 65.603996 Copyback: 0.018000 Sum: 0.024000 It 33,Best ac:0.003060 0.611111 fi:0.569339. Ave ac:0.013356,0.021827 Initialization: 30.702000 Memcpy Instances: 351.523987 Memcpy Classifiers: 0.071000 Kernel 1: 0.026000 Kernel 2: 535.601990 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 522.830017 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 538.596008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 520.617004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 534.679993 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.016000 Kernel 2: 532.601013 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 530.296997 Copyback: 0.023000 Sum: 0.007000 Memcpy Classifiers: 0.078000 Kernel 1: 0.021000 Kernel 2: 429.565002 Copyback: 0.015000 Sum: 0.003000 It 34,Best ac:0.004256 0.459736 fi:0.692186. Ave ac:0.019069,0.058863 Best acc 0.004256 0.459736 Phenotype: 0:Att PSSM_-4_7 is [-6.103045,4.550246]|Att PSSM_-1_7 is [-6.512039,-1.487961]|Att PSSM_0_10 is [>1.891205]|Att PSSM_0_12 is [<-4.231087]|Att PSSM_0_19 is [<5.295078]|Att PSSM_1_6 is [<-1.556314]|Att PSSM_1_12 is [-6.922829,-3.216365]|Att PSSM_2_5 is [<11.887012]|Att PSSM_3_7 is [<-1.624357]|1 1:Att PSSM_-2_7 is [-6.541859,-2.845685]|Att PSSM_-1_2 is [<-4.767864]|Att PSSM_-1_19 is [<3.416189]|Att PSSM_0_2 is [<-4.096599]|Att PSSM_1_12 is [<-1.085098]|Att PSSM_4_13 is [<8.954370]|1 2:Att PSSM_-4_19 is [<5.160774]|Att PSSM_-2_7 is [-6.485845,1.427800]|Att PSSM_-1_4 is [<-3.015210]|Att PSSM_-1_20 is [>-5.391634]|Att PSSM_0_12 is [<-3.819026]|Att PSSM_1_14 is [-4.126986,5.641870]|Att PSSM_3_6 is [-6.904549,-1.095451]|Att PSSM_3_16 is [<6.259214]|Att PSSM_4_6 is [-6.384711,-1.615288]|1 3:Att PSSM_-1_18 is [<8.417326]|Att PSSM_0_1 is [>0.330808]|Att PSSM_0_2 is [<-2.497640]|Att PSSM_0_4 is [-7.705280,-2.294719]|Att PSSM_0_5 is [>-1.223797]|Att PSSM_0_12 is [<-3.433541]|Att PSSM_0_17 is [-4.731279,0.220474]|Att PSSM_1_4 is [-7.846566,-0.681572]|Att PSSM_1_19 is [<3.375799]|Att PSSM_4_12 is [-6.933785,6.885180]|1 4:Att PSSM_-2_5 is [>-1.171956]|Att PSSM_-2_6 is [-6.553595,2.566384]|Att PSSM_-2_12 is [<-1.087449]|Att PSSM_-2_17 is [-5.259024,3.259024]|Att PSSM_-1_7 is [-6.328762,-1.671238]|Att PSSM_0_6 is [-6.298785,1.674173]|Att PSSM_0_12 is [-6.276628,-3.405828]|Att PSSM_2_20 is [-1.076758,5.229579]|1 5:Att PSSM_-3_6 is [<6.873105]|Att PSSM_-3_7 is [-6.855218,-1.233257]|Att PSSM_-3_17 is [<3.327138]|Att PSSM_-1_7 is [<0.681730]|Att PSSM_0_12 is [<-4.768597]|Att PSSM_0_14 is [<4.106894]|Att PSSM_1_7 is [<-2.410434]|1 6:Att PSSM_-4_7 is [<-0.469901]|Att PSSM_-4_18 is [<-0.137585]|Att PSSM_-2_12 is [<-1.554341]|Att PSSM_0_4 is [<-3.144249]|Att PSSM_0_6 is [-5.845322,8.913301]|Att PSSM_0_9 is [<-3.218393]|Att PSSM_1_12 is [-4.417163,-1.850027]|Att PSSM_1_15 is [-5.151218,5.489582]|Att PSSM_4_12 is [-5.798335,-2.847225]|1 7:Att PSSM_-1_12 is [<-2.929152]|Att PSSM_0_5 is [-2.658599,9.971489]|Att PSSM_0_7 is [>-6.491024]|Att PSSM_0_12 is [-6.886638,-3.113362]|Att PSSM_1_12 is [-5.610578,-2.660478]|Att PSSM_4_2 is [<-0.292473]|1 8:Att PSSM_-4_6 is [-5.260167,3.260167]|Att PSSM_-2_5 is [<5.166952]|Att PSSM_-2_7 is [-5.907472,-2.855316]|Att PSSM_-2_11 is [<5.075453]|Att PSSM_-1_2 is [-5.021341,-0.625692]|Att PSSM_-1_9 is [<6.169596]|Att PSSM_0_2 is [<-1.755580]|Att PSSM_0_7 is [-5.105595,-3.071798]|Att PSSM_2_6 is [-5.308414,-2.442851]|Att PSSM_3_12 is [-6.041209,-1.958791]|1 9:Att PSSM_-4_2 is [-5.015858,5.427888]|Att PSSM_0_6 is [<-3.364322]|Att PSSM_0_7 is [-6.386674,3.642883]|Att PSSM_0_10 is [>-1.459134]|Att PSSM_0_15 is [-6.330323,-1.669677]|Att PSSM_1_6 is [<-2.388617]|Att PSSM_1_17 is [-3.113986,7.113986]|Att PSSM_2_8 is [<7.158763]|Att PSSM_2_13 is [<4.225705]|Att PSSM_3_20 is [-2.397299,5.153397]|Att PSSM_4_7 is [<-1.441115]|1 10:Att PSSM_-3_19 is [>-3.306640]|Att PSSM_0_12 is [<-4.736350]|Att PSSM_1_15 is [<-3.156035]|Att PSSM_4_7 is [<-2.263021]|1 11:Att PSSM_-3_4 is [-5.882367,-0.725456]|Att PSSM_-1_9 is [<3.775115]|Att PSSM_0_2 is [-6.642817,-3.753593]|Att PSSM_0_3 is [<-1.569126]|Att PSSM_0_19 is [-4.948607,2.948607]|Att PSSM_1_4 is [-6.895492,0.895492]|Att PSSM_2_15 is [<-1.936593]|Att PSSM_3_2 is [<-3.348786]|Att PSSM_4_6 is [<8.407747]|Att PSSM_4_12 is [<0.793476]|1 12:Att PSSM_-1_4 is [<-1.468361]|Att PSSM_-1_5 is [-2.218993,8.001351]|Att PSSM_0_12 is [-6.068199,-3.975287]|Att PSSM_1_20 is [>-2.679666]|Att PSSM_2_12 is [<-1.534107]|1 13:Att PSSM_-3_4 is [-7.868121,-3.977891]|Att PSSM_-2_12 is [<0.162481]|Att PSSM_-1_4 is [<-2.947155]|Att PSSM_0_6 is [<-2.721411]|Att PSSM_2_7 is [-4.957566,-1.042434]|Att PSSM_4_12 is [<-0.472305]|1 14:Att PSSM_-3_6 is [-5.603549,-0.396451]|Att PSSM_-2_7 is [<-1.290080]|Att PSSM_-2_18 is [-6.007820,9.028247]|Att PSSM_0_12 is [<-2.034441]|Att PSSM_1_5 is [>-0.758869]|Att PSSM_1_12 is [<-1.679586]|Att PSSM_3_12 is [-6.183039,-1.816962]|1 15:Att PSSM_-4_15 is [<5.888368]|Att PSSM_0_12 is [<-3.640639]|Att PSSM_0_20 is [>-2.603614]|Att PSSM_1_5 is [-2.647240,5.896690]|Att PSSM_1_8 is [-4.108995,4.850687]|Att PSSM_1_15 is [<6.044989]|Att PSSM_4_12 is [-6.743989,-1.618502]|1 16:Att PSSM_-3_13 is [-4.010543,6.263178]|Att PSSM_-2_12 is [<-0.235737]|Att PSSM_-1_9 is [<0.976233]|Att PSSM_-1_10 is [0.531773,7.468227]|Att PSSM_-1_12 is [<-2.132586]|Att PSSM_0_12 is [<-2.019066]|Att PSSM_1_7 is [-5.996995,1.996995]|Att PSSM_1_13 is [<5.179401]|Att PSSM_2_12 is [<-0.636452]|Att PSSM_4_2 is [-5.767585,-0.232415]|1 17:Att PSSM_-4_13 is [<4.277925]|Att PSSM_-3_10 is [<3.541557]|Att PSSM_-1_2 is [<-0.022712]|Att PSSM_-1_3 is [<1.095860]|Att PSSM_0_2 is [-6.533871,0.533871]|Att PSSM_0_3 is [<-0.321474]|Att PSSM_0_5 is [-1.733045,11.071070]|Att PSSM_0_7 is [<-2.329512]|Att PSSM_0_14 is [-5.229606,5.502685]|Att PSSM_3_12 is [<-1.436666]|Att PSSM_4_12 is [<-1.634668]|Att PSSM_4_13 is [-3.722935,9.722935]|1 18:Att PSSM_-4_12 is [-5.197473,-0.802528]|Att PSSM_-3_12 is [-5.121346,-1.846185]|Att PSSM_-2_11 is [-2.500821,5.659532]|Att PSSM_0_4 is [<3.774960]|Att PSSM_0_12 is [<-2.543462]|Att PSSM_1_4 is [<-0.515385]|Att PSSM_3_12 is [<-2.053177]|1 19:Att PSSM_-3_20 is [>0.442410]|Att PSSM_0_6 is [-5.348752,-3.871441]|Att PSSM_0_15 is [<1.674606]|Att PSSM_1_4 is [-5.791410,-0.666620]|Att PSSM_2_15 is [<-2.312550]|1 20:Att PSSM_-2_13 is [<1.456665]|Att PSSM_-1_13 is [-5.161640,4.630948]|Att PSSM_-1_15 is [<-2.015814]|Att PSSM_0_12 is [-6.237516,-3.894261]|Att PSSM_1_7 is [<3.964437]|Att PSSM_1_19 is [-0.604956,7.464852]|Att PSSM_3_12 is [-6.753177,3.237762]|Att PSSM_4_15 is [-6.942719,-1.057281]|1 21:Att PSSM_-3_6 is [<-0.580837]|Att PSSM_-1_14 is [-3.932386,5.996946]|Att PSSM_0_2 is [<-4.913961]|Att PSSM_0_10 is [>0.438478]|Att PSSM_4_13 is [<4.265516]|1 22:Att PSSM_0_2 is [-6.835193,-2.299519]|Att PSSM_0_4 is [-6.136595,-1.863405]|Att PSSM_0_5 is [-2.329024,10.202017]|Att PSSM_1_10 is [>-0.029793]|Att PSSM_4_2 is [<6.418063]|Att PSSM_4_6 is [<-1.492294]|1 23:Att PSSM_-3_12 is [>-4.899829]|Att PSSM_-2_6 is [-6.276090,-2.753757]|Att PSSM_-2_13 is [<3.716453]|Att PSSM_0_7 is [<-3.035784]|Att PSSM_1_3 is [<-1.627036]|Att PSSM_1_7 is [<-1.253448]|Att PSSM_1_14 is [-6.855331,4.299576]|Att PSSM_2_12 is [<7.355586]|Att PSSM_2_15 is [-5.386908,-0.215200]|1 24:Att PSSM_0_12 is [<-3.218087]|Att PSSM_0_13 is [<9.753417]|Att PSSM_0_15 is [<2.797211]|Att PSSM_1_20 is [>0.875391]|Att PSSM_2_19 is [>-6.367480]|Att PSSM_4_7 is [-5.208274,-0.947387]|1 25:Att PSSM_-3_12 is [<6.533781]|Att PSSM_-1_7 is [<-2.481497]|Att PSSM_0_2 is [<-2.710705]|Att PSSM_0_3 is [<1.678853]|Att PSSM_0_7 is [<-1.682642]|Att PSSM_0_20 is [>-0.035104]|Att PSSM_1_4 is [-7.398211,-1.882593]|Att PSSM_4_4 is [<-0.949869]|1 26:Att PSSM_-2_13 is [-3.010140,10.489737]|Att PSSM_0_1 is [>1.164025]|Att PSSM_0_7 is [<-3.029933]|Att PSSM_0_12 is [<-2.742531]|1 27:Att PSSM_-4_2 is [-5.213963,3.213963]|Att PSSM_-4_6 is [<3.412972]|Att PSSM_-3_7 is [<-2.629736]|Att PSSM_0_7 is [<-1.121921]|Att PSSM_0_8 is [-3.349853,4.295480]|Att PSSM_0_12 is [<-2.009594]|Att PSSM_2_5 is [>-4.714024]|Att PSSM_3_12 is [-6.039355,-1.960645]|1 28:Att PSSM_-3_3 is [<7.722621]|Att PSSM_-3_6 is [-5.934923,3.752620]|Att PSSM_-2_13 is [0.560967,10.525949]|Att PSSM_-1_14 is [>-4.984879]|Att PSSM_0_4 is [-7.774922,-2.225077]|Att PSSM_0_6 is [<-2.888296]|Att PSSM_0_7 is [<7.061885]|Att PSSM_2_7 is [<-1.997649]|1 29:Att PSSM_-4_6 is [<2.732788]|Att PSSM_-3_7 is [<1.609895]|Att PSSM_-1_9 is [>-5.318971]|Att PSSM_-1_13 is [-2.397258,3.230406]|Att PSSM_0_2 is [<-3.144674]|Att PSSM_0_20 is [-3.953967,5.953967]|Att PSSM_1_15 is [<-2.858829]|Att PSSM_3_4 is [<-2.374577]|Att PSSM_3_10 is [<4.134710]|Att PSSM_3_13 is [<4.642125]|1 30:Att PSSM_0_2 is [-6.783522,-3.212371]|Att PSSM_0_20 is [>-2.909812]|Att PSSM_1_14 is [-4.189728,7.553047]|Att PSSM_2_2 is [>-6.066043]|Att PSSM_3_5 is [>-2.334677]|Att PSSM_4_7 is [<-0.762894]|1 31:Att PSSM_-3_6 is [<-1.205592]|Att PSSM_-2_12 is [-6.355528,-2.448402]|Att PSSM_-1_9 is [-6.317146,5.186321]|Att PSSM_-1_12 is [<-2.686922]|Att PSSM_0_2 is [<-2.723193]|Att PSSM_0_4 is [<-0.094866]|Att PSSM_1_12 is [<2.319890]|Att PSSM_2_15 is [-5.633299,-0.135589]|1 32:Att PSSM_-4_6 is [-4.215952,8.616654]|Att PSSM_-3_12 is [-6.818573,-1.713623]|Att PSSM_-2_12 is [<-1.966380]|Att PSSM_-1_7 is [<-1.153602]|Att PSSM_0_5 is [-2.081200,10.060480]|Att PSSM_0_12 is [<-2.968349]|Att PSSM_3_15 is [<8.575144]|1 33:Att PSSM_-4_6 is [<-0.455093]|Att PSSM_-4_9 is [-3.421958,5.175034]|Att PSSM_0_7 is [<-2.074304]|Att PSSM_0_13 is [-1.709833,8.148241]|Att PSSM_1_12 is [<-2.876275]|1 34:Att PSSM_0_3 is [<-2.747185]|Att PSSM_0_12 is [-6.797647,-1.155793]|Att PSSM_1_10 is [>-2.739947]|Att PSSM_1_15 is [<1.880279]|Att PSSM_3_14 is [>-1.686232]|Att PSSM_4_6 is [<1.092925]|Att PSSM_4_12 is [<-1.762081]|Att PSSM_4_14 is [>-5.777042]|1 35:Att PSSM_0_1 is [>4.637925]|Att PSSM_0_4 is [-5.044569,-1.962916]|Att PSSM_0_6 is [-6.195328,-1.804672]|Att PSSM_0_9 is [<4.411564]|1 36:Att PSSM_-2_14 is [>-2.783996]|Att PSSM_0_7 is [<-1.100975]|Att PSSM_0_12 is [<-4.267007]|Att PSSM_1_4 is [<-0.090915]|Att PSSM_2_15 is [-6.220656,5.989361]|1 37:Default rule -> 0 Train accuracy : 0.784992 Train error : 0.215008 Train not classified : 0.000000 Train For each class: 0: accuracy : 146679 0: error : 17401 0: not classified : 0 1: accuracy : 37510 1: error : 33048 1: not classified : 0 Train Confusion Matrix. Row real class, Column predicted class 0 1 146679 17401 33048 37510 Performance of each classifier: Classifier 0: 1374/1494=91.967871% Classifier 1: 1427/1604=88.965087% Classifier 2: 1870/2246=83.259127% Classifier 3: 1625/1941=83.719732% Classifier 4: 1148/1452=79.063361% Classifier 5: 1200/1510=79.470199% Classifier 6: 1257/1595=78.808777% Classifier 7: 1026/1280=80.156250% Classifier 8: 1043/1390=75.035971% Classifier 9: 980/1298=75.500770% Classifier 10: 1186/1638=72.405372% Classifier 11: 1102/1515=72.739274% Classifier 12: 1197/1674=71.505376% Classifier 13: 1105/1581=69.892473% Classifier 14: 872/1213=71.887881% Classifier 15: 1620/2346=69.053708% Classifier 16: 981/1444=67.936288% Classifier 17: 898/1276=70.376176% Classifier 18: 1215/1849=65.711195% Classifier 19: 899/1417=63.443896% Classifier 20: 951/1535=61.954397% Classifier 21: 864/1316=65.653495% Classifier 22: 1348/2162=62.349676% Classifier 23: 690/1127=61.224490% Classifier 24: 792/1335=59.325843% Classifier 25: 769/1303=59.017652% Classifier 26: 674/1056=63.825758% Classifier 27: 733/1249=58.686950% Classifier 28: 770/1424=54.073034% Classifier 29: 687/1213=56.636439% Classifier 30: 848/1573=53.909727% Classifier 31: 765/1204=63.538206% Classifier 32: 686/1184=57.939189% Classifier 33: 1053/2034=51.769912% Classifier 34: 803/1472=54.551630% Classifier 35: 802/1469=54.594963% Classifier 36: 250/492=50.813008% Classifier 37: 146679/179727=81.612112% Test accuracy : 0.788893 Test error : 0.211107 Test not classified : 0.000000 Test For each class: 0: accuracy : 14586 0: error : 1793 0: not classified : 0 1: accuracy : 3497 1: error : 3046 1: not classified : 0 Test Confusion Matrix. Row real class, Column predicted class 0 1 14586 1793 3046 3497 Performance of each classifier: Classifier 0: 166/181=91.712707% Classifier 1: 201/229=87.772926% Classifier 2: 151/195=77.435897% Classifier 3: 161/190=84.736842% Classifier 4: 96/122=78.688525% Classifier 5: 129/178=72.471910% Classifier 6: 102/131=77.862595% Classifier 7: 106/131=80.916031% Classifier 8: 93/123=75.609756% Classifier 9: 88/123=71.544715% Classifier 10: 123/178=69.101124% Classifier 11: 89/125=71.200000% Classifier 12: 118/162=72.839506% Classifier 13: 98/132=74.242424% Classifier 14: 62/94=65.957447% Classifier 15: 157/217=72.350230% Classifier 16: 84/124=67.741935% Classifier 17: 58/96=60.416667% Classifier 18: 96/171=56.140351% Classifier 19: 83/130=63.846154% Classifier 20: 99/163=60.736196% Classifier 21: 88/140=62.857143% Classifier 22: 124/200=62.000000% Classifier 23: 59/112=52.678571% Classifier 24: 90/155=58.064516% Classifier 25: 68/118=57.627119% Classifier 26: 58/99=58.585859% Classifier 27: 58/115=50.434783% Classifier 28: 64/122=52.459016% Classifier 29: 59/110=53.636364% Classifier 30: 83/154=53.896104% Classifier 31: 63/118=53.389831% Classifier 32: 72/134=53.731343% Classifier 33: 86/174=49.425287% Classifier 34: 81/143=56.643357% Classifier 35: 56/140=40.000000% Classifier 36: 28/61=45.901639% Classifier 37: 14586/17632=82.724592% Total time: 993.95 1011.7