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 1340831698 Dataset name: PSSM+CN_Q2 Attribute 0:Name PSSM_-4_1 Def:real Attribute 0 real valued Attribute 1:Name PSSM_-4_2 Def:real Attribute 1 real valued Attribute 2:Name PSSM_-4_3 Def:real Attribute 2 real valued Attribute 3:Name PSSM_-4_4 Def:real Attribute 3 real valued Attribute 4:Name PSSM_-4_5 Def:real Attribute 4 real valued Attribute 5:Name PSSM_-4_6 Def:real Attribute 5 real valued Attribute 6:Name PSSM_-4_7 Def:real Attribute 6 real valued Attribute 7:Name PSSM_-4_8 Def:real Attribute 7 real valued Attribute 8:Name PSSM_-4_9 Def:real Attribute 8 real valued Attribute 9:Name PSSM_-4_10 Def:real Attribute 9 real valued Attribute 10:Name PSSM_-4_11 Def:real Attribute 10 real valued Attribute 11:Name PSSM_-4_12 Def:real Attribute 11 real valued Attribute 12:Name PSSM_-4_13 Def:real Attribute 12 real valued Attribute 13:Name PSSM_-4_14 Def:real Attribute 13 real valued Attribute 14:Name PSSM_-4_15 Def:real Attribute 14 real valued Attribute 15:Name PSSM_-4_16 Def:real Attribute 15 real valued Attribute 16:Name PSSM_-4_17 Def:real Attribute 16 real valued Attribute 17:Name PSSM_-4_18 Def:real Attribute 17 real valued Attribute 18:Name PSSM_-4_19 Def:real Attribute 18 real valued Attribute 19:Name PSSM_-4_20 Def:real Attribute 19 real valued Attribute 20:Name PSSM_-3_1 Def:real Attribute 20 real valued Attribute 21:Name PSSM_-3_2 Def:real Attribute 21 real valued Attribute 22:Name PSSM_-3_3 Def:real Attribute 22 real valued Attribute 23:Name PSSM_-3_4 Def:real Attribute 23 real valued Attribute 24:Name PSSM_-3_5 Def:real Attribute 24 real valued Attribute 25:Name PSSM_-3_6 Def:real Attribute 25 real valued Attribute 26:Name PSSM_-3_7 Def:real Attribute 26 real valued Attribute 27:Name PSSM_-3_8 Def:real Attribute 27 real valued Attribute 28:Name PSSM_-3_9 Def:real Attribute 28 real valued Attribute 29:Name PSSM_-3_10 Def:real Attribute 29 real valued Attribute 30:Name PSSM_-3_11 Def:real Attribute 30 real valued Attribute 31:Name PSSM_-3_12 Def:real Attribute 31 real valued Attribute 32:Name PSSM_-3_13 Def:real Attribute 32 real valued Attribute 33:Name PSSM_-3_14 Def:real Attribute 33 real valued Attribute 34:Name PSSM_-3_15 Def:real Attribute 34 real valued Attribute 35:Name PSSM_-3_16 Def:real Attribute 35 real valued Attribute 36:Name PSSM_-3_17 Def:real Attribute 36 real valued Attribute 37:Name PSSM_-3_18 Def:real Attribute 37 real valued Attribute 38:Name PSSM_-3_19 Def:real Attribute 38 real valued Attribute 39:Name PSSM_-3_20 Def:real Attribute 39 real valued Attribute 40:Name PSSM_-2_1 Def:real Attribute 40 real valued Attribute 41:Name PSSM_-2_2 Def:real Attribute 41 real valued Attribute 42:Name PSSM_-2_3 Def:real Attribute 42 real valued Attribute 43:Name PSSM_-2_4 Def:real Attribute 43 real valued Attribute 44:Name PSSM_-2_5 Def:real Attribute 44 real valued Attribute 45:Name PSSM_-2_6 Def:real Attribute 45 real valued Attribute 46:Name PSSM_-2_7 Def:real Attribute 46 real valued Attribute 47:Name PSSM_-2_8 Def:real Attribute 47 real valued Attribute 48:Name PSSM_-2_9 Def:real Attribute 48 real valued Attribute 49:Name PSSM_-2_10 Def:real Attribute 49 real valued Attribute 50:Name PSSM_-2_11 Def:real Attribute 50 real valued Attribute 51:Name PSSM_-2_12 Def:real Attribute 51 real valued Attribute 52:Name PSSM_-2_13 Def:real Attribute 52 real valued Attribute 53:Name PSSM_-2_14 Def:real Attribute 53 real valued Attribute 54:Name PSSM_-2_15 Def:real Attribute 54 real valued Attribute 55:Name PSSM_-2_16 Def:real Attribute 55 real valued Attribute 56:Name PSSM_-2_17 Def:real Attribute 56 real valued Attribute 57:Name PSSM_-2_18 Def:real Attribute 57 real valued Attribute 58:Name PSSM_-2_19 Def:real Attribute 58 real valued Attribute 59:Name PSSM_-2_20 Def:real Attribute 59 real valued Attribute 60:Name PSSM_-1_1 Def:real Attribute 60 real valued Attribute 61:Name PSSM_-1_2 Def:real Attribute 61 real valued Attribute 62:Name PSSM_-1_3 Def:real Attribute 62 real valued Attribute 63:Name PSSM_-1_4 Def:real Attribute 63 real valued Attribute 64:Name PSSM_-1_5 Def:real Attribute 64 real valued Attribute 65:Name PSSM_-1_6 Def:real Attribute 65 real valued Attribute 66:Name PSSM_-1_7 Def:real Attribute 66 real valued Attribute 67:Name PSSM_-1_8 Def:real Attribute 67 real valued Attribute 68:Name PSSM_-1_9 Def:real Attribute 68 real valued Attribute 69:Name PSSM_-1_10 Def:real Attribute 69 real valued Attribute 70:Name PSSM_-1_11 Def:real Attribute 70 real valued Attribute 71:Name PSSM_-1_12 Def:real Attribute 71 real valued Attribute 72:Name PSSM_-1_13 Def:real Attribute 72 real valued Attribute 73:Name PSSM_-1_14 Def:real Attribute 73 real valued Attribute 74:Name PSSM_-1_15 Def:real Attribute 74 real valued Attribute 75:Name PSSM_-1_16 Def:real Attribute 75 real valued Attribute 76:Name PSSM_-1_17 Def:real Attribute 76 real valued Attribute 77:Name PSSM_-1_18 Def:real Attribute 77 real valued Attribute 78:Name PSSM_-1_19 Def:real Attribute 78 real valued Attribute 79:Name PSSM_-1_20 Def:real Attribute 79 real valued Attribute 80:Name PSSM_0_1 Def:real Attribute 80 real valued Attribute 81:Name PSSM_0_2 Def:real Attribute 81 real valued Attribute 82:Name PSSM_0_3 Def:real Attribute 82 real valued Attribute 83:Name PSSM_0_4 Def:real Attribute 83 real valued Attribute 84:Name PSSM_0_5 Def:real Attribute 84 real valued Attribute 85:Name PSSM_0_6 Def:real Attribute 85 real valued Attribute 86:Name PSSM_0_7 Def:real Attribute 86 real valued Attribute 87:Name PSSM_0_8 Def:real Attribute 87 real valued Attribute 88:Name PSSM_0_9 Def:real Attribute 88 real valued Attribute 89:Name PSSM_0_10 Def:real Attribute 89 real valued Attribute 90:Name PSSM_0_11 Def:real Attribute 90 real valued Attribute 91:Name PSSM_0_12 Def:real Attribute 91 real valued Attribute 92:Name PSSM_0_13 Def:real Attribute 92 real valued Attribute 93:Name PSSM_0_14 Def:real Attribute 93 real valued Attribute 94:Name PSSM_0_15 Def:real Attribute 94 real valued Attribute 95:Name PSSM_0_16 Def:real Attribute 95 real valued Attribute 96:Name PSSM_0_17 Def:real Attribute 96 real valued Attribute 97:Name PSSM_0_18 Def:real Attribute 97 real valued Attribute 98:Name PSSM_0_19 Def:real Attribute 98 real valued Attribute 99:Name PSSM_0_20 Def:real Attribute 99 real valued Attribute 100:Name PSSM_1_1 Def:real Attribute 100 real valued Attribute 101:Name PSSM_1_2 Def:real Attribute 101 real valued Attribute 102:Name PSSM_1_3 Def:real Attribute 102 real valued Attribute 103:Name PSSM_1_4 Def:real Attribute 103 real valued Attribute 104:Name PSSM_1_5 Def:real Attribute 104 real valued Attribute 105:Name PSSM_1_6 Def:real Attribute 105 real valued Attribute 106:Name PSSM_1_7 Def:real Attribute 106 real valued Attribute 107:Name PSSM_1_8 Def:real Attribute 107 real valued Attribute 108:Name PSSM_1_9 Def:real Attribute 108 real valued Attribute 109:Name PSSM_1_10 Def:real Attribute 109 real valued Attribute 110:Name PSSM_1_11 Def:real Attribute 110 real valued Attribute 111:Name PSSM_1_12 Def:real Attribute 111 real valued Attribute 112:Name PSSM_1_13 Def:real Attribute 112 real valued Attribute 113:Name PSSM_1_14 Def:real Attribute 113 real valued Attribute 114:Name PSSM_1_15 Def:real Attribute 114 real valued Attribute 115:Name PSSM_1_16 Def:real Attribute 115 real valued Attribute 116:Name PSSM_1_17 Def:real Attribute 116 real valued Attribute 117:Name PSSM_1_18 Def:real Attribute 117 real valued Attribute 118:Name PSSM_1_19 Def:real Attribute 118 real valued Attribute 119:Name PSSM_1_20 Def:real Attribute 119 real valued Attribute 120:Name PSSM_2_1 Def:real Attribute 120 real valued Attribute 121:Name PSSM_2_2 Def:real Attribute 121 real valued Attribute 122:Name PSSM_2_3 Def:real Attribute 122 real valued Attribute 123:Name PSSM_2_4 Def:real Attribute 123 real valued Attribute 124:Name PSSM_2_5 Def:real Attribute 124 real valued Attribute 125:Name PSSM_2_6 Def:real Attribute 125 real valued Attribute 126:Name PSSM_2_7 Def:real Attribute 126 real valued Attribute 127:Name PSSM_2_8 Def:real Attribute 127 real valued Attribute 128:Name PSSM_2_9 Def:real Attribute 128 real valued Attribute 129:Name PSSM_2_10 Def:real Attribute 129 real valued Attribute 130:Name PSSM_2_11 Def:real Attribute 130 real valued Attribute 131:Name PSSM_2_12 Def:real Attribute 131 real valued Attribute 132:Name PSSM_2_13 Def:real Attribute 132 real valued Attribute 133:Name PSSM_2_14 Def:real Attribute 133 real valued Attribute 134:Name PSSM_2_15 Def:real Attribute 134 real valued Attribute 135:Name PSSM_2_16 Def:real Attribute 135 real valued Attribute 136:Name PSSM_2_17 Def:real Attribute 136 real valued Attribute 137:Name PSSM_2_18 Def:real Attribute 137 real valued Attribute 138:Name PSSM_2_19 Def:real Attribute 138 real valued Attribute 139:Name PSSM_2_20 Def:real Attribute 139 real valued Attribute 140:Name PSSM_3_1 Def:real Attribute 140 real valued Attribute 141:Name PSSM_3_2 Def:real Attribute 141 real valued Attribute 142:Name PSSM_3_3 Def:real Attribute 142 real valued Attribute 143:Name PSSM_3_4 Def:real Attribute 143 real valued Attribute 144:Name PSSM_3_5 Def:real Attribute 144 real valued Attribute 145:Name PSSM_3_6 Def:real Attribute 145 real valued Attribute 146:Name PSSM_3_7 Def:real Attribute 146 real valued Attribute 147:Name PSSM_3_8 Def:real Attribute 147 real valued Attribute 148:Name PSSM_3_9 Def:real Attribute 148 real valued Attribute 149:Name PSSM_3_10 Def:real Attribute 149 real valued Attribute 150:Name PSSM_3_11 Def:real Attribute 150 real valued Attribute 151:Name PSSM_3_12 Def:real Attribute 151 real valued Attribute 152:Name PSSM_3_13 Def:real Attribute 152 real valued Attribute 153:Name PSSM_3_14 Def:real Attribute 153 real valued Attribute 154:Name PSSM_3_15 Def:real Attribute 154 real valued Attribute 155:Name PSSM_3_16 Def:real Attribute 155 real valued Attribute 156:Name PSSM_3_17 Def:real Attribute 156 real valued Attribute 157:Name PSSM_3_18 Def:real Attribute 157 real valued Attribute 158:Name PSSM_3_19 Def:real Attribute 158 real valued Attribute 159:Name PSSM_3_20 Def:real Attribute 159 real valued Attribute 160:Name PSSM_4_1 Def:real Attribute 160 real valued Attribute 161:Name PSSM_4_2 Def:real Attribute 161 real valued Attribute 162:Name PSSM_4_3 Def:real Attribute 162 real valued Attribute 163:Name PSSM_4_4 Def:real Attribute 163 real valued Attribute 164:Name PSSM_4_5 Def:real Attribute 164 real valued Attribute 165:Name PSSM_4_6 Def:real Attribute 165 real valued Attribute 166:Name PSSM_4_7 Def:real Attribute 166 real valued Attribute 167:Name PSSM_4_8 Def:real Attribute 167 real valued Attribute 168:Name PSSM_4_9 Def:real Attribute 168 real valued Attribute 169:Name PSSM_4_10 Def:real Attribute 169 real valued Attribute 170:Name PSSM_4_11 Def:real Attribute 170 real valued Attribute 171:Name PSSM_4_12 Def:real Attribute 171 real valued Attribute 172:Name PSSM_4_13 Def:real Attribute 172 real valued Attribute 173:Name PSSM_4_14 Def:real Attribute 173 real valued Attribute 174:Name PSSM_4_15 Def:real Attribute 174 real valued Attribute 175:Name PSSM_4_16 Def:real Attribute 175 real valued Attribute 176:Name PSSM_4_17 Def:real Attribute 176 real valued Attribute 177:Name PSSM_4_18 Def:real Attribute 177 real valued Attribute 178:Name PSSM_4_19 Def:real Attribute 178 real valued Attribute 179:Name PSSM_4_20 Def:real Attribute 179 real valued Attribute 180:Name class Def:{0,1} Attribute 180 nominal Value 0 of attribute 180: 0 Value 1 of attribute 180: 1 Least frequent class is 1 Most frequent class is 0 Coverage break for class 0 : 0.007150 Coverage break for class 1 : 0.016627 Probability of irrelevant attribute set to 0.916667 Initialization: 39.987999 Memcpy Classifiers: 0.659000 Memcpy Instances: 9.292000 Kernel 1: 0.075000 Kernel 2: 110.825996 Copyback: 0.023000 Sum: 0.016000 Initial population average accuracy1:0.006155 accuracy2:0.300038 Initialization: 7.063000 Memcpy Classifiers: 0.544000 Memcpy Instances: 9.326000 Kernel 1: 0.023000 Kernel 2: 120.347000 Copyback: 0.018000 Sum: 0.025000 It 0,Best ac:0.010443 0.628205 fi:0.469954. Ave ac:0.012251,0.018440 Initialization: 6.906000 Memcpy Classifiers: 0.562000 Memcpy Instances: 9.343000 Kernel 1: 0.022000 Kernel 2: 118.952003 Copyback: 0.017000 Sum: 0.024000 It 1,Best ac:0.005540 0.722222 fi:0.377595. Ave ac:0.016416,0.021598 Initialization: 6.793000 Memcpy Classifiers: 0.578000 Memcpy Instances: 9.752000 Kernel 1: 0.023000 Kernel 2: 119.738998 Copyback: 0.017000 Sum: 0.026000 It 2,Best ac:0.005327 0.714286 fi:0.385603. Ave ac:0.016700,0.020981 Initialization: 6.873000 Memcpy Classifiers: 0.543000 Memcpy Instances: 9.263000 Kernel 1: 0.024000 Kernel 2: 119.922997 Copyback: 0.016000 Sum: 0.288000 It 3,Best ac:0.007032 0.767442 fi:0.331871. Ave ac:0.015448,0.017781 Initialization: 6.854000 Memcpy Classifiers: 0.502000 Memcpy Instances: 9.272000 Kernel 1: 0.025000 Kernel 2: 116.278999 Copyback: 0.017000 Sum: 0.026000 It 4,Best ac:0.010015 0.886792 fi:0.211511. Ave ac:0.013072,0.013867 Initialization: 6.911000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.236000 Kernel 1: 0.022000 Kernel 2: 111.205002 Copyback: 0.017000 Sum: 0.026000 It 5,Best ac:0.011722 0.873016 fi:0.224711. Ave ac:0.012837,0.014548 Initialization: 6.832000 Memcpy Classifiers: 0.497000 Memcpy Instances: 9.246000 Kernel 1: 0.024000 Kernel 2: 106.072998 Copyback: 0.018000 Sum: 0.028000 It 6,Best ac:0.008525 0.930233 fi:0.168575. Ave ac:0.009812,0.008398 Initialization: 6.900000 Memcpy Classifiers: 0.465000 Memcpy Instances: 9.243000 Kernel 1: 0.029000 Kernel 2: 106.343002 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.007671 0.923077 fi:0.176021. Ave ac:0.011100,0.010031 Initialization: 6.780000 Memcpy Classifiers: 0.483000 Memcpy Instances: 10.234000 Kernel 1: 0.024000 Kernel 2: 108.473000 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.007673 0.900000 fi:0.199096. Ave ac:0.010018,0.008121 Initialization: 6.715000 Memcpy Classifiers: 0.486000 Memcpy Instances: 9.326000 Kernel 1: 0.024000 Kernel 2: 109.425003 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.004902 0.958333 fi:0.159357. Ave ac:0.009864,0.008936 Iteration 10:MDL fitness activated Error 0.159357 TL 0.045302 MDL Theory Length Weight: 1.1725411158 (1) Initialization: 6.839000 Memcpy Classifiers: 0.465000 Memcpy Instances: 9.274000 Kernel 1: 0.024000 Kernel 2: 108.543999 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.005753 0.931034 fi:0.211428. Ave ac:0.009469,0.006870 Initialization: 6.976000 Memcpy Classifiers: 0.465000 Memcpy Instances: 9.295000 Kernel 1: 0.024000 Kernel 2: 106.089996 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.012572 0.936508 fi:0.204072. Ave ac:0.009677,0.007662 Initialization: 6.862000 Memcpy Classifiers: 0.464000 Memcpy Instances: 9.290000 Kernel 1: 0.024000 Kernel 2: 106.480003 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.005114 0.960000 fi:0.176109. Ave ac:0.008031,0.005925 Initialization: 6.816000 Memcpy Classifiers: 0.481000 Memcpy Instances: 9.306000 Kernel 1: 0.024000 Kernel 2: 103.763000 Copyback: 0.371000 Sum: 0.032000 It 13,Best ac:0.005753 0.964286 fi:0.184259. Ave ac:0.008109,0.005835 Initialization: 6.809000 Memcpy Classifiers: 0.441000 Memcpy Instances: 9.319000 Kernel 1: 0.024000 Kernel 2: 101.644997 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.005114 0.960000 fi:0.188041. Ave ac:0.008648,0.007176 Initialization: 6.895000 Memcpy Classifiers: 0.483000 Memcpy Instances: 10.215000 Kernel 1: 0.023000 Kernel 2: 106.758003 Copyback: 0.021000 Sum: 0.029000 It 15,Best ac:0.005754 0.964286 fi:0.175817. Ave ac:0.007850,0.006550 Initialization: 6.839000 Memcpy Classifiers: 0.465000 Memcpy Instances: 9.279000 Kernel 1: 0.025000 Kernel 2: 101.053001 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.005540 0.962963 fi:0.186854. Ave ac:0.008948,0.006829 Initialization: 6.899000 Memcpy Classifiers: 0.482000 Memcpy Instances: 9.240000 Kernel 1: 0.024000 Kernel 2: 98.978996 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.009163 1.000000 fi:0.129547. Ave ac:0.008470,0.008401 Initialization: 6.765000 Memcpy Classifiers: 0.447000 Memcpy Instances: 9.309000 Kernel 1: 0.024000 Kernel 2: 93.968002 Copyback: 0.018000 Sum: 0.035000 It 18,Best ac:0.005114 1.000000 fi:0.139583. Ave ac:0.007591,0.006032 Initialization: 6.846000 Memcpy Classifiers: 0.444000 Memcpy Instances: 9.349000 Kernel 1: 0.025000 Kernel 2: 91.098999 Copyback: 0.020000 Sum: 0.034000 It 19,Best ac:0.007246 0.971429 fi:0.166227. Ave ac:0.008466,0.006134 Initialization: 6.938000 Memcpy Classifiers: 0.407000 Memcpy Instances: 9.292000 Kernel 1: 0.024000 Kernel 2: 90.691002 Copyback: 0.018000 Sum: 0.032000 It 20,Best ac:0.006181 1.000000 fi:0.134849. Ave ac:0.007915,0.005450 Initialization: 7.054000 Memcpy Classifiers: 0.456000 Memcpy Instances: 9.242000 Kernel 1: 0.024000 Kernel 2: 95.253998 Copyback: 0.024000 Sum: 0.034000 It 21,Best ac:0.006392 1.000000 fi:0.133675. Ave ac:0.008509,0.007070 Initialization: 7.002000 Memcpy Classifiers: 0.403000 Memcpy Instances: 9.227000 Kernel 1: 0.025000 Kernel 2: 90.930000 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.006179 1.000000 fi:0.134405. Ave ac:0.008243,0.007461 Initialization: 6.835000 Memcpy Classifiers: 0.407000 Memcpy Instances: 9.286000 Kernel 1: 0.025000 Kernel 2: 89.291000 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.006181 0.966667 fi:0.170433. Ave ac:0.006604,0.005952 Initialization: 6.865000 Memcpy Classifiers: 0.454000 Memcpy Instances: 9.238000 Kernel 1: 0.025000 Kernel 2: 89.935997 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.005327 1.000000 fi:0.138373. Ave ac:0.007598,0.006603 Initialization: 6.803000 Memcpy Classifiers: 0.402000 Memcpy Instances: 9.240000 Kernel 1: 0.025000 Kernel 2: 89.477997 Copyback: 0.024000 Sum: 0.034000 It 25,Best ac:0.006606 1.000000 fi:0.127109. Ave ac:0.009760,0.008441 Initialization: 6.903000 Memcpy Classifiers: 0.402000 Memcpy Instances: 9.240000 Kernel 1: 0.025000 Kernel 2: 89.089996 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.011506 1.000000 fi:0.123568. Ave ac:0.007992,0.004966 Initialization: 6.813000 Memcpy Classifiers: 0.936000 Memcpy Instances: 9.358000 Kernel 1: 0.024000 Kernel 2: 90.557999 Copyback: 0.016000 Sum: 0.031000 It 27,Best ac:0.008312 1.000000 fi:0.131032. Ave ac:0.006650,0.005538 Initialization: 6.920000 Memcpy Classifiers: 0.438000 Memcpy Instances: 9.287000 Kernel 1: 0.025000 Kernel 2: 87.603996 Copyback: 0.018000 Sum: 0.032000 It 28,Best ac:0.006394 1.000000 fi:0.143058. Ave ac:0.007479,0.005477 Initialization: 6.817000 Memcpy Classifiers: 0.437000 Memcpy Instances: 9.269000 Kernel 1: 0.024000 Kernel 2: 87.736000 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.007032 0.970588 fi:0.159319. Ave ac:0.007081,0.007425 Initialization: 6.858000 Memcpy Classifiers: 0.456000 Memcpy Instances: 9.734000 Kernel 1: 0.023000 Kernel 2: 91.655998 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.005965 0.965517 fi:0.170219. Ave ac:0.007644,0.006232 Initialization: 7.378000 Memcpy Classifiers: 0.454000 Memcpy Instances: 9.248000 Kernel 1: 0.024000 Kernel 2: 90.213997 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.005114 1.000000 fi:0.137101. Ave ac:0.006952,0.004836 Initialization: 6.914000 Memcpy Classifiers: 0.437000 Memcpy Instances: 9.223000 Kernel 1: 0.024000 Kernel 2: 87.722000 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.005114 0.960000 fi:0.178539. Ave ac:0.007330,0.005479 Initialization: 6.827000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.310000 Kernel 1: 0.025000 Kernel 2: 89.752998 Copyback: 0.018000 Sum: 0.036000 It 33,Best ac:0.008736 1.000000 fi:0.124458. Ave ac:0.008459,0.008150 Initialization: 22.437000 Memcpy Instances: 465.968994 Memcpy Classifiers: 0.075000 Kernel 1: 0.026000 Kernel 2: 461.264008 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 462.494995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 470.312012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 465.346008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 466.739990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 480.148010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 487.468994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 475.200989 Copyback: 0.352000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 478.709015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 456.295990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 466.584015 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 459.760010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 476.371002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 476.201996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 282.808990 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005664 0.917184 fi:0.218653. Ave ac:0.006651,0.023320 Best acc 0.005664 0.917184 Initialization: 6.773000 Memcpy Classifiers: 0.624000 Memcpy Instances: 9.267000 Kernel 1: 0.025000 Kernel 2: 114.629997 Copyback: 0.017000 Sum: 0.038000 Initial population average accuracy1:0.007498 accuracy2:0.304698 Initialization: 7.336000 Memcpy Classifiers: 0.547000 Memcpy Instances: 9.276000 Kernel 1: 0.024000 Kernel 2: 121.969002 Copyback: 0.018000 Sum: 0.053000 It 0,Best ac:0.005328 0.675676 fi:0.424213. Ave ac:0.014721,0.020485 Initialization: 6.723000 Memcpy Classifiers: 0.504000 Memcpy Instances: 9.260000 Kernel 1: 0.023000 Kernel 2: 120.530998 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.007886 0.860465 fi:0.238559. Ave ac:0.018922,0.022346 Initialization: 6.816000 Memcpy Classifiers: 0.444000 Memcpy Instances: 9.310000 Kernel 1: 0.025000 Kernel 2: 117.936996 Copyback: 0.018000 Sum: 0.029000 It 2,Best ac:0.008525 0.869565 fi:0.229243. Ave ac:0.017680,0.019606 Initialization: 6.884000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.246000 Kernel 1: 0.025000 Kernel 2: 117.014000 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.007456 0.875000 fi:0.224170. Ave ac:0.015058,0.014886 Initialization: 6.894000 Memcpy Classifiers: 0.426000 Memcpy Instances: 9.323000 Kernel 1: 0.024000 Kernel 2: 120.222000 Copyback: 0.018000 Sum: 0.030000 It 4,Best ac:0.004901 0.884615 fi:0.233075. Ave ac:0.014193,0.015411 Initialization: 6.822000 Memcpy Classifiers: 0.424000 Memcpy Instances: 9.280000 Kernel 1: 0.023000 Kernel 2: 118.591003 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.005541 0.928571 fi:0.171246. Ave ac:0.012709,0.012081 Initialization: 6.914000 Memcpy Classifiers: 0.426000 Memcpy Instances: 9.276000 Kernel 1: 0.024000 Kernel 2: 114.907997 Copyback: 0.018000 Sum: 0.033000 It 6,Best ac:0.006394 0.937500 fi:0.162029. Ave ac:0.009941,0.010918 Initialization: 6.892000 Memcpy Classifiers: 0.447000 Memcpy Instances: 9.271000 Kernel 1: 0.025000 Kernel 2: 114.100998 Copyback: 0.018000 Sum: 0.031000 It 7,Best ac:0.006819 0.941176 fi:0.158208. Ave ac:0.011817,0.010227 Initialization: 6.872000 Memcpy Classifiers: 0.443000 Memcpy Instances: 9.720000 Kernel 1: 0.024000 Kernel 2: 110.913002 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.005327 0.961538 fi:0.138351. Ave ac:0.008267,0.006444 Initialization: 6.795000 Memcpy Classifiers: 0.446000 Memcpy Instances: 10.395000 Kernel 1: 0.023000 Kernel 2: 111.139000 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.008523 0.975610 fi:0.123198. Ave ac:0.007497,0.005340 Iteration 10:MDL fitness activated Error 0.123198 TL 0.028884 MDL Theory Length Weight: 1.4217485439 (1) Initialization: 6.884000 Memcpy Classifiers: 0.425000 Memcpy Instances: 9.323000 Kernel 1: 0.024000 Kernel 2: 110.710999 Copyback: 0.024000 Sum: 0.036000 It 10,Best ac:0.007671 1.000000 fi:0.142390. Ave ac:0.008617,0.004850 Initialization: 6.818000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.237000 Kernel 1: 0.025000 Kernel 2: 109.943001 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.006606 0.968750 fi:0.172810. Ave ac:0.006615,0.004675 Initialization: 6.813000 Memcpy Classifiers: 0.466000 Memcpy Instances: 9.473000 Kernel 1: 0.028000 Kernel 2: 110.869003 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.006181 0.966667 fi:0.174766. Ave ac:0.007471,0.004453 Initialization: 6.870000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.266000 Kernel 1: 0.025000 Kernel 2: 111.023003 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.007460 0.945946 fi:0.192882. Ave ac:0.007647,0.004729 Initialization: 7.689000 Memcpy Classifiers: 0.406000 Memcpy Instances: 9.252000 Kernel 1: 0.023000 Kernel 2: 108.625000 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.006392 1.000000 fi:0.138108. Ave ac:0.008391,0.004693 Initialization: 6.881000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.213000 Kernel 1: 0.024000 Kernel 2: 106.725998 Copyback: 0.372000 Sum: 0.029000 It 15,Best ac:0.006606 1.000000 fi:0.136838. Ave ac:0.006969,0.004681 Initialization: 6.907000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.759000 Kernel 1: 0.023000 Kernel 2: 100.679001 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.005540 0.962963 fi:0.176538. Ave ac:0.006988,0.004381 Initialization: 6.904000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.410000 Kernel 1: 0.023000 Kernel 2: 103.595001 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.004689 1.000000 fi:0.195735. Ave ac:0.006723,0.004283 Initialization: 6.899000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.230000 Kernel 1: 0.024000 Kernel 2: 99.832001 Copyback: 0.018000 Sum: 0.032000 It 18,Best ac:0.005114 0.960000 fi:0.178303. Ave ac:0.007506,0.004993 Initialization: 7.010000 Memcpy Classifiers: 0.321000 Memcpy Instances: 10.165000 Kernel 1: 0.026000 Kernel 2: 98.755997 Copyback: 0.018000 Sum: 0.032000 It 19,Best ac:0.007245 0.944444 fi:0.191952. Ave ac:0.006318,0.003701 Initialization: 6.863000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.238000 Kernel 1: 0.023000 Kernel 2: 100.607002 Copyback: 0.018000 Sum: 0.035000 It 20,Best ac:0.005115 1.000000 fi:0.140017. Ave ac:0.007709,0.005021 Initialization: 6.902000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.692000 Kernel 1: 0.024000 Kernel 2: 101.199997 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.007460 1.000000 fi:0.135438. Ave ac:0.007263,0.004909 Initialization: 6.848000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.250000 Kernel 1: 0.025000 Kernel 2: 99.685997 Copyback: 0.018000 Sum: 0.030000 It 22,Best ac:0.005540 0.962963 fi:0.187098. Ave ac:0.006675,0.004147 Initialization: 6.862000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.230000 Kernel 1: 0.026000 Kernel 2: 101.713997 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.005114 1.000000 fi:0.138365. Ave ac:0.006863,0.005606 Initialization: 6.899000 Memcpy Classifiers: 0.306000 Memcpy Instances: 9.273000 Kernel 1: 0.024000 Kernel 2: 97.795998 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.008525 0.930233 fi:0.199580. Ave ac:0.005533,0.004248 Initialization: 6.916000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.222000 Kernel 1: 0.025000 Kernel 2: 96.922997 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.004901 1.000000 fi:0.154025. Ave ac:0.006419,0.003760 Initialization: 6.851000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.450000 Kernel 1: 0.025000 Kernel 2: 95.122002 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.008523 1.000000 fi:0.130043. Ave ac:0.006528,0.003945 Initialization: 6.930000 Memcpy Classifiers: 0.306000 Memcpy Instances: 9.223000 Kernel 1: 0.025000 Kernel 2: 96.038002 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.005753 1.000000 fi:0.133452. Ave ac:0.008202,0.005038 Initialization: 6.875000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.239000 Kernel 1: 0.025000 Kernel 2: 97.101997 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.005753 0.964286 fi:0.181264. Ave ac:0.006775,0.003601 Initialization: 7.051000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.296000 Kernel 1: 0.022000 Kernel 2: 94.908997 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.009376 1.000000 fi:0.129174. Ave ac:0.008473,0.004075 Initialization: 6.881000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.202000 Kernel 1: 0.025000 Kernel 2: 89.702003 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.005968 1.000000 fi:0.127056. Ave ac:0.004764,0.002972 Initialization: 6.813000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.243000 Kernel 1: 0.025000 Kernel 2: 92.763000 Copyback: 0.018000 Sum: 0.031000 It 31,Best ac:0.005326 0.925926 fi:0.205449. Ave ac:0.006844,0.004562 Initialization: 6.888000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.248000 Kernel 1: 0.026000 Kernel 2: 88.669998 Copyback: 0.018000 Sum: 0.030000 It 32,Best ac:0.005115 0.960000 fi:0.179645. Ave ac:0.007483,0.005067 Initialization: 6.849000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.253000 Kernel 1: 0.024000 Kernel 2: 89.136002 Copyback: 0.018000 Sum: 0.031000 It 33,Best ac:0.005754 1.000000 fi:0.130399. Ave ac:0.006475,0.004696 Initialization: 21.864000 Memcpy Instances: 466.950989 Memcpy Classifiers: 0.060000 Kernel 1: 0.027000 Kernel 2: 469.237000 Copyback: 0.017000 Sum: 0.009000 Memcpy Classifiers: 0.059000 Kernel 1: 0.015000 Kernel 2: 465.265015 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 487.377014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 477.315002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 490.533997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 463.924988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.012000 Kernel 2: 471.582001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 496.201996 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 474.588989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 481.067993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 464.056000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 465.240997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 472.875000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 473.419006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 281.463989 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.007262 0.913673 fi:0.217047. Ave ac:0.008433,0.030318 Best acc 0.007262 0.913673 Rule:Att PSSM_-2_7 is [<-0.959406]|Att PSSM_-1_4 is [<-2.695024]|Att PSSM_-1_15 is [<2.193115]|Att PSSM_0_1 is [-4.126698,4.451097]|Att PSSM_0_12 is [<-4.522309]|Att PSSM_1_4 is [<-3.022692]|Att PSSM_1_12 is [<-2.527443]|Att PSSM_3_7 is [-5.044794,-0.955206]|Att PSSM_4_7 is [<0.736822]|Att PSSM_4_17 is [>-5.055668]|1 Accuracy : 0.704443 0 1 163960 120 69229 1329 Removed 1449 instances. 233189 Instances left. Acc of rule 0.005664-0.917184 Initialization: 6.857000 Memcpy Classifiers: 0.593000 Memcpy Instances: 9.137000 Kernel 1: 0.027000 Kernel 2: 113.539001 Copyback: 0.018000 Sum: 0.031000 Initial population average accuracy1:0.006062 accuracy2:0.288666 Initialization: 6.793000 Memcpy Classifiers: 0.570000 Memcpy Instances: 9.223000 Kernel 1: 0.025000 Kernel 2: 119.810997 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.009861 0.657143 fi:0.441171. Ave ac:0.012913,0.018259 Initialization: 8.026000 Memcpy Classifiers: 0.584000 Memcpy Instances: 9.173000 Kernel 1: 0.023000 Kernel 2: 118.945000 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.005146 0.705882 fi:0.394046. Ave ac:0.016865,0.021994 Initialization: 6.822000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.267000 Kernel 1: 0.024000 Kernel 2: 122.606003 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.005360 0.925926 fi:0.173929. Ave ac:0.015657,0.022292 Initialization: 6.849000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.198000 Kernel 1: 0.023000 Kernel 2: 118.015999 Copyback: 0.018000 Sum: 0.032000 It 3,Best ac:0.010937 0.784615 fi:0.313328. Ave ac:0.014944,0.017304 Initialization: 6.940000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.212000 Kernel 1: 0.022000 Kernel 2: 114.487000 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.006863 0.820513 fi:0.278827. Ave ac:0.013179,0.016767 Initialization: 6.821000 Memcpy Classifiers: 0.402000 Memcpy Instances: 9.203000 Kernel 1: 0.024000 Kernel 2: 116.662003 Copyback: 0.020000 Sum: 0.030000 It 5,Best ac:0.006219 0.878788 fi:0.220772. Ave ac:0.014764,0.015888 Initialization: 6.840000 Memcpy Classifiers: 0.524000 Memcpy Instances: 10.195000 Kernel 1: 0.022000 Kernel 2: 116.949997 Copyback: 0.020000 Sum: 0.029000 It 6,Best ac:0.007077 0.970588 fi:0.128678. Ave ac:0.013515,0.014113 Initialization: 6.857000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.231000 Kernel 1: 0.024000 Kernel 2: 113.426003 Copyback: 0.018000 Sum: 0.030000 It 7,Best ac:0.005790 0.964286 fi:0.135421. Ave ac:0.013475,0.012615 Initialization: 7.631000 Memcpy Classifiers: 0.483000 Memcpy Instances: 9.477000 Kernel 1: 0.024000 Kernel 2: 109.028000 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.006647 0.885714 fi:0.213700. Ave ac:0.014126,0.015818 Initialization: 6.864000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.160000 Kernel 1: 0.024000 Kernel 2: 104.719002 Copyback: 0.018000 Sum: 0.031000 It 9,Best ac:0.005146 0.923077 fi:0.176852. Ave ac:0.012661,0.011476 Iteration 10:MDL fitness activated Error 0.176852 TL 0.030512 MDL Theory Length Weight: 1.9320710528 (4) Initialization: 6.844000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.314000 Kernel 1: 0.024000 Kernel 2: 100.752998 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.005789 0.964286 fi:0.189969. Ave ac:0.009555,0.009462 Initialization: 7.922000 Memcpy Classifiers: 0.383000 Memcpy Instances: 9.164000 Kernel 1: 0.024000 Kernel 2: 96.310997 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.006005 0.933333 fi:0.228240. Ave ac:0.011701,0.012503 Initialization: 6.876000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.178000 Kernel 1: 0.024000 Kernel 2: 96.441002 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.004930 1.000000 fi:0.152145. Ave ac:0.011129,0.011194 Initialization: 6.871000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.174000 Kernel 1: 0.023000 Kernel 2: 94.855003 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.004932 0.958333 fi:0.203030. Ave ac:0.009812,0.009406 Initialization: 6.723000 Memcpy Classifiers: 0.413000 Memcpy Instances: 35.451000 Kernel 1: 0.025000 Kernel 2: 96.305000 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.006218 0.966667 fi:0.187200. Ave ac:0.009822,0.008777 Initialization: 8.209000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.195000 Kernel 1: 0.024000 Kernel 2: 98.373001 Copyback: 0.016000 Sum: 0.029000 It 15,Best ac:0.006005 1.000000 fi:0.154869. Ave ac:0.009686,0.008008 Initialization: 6.990000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.149000 Kernel 1: 0.025000 Kernel 2: 98.140999 Copyback: 0.018000 Sum: 0.031000 It 16,Best ac:0.008148 0.926829 fi:0.225073. Ave ac:0.008236,0.006788 Initialization: 6.909000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.204000 Kernel 1: 0.023000 Kernel 2: 95.168999 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.006432 1.000000 fi:0.145908. Ave ac:0.008677,0.011188 Initialization: 6.860000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.317000 Kernel 1: 0.025000 Kernel 2: 93.617996 Copyback: 0.018000 Sum: 0.029000 It 18,Best ac:0.005146 0.960000 fi:0.206763. Ave ac:0.006967,0.006147 Initialization: 6.881000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.143000 Kernel 1: 0.025000 Kernel 2: 96.646004 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.007290 1.000000 fi:0.147895. Ave ac:0.007768,0.005924 Initialization: 6.861000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.616000 Kernel 1: 0.024000 Kernel 2: 93.912003 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.006217 0.878788 fi:0.256147. Ave ac:0.007119,0.004510 Initialization: 6.831000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.326000 Kernel 1: 0.024000 Kernel 2: 92.055000 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.007933 1.000000 fi:0.149157. Ave ac:0.008343,0.005706 Initialization: 6.710000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.139000 Kernel 1: 0.026000 Kernel 2: 90.427002 Copyback: 0.018000 Sum: 0.030000 It 22,Best ac:0.006218 0.966667 fi:0.180246. Ave ac:0.005787,0.004039 Initialization: 6.860000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.293000 Kernel 1: 0.025000 Kernel 2: 89.526001 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.005146 1.000000 fi:0.156108. Ave ac:0.007261,0.005451 Initialization: 6.807000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.221000 Kernel 1: 0.026000 Kernel 2: 91.655998 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.005790 1.000000 fi:0.153704. Ave ac:0.008029,0.005026 Initialization: 6.922000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.195000 Kernel 1: 0.023000 Kernel 2: 90.210999 Copyback: 0.018000 Sum: 0.033000 It 25,Best ac:0.006863 1.000000 fi:0.145964. Ave ac:0.007054,0.004318 Initialization: 6.808000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.339000 Kernel 1: 0.024000 Kernel 2: 88.804001 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.004931 0.958333 fi:0.187124. Ave ac:0.006373,0.003746 MDL Theory Length Weight: 1.7388639476 (10) Initialization: 6.809000 Memcpy Classifiers: 0.381000 Memcpy Instances: 10.265000 Kernel 1: 0.024000 Kernel 2: 86.568001 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.005789 0.964286 fi:0.173622. Ave ac:0.006907,0.004062 Initialization: 6.799000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.188000 Kernel 1: 0.025000 Kernel 2: 90.957001 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.006003 0.965517 fi:0.187173. Ave ac:0.007756,0.005677 Initialization: 6.813000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.162000 Kernel 1: 0.024000 Kernel 2: 89.277000 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.006432 0.967742 fi:0.169039. Ave ac:0.008373,0.005525 Initialization: 7.018000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.133000 Kernel 1: 0.026000 Kernel 2: 89.964996 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.006861 0.969697 fi:0.170700. Ave ac:0.006263,0.004056 Initialization: 6.854000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.186000 Kernel 1: 0.024000 Kernel 2: 89.129997 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.006218 0.935484 fi:0.202434. Ave ac:0.006486,0.005163 Initialization: 6.803000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.235000 Kernel 1: 0.025000 Kernel 2: 88.655998 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.006219 1.000000 fi:0.134758. Ave ac:0.007870,0.007915 Initialization: 7.475000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.180000 Kernel 1: 0.025000 Kernel 2: 89.763000 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.005359 0.961538 fi:0.181488. Ave ac:0.007580,0.004390 Initialization: 21.754000 Memcpy Instances: 464.212006 Memcpy Classifiers: 0.061000 Kernel 1: 0.030000 Kernel 2: 464.096985 Copyback: 0.016000 Sum: 0.011000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 466.188995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 472.996002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 479.575989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 456.039001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 456.002014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 462.821014 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 457.895996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 448.813995 Copyback: 0.368000 Sum: 0.000000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 450.470001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 468.845001 Copyback: 0.023000 Sum: 0.003000 Memcpy Classifiers: 0.054000 Kernel 1: 0.022000 Kernel 2: 447.675995 Copyback: 0.023000 Sum: 0.003000 Memcpy Classifiers: 0.053000 Kernel 1: 0.021000 Kernel 2: 457.125000 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.017000 Kernel 2: 469.826996 Copyback: 0.020000 Sum: 0.003000 Memcpy Classifiers: 0.057000 Kernel 1: 0.019000 Kernel 2: 268.102997 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.006373 0.902247 fi:0.232459. Ave ac:0.007359,0.026267 Best acc 0.006373 0.902247 Initialization: 7.379000 Memcpy Classifiers: 0.526000 Memcpy Instances: 9.215000 Kernel 1: 0.025000 Kernel 2: 112.415001 Copyback: 0.019000 Sum: 0.032000 Initial population average accuracy1:0.006464 accuracy2:0.274746 Initialization: 6.822000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.252000 Kernel 1: 0.025000 Kernel 2: 117.907997 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.013505 0.649485 fi:0.447581. Ave ac:0.012743,0.021017 Initialization: 6.950000 Memcpy Classifiers: 0.906000 Memcpy Instances: 9.192000 Kernel 1: 0.023000 Kernel 2: 120.681000 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.007933 0.755102 fi:0.343872. Ave ac:0.016943,0.024288 Initialization: 6.808000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.146000 Kernel 1: 0.025000 Kernel 2: 119.925003 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.006648 0.756098 fi:0.343316. Ave ac:0.015773,0.019415 Initialization: 7.360000 Memcpy Classifiers: 0.508000 Memcpy Instances: 9.432000 Kernel 1: 0.023000 Kernel 2: 116.268997 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.005789 0.818182 fi:0.281527. Ave ac:0.015047,0.017044 Initialization: 6.813000 Memcpy Classifiers: 0.532000 Memcpy Instances: 9.159000 Kernel 1: 0.027000 Kernel 2: 113.707001 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.005361 0.833333 fi:0.266521. Ave ac:0.012001,0.013968 Initialization: 6.857000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.148000 Kernel 1: 0.026000 Kernel 2: 110.003998 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.006863 0.888889 fi:0.210451. Ave ac:0.010798,0.013054 Initialization: 6.808000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.138000 Kernel 1: 0.027000 Kernel 2: 107.835999 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.005360 0.833333 fi:0.266522. Ave ac:0.009755,0.008368 Initialization: 6.837000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.630000 Kernel 1: 0.024000 Kernel 2: 107.140999 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.009434 0.846154 fi:0.252306. Ave ac:0.009796,0.007939 Initialization: 7.309000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.178000 Kernel 1: 0.026000 Kernel 2: 104.903999 Copyback: 0.018000 Sum: 0.030000 It 8,Best ac:0.004717 0.916667 fi:0.223541. Ave ac:0.008401,0.008092 Initialization: 6.748000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.179000 Kernel 1: 0.025000 Kernel 2: 107.108002 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.004931 0.884615 fi:0.215862. Ave ac:0.007251,0.006511 Iteration 10:MDL fitness activated Error 0.215862 TL 0.038877 MDL Theory Length Weight: 1.8508152331 (5) Initialization: 7.036000 Memcpy Classifiers: 0.465000 Memcpy Instances: 9.139000 Kernel 1: 0.027000 Kernel 2: 107.660004 Copyback: 0.018000 Sum: 0.029000 It 10,Best ac:0.005790 1.000000 fi:0.195919. Ave ac:0.007535,0.006105 Initialization: 6.905000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.148000 Kernel 1: 0.025000 Kernel 2: 109.183998 Copyback: 0.019000 Sum: 0.030000 It 11,Best ac:0.009648 0.918367 fi:0.235020. Ave ac:0.006742,0.005185 Initialization: 6.884000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.152000 Kernel 1: 0.026000 Kernel 2: 107.181000 Copyback: 0.018000 Sum: 0.032000 It 12,Best ac:0.007931 0.902439 fi:0.251535. Ave ac:0.007554,0.006660 Initialization: 7.026000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.164000 Kernel 1: 0.027000 Kernel 2: 107.084000 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.005575 0.928571 fi:0.246542. Ave ac:0.008692,0.007741 Initialization: 6.711000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.820000 Kernel 1: 0.027000 Kernel 2: 107.475998 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.006863 0.969697 fi:0.206172. Ave ac:0.009136,0.007239 Initialization: 6.861000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.453000 Kernel 1: 0.024000 Kernel 2: 105.278000 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.004931 0.958333 fi:0.216470. Ave ac:0.007260,0.004705 Initialization: 6.860000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.216000 Kernel 1: 0.024000 Kernel 2: 101.002998 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.010292 0.960000 fi:0.208997. Ave ac:0.008169,0.006574 Initialization: 6.854000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.149000 Kernel 1: 0.026000 Kernel 2: 101.853996 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.007077 0.891892 fi:0.275398. Ave ac:0.007985,0.005786 Initialization: 6.821000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.399000 Kernel 1: 0.024000 Kernel 2: 99.795998 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.007075 0.942857 fi:0.220217. Ave ac:0.008838,0.006408 Initialization: 7.449000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.145000 Kernel 1: 0.026000 Kernel 2: 98.846001 Copyback: 0.370000 Sum: 0.031000 It 19,Best ac:0.005146 0.923077 fi:0.240657. Ave ac:0.008463,0.007032 MDL Theory Length Weight: 1.6657337098 (15) Initialization: 6.751000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.186000 Kernel 1: 0.025000 Kernel 2: 97.853996 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004932 0.958333 fi:0.203793. Ave ac:0.009274,0.006595 Initialization: 7.666000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.223000 Kernel 1: 0.027000 Kernel 2: 96.355003 Copyback: 0.018000 Sum: 0.033000 It 21,Best ac:0.005359 0.925926 fi:0.230736. Ave ac:0.007653,0.005444 Initialization: 6.918000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.601000 Kernel 1: 0.024000 Kernel 2: 94.285004 Copyback: 0.018000 Sum: 0.032000 It 22,Best ac:0.009863 0.958333 fi:0.187552. Ave ac:0.008848,0.006761 Initialization: 6.846000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.168000 Kernel 1: 0.026000 Kernel 2: 94.276001 Copyback: 0.018000 Sum: 0.033000 It 23,Best ac:0.007290 0.971429 fi:0.179404. Ave ac:0.008357,0.005730 Initialization: 6.693000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.185000 Kernel 1: 0.025000 Kernel 2: 92.751999 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.007504 0.972222 fi:0.186100. Ave ac:0.007406,0.004361 Initialization: 6.822000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.176000 Kernel 1: 0.023000 Kernel 2: 92.135002 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.007720 0.923077 fi:0.219544. Ave ac:0.006280,0.003924 Initialization: 6.820000 Memcpy Classifiers: 0.362000 Memcpy Instances: 10.623000 Kernel 1: 0.023000 Kernel 2: 88.736000 Copyback: 0.018000 Sum: 0.034000 It 26,Best ac:0.005360 0.961538 fi:0.189646. Ave ac:0.007937,0.004722 Initialization: 6.838000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.733000 Kernel 1: 0.024000 Kernel 2: 88.676003 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.006647 0.968750 fi:0.178108. Ave ac:0.008341,0.004787 Initialization: 7.083000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.602000 Kernel 1: 0.023000 Kernel 2: 86.282997 Copyback: 0.018000 Sum: 0.032000 It 28,Best ac:0.006432 1.000000 fi:0.145150. Ave ac:0.006437,0.003873 Initialization: 7.014000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.159000 Kernel 1: 0.026000 Kernel 2: 87.848000 Copyback: 0.018000 Sum: 0.033000 It 29,Best ac:0.005360 1.000000 fi:0.148706. Ave ac:0.007547,0.004794 Initialization: 7.005000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.351000 Kernel 1: 0.027000 Kernel 2: 89.709999 Copyback: 0.018000 Sum: 0.033000 It 30,Best ac:0.010294 0.872727 fi:0.266142. Ave ac:0.006652,0.004885 Initialization: 6.855000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.137000 Kernel 1: 0.026000 Kernel 2: 87.749001 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.007290 1.000000 fi:0.145313. Ave ac:0.009553,0.007984 Initialization: 6.831000 Memcpy Classifiers: 0.337000 Memcpy Instances: 9.162000 Kernel 1: 0.024000 Kernel 2: 86.930000 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.006434 0.967742 fi:0.183668. Ave ac:0.008066,0.005582 Initialization: 7.197000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.184000 Kernel 1: 0.026000 Kernel 2: 85.125999 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.006861 1.000000 fi:0.149190. Ave ac:0.007534,0.005052 Initialization: 22.124001 Memcpy Instances: 462.200989 Memcpy Classifiers: 0.054000 Kernel 1: 0.025000 Kernel 2: 459.776001 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 437.463013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 438.886993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 451.848999 Copyback: 0.022000 Sum: 0.005000 Memcpy Classifiers: 0.054000 Kernel 1: 0.025000 Kernel 2: 450.205994 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.016000 Kernel 2: 441.656006 Copyback: 0.019000 Sum: 0.003000 Memcpy Classifiers: 0.053000 Kernel 1: 0.018000 Kernel 2: 441.623993 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 449.858002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 440.145996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 457.356995 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.086000 Kernel 1: 0.013000 Kernel 2: 443.622986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 444.933014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 450.604004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 448.822998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.015000 Kernel 2: 271.160004 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005369 0.879831 fi:0.267464. Ave ac:0.008168,0.029211 Best acc 0.005369 0.879831 Rule:Att PSSM_-1_12 is [<-1.918976]|Att PSSM_0_2 is [-6.051702,-4.911155]|Att PSSM_0_20 is [>-0.767418]|Att PSSM_1_2 is [<-3.020463]|Att PSSM_2_4 is [<4.911258]|Att PSSM_2_7 is [<-2.280704]|1 Accuracy : 0.710090 0 1 163799 281 67743 2815 Removed 1647 instances. 231542 Instances left. Acc of rule 0.006373-0.902247 Initialization: 6.719000 Memcpy Classifiers: 0.558000 Memcpy Instances: 9.201000 Kernel 1: 0.024000 Kernel 2: 114.519997 Copyback: 0.017000 Sum: 0.037000 Initial population average accuracy1:0.006061 accuracy2:0.279949 Initialization: 7.315000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.249000 Kernel 1: 0.025000 Kernel 2: 121.422997 Copyback: 0.017000 Sum: 0.056000 It 0,Best ac:0.004967 0.676471 fi:0.423494. Ave ac:0.013651,0.018903 Initialization: 6.761000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.134000 Kernel 1: 0.025000 Kernel 2: 120.300003 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.006910 0.820513 fi:0.278776. Ave ac:0.021217,0.025678 Initialization: 6.784000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.598000 Kernel 1: 0.026000 Kernel 2: 113.038002 Copyback: 0.018000 Sum: 0.033000 It 2,Best ac:0.008639 0.784314 fi:0.314373. Ave ac:0.017754,0.019788 Initialization: 6.787000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.294000 Kernel 1: 0.026000 Kernel 2: 109.320999 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.006262 0.828571 fi:0.270943. Ave ac:0.017983,0.018913 Initialization: 8.146000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.444000 Kernel 1: 0.024000 Kernel 2: 107.727997 Copyback: 0.018000 Sum: 0.030000 It 4,Best ac:0.005398 0.892857 fi:0.206957. Ave ac:0.014614,0.017171 Initialization: 6.761000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.078000 Kernel 1: 0.027000 Kernel 2: 107.607002 Copyback: 0.018000 Sum: 0.027000 It 5,Best ac:0.006262 0.935484 fi:0.164031. Ave ac:0.013906,0.015116 Initialization: 6.786000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.134000 Kernel 1: 0.023000 Kernel 2: 105.321999 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.007126 0.868421 fi:0.230793. Ave ac:0.011296,0.010837 Initialization: 6.941000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.573000 Kernel 1: 0.026000 Kernel 2: 105.653000 Copyback: 0.018000 Sum: 0.026000 It 7,Best ac:0.006046 0.933333 fi:0.166256. Ave ac:0.011976,0.009936 Initialization: 6.553000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.196000 Kernel 1: 0.026000 Kernel 2: 103.150002 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.006694 0.815789 fi:0.283575. Ave ac:0.009249,0.009457 Initialization: 7.250000 Memcpy Classifiers: 0.381000 Memcpy Instances: 10.208000 Kernel 1: 0.023000 Kernel 2: 103.514999 Copyback: 0.018000 Sum: 0.027000 It 9,Best ac:0.005182 0.923077 fi:0.176813. Ave ac:0.009701,0.008960 Iteration 10:MDL fitness activated Error 0.176813 TL 0.034130 MDL Theory Length Weight: 1.7268620487 (5) Initialization: 6.798000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.061000 Kernel 1: 0.027000 Kernel 2: 105.207001 Copyback: 0.017000 Sum: 0.026000 It 10,Best ac:0.005830 0.931034 fi:0.226635. Ave ac:0.008816,0.007564 Initialization: 6.787000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.129000 Kernel 1: 0.026000 Kernel 2: 105.066002 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.005830 0.931034 fi:0.221407. Ave ac:0.008870,0.008452 Initialization: 7.847000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.524000 Kernel 1: 0.024000 Kernel 2: 103.978996 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.006478 0.937500 fi:0.221808. Ave ac:0.008938,0.007720 Initialization: 6.729000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.178000 Kernel 1: 0.026000 Kernel 2: 106.010002 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.006694 0.968750 fi:0.193001. Ave ac:0.009797,0.009335 Initialization: 6.752000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.109000 Kernel 1: 0.025000 Kernel 2: 106.419998 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.007342 0.971429 fi:0.164902. Ave ac:0.009259,0.007900 Initialization: 6.769000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.176000 Kernel 1: 0.025000 Kernel 2: 107.237000 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.005182 1.000000 fi:0.161056. Ave ac:0.008932,0.006839 Initialization: 6.771000 Memcpy Classifiers: 0.369000 Memcpy Instances: 9.563000 Kernel 1: 0.025000 Kernel 2: 108.315002 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.004752 0.956522 fi:0.230300. Ave ac:0.008876,0.006519 Initialization: 6.810000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.057000 Kernel 1: 0.026000 Kernel 2: 108.825996 Copyback: 0.018000 Sum: 0.029000 It 17,Best ac:0.006262 0.935484 fi:0.231865. Ave ac:0.007938,0.006569 Initialization: 6.653000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.113000 Kernel 1: 0.024000 Kernel 2: 108.066002 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.006478 1.000000 fi:0.162424. Ave ac:0.008646,0.006762 Initialization: 7.387000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.970000 Kernel 1: 0.025000 Kernel 2: 110.163002 Copyback: 0.018000 Sum: 0.028000 It 19,Best ac:0.008422 1.000000 fi:0.154042. Ave ac:0.008007,0.005387 Initialization: 6.835000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.113000 Kernel 1: 0.025000 Kernel 2: 109.050003 Copyback: 0.018000 Sum: 0.029000 It 20,Best ac:0.005398 0.961538 fi:0.203691. Ave ac:0.008306,0.005839 Initialization: 6.854000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.063000 Kernel 1: 0.025000 Kernel 2: 109.185997 Copyback: 0.018000 Sum: 0.031000 It 21,Best ac:0.004752 1.000000 fi:0.179499. Ave ac:0.009345,0.006554 Initialization: 6.819000 Memcpy Classifiers: 0.363000 Memcpy Instances: 10.154000 Kernel 1: 0.023000 Kernel 2: 109.232002 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.006694 0.911765 fi:0.229862. Ave ac:0.008138,0.005344 Initialization: 6.892000 Memcpy Classifiers: 0.545000 Memcpy Instances: 9.064000 Kernel 1: 0.025000 Kernel 2: 108.839996 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.005398 1.000000 fi:0.143811. Ave ac:0.007100,0.005420 Initialization: 6.845000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.171000 Kernel 1: 0.025000 Kernel 2: 109.375999 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.004752 0.956522 fi:0.210687. Ave ac:0.009133,0.005994 Initialization: 6.769000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.121000 Kernel 1: 0.024000 Kernel 2: 108.338997 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.004751 1.000000 fi:0.189284. Ave ac:0.008328,0.005828 Initialization: 6.786000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.147000 Kernel 1: 0.024000 Kernel 2: 110.661003 Copyback: 0.017000 Sum: 0.037000 It 26,Best ac:0.006262 0.966667 fi:0.181149. Ave ac:0.008511,0.006550 Initialization: 6.756000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.063000 Kernel 1: 0.026000 Kernel 2: 107.247002 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.004752 1.000000 fi:0.179111. Ave ac:0.009234,0.005798 Initialization: 6.785000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.111000 Kernel 1: 0.026000 Kernel 2: 111.526001 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.006046 1.000000 fi:0.145331. Ave ac:0.008631,0.005431 Initialization: 6.875000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.071000 Kernel 1: 0.025000 Kernel 2: 111.154999 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.008206 0.904762 fi:0.253015. Ave ac:0.006146,0.004777 Initialization: 6.765000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.624000 Kernel 1: 0.024000 Kernel 2: 107.462997 Copyback: 0.019000 Sum: 0.033000 It 30,Best ac:0.006694 0.939394 fi:0.198331. Ave ac:0.007911,0.005331 Initialization: 8.306000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.084000 Kernel 1: 0.026000 Kernel 2: 105.539001 Copyback: 0.018000 Sum: 0.036000 It 31,Best ac:0.006048 0.965517 fi:0.183178. Ave ac:0.009206,0.006311 Initialization: 6.943000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.562000 Kernel 1: 0.025000 Kernel 2: 109.455002 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.007990 0.973684 fi:0.162599. Ave ac:0.006917,0.004612 MDL Theory Length Weight: 1.5541758438 (10) Initialization: 6.818000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.092000 Kernel 1: 0.025000 Kernel 2: 104.891998 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.005830 0.931034 fi:0.203514. Ave ac:0.008813,0.005297 Initialization: 22.263000 Memcpy Instances: 461.937012 Memcpy Classifiers: 0.064000 Kernel 1: 0.029000 Kernel 2: 530.973999 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 517.213989 Copyback: 0.282000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 514.729004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 515.043030 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 523.732971 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 513.908020 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 543.765991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 523.468994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 525.124023 Copyback: 0.368000 Sum: 0.000000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 537.812988 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 526.349976 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 514.773010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.016000 Kernel 2: 527.768982 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 532.241028 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 201.406998 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005174 0.850248 fi:0.290812. Ave ac:0.008077,0.028535 Best acc 0.005174 0.850248 Initialization: 7.342000 Memcpy Classifiers: 0.525000 Memcpy Instances: 9.122000 Kernel 1: 0.025000 Kernel 2: 112.123001 Copyback: 0.017000 Sum: 0.033000 Initial population average accuracy1:0.006103 accuracy2:0.274024 Initialization: 6.893000 Memcpy Classifiers: 0.507000 Memcpy Instances: 9.445000 Kernel 1: 0.024000 Kernel 2: 118.794998 Copyback: 0.017000 Sum: 0.058000 It 0,Best ac:0.010365 0.676056 fi:0.422032. Ave ac:0.012275,0.015570 Initialization: 6.699000 Memcpy Classifiers: 0.496000 Memcpy Instances: 10.273000 Kernel 1: 0.024000 Kernel 2: 119.691002 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.011661 0.701299 fi:0.396340. Ave ac:0.018004,0.019586 Initialization: 6.790000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.064000 Kernel 1: 0.024000 Kernel 2: 114.660004 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.006046 0.800000 fi:0.299589. Ave ac:0.016613,0.018383 Initialization: 6.755000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.119000 Kernel 1: 0.025000 Kernel 2: 112.210999 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.005182 0.827586 fi:0.272303. Ave ac:0.016449,0.017337 Initialization: 7.928000 Memcpy Classifiers: 0.382000 Memcpy Instances: 10.304000 Kernel 1: 0.026000 Kernel 2: 104.336998 Copyback: 0.018000 Sum: 0.029000 It 4,Best ac:0.006046 0.736842 fi:0.362747. Ave ac:0.016308,0.018649 Initialization: 6.856000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.088000 Kernel 1: 0.023000 Kernel 2: 97.577003 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.007343 0.809524 fi:0.289613. Ave ac:0.014529,0.015562 Initialization: 6.836000 Memcpy Classifiers: 0.362000 Memcpy Instances: 10.466000 Kernel 1: 0.024000 Kernel 2: 91.250999 Copyback: 0.018000 Sum: 0.031000 It 6,Best ac:0.009069 0.840000 fi:0.258539. Ave ac:0.010843,0.011748 Initialization: 6.754000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.547000 Kernel 1: 0.023000 Kernel 2: 88.527000 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.007559 0.813953 fi:0.285109. Ave ac:0.012619,0.013763 Initialization: 6.778000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.101000 Kernel 1: 0.024000 Kernel 2: 86.352997 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004751 0.846154 fi:0.275018. Ave ac:0.010916,0.014041 Initialization: 6.877000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.059000 Kernel 1: 0.024000 Kernel 2: 88.699997 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.005400 0.892857 fi:0.206956. Ave ac:0.011318,0.011658 Iteration 10:MDL fitness activated Error 0.206956 TL 0.031840 MDL Theory Length Weight: 2.1666444579 (1) Initialization: 6.828000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.110000 Kernel 1: 0.023000 Kernel 2: 83.844002 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.005398 0.892857 fi:0.276627. Ave ac:0.009403,0.009360 Initialization: 6.784000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.619000 Kernel 1: 0.025000 Kernel 2: 86.128998 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.005614 0.928571 fi:0.248523. Ave ac:0.010523,0.012028 Initialization: 6.763000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.089000 Kernel 1: 0.026000 Kernel 2: 83.921997 Copyback: 0.018000 Sum: 0.033000 It 12,Best ac:0.005182 0.888889 fi:0.259968. Ave ac:0.008005,0.009339 Initialization: 6.824000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.060000 Kernel 1: 0.025000 Kernel 2: 85.945999 Copyback: 0.018000 Sum: 0.032000 It 13,Best ac:0.004967 0.821429 fi:0.340208. Ave ac:0.008553,0.010409 Initialization: 6.794000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.233000 Kernel 1: 0.023000 Kernel 2: 91.002998 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.004751 1.000000 fi:0.183197. Ave ac:0.011550,0.012669 Initialization: 6.834000 Memcpy Classifiers: 0.365000 Memcpy Instances: 10.286000 Kernel 1: 0.023000 Kernel 2: 89.610001 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.008637 0.888889 fi:0.252938. Ave ac:0.010878,0.015343 Initialization: 6.934000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.076000 Kernel 1: 0.023000 Kernel 2: 90.598000 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004967 0.851852 fi:0.298985. Ave ac:0.008810,0.012569 Initialization: 6.635000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.064000 Kernel 1: 0.024000 Kernel 2: 91.834999 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.006262 0.906250 fi:0.243841. Ave ac:0.011008,0.012010 Initialization: 7.265000 Memcpy Classifiers: 0.328000 Memcpy Instances: 9.094000 Kernel 1: 0.022000 Kernel 2: 91.043999 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.006262 0.935484 fi:0.214983. Ave ac:0.009871,0.009766 Initialization: 6.856000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.204000 Kernel 1: 0.023000 Kernel 2: 95.017998 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.004968 0.958333 fi:0.194821. Ave ac:0.010657,0.013413 Initialization: 6.822000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.124000 Kernel 1: 0.023000 Kernel 2: 97.154999 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.006478 0.882353 fi:0.265153. Ave ac:0.010675,0.016491 Initialization: 6.814000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.992000 Kernel 1: 0.025000 Kernel 2: 96.772003 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.006478 0.937500 fi:0.222370. Ave ac:0.011198,0.011998 Initialization: 6.938000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.587000 Kernel 1: 0.026000 Kernel 2: 101.908997 Copyback: 0.018000 Sum: 0.028000 It 22,Best ac:0.005830 0.870968 fi:0.281132. Ave ac:0.009723,0.011549 Initialization: 7.324000 Memcpy Classifiers: 0.342000 Memcpy Instances: 10.051000 Kernel 1: 0.024000 Kernel 2: 102.300003 Copyback: 0.018000 Sum: 0.028000 It 23,Best ac:0.005832 0.964286 fi:0.191590. Ave ac:0.011274,0.012265 MDL Theory Length Weight: 1.9499800121 (10) Initialization: 6.753000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.141000 Kernel 1: 0.027000 Kernel 2: 102.628998 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.004967 0.920000 fi:0.228204. Ave ac:0.008564,0.007541 Initialization: 6.970000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.215000 Kernel 1: 0.023000 Kernel 2: 109.292999 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.005182 0.888889 fi:0.268309. Ave ac:0.009152,0.013149 Initialization: 6.822000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.074000 Kernel 1: 0.023000 Kernel 2: 109.915001 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.004751 1.000000 fi:0.158771. Ave ac:0.008792,0.009537 Initialization: 6.846000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.058000 Kernel 1: 0.025000 Kernel 2: 108.855003 Copyback: 0.018000 Sum: 0.028000 It 27,Best ac:0.004967 1.000000 fi:0.157631. Ave ac:0.009007,0.010820 Initialization: 6.782000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.123000 Kernel 1: 0.024000 Kernel 2: 110.601997 Copyback: 0.018000 Sum: 0.031000 It 28,Best ac:0.007126 0.916667 fi:0.219359. Ave ac:0.010424,0.008103 Initialization: 6.843000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.106000 Kernel 1: 0.026000 Kernel 2: 108.876999 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.007558 0.897436 fi:0.251142. Ave ac:0.009799,0.009694 Initialization: 6.872000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.270000 Kernel 1: 0.024000 Kernel 2: 108.288002 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.005398 0.892857 fi:0.259062. Ave ac:0.008356,0.010771 Initialization: 6.888000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.599000 Kernel 1: 0.026000 Kernel 2: 108.738998 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.004751 0.956522 fi:0.234270. Ave ac:0.010114,0.010547 Initialization: 6.886000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.095000 Kernel 1: 0.025000 Kernel 2: 107.166000 Copyback: 0.025000 Sum: 0.032000 It 32,Best ac:0.006911 0.941176 fi:0.206006. Ave ac:0.011346,0.010101 Initialization: 7.094000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.083000 Kernel 1: 0.026000 Kernel 2: 110.269997 Copyback: 0.020000 Sum: 0.029000 It 33,Best ac:0.007342 0.894737 fi:0.251922. Ave ac:0.009849,0.008663 Initialization: 22.601999 Memcpy Instances: 455.667999 Memcpy Classifiers: 0.055000 Kernel 1: 0.030000 Kernel 2: 510.959015 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 519.080994 Copyback: 0.021000 Sum: 0.004000 Memcpy Classifiers: 0.054000 Kernel 1: 0.023000 Kernel 2: 533.752991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 518.249023 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 508.493011 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.016000 Kernel 2: 542.895996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.302000 Kernel 1: 0.013000 Kernel 2: 511.282990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 529.745972 Copyback: 0.024000 Sum: 0.006000 Memcpy Classifiers: 0.055000 Kernel 1: 0.023000 Kernel 2: 518.505981 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.016000 Kernel 2: 528.265991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 508.037994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 503.217010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 522.500000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 530.456970 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 199.070007 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004828 0.833706 fi:0.321232. Ave ac:0.008105,0.028375 Best acc 0.004828 0.833706 Rule:Att PSSM_-3_14 is [-6.400002,3.778623]|Att PSSM_-3_15 is [-6.113602,2.959962]|Att PSSM_-3_20 is [>-3.693657]|Att PSSM_-2_7 is [-6.325356,-1.674644]|Att PSSM_-1_7 is [-6.633945,-2.878178]|Att PSSM_0_5 is [-2.894918,4.972651]|Att PSSM_0_12 is [<-3.592242]|Att PSSM_1_4 is [<4.383872]|Att PSSM_2_6 is [-6.178724,-1.549566]|1 Accuracy : 0.714296 0 1 163588 492 66545 4013 Removed 1409 instances. 230133 Instances left. Acc of rule 0.005174-0.850248 Initialization: 6.767000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.010000 Kernel 1: 0.027000 Kernel 2: 112.098000 Copyback: 0.017000 Sum: 0.032000 Initial population average accuracy1:0.006231 accuracy2:0.279126 Initialization: 6.779000 Memcpy Classifiers: 1.634000 Memcpy Instances: 9.288000 Kernel 1: 0.023000 Kernel 2: 118.039001 Copyback: 0.017000 Sum: 0.052000 It 0,Best ac:0.006083 0.622222 fi:0.477329. Ave ac:0.011891,0.015695 Initialization: 6.786000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.005000 Kernel 1: 0.023000 Kernel 2: 120.861000 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.005431 0.694444 fi:0.405336. Ave ac:0.015739,0.019379 Initialization: 6.782000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.044000 Kernel 1: 0.025000 Kernel 2: 121.753998 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.004779 0.733333 fi:0.371992. Ave ac:0.016724,0.017551 Initialization: 6.750000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.079000 Kernel 1: 0.023000 Kernel 2: 115.241997 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.005866 0.750000 fi:0.349628. Ave ac:0.014577,0.015547 Initialization: 6.747000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.071000 Kernel 1: 0.023000 Kernel 2: 112.961998 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.013687 0.732558 fi:0.364319. Ave ac:0.014689,0.018765 Initialization: 6.847000 Memcpy Classifiers: 0.417000 Memcpy Instances: 10.954000 Kernel 1: 0.024000 Kernel 2: 108.607002 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.008909 0.788462 fi:0.310097. Ave ac:0.012597,0.014859 Initialization: 6.773000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.097000 Kernel 1: 0.024000 Kernel 2: 107.436996 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005648 0.838710 fi:0.260995. Ave ac:0.013268,0.016028 Initialization: 6.719000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.003000 Kernel 1: 0.024000 Kernel 2: 104.944000 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.006736 0.861111 fi:0.238211. Ave ac:0.014070,0.015861 Initialization: 6.748000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.221000 Kernel 1: 0.025000 Kernel 2: 104.998001 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.009124 0.857143 fi:0.241339. Ave ac:0.013540,0.016071 Initialization: 6.733000 Memcpy Classifiers: 0.378000 Memcpy Instances: 9.087000 Kernel 1: 0.022000 Kernel 2: 102.695000 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.005866 0.870968 fi:0.228660. Ave ac:0.014393,0.016031 Iteration 10:MDL fitness activated Error 0.228660 TL 0.031221 MDL Theory Length Weight: 2.4413326530 (1) Initialization: 6.996000 Memcpy Classifiers: 0.438000 Memcpy Instances: 9.060000 Kernel 1: 0.025000 Kernel 2: 100.617996 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.005431 0.925926 fi:0.239324. Ave ac:0.013774,0.014598 Initialization: 6.728000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.005000 Kernel 1: 0.024000 Kernel 2: 98.723999 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.005215 0.857143 fi:0.299949. Ave ac:0.014048,0.015435 Initialization: 6.705000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.110000 Kernel 1: 0.024000 Kernel 2: 96.877998 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.005431 0.892857 fi:0.259940. Ave ac:0.014917,0.019077 Initialization: 6.697000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.620000 Kernel 1: 0.024000 Kernel 2: 93.139999 Copyback: 0.018000 Sum: 0.032000 It 13,Best ac:0.004779 0.916667 fi:0.263714. Ave ac:0.018050,0.020014 Initialization: 7.821000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.490000 Kernel 1: 0.023000 Kernel 2: 90.995003 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.008259 0.926829 fi:0.228818. Ave ac:0.017591,0.017345 Initialization: 6.736000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.146000 Kernel 1: 0.024000 Kernel 2: 89.250999 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.005650 0.962963 fi:0.192983. Ave ac:0.018247,0.024584 Initialization: 6.816000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.084000 Kernel 1: 0.025000 Kernel 2: 89.101997 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.005650 0.962963 fi:0.189901. Ave ac:0.014250,0.015992 Initialization: 6.752000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.564000 Kernel 1: 0.025000 Kernel 2: 92.663002 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.005214 0.923077 fi:0.241828. Ave ac:0.011467,0.015429 Initialization: 6.704000 Memcpy Classifiers: 0.963000 Memcpy Instances: 9.331000 Kernel 1: 0.026000 Kernel 2: 94.178001 Copyback: 0.020000 Sum: 0.033000 It 18,Best ac:0.004997 0.920000 fi:0.240454. Ave ac:0.013506,0.020150 Initialization: 6.742000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.056000 Kernel 1: 0.024000 Kernel 2: 92.549004 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.006735 0.885714 fi:0.265780. Ave ac:0.012525,0.016501 Initialization: 6.823000 Memcpy Classifiers: 0.347000 Memcpy Instances: 9.077000 Kernel 1: 0.024000 Kernel 2: 91.893997 Copyback: 0.018000 Sum: 0.029000 It 20,Best ac:0.004997 0.958333 fi:0.207258. Ave ac:0.012928,0.016310 Initialization: 7.634000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.581000 Kernel 1: 0.025000 Kernel 2: 92.130997 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.004997 0.958333 fi:0.204054. Ave ac:0.010699,0.016628 Initialization: 6.755000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.018000 Kernel 1: 0.027000 Kernel 2: 93.775002 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.004997 0.920000 fi:0.244087. Ave ac:0.009901,0.015319 Initialization: 6.741000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.113000 Kernel 1: 0.024000 Kernel 2: 92.696999 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.005866 0.964286 fi:0.180506. Ave ac:0.009482,0.010429 Initialization: 6.773000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.086000 Kernel 1: 0.024000 Kernel 2: 90.544998 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.004997 0.958333 fi:0.189647. Ave ac:0.008255,0.010619 Initialization: 6.657000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.081000 Kernel 1: 0.025000 Kernel 2: 90.088997 Copyback: 0.018000 Sum: 0.028000 It 25,Best ac:0.008255 0.904762 fi:0.240529. Ave ac:0.006830,0.007176 Initialization: 6.783000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.084000 Kernel 1: 0.023000 Kernel 2: 88.352997 Copyback: 0.018000 Sum: 0.029000 It 26,Best ac:0.007388 0.918919 fi:0.225180. Ave ac:0.009497,0.010557 Initialization: 6.733000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.033000 Kernel 1: 0.026000 Kernel 2: 90.262001 Copyback: 0.018000 Sum: 0.029000 It 27,Best ac:0.004781 0.956522 fi:0.201964. Ave ac:0.009085,0.009392 Initialization: 6.801000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.035000 Kernel 1: 0.025000 Kernel 2: 90.128998 Copyback: 0.018000 Sum: 0.029000 It 28,Best ac:0.006083 0.933333 fi:0.206460. Ave ac:0.008052,0.008773 Initialization: 6.728000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.153000 Kernel 1: 0.025000 Kernel 2: 90.279999 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.004998 0.958333 fi:0.198766. Ave ac:0.007928,0.010967 Initialization: 6.855000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.075000 Kernel 1: 0.023000 Kernel 2: 89.579002 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.005214 0.960000 fi:0.218606. Ave ac:0.007983,0.007037 Initialization: 6.784000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.040000 Kernel 1: 0.024000 Kernel 2: 88.255997 Copyback: 0.018000 Sum: 0.032000 It 31,Best ac:0.005650 1.000000 fi:0.165507. Ave ac:0.008125,0.008253 Initialization: 8.105000 Memcpy Classifiers: 0.267000 Memcpy Instances: 9.829000 Kernel 1: 0.023000 Kernel 2: 87.518997 Copyback: 0.018000 Sum: 0.028000 It 32,Best ac:0.004997 0.958333 fi:0.185454. Ave ac:0.008202,0.007442 Initialization: 6.842000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.634000 Kernel 1: 0.022000 Kernel 2: 86.916000 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.004997 0.958333 fi:0.194150. Ave ac:0.009564,0.009844 Initialization: 23.302000 Memcpy Instances: 456.808014 Memcpy Classifiers: 0.052000 Kernel 1: 0.029000 Kernel 2: 440.916992 Copyback: 0.019000 Sum: 0.008000 Memcpy Classifiers: 0.050000 Kernel 1: 0.017000 Kernel 2: 446.390015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 443.584991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 439.681000 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 455.467010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 448.225006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 449.902008 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 438.802002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 440.811005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.012000 Kernel 2: 442.753998 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.012000 Kernel 2: 448.981995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 440.716003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 444.334991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 449.334015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 180.690994 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004932 0.872406 fi:0.293354. Ave ac:0.009116,0.032997 Best acc 0.004932 0.872406 Initialization: 6.686000 Memcpy Classifiers: 0.524000 Memcpy Instances: 9.028000 Kernel 1: 0.027000 Kernel 2: 112.212997 Copyback: 0.018000 Sum: 0.034000 Initial population average accuracy1:0.006266 accuracy2:0.286822 Initialization: 7.368000 Memcpy Classifiers: 0.490000 Memcpy Instances: 9.064000 Kernel 1: 0.025000 Kernel 2: 120.712997 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.004779 0.564103 fi:0.541223. Ave ac:0.011997,0.016667 Initialization: 6.796000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.061000 Kernel 1: 0.023000 Kernel 2: 123.971001 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.013035 0.750000 fi:0.347107. Ave ac:0.016793,0.020278 Initialization: 6.770000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.036000 Kernel 1: 0.023000 Kernel 2: 121.192001 Copyback: 0.018000 Sum: 0.030000 It 2,Best ac:0.016728 0.726415 fi:0.369393. Ave ac:0.018084,0.021137 Initialization: 6.697000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.016000 Kernel 1: 0.025000 Kernel 2: 118.526001 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.006083 0.777778 fi:0.321774. Ave ac:0.015720,0.015980 Initialization: 6.899000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.029000 Kernel 1: 0.023000 Kernel 2: 117.699997 Copyback: 0.017000 Sum: 0.026000 It 4,Best ac:0.009993 0.779661 fi:0.318515. Ave ac:0.014454,0.014085 Initialization: 6.708000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.320000 Kernel 1: 0.025000 Kernel 2: 116.121002 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.004997 0.766667 fi:0.333267. Ave ac:0.013134,0.014237 Initialization: 6.818000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.016000 Kernel 1: 0.023000 Kernel 2: 114.731003 Copyback: 0.020000 Sum: 0.031000 It 6,Best ac:0.004997 0.851852 fi:0.248082. Ave ac:0.014659,0.015107 Initialization: 6.756000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.118000 Kernel 1: 0.023000 Kernel 2: 108.332001 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.005431 0.925926 fi:0.173855. Ave ac:0.014560,0.014557 Initialization: 6.823000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.124000 Kernel 1: 0.024000 Kernel 2: 103.323997 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.004779 0.880000 fi:0.225326. Ave ac:0.012416,0.012246 Initialization: 6.623000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.058000 Kernel 1: 0.023000 Kernel 2: 106.546997 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.006517 0.937500 fi:0.161899. Ave ac:0.014143,0.015361 Iteration 10:MDL fitness activated Error 0.161899 TL 0.026001 MDL Theory Length Weight: 2.0755057841 (1) Initialization: 6.763000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.111000 Kernel 1: 0.024000 Kernel 2: 102.733002 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.005215 0.888889 fi:0.280074. Ave ac:0.011847,0.011974 Initialization: 6.786000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.036000 Kernel 1: 0.023000 Kernel 2: 102.695000 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.005214 0.888889 fi:0.270174. Ave ac:0.013155,0.013467 Initialization: 6.785000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.006000 Kernel 1: 0.024000 Kernel 2: 100.956001 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.007172 0.891892 fi:0.232152. Ave ac:0.015682,0.015398 Initialization: 7.250000 Memcpy Classifiers: 0.399000 Memcpy Instances: 10.036000 Kernel 1: 0.022000 Kernel 2: 98.867996 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.022377 0.830645 fi:0.309110. Ave ac:0.013750,0.012967 Initialization: 6.781000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.037000 Kernel 1: 0.023000 Kernel 2: 96.967003 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.006300 0.906250 fi:0.244137. Ave ac:0.013638,0.012386 Initialization: 6.671000 Memcpy Classifiers: 0.388000 Memcpy Instances: 9.026000 Kernel 1: 0.024000 Kernel 2: 96.415001 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.004997 0.920000 fi:0.240887. Ave ac:0.012718,0.013160 Initialization: 7.164000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.281000 Kernel 1: 0.022000 Kernel 2: 96.015999 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.005214 0.923077 fi:0.222425. Ave ac:0.012706,0.014685 Initialization: 6.826000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.040000 Kernel 1: 0.023000 Kernel 2: 93.876999 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.006302 0.935484 fi:0.218393. Ave ac:0.013077,0.014203 Initialization: 6.772000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.005000 Kernel 1: 0.023000 Kernel 2: 91.129997 Copyback: 0.022000 Sum: 0.030000 It 18,Best ac:0.006083 0.903226 fi:0.250200. Ave ac:0.014362,0.015395 Initialization: 6.789000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.025000 Kernel 1: 0.023000 Kernel 2: 89.337997 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.006953 0.914286 fi:0.260759. Ave ac:0.014718,0.015402 Initialization: 7.297000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.373000 Kernel 1: 0.025000 Kernel 2: 87.641998 Copyback: 0.017000 Sum: 0.026000 It 20,Best ac:0.005650 0.928571 fi:0.209660. Ave ac:0.015848,0.014809 Initialization: 6.859000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.003000 Kernel 1: 0.023000 Kernel 2: 87.967003 Copyback: 0.018000 Sum: 0.026000 It 21,Best ac:0.006084 0.933333 fi:0.203727. Ave ac:0.014412,0.013791 Initialization: 6.731000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.097000 Kernel 1: 0.023000 Kernel 2: 88.130997 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.004998 0.920000 fi:0.220455. Ave ac:0.010897,0.011427 Initialization: 6.846000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.476000 Kernel 1: 0.024000 Kernel 2: 89.158997 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.006517 0.909091 fi:0.235166. Ave ac:0.010354,0.011767 Initialization: 8.235000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.066000 Kernel 1: 0.023000 Kernel 2: 89.036003 Copyback: 0.018000 Sum: 0.024000 It 24,Best ac:0.005431 0.892857 fi:0.240784. Ave ac:0.014253,0.017142 Initialization: 6.983000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.025000 Kernel 1: 0.024000 Kernel 2: 88.983002 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.006735 0.911765 fi:0.210137. Ave ac:0.012783,0.014662 Initialization: 6.786000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.545000 Kernel 1: 0.022000 Kernel 2: 86.297997 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.006302 0.935484 fi:0.206246. Ave ac:0.011690,0.012302 Initialization: 6.780000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.998000 Kernel 1: 0.023000 Kernel 2: 86.607002 Copyback: 0.018000 Sum: 0.024000 It 27,Best ac:0.005867 0.931034 fi:0.202454. Ave ac:0.013126,0.013816 Initialization: 6.795000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.003000 Kernel 1: 0.024000 Kernel 2: 86.915001 Copyback: 0.018000 Sum: 0.019000 It 28,Best ac:0.008690 0.869565 fi:0.278108. Ave ac:0.010217,0.010828 Initialization: 6.804000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.017000 Kernel 1: 0.026000 Kernel 2: 87.591003 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.007386 0.894737 fi:0.229233. Ave ac:0.011387,0.014431 Initialization: 6.756000 Memcpy Classifiers: 1.202000 Memcpy Instances: 11.110000 Kernel 1: 0.022000 Kernel 2: 89.155998 Copyback: 0.018000 Sum: 0.027000 It 30,Best ac:0.005431 0.925926 fi:0.203181. Ave ac:0.010786,0.016133 Initialization: 6.823000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.034000 Kernel 1: 0.024000 Kernel 2: 90.559998 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.008038 0.925000 fi:0.207679. Ave ac:0.009032,0.008894 Initialization: 6.968000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.003000 Kernel 1: 0.024000 Kernel 2: 88.672997 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.005651 0.928571 fi:0.202338. Ave ac:0.008197,0.009061 Initialization: 6.829000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.088000 Kernel 1: 0.024000 Kernel 2: 88.422997 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.005866 0.900000 fi:0.231675. Ave ac:0.009926,0.011755 Initialization: 22.010000 Memcpy Instances: 454.014008 Memcpy Classifiers: 0.049000 Kernel 1: 0.025000 Kernel 2: 457.234985 Copyback: 0.014000 Sum: 0.009000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 457.919006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 448.677002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.012000 Kernel 2: 457.683990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 454.053986 Copyback: 0.015000 Sum: 0.000000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 469.971008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.012000 Kernel 2: 457.468994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.013000 Kernel 2: 458.648987 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.047000 Kernel 1: 0.012000 Kernel 2: 456.898010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.016000 Kernel 2: 458.122009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 456.761993 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.047000 Kernel 1: 0.012000 Kernel 2: 451.217987 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 454.845001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.013000 Kernel 2: 454.690002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.012000 Kernel 2: 180.451004 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.006075 0.815160 fi:0.313720. Ave ac:0.010163,0.036827 Best acc 0.006075 0.815160 Rule:Att PSSM_-4_7 is [-6.819615,-1.520339]|Att PSSM_-1_3 is [<2.031608]|Att PSSM_0_1 is [>1.431650]|Att PSSM_0_2 is [<-3.965863]|Att PSSM_0_6 is [-6.339639,-3.399182]|Att PSSM_0_12 is [<-1.329788]|Att PSSM_1_4 is [<-1.596300]|Att PSSM_3_12 is [-5.473049,4.095140]|1 Accuracy : 0.718426 0 1 163422 658 65410 5148 Removed 1301 instances. 228832 Instances left. Acc of rule 0.004932-0.872406 Initialization: 6.758000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.959000 Kernel 1: 0.025000 Kernel 2: 112.968002 Copyback: 0.018000 Sum: 0.036000 Initial population average accuracy1:0.005837 accuracy2:0.284332 Initialization: 6.729000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.030000 Kernel 1: 0.025000 Kernel 2: 122.871002 Copyback: 0.018000 Sum: 0.037000 It 0,Best ac:0.024257 0.596774 fi:0.496462. Ave ac:0.011007,0.013973 Initialization: 6.659000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.007000 Kernel 1: 0.023000 Kernel 2: 117.775002 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.007210 0.687500 fi:0.411625. Ave ac:0.015338,0.018347 Initialization: 6.689000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.092000 Kernel 1: 0.026000 Kernel 2: 115.176003 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.005682 0.702703 fi:0.396967. Ave ac:0.014674,0.015740 Initialization: 6.749000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.018000 Kernel 1: 0.023000 Kernel 2: 115.084999 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.007212 0.785714 fi:0.313411. Ave ac:0.016115,0.015236 Initialization: 6.736000 Memcpy Classifiers: 0.405000 Memcpy Instances: 8.943000 Kernel 1: 0.027000 Kernel 2: 116.665001 Copyback: 0.018000 Sum: 0.287000 It 4,Best ac:0.005026 0.718750 fi:0.381153. Ave ac:0.016946,0.014884 Initialization: 6.730000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.002000 Kernel 1: 0.023000 Kernel 2: 116.214996 Copyback: 0.018000 Sum: 0.032000 It 5,Best ac:0.005244 0.800000 fi:0.299825. Ave ac:0.016697,0.016553 Initialization: 6.885000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.003000 Kernel 1: 0.025000 Kernel 2: 118.084000 Copyback: 0.017000 Sum: 0.046000 It 6,Best ac:0.005681 0.838710 fi:0.260961. Ave ac:0.014112,0.013725 Initialization: 6.714000 Memcpy Classifiers: 0.407000 Memcpy Instances: 9.059000 Kernel 1: 0.023000 Kernel 2: 112.914001 Copyback: 0.018000 Sum: 0.033000 It 7,Best ac:0.005026 0.851852 fi:0.248051. Ave ac:0.013729,0.014703 Initialization: 6.740000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.982000 Kernel 1: 0.025000 Kernel 2: 109.482002 Copyback: 0.018000 Sum: 0.034000 It 8,Best ac:0.006993 0.820513 fi:0.278690. Ave ac:0.011410,0.011182 Initialization: 6.690000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.022000 Kernel 1: 0.024000 Kernel 2: 102.997002 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.004806 0.814815 fi:0.285167. Ave ac:0.008837,0.008565 Iteration 10:MDL fitness activated Error 0.285167 TL 0.029648 MDL Theory Length Weight: 3.2061820324 (3) Initialization: 7.839000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.052000 Kernel 1: 0.026000 Kernel 2: 106.802002 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.005900 0.843750 fi:0.343754. Ave ac:0.008816,0.007900 Initialization: 6.768000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.434000 Kernel 1: 0.023000 Kernel 2: 106.896004 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.008741 0.888889 fi:0.304392. Ave ac:0.010865,0.010131 Initialization: 6.805000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.942000 Kernel 1: 0.026000 Kernel 2: 106.194000 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.005026 0.920000 fi:0.267815. Ave ac:0.010530,0.010149 Initialization: 6.748000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.949000 Kernel 1: 0.024000 Kernel 2: 105.289001 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.005026 0.884615 fi:0.284811. Ave ac:0.012894,0.013432 Initialization: 6.709000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.683000 Kernel 1: 0.022000 Kernel 2: 104.426003 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.005025 0.821429 fi:0.351927. Ave ac:0.012870,0.013814 Initialization: 6.698000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.979000 Kernel 1: 0.022000 Kernel 2: 100.572998 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.006555 0.909091 fi:0.280399. Ave ac:0.013350,0.012814 Initialization: 6.751000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.981000 Kernel 1: 0.025000 Kernel 2: 102.101997 Copyback: 0.018000 Sum: 0.037000 It 16,Best ac:0.005681 0.928571 fi:0.271110. Ave ac:0.014788,0.014537 Initialization: 6.693000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.983000 Kernel 1: 0.023000 Kernel 2: 94.897003 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.007210 0.846154 fi:0.335061. Ave ac:0.014039,0.014260 Initialization: 6.658000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.985000 Kernel 1: 0.024000 Kernel 2: 95.816002 Copyback: 0.017000 Sum: 0.038000 It 18,Best ac:0.011145 0.809524 fi:0.349280. Ave ac:0.014896,0.014285 Initialization: 7.242000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.993000 Kernel 1: 0.023000 Kernel 2: 97.514000 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.008084 0.902439 fi:0.256191. Ave ac:0.020988,0.017353 Initialization: 6.744000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.002000 Kernel 1: 0.026000 Kernel 2: 94.440002 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.007649 0.875000 fi:0.262894. Ave ac:0.014982,0.015494 Initialization: 6.710000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.952000 Kernel 1: 0.024000 Kernel 2: 96.969002 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.005682 0.928571 fi:0.238836. Ave ac:0.015041,0.014211 Initialization: 6.682000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.939000 Kernel 1: 0.025000 Kernel 2: 93.313004 Copyback: 0.018000 Sum: 0.033000 It 22,Best ac:0.006774 0.911765 fi:0.241630. Ave ac:0.012701,0.014093 Initialization: 6.708000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.035000 Kernel 1: 0.025000 Kernel 2: 92.690002 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.005244 0.960000 fi:0.213280. Ave ac:0.012243,0.011241 Initialization: 6.890000 Memcpy Classifiers: 0.294000 Memcpy Instances: 9.053000 Kernel 1: 0.023000 Kernel 2: 90.987000 Copyback: 0.018000 Sum: 0.029000 It 24,Best ac:0.006118 0.875000 fi:0.294385. Ave ac:0.010537,0.010725 Initialization: 6.797000 Memcpy Classifiers: 0.248000 Memcpy Instances: 8.989000 Kernel 1: 0.025000 Kernel 2: 91.007004 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.006773 1.000000 fi:0.170720. Ave ac:0.015463,0.018234 Initialization: 6.716000 Memcpy Classifiers: 0.283000 Memcpy Instances: 10.076000 Kernel 1: 0.023000 Kernel 2: 87.739998 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.005899 0.964286 fi:0.192574. Ave ac:0.009914,0.009706 Initialization: 6.793000 Memcpy Classifiers: 0.315000 Memcpy Instances: 8.965000 Kernel 1: 0.026000 Kernel 2: 86.195000 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.006553 0.937500 fi:0.223776. Ave ac:0.009473,0.007198 Initialization: 6.645000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.043000 Kernel 1: 0.023000 Kernel 2: 89.469002 Copyback: 0.018000 Sum: 0.025000 It 28,Best ac:0.008739 0.930233 fi:0.230624. Ave ac:0.010507,0.009605 Initialization: 6.855000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.065000 Kernel 1: 0.023000 Kernel 2: 91.129997 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.005462 0.892857 fi:0.275700. Ave ac:0.009372,0.009780 Initialization: 6.984000 Memcpy Classifiers: 0.259000 Memcpy Instances: 8.995000 Kernel 1: 0.022000 Kernel 2: 90.960999 Copyback: 0.018000 Sum: 0.028000 It 30,Best ac:0.004589 0.954545 fi:0.260124. Ave ac:0.009147,0.007582 Initialization: 6.811000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.948000 Kernel 1: 0.024000 Kernel 2: 89.669998 Copyback: 0.018000 Sum: 0.028000 It 31,Best ac:0.005682 0.962963 fi:0.198557. Ave ac:0.010292,0.008870 Initialization: 6.872000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.950000 Kernel 1: 0.025000 Kernel 2: 90.553001 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.005025 0.958333 fi:0.209286. Ave ac:0.010285,0.011803 Initialization: 6.795000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.974000 Kernel 1: 0.025000 Kernel 2: 90.757004 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.006556 0.937500 fi:0.236906. Ave ac:0.009990,0.009694 Initialization: 22.388000 Memcpy Instances: 453.428986 Memcpy Classifiers: 0.051000 Kernel 1: 0.022000 Kernel 2: 448.700989 Copyback: 0.015000 Sum: 0.009000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 445.993988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 446.433990 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 447.222992 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 448.341003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 461.778015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 449.584015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 442.184998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 440.516998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 444.156006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 456.809998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 456.441010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 445.533997 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.012000 Kernel 2: 411.252991 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005406 0.824117 fi:0.332917. Ave ac:0.008768,0.030883 Best acc 0.005406 0.824117 Initialization: 6.811000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.992000 Kernel 1: 0.026000 Kernel 2: 110.639000 Copyback: 0.017000 Sum: 0.034000 Initial population average accuracy1:0.005114 accuracy2:0.267776 Initialization: 6.705000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.955000 Kernel 1: 0.025000 Kernel 2: 121.269997 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.005681 0.702703 fi:0.396967. Ave ac:0.011306,0.015478 Initialization: 6.687000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.076000 Kernel 1: 0.023000 Kernel 2: 118.920998 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.008302 0.644068 fi:0.454671. Ave ac:0.014662,0.016287 Initialization: 6.622000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.000000 Kernel 1: 0.033000 Kernel 2: 119.459999 Copyback: 0.018000 Sum: 0.029000 It 2,Best ac:0.008086 0.711538 fi:0.387276. Ave ac:0.014630,0.015316 Initialization: 6.683000 Memcpy Classifiers: 0.537000 Memcpy Instances: 9.855000 Kernel 1: 0.024000 Kernel 2: 120.774002 Copyback: 0.018000 Sum: 0.028000 It 3,Best ac:0.008739 0.727273 fi:0.371311. Ave ac:0.015350,0.017059 Initialization: 6.717000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.991000 Kernel 1: 0.024000 Kernel 2: 113.842003 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.007649 0.833333 fi:0.265636. Ave ac:0.015013,0.016188 Initialization: 6.823000 Memcpy Classifiers: 0.419000 Memcpy Instances: 9.484000 Kernel 1: 0.024000 Kernel 2: 113.786003 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.006774 0.837838 fi:0.261443. Ave ac:0.017801,0.021926 Initialization: 6.754000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.002000 Kernel 1: 0.024000 Kernel 2: 110.442001 Copyback: 0.018000 Sum: 0.032000 It 6,Best ac:0.006556 0.789474 fi:0.309885. Ave ac:0.013819,0.014695 Initialization: 6.631000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.991000 Kernel 1: 0.023000 Kernel 2: 108.566002 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.007645 0.875000 fi:0.223972. Ave ac:0.014856,0.016996 Initialization: 6.762000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.979000 Kernel 1: 0.024000 Kernel 2: 109.803001 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.006991 1.000000 fi:0.099203. Ave ac:0.014233,0.016237 Initialization: 6.670000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.962000 Kernel 1: 0.024000 Kernel 2: 108.792999 Copyback: 0.018000 Sum: 0.029000 It 9,Best ac:0.005244 0.857143 fi:0.242682. Ave ac:0.012392,0.019150 Iteration 10:MDL fitness activated Error 0.242682 TL 0.038791 MDL Theory Length Weight: 2.0853551135 (2) Initialization: 6.705000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.999000 Kernel 1: 0.026000 Kernel 2: 108.815002 Copyback: 0.017000 Sum: 0.025000 It 10,Best ac:0.006119 0.903226 fi:0.271759. Ave ac:0.011680,0.012644 Initialization: 6.854000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.970000 Kernel 1: 0.023000 Kernel 2: 107.276001 Copyback: 0.018000 Sum: 0.029000 It 11,Best ac:0.004807 0.916667 fi:0.241516. Ave ac:0.008839,0.010583 Initialization: 6.657000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.970000 Kernel 1: 0.026000 Kernel 2: 105.846001 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.006119 0.903226 fi:0.266798. Ave ac:0.009271,0.010135 Initialization: 8.144000 Memcpy Classifiers: 0.402000 Memcpy Instances: 10.018000 Kernel 1: 0.023000 Kernel 2: 106.865997 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.006337 0.935484 fi:0.218118. Ave ac:0.009471,0.006435 Initialization: 6.639000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.459000 Kernel 1: 0.023000 Kernel 2: 103.386002 Copyback: 0.018000 Sum: 0.034000 It 14,Best ac:0.008521 0.886364 fi:0.282637. Ave ac:0.009119,0.011068 Initialization: 6.773000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.988000 Kernel 1: 0.024000 Kernel 2: 102.488998 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.006118 0.965517 fi:0.211127. Ave ac:0.009864,0.011719 Initialization: 6.780000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.988000 Kernel 1: 0.024000 Kernel 2: 100.087997 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.005899 0.870968 fi:0.281738. Ave ac:0.009264,0.011377 Initialization: 7.207000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.991000 Kernel 1: 0.026000 Kernel 2: 100.035004 Copyback: 0.018000 Sum: 0.029000 It 17,Best ac:0.005462 0.961538 fi:0.220940. Ave ac:0.009182,0.006685 Initialization: 6.715000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.070000 Kernel 1: 0.024000 Kernel 2: 99.639000 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.010050 0.867925 fi:0.287159. Ave ac:0.008419,0.005579 Initialization: 6.715000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.948000 Kernel 1: 0.025000 Kernel 2: 100.838997 Copyback: 0.018000 Sum: 0.029000 It 19,Best ac:0.014205 0.812500 fi:0.339023. Ave ac:0.009276,0.008513 Initialization: 6.706000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.986000 Kernel 1: 0.025000 Kernel 2: 98.702003 Copyback: 0.018000 Sum: 0.030000 It 20,Best ac:0.006774 0.939394 fi:0.229845. Ave ac:0.011106,0.008594 Initialization: 6.784000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.045000 Kernel 1: 0.025000 Kernel 2: 98.480003 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.004808 0.916667 fi:0.241384. Ave ac:0.008890,0.006887 Initialization: 6.738000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.970000 Kernel 1: 0.026000 Kernel 2: 101.179001 Copyback: 0.018000 Sum: 0.031000 It 22,Best ac:0.011143 0.962264 fi:0.191826. Ave ac:0.009689,0.008609 Initialization: 6.744000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.953000 Kernel 1: 0.025000 Kernel 2: 100.820999 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.004807 0.880000 fi:0.296379. Ave ac:0.008735,0.005929 Initialization: 6.917000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.033000 Kernel 1: 0.025000 Kernel 2: 100.814003 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.005463 0.862069 fi:0.296601. Ave ac:0.008231,0.006901 Initialization: 6.698000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.412000 Kernel 1: 0.025000 Kernel 2: 98.435997 Copyback: 0.018000 Sum: 0.031000 It 25,Best ac:0.009613 0.880000 fi:0.274720. Ave ac:0.008812,0.007532 Initialization: 6.752000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.014000 Kernel 1: 0.025000 Kernel 2: 93.695999 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.006990 0.914286 fi:0.245030. Ave ac:0.009346,0.007873 Initialization: 6.684000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.496000 Kernel 1: 0.025000 Kernel 2: 96.267998 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.005025 0.851852 fi:0.285718. Ave ac:0.006340,0.005075 Initialization: 6.691000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.987000 Kernel 1: 0.024000 Kernel 2: 96.828003 Copyback: 0.032000 Sum: 0.030000 It 28,Best ac:0.010269 0.886792 fi:0.263820. Ave ac:0.009305,0.007690 Initialization: 6.721000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.983000 Kernel 1: 0.026000 Kernel 2: 97.394997 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.004808 0.916667 fi:0.246343. Ave ac:0.007771,0.005587 Initialization: 7.044000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.890000 Kernel 1: 0.024000 Kernel 2: 92.710999 Copyback: 0.018000 Sum: 0.028000 It 30,Best ac:0.009178 0.893617 fi:0.257478. Ave ac:0.008986,0.006717 Initialization: 6.679000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.948000 Kernel 1: 0.027000 Kernel 2: 95.393997 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.004807 0.956522 fi:0.194963. Ave ac:0.008156,0.006194 MDL Theory Length Weight: 1.8768196022 (10) Initialization: 6.687000 Memcpy Classifiers: 0.374000 Memcpy Instances: 8.955000 Kernel 1: 0.025000 Kernel 2: 92.666000 Copyback: 0.018000 Sum: 0.033000 It 32,Best ac:0.006336 0.852941 fi:0.284084. Ave ac:0.006924,0.006609 Initialization: 6.707000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.985000 Kernel 1: 0.024000 Kernel 2: 94.985001 Copyback: 0.017000 Sum: 0.039000 It 33,Best ac:0.005899 1.000000 fi:0.154231. Ave ac:0.011563,0.010591 Initialization: 23.187000 Memcpy Instances: 451.494995 Memcpy Classifiers: 0.061000 Kernel 1: 0.028000 Kernel 2: 457.812988 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 473.976013 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 474.891998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 467.102997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 479.289001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 479.000000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 478.269012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 477.894012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 484.906006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 474.033997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 468.890015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 480.186005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 483.381012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 447.571014 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.008661 0.773011 fi:0.373001. Ave ac:0.009875,0.035120 Best acc 0.008661 0.773011 Rule:Att PSSM_-1_12 is [<-3.717690]|Att PSSM_0_3 is [<6.625593]|Att PSSM_0_12 is [<-3.227691]|Att PSSM_1_8 is [>-5.326639]|Att PSSM_1_12 is [<-3.535127]|Att PSSM_4_12 is [<-1.845426]|1 Accuracy : 0.722573 0 1 163158 922 64173 6385 Removed 1501 instances. 227331 Instances left. Acc of rule 0.005406-0.824117 Initialization: 8.146000 Memcpy Classifiers: 0.544000 Memcpy Instances: 8.921000 Kernel 1: 0.023000 Kernel 2: 111.225998 Copyback: 0.017000 Sum: 0.033000 Initial population average accuracy1:0.005962 accuracy2:0.294379 Initialization: 6.884000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.967000 Kernel 1: 0.025000 Kernel 2: 121.038002 Copyback: 0.018000 Sum: 0.048000 It 0,Best ac:0.006159 0.800000 fi:0.299472. Ave ac:0.011154,0.013977 Initialization: 6.720000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.879000 Kernel 1: 0.023000 Kernel 2: 120.635002 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.008359 0.730769 fi:0.367910. Ave ac:0.015211,0.019043 Initialization: 6.716000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.948000 Kernel 1: 0.023000 Kernel 2: 110.809998 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.008797 0.740741 fi:0.357782. Ave ac:0.016270,0.018450 Initialization: 6.704000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.915000 Kernel 1: 0.024000 Kernel 2: 113.669998 Copyback: 0.020000 Sum: 0.033000 It 3,Best ac:0.005279 0.800000 fi:0.299789. Ave ac:0.015835,0.016690 Initialization: 7.023000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.144000 Kernel 1: 0.025000 Kernel 2: 108.071999 Copyback: 0.018000 Sum: 0.030000 It 4,Best ac:0.005059 0.884615 fi:0.215252. Ave ac:0.016195,0.018792 Initialization: 6.724000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.871000 Kernel 1: 0.025000 Kernel 2: 106.553001 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.004619 0.875000 fi:0.239042. Ave ac:0.011622,0.012876 Initialization: 6.778000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.349000 Kernel 1: 0.023000 Kernel 2: 107.350998 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.015398 0.843373 fi:0.252769. Ave ac:0.011440,0.012280 Initialization: 6.616000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.972000 Kernel 1: 0.024000 Kernel 2: 101.983002 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.006819 0.837838 fi:0.261396. Ave ac:0.012286,0.012469 Initialization: 6.670000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.895000 Kernel 1: 0.024000 Kernel 2: 97.000000 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.004619 0.913043 fi:0.200999. Ave ac:0.011661,0.011179 Initialization: 8.017000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.204000 Kernel 1: 0.023000 Kernel 2: 95.667000 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.005279 0.960000 fi:0.139789. Ave ac:0.011763,0.011408 Iteration 10:MDL fitness activated Error 0.139789 TL 0.035308 MDL Theory Length Weight: 1.3197007851 (1) Initialization: 7.212000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.286000 Kernel 1: 0.023000 Kernel 2: 91.386002 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.005498 1.000000 fi:0.150551. Ave ac:0.009597,0.009376 Initialization: 6.758000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.887000 Kernel 1: 0.025000 Kernel 2: 90.792000 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.008577 0.906977 fi:0.242845. Ave ac:0.009787,0.010110 Initialization: 6.628000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.947000 Kernel 1: 0.025000 Kernel 2: 89.788002 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.004618 0.954545 fi:0.196460. Ave ac:0.011053,0.009431 Initialization: 6.709000 Memcpy Classifiers: 0.353000 Memcpy Instances: 22.799000 Kernel 1: 0.025000 Kernel 2: 92.864998 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.009017 0.891304 fi:0.258203. Ave ac:0.009535,0.009725 Initialization: 6.719000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.921000 Kernel 1: 0.025000 Kernel 2: 90.221001 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.004617 0.913043 fi:0.250066. Ave ac:0.008926,0.007240 Initialization: 6.804000 Memcpy Classifiers: 0.588000 Memcpy Instances: 8.975000 Kernel 1: 0.022000 Kernel 2: 95.028999 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.004839 0.916667 fi:0.238563. Ave ac:0.007935,0.007182 Initialization: 6.888000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.880000 Kernel 1: 0.022000 Kernel 2: 93.510002 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004839 1.000000 fi:0.143525. Ave ac:0.009744,0.008096 Initialization: 6.705000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.877000 Kernel 1: 0.024000 Kernel 2: 87.000999 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.004838 0.956522 fi:0.193994. Ave ac:0.007631,0.006340 Initialization: 6.764000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.910000 Kernel 1: 0.027000 Kernel 2: 91.834999 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.005939 0.843750 fi:0.295723. Ave ac:0.007374,0.006681 Initialization: 6.766000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.980000 Kernel 1: 0.024000 Kernel 2: 88.181999 Copyback: 0.025000 Sum: 1.128000 It 19,Best ac:0.008797 0.930233 fi:0.207767. Ave ac:0.010641,0.008451 Initialization: 6.780000 Memcpy Classifiers: 0.364000 Memcpy Instances: 10.159000 Kernel 1: 0.025000 Kernel 2: 87.761002 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.005278 0.888889 fi:0.250284. Ave ac:0.008176,0.006301 Initialization: 6.710000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.875000 Kernel 1: 0.025000 Kernel 2: 89.732002 Copyback: 0.018000 Sum: 0.031000 It 21,Best ac:0.007038 0.941176 fi:0.197660. Ave ac:0.008976,0.007447 Initialization: 6.798000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.906000 Kernel 1: 0.026000 Kernel 2: 90.120003 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.004838 0.916667 fi:0.219888. Ave ac:0.008293,0.006805 Initialization: 7.142000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.954000 Kernel 1: 0.024000 Kernel 2: 92.372002 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.004619 1.000000 fi:0.149865. Ave ac:0.006581,0.006010 Initialization: 6.646000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.879000 Kernel 1: 0.024000 Kernel 2: 93.054001 Copyback: 0.018000 Sum: 0.028000 It 24,Best ac:0.005939 0.931034 fi:0.213108. Ave ac:0.008361,0.006495 Initialization: 6.703000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.891000 Kernel 1: 0.025000 Kernel 2: 89.541000 Copyback: 0.018000 Sum: 0.030000 It 25,Best ac:0.005058 0.958333 fi:0.185814. Ave ac:0.009044,0.006081 MDL Theory Length Weight: 1.1877307066 (10) Initialization: 6.651000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.032000 Kernel 1: 0.024000 Kernel 2: 87.551003 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.004398 1.000000 fi:0.197780. Ave ac:0.008248,0.006455 Initialization: 6.708000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.882000 Kernel 1: 0.025000 Kernel 2: 91.458000 Copyback: 0.019000 Sum: 0.034000 It 27,Best ac:0.005719 0.812500 fi:0.309789. Ave ac:0.006753,0.005449 Initialization: 6.687000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.882000 Kernel 1: 0.025000 Kernel 2: 87.940002 Copyback: 0.018000 Sum: 0.028000 It 28,Best ac:0.006158 0.875000 fi:0.259496. Ave ac:0.008220,0.006560 Initialization: 6.745000 Memcpy Classifiers: 0.359000 Memcpy Instances: 8.874000 Kernel 1: 0.026000 Kernel 2: 92.554001 Copyback: 0.018000 Sum: 0.032000 It 29,Best ac:0.005059 0.920000 fi:0.212813. Ave ac:0.008985,0.007100 Initialization: 6.826000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.890000 Kernel 1: 0.026000 Kernel 2: 88.210999 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.004618 1.000000 fi:0.146973. Ave ac:0.008431,0.006292 Initialization: 6.729000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.879000 Kernel 1: 0.026000 Kernel 2: 88.700996 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.005498 1.000000 fi:0.141168. Ave ac:0.008800,0.008410 Initialization: 6.637000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.002000 Kernel 1: 0.025000 Kernel 2: 87.806000 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.008577 0.928571 fi:0.205346. Ave ac:0.007398,0.005107 Initialization: 7.219000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.943000 Kernel 1: 0.025000 Kernel 2: 88.036003 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.005718 0.962963 fi:0.176518. Ave ac:0.009137,0.004662 Initialization: 23.538000 Memcpy Instances: 450.932007 Memcpy Classifiers: 0.060000 Kernel 1: 0.027000 Kernel 2: 476.345001 Copyback: 0.369000 Sum: 0.013000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 479.955994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 484.915009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 478.278992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 482.697998 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 482.670990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 474.981995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 471.966003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 472.536011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 475.259003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 478.376007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 466.302002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 474.842010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 243.781006 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.007311 0.798271 fi:0.336101. Ave ac:0.006277,0.021255 Best acc 0.007311 0.798271 Initialization: 6.889000 Memcpy Classifiers: 0.525000 Memcpy Instances: 9.464000 Kernel 1: 0.025000 Kernel 2: 110.723999 Copyback: 0.018000 Sum: 0.034000 Initial population average accuracy1:0.006052 accuracy2:0.283282 Initialization: 6.674000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.395000 Kernel 1: 0.025000 Kernel 2: 118.509003 Copyback: 0.017000 Sum: 0.058000 It 0,Best ac:0.019793 0.548780 fi:0.545777. Ave ac:0.012172,0.017112 Initialization: 6.679000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.907000 Kernel 1: 0.024000 Kernel 2: 116.133003 Copyback: 0.018000 Sum: 0.034000 It 1,Best ac:0.005278 0.727273 fi:0.372516. Ave ac:0.017180,0.021711 Initialization: 6.885000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.929000 Kernel 1: 0.024000 Kernel 2: 113.411003 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.005278 0.705882 fi:0.393908. Ave ac:0.016168,0.021234 Initialization: 6.720000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.885000 Kernel 1: 0.026000 Kernel 2: 120.086998 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.007039 0.800000 fi:0.299155. Ave ac:0.014677,0.017521 Initialization: 6.624000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.954000 Kernel 1: 0.025000 Kernel 2: 119.646004 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.008579 0.735849 fi:0.362751. Ave ac:0.014439,0.017421 Initialization: 6.672000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.878000 Kernel 1: 0.026000 Kernel 2: 116.292000 Copyback: 0.018000 Sum: 0.029000 It 5,Best ac:0.007479 0.790698 fi:0.308298. Ave ac:0.012904,0.016016 Initialization: 6.666000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.945000 Kernel 1: 0.024000 Kernel 2: 116.003998 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.007477 0.790698 fi:0.308300. Ave ac:0.014901,0.015325 Initialization: 6.711000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.874000 Kernel 1: 0.026000 Kernel 2: 120.649002 Copyback: 0.018000 Sum: 0.032000 It 7,Best ac:0.006599 0.833333 fi:0.265980. Ave ac:0.012869,0.015997 Initialization: 7.691000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.340000 Kernel 1: 0.024000 Kernel 2: 117.482002 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.004618 0.954545 fi:0.160187. Ave ac:0.010773,0.010902 Initialization: 6.676000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.994000 Kernel 1: 0.024000 Kernel 2: 112.711998 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.006378 0.852941 fi:0.246453. Ave ac:0.011193,0.013371 Iteration 10:MDL fitness activated Error 0.246453 TL 0.037057 MDL Theory Length Weight: 2.2168567821 (2) Initialization: 6.703000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.362000 Kernel 1: 0.026000 Kernel 2: 118.162003 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.006379 0.878788 fi:0.288676. Ave ac:0.009928,0.010764 Initialization: 6.646000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.994000 Kernel 1: 0.024000 Kernel 2: 113.279999 Copyback: 0.018000 Sum: 0.037000 It 11,Best ac:0.006598 0.882353 fi:0.288736. Ave ac:0.011885,0.012239 Initialization: 6.594000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.893000 Kernel 1: 0.023000 Kernel 2: 115.364998 Copyback: 0.018000 Sum: 0.037000 It 12,Best ac:0.005058 0.920000 fi:0.238668. Ave ac:0.011045,0.010347 Initialization: 6.704000 Memcpy Classifiers: 0.411000 Memcpy Instances: 8.916000 Kernel 1: 0.026000 Kernel 2: 113.614998 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.005718 0.866667 fi:0.307577. Ave ac:0.009796,0.009022 Initialization: 6.670000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.889000 Kernel 1: 0.024000 Kernel 2: 112.414001 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.006598 0.882353 fi:0.266042. Ave ac:0.012760,0.015928 Initialization: 6.770000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.877000 Kernel 1: 0.025000 Kernel 2: 115.653999 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.005279 0.960000 fi:0.199023. Ave ac:0.010779,0.009074 Initialization: 6.641000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.941000 Kernel 1: 0.025000 Kernel 2: 111.829002 Copyback: 0.020000 Sum: 0.032000 It 16,Best ac:0.005719 0.962963 fi:0.190418. Ave ac:0.009626,0.008769 Initialization: 6.671000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.929000 Kernel 1: 0.025000 Kernel 2: 109.690002 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.004839 0.956522 fi:0.206531. Ave ac:0.008120,0.006855 Initialization: 6.659000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.911000 Kernel 1: 0.025000 Kernel 2: 108.720001 Copyback: 0.018000 Sum: 0.031000 It 18,Best ac:0.005279 0.888889 fi:0.274921. Ave ac:0.006042,0.003846 Initialization: 7.130000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.946000 Kernel 1: 0.024000 Kernel 2: 102.450996 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.009457 0.843137 fi:0.309056. Ave ac:0.005517,0.004030 Initialization: 6.831000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.374000 Kernel 1: 0.025000 Kernel 2: 109.202003 Copyback: 0.020000 Sum: 0.036000 It 20,Best ac:0.004179 0.904762 fi:0.357203. Ave ac:0.008017,0.006374 Initialization: 6.753000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.546000 Kernel 1: 0.024000 Kernel 2: 104.527000 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.006378 0.852941 fi:0.295818. Ave ac:0.007849,0.005785 Initialization: 6.713000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.059000 Kernel 1: 0.025000 Kernel 2: 106.696999 Copyback: 0.022000 Sum: 0.031000 It 22,Best ac:0.006159 0.848485 fi:0.301815. Ave ac:0.008145,0.006440 Initialization: 6.673000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.980000 Kernel 1: 0.026000 Kernel 2: 102.359001 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.005278 0.857143 fi:0.280674. Ave ac:0.006706,0.004597 Initialization: 7.310000 Memcpy Classifiers: 0.331000 Memcpy Instances: 9.121000 Kernel 1: 0.032000 Kernel 2: 104.253998 Copyback: 0.018000 Sum: 0.035000 It 24,Best ac:0.008135 0.948718 fi:0.193915. Ave ac:0.007935,0.006835 Initialization: 6.680000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.104000 Kernel 1: 0.024000 Kernel 2: 106.128998 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.007477 0.871795 fi:0.275274. Ave ac:0.009031,0.004347 MDL Theory Length Weight: 1.9951711039 (10) Initialization: 6.822000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.002000 Kernel 1: 0.026000 Kernel 2: 107.191002 Copyback: 0.018000 Sum: 0.032000 It 26,Best ac:0.005719 0.764706 fi:0.386021. Ave ac:0.006178,0.003777 Initialization: 6.734000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.882000 Kernel 1: 0.025000 Kernel 2: 106.254997 Copyback: 0.018000 Sum: 0.031000 It 27,Best ac:0.006158 0.800000 fi:0.336529. Ave ac:0.007693,0.005911 Initialization: 6.712000 Memcpy Classifiers: 0.324000 Memcpy Instances: 9.100000 Kernel 1: 0.024000 Kernel 2: 106.543999 Copyback: 0.021000 Sum: 0.034000 It 28,Best ac:0.008579 0.829787 fi:0.309017. Ave ac:0.005989,0.005398 Initialization: 6.669000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.918000 Kernel 1: 0.026000 Kernel 2: 108.653999 Copyback: 0.018000 Sum: 0.032000 It 29,Best ac:0.005499 0.892857 fi:0.249672. Ave ac:0.011428,0.009923 Initialization: 6.681000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.910000 Kernel 1: 0.025000 Kernel 2: 106.264000 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.004619 0.875000 fi:0.291893. Ave ac:0.009517,0.008130 Initialization: 6.701000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.881000 Kernel 1: 0.025000 Kernel 2: 107.417999 Copyback: 0.018000 Sum: 0.033000 It 31,Best ac:0.006599 0.909091 fi:0.251486. Ave ac:0.010256,0.007715 Initialization: 6.740000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.981000 Kernel 1: 0.023000 Kernel 2: 109.146004 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.007699 0.921053 fi:0.239901. Ave ac:0.009222,0.006963 Initialization: 6.779000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.914000 Kernel 1: 0.025000 Kernel 2: 104.496002 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.005498 0.925926 fi:0.208319. Ave ac:0.010881,0.010257 Initialization: 23.146999 Memcpy Instances: 450.528992 Memcpy Classifiers: 0.063000 Kernel 1: 0.027000 Kernel 2: 510.279999 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 532.330017 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 517.213013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 514.002991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 519.463989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 525.028015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 537.736023 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 523.145996 Copyback: 0.021000 Sum: 0.004000 Memcpy Classifiers: 0.063000 Kernel 1: 0.019000 Kernel 2: 515.859985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 509.536987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 528.651978 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 524.921021 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.012000 Kernel 2: 516.364014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.012000 Kernel 2: 266.253998 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004799 0.770480 fi:0.364016. Ave ac:0.008378,0.029203 Best acc 0.004799 0.770480 Rule:Att PSSM_-1_12 is [-5.654357,-0.345643]|Att PSSM_0_2 is [<-2.913313]|Att PSSM_0_6 is [<-3.512279]|Att PSSM_2_6 is [-6.441956,1.904806]|Att PSSM_2_12 is [<-2.292843]|Att PSSM_3_4 is [<2.765939]|Att PSSM_3_12 is [<-2.827331]|Att PSSM_4_2 is [<7.137925]|Att PSSM_4_7 is [<-0.792307]|Att PSSM_4_12 is [<2.911359]|1 Accuracy : 0.727866 0 1 162738 1342 62511 8047 Removed 2082 instances. 225249 Instances left. Acc of rule 0.007311-0.798271 Initialization: 6.868000 Memcpy Classifiers: 0.560000 Memcpy Instances: 9.077000 Kernel 1: 0.024000 Kernel 2: 109.615997 Copyback: 0.017000 Sum: 0.030000 Initial population average accuracy1:0.006147 accuracy2:0.266944 Initialization: 6.724000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.854000 Kernel 1: 0.026000 Kernel 2: 110.954002 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.013097 0.621053 fi:0.475838. Ave ac:0.011513,0.016627 Initialization: 6.628000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.891000 Kernel 1: 0.025000 Kernel 2: 115.244003 Copyback: 0.018000 Sum: 0.030000 It 1,Best ac:0.007325 0.767442 fi:0.331564. Ave ac:0.016299,0.021884 Initialization: 6.581000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.883000 Kernel 1: 0.025000 Kernel 2: 114.627998 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.006661 0.750000 fi:0.349250. Ave ac:0.014564,0.016251 Initialization: 6.964000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.925000 Kernel 1: 0.025000 Kernel 2: 118.978996 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.006659 0.769231 fi:0.330019. Ave ac:0.014191,0.016072 Initialization: 6.888000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.927000 Kernel 1: 0.025000 Kernel 2: 121.365997 Copyback: 0.017000 Sum: 0.026000 It 4,Best ac:0.015538 0.769231 fi:0.326765. Ave ac:0.012146,0.011172 Initialization: 6.642000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.880000 Kernel 1: 0.024000 Kernel 2: 124.127998 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.007547 0.809524 fi:0.289401. Ave ac:0.010626,0.009653 Initialization: 6.631000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.852000 Kernel 1: 0.026000 Kernel 2: 126.039001 Copyback: 0.018000 Sum: 0.028000 It 6,Best ac:0.004440 0.952381 fi:0.181574. Ave ac:0.010148,0.008838 Initialization: 6.993000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.152000 Kernel 1: 0.026000 Kernel 2: 122.178001 Copyback: 0.018000 Sum: 0.028000 It 7,Best ac:0.006217 0.823529 fi:0.275884. Ave ac:0.009477,0.008040 Initialization: 6.675000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.851000 Kernel 1: 0.027000 Kernel 2: 125.985001 Copyback: 0.018000 Sum: 0.028000 It 8,Best ac:0.008657 0.866667 fi:0.231851. Ave ac:0.010719,0.008679 Initialization: 6.786000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.836000 Kernel 1: 0.025000 Kernel 2: 125.578003 Copyback: 0.018000 Sum: 0.029000 It 9,Best ac:0.007325 0.825000 fi:0.274006. Ave ac:0.009138,0.007273 Iteration 10:MDL fitness activated Error 0.274006 TL 0.039202 MDL Theory Length Weight: 2.3298758509 (4) Initialization: 6.659000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.860000 Kernel 1: 0.025000 Kernel 2: 124.257004 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.005105 0.958333 fi:0.236590. Ave ac:0.009884,0.006566 Initialization: 6.649000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.879000 Kernel 1: 0.025000 Kernel 2: 115.591003 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.008879 0.851064 fi:0.330967. Ave ac:0.008015,0.006355 Initialization: 6.593000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.448000 Kernel 1: 0.025000 Kernel 2: 112.360001 Copyback: 0.018000 Sum: 0.031000 It 12,Best ac:0.004660 0.913043 fi:0.262857. Ave ac:0.009306,0.007236 Initialization: 6.600000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.880000 Kernel 1: 0.027000 Kernel 2: 107.635002 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.004883 0.846154 fi:0.328085. Ave ac:0.009332,0.007167 Initialization: 6.494000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.955000 Kernel 1: 0.026000 Kernel 2: 106.721001 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.006215 0.903226 fi:0.296864. Ave ac:0.008976,0.006986 Initialization: 6.642000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.367000 Kernel 1: 0.025000 Kernel 2: 103.004997 Copyback: 0.018000 Sum: 0.031000 It 15,Best ac:0.005771 0.962963 fi:0.227607. Ave ac:0.008792,0.006792 Initialization: 6.649000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.378000 Kernel 1: 0.024000 Kernel 2: 98.098000 Copyback: 0.017000 Sum: 0.038000 It 16,Best ac:0.006214 0.965517 fi:0.202956. Ave ac:0.009968,0.007979 Initialization: 6.740000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.247000 Kernel 1: 0.026000 Kernel 2: 96.370003 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.007547 0.871795 fi:0.284647. Ave ac:0.008436,0.007405 Initialization: 6.613000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 94.111000 Copyback: 0.018000 Sum: 0.034000 It 18,Best ac:0.005326 0.923077 fi:0.254207. Ave ac:0.009762,0.008031 Initialization: 6.488000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.850000 Kernel 1: 0.027000 Kernel 2: 96.535004 Copyback: 0.018000 Sum: 0.033000 It 19,Best ac:0.005105 0.851852 fi:0.296396. Ave ac:0.009051,0.009259 Initialization: 6.674000 Memcpy Classifiers: 0.405000 Memcpy Instances: 8.859000 Kernel 1: 0.026000 Kernel 2: 94.320999 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.005551 0.925926 fi:0.235724. Ave ac:0.009528,0.007275 Initialization: 7.021000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.920000 Kernel 1: 0.069000 Kernel 2: 92.073997 Copyback: 0.018000 Sum: 0.031000 It 21,Best ac:0.005327 0.923077 fi:0.248810. Ave ac:0.009176,0.006581 Initialization: 7.274000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.231000 Kernel 1: 0.024000 Kernel 2: 93.852997 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.004661 0.913043 fi:0.267477. Ave ac:0.008808,0.008497 Initialization: 6.680000 Memcpy Classifiers: 0.375000 Memcpy Instances: 8.877000 Kernel 1: 0.025000 Kernel 2: 94.036003 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.005327 0.960000 fi:0.205608. Ave ac:0.007778,0.006205 Initialization: 6.616000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.924000 Kernel 1: 0.026000 Kernel 2: 91.105003 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.006661 0.937500 fi:0.226575. Ave ac:0.007161,0.005760 Initialization: 6.647000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.854000 Kernel 1: 0.027000 Kernel 2: 94.165001 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.005327 0.888889 fi:0.281929. Ave ac:0.005575,0.006207 MDL Theory Length Weight: 2.0968882659 (10) Initialization: 6.636000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.639000 Kernel 1: 0.025000 Kernel 2: 90.402000 Copyback: 0.017000 Sum: 0.038000 It 26,Best ac:0.004661 0.913043 fi:0.264672. Ave ac:0.007521,0.007192 Initialization: 6.696000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.850000 Kernel 1: 0.027000 Kernel 2: 90.609001 Copyback: 0.017000 Sum: 0.037000 It 27,Best ac:0.005993 0.843750 fi:0.307510. Ave ac:0.009061,0.006484 Initialization: 6.634000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.851000 Kernel 1: 0.026000 Kernel 2: 88.973999 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.006881 0.861111 fi:0.281770. Ave ac:0.009227,0.007802 Initialization: 6.588000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.876000 Kernel 1: 0.026000 Kernel 2: 89.921997 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.004883 0.916667 fi:0.242967. Ave ac:0.008535,0.007155 Initialization: 6.595000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.882000 Kernel 1: 0.025000 Kernel 2: 91.427002 Copyback: 0.018000 Sum: 0.031000 It 30,Best ac:0.005327 0.960000 fi:0.200671. Ave ac:0.009862,0.008631 Initialization: 6.560000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.976000 Kernel 1: 0.024000 Kernel 2: 87.988998 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.005107 0.958333 fi:0.191519. Ave ac:0.009569,0.007435 Initialization: 6.665000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.855000 Kernel 1: 0.026000 Kernel 2: 89.716003 Copyback: 0.018000 Sum: 0.028000 It 32,Best ac:0.005327 0.888889 fi:0.259076. Ave ac:0.008386,0.007488 Initialization: 6.725000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.967000 Kernel 1: 0.025000 Kernel 2: 91.358002 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.005327 0.888889 fi:0.254213. Ave ac:0.008297,0.006441 Initialization: 23.471001 Memcpy Instances: 457.046997 Memcpy Classifiers: 0.063000 Kernel 1: 0.030000 Kernel 2: 466.110992 Copyback: 0.017000 Sum: 0.010000 Memcpy Classifiers: 0.058000 Kernel 1: 0.017000 Kernel 2: 472.924011 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 484.640015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 480.829010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 484.634003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 466.358002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 473.377014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 472.971985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 458.795990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 478.135986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 465.559998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.015000 Kernel 2: 473.613007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 458.149994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 152.826996 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005390 0.768841 fi:0.374587. Ave ac:0.008594,0.029285 Best acc 0.005390 0.768841 Initialization: 6.650000 Memcpy Classifiers: 0.494000 Memcpy Instances: 8.844000 Kernel 1: 0.026000 Kernel 2: 113.276001 Copyback: 0.018000 Sum: 0.033000 Initial population average accuracy1:0.005007 accuracy2:0.265193 Initialization: 6.641000 Memcpy Classifiers: 0.488000 Memcpy Instances: 10.274000 Kernel 1: 0.025000 Kernel 2: 119.528000 Copyback: 0.371000 Sum: 0.057000 It 0,Best ac:0.007325 0.540984 fi:0.558023. Ave ac:0.010003,0.012808 Initialization: 6.601000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.854000 Kernel 1: 0.026000 Kernel 2: 116.955002 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.006217 0.636364 fi:0.463049. Ave ac:0.014313,0.016117 Initialization: 6.693000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.906000 Kernel 1: 0.025000 Kernel 2: 114.820000 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.005107 0.676471 fi:0.423349. Ave ac:0.013762,0.014942 Initialization: 6.650000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.881000 Kernel 1: 0.022000 Kernel 2: 113.972000 Copyback: 0.018000 Sum: 0.032000 It 3,Best ac:0.005551 0.675676 fi:0.423981. Ave ac:0.015119,0.017084 Initialization: 6.652000 Memcpy Classifiers: 0.430000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 113.654999 Copyback: 0.018000 Sum: 0.034000 It 4,Best ac:0.011323 0.698630 fi:0.398912. Ave ac:0.017203,0.017992 Initialization: 6.675000 Memcpy Classifiers: 0.399000 Memcpy Instances: 10.160000 Kernel 1: 0.023000 Kernel 2: 113.621002 Copyback: 0.018000 Sum: 0.034000 It 5,Best ac:0.005993 0.771429 fi:0.328066. Ave ac:0.015190,0.014745 Initialization: 6.680000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.029000 Kernel 1: 0.024000 Kernel 2: 110.786003 Copyback: 0.018000 Sum: 0.031000 It 6,Best ac:0.006658 0.810811 fi:0.288441. Ave ac:0.014245,0.014002 Initialization: 6.701000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.850000 Kernel 1: 0.023000 Kernel 2: 110.525002 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.007547 0.790698 fi:0.308229. Ave ac:0.013439,0.013636 Initialization: 7.098000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.904000 Kernel 1: 0.023000 Kernel 2: 110.622002 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004440 0.869565 fi:0.264390. Ave ac:0.013988,0.015478 Initialization: 6.542000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 116.897003 Copyback: 0.018000 Sum: 0.031000 It 9,Best ac:0.008435 0.863636 fi:0.234963. Ave ac:0.012431,0.010846 Iteration 10:MDL fitness activated Error 0.234963 TL 0.031904 MDL Theory Length Weight: 2.4548734527 (1) Initialization: 7.119000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.189000 Kernel 1: 0.025000 Kernel 2: 114.452003 Copyback: 0.018000 Sum: 0.031000 It 10,Best ac:0.004883 0.846154 fi:0.313196. Ave ac:0.010697,0.008822 Initialization: 6.637000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.861000 Kernel 1: 0.026000 Kernel 2: 115.357002 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.005105 0.884615 fi:0.278532. Ave ac:0.009164,0.009352 Initialization: 6.630000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.102000 Kernel 1: 0.023000 Kernel 2: 112.735001 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.005771 0.866667 fi:0.321475. Ave ac:0.009352,0.010774 Initialization: 6.680000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.851000 Kernel 1: 0.025000 Kernel 2: 112.846001 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.007325 0.916667 fi:0.264601. Ave ac:0.010036,0.009566 Initialization: 6.734000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.328000 Kernel 1: 0.025000 Kernel 2: 108.778000 Copyback: 0.018000 Sum: 0.030000 It 14,Best ac:0.006215 0.848485 fi:0.314407. Ave ac:0.009824,0.011078 Initialization: 6.605000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.881000 Kernel 1: 0.025000 Kernel 2: 111.592003 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.005993 0.843750 fi:0.292869. Ave ac:0.009956,0.010358 Initialization: 6.615000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.882000 Kernel 1: 0.023000 Kernel 2: 109.869003 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.006215 0.875000 fi:0.296758. Ave ac:0.009697,0.012410 Initialization: 6.681000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 108.171997 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004661 0.875000 fi:0.312317. Ave ac:0.010500,0.014578 Initialization: 7.726000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.905000 Kernel 1: 0.024000 Kernel 2: 106.414001 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.004663 0.840000 fi:0.294929. Ave ac:0.010989,0.018974 Initialization: 6.658000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.925000 Kernel 1: 0.023000 Kernel 2: 104.445999 Copyback: 0.018000 Sum: 0.035000 It 19,Best ac:0.005548 0.862069 fi:0.329221. Ave ac:0.011329,0.019266 Initialization: 6.646000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.929000 Kernel 1: 0.024000 Kernel 2: 109.651001 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.005771 0.896552 fi:0.259351. Ave ac:0.011766,0.016206 Initialization: 6.839000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 106.998001 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.005549 0.892857 fi:0.260597. Ave ac:0.012399,0.018782 Initialization: 6.696000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.847000 Kernel 1: 0.024000 Kernel 2: 103.672997 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.005104 0.884615 fi:0.264960. Ave ac:0.009838,0.016292 Initialization: 6.649000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.911000 Kernel 1: 0.023000 Kernel 2: 103.332001 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.007545 0.894737 fi:0.271946. Ave ac:0.010432,0.014663 Initialization: 6.716000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.882000 Kernel 1: 0.024000 Kernel 2: 104.744003 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.004883 0.814815 fi:0.330229. Ave ac:0.011578,0.019427 Initialization: 6.624000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.922000 Kernel 1: 0.024000 Kernel 2: 103.369003 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.004883 0.846154 fi:0.341005. Ave ac:0.009484,0.015560 Initialization: 6.691000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.931000 Kernel 1: 0.022000 Kernel 2: 105.175003 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.005327 0.960000 fi:0.202373. Ave ac:0.011640,0.015146 Initialization: 6.670000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.868000 Kernel 1: 0.024000 Kernel 2: 103.435997 Copyback: 0.018000 Sum: 0.029000 It 27,Best ac:0.007325 0.804878 fi:0.324918. Ave ac:0.011714,0.020874 Initialization: 6.666000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.980000 Kernel 1: 0.024000 Kernel 2: 99.681999 Copyback: 0.020000 Sum: 0.029000 It 28,Best ac:0.005771 0.928571 fi:0.258262. Ave ac:0.013066,0.024224 Initialization: 6.659000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.928000 Kernel 1: 0.024000 Kernel 2: 98.157997 Copyback: 0.018000 Sum: 0.027000 It 29,Best ac:0.008437 0.826087 fi:0.302940. Ave ac:0.012008,0.018690 Initialization: 6.604000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.975000 Kernel 1: 0.026000 Kernel 2: 98.625999 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.004883 0.880000 fi:0.287265. Ave ac:0.010841,0.019305 Initialization: 6.613000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 96.694000 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.004883 0.880000 fi:0.258210. Ave ac:0.011521,0.019867 Initialization: 6.699000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.889000 Kernel 1: 0.022000 Kernel 2: 95.026001 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.008213 0.840909 fi:0.292092. Ave ac:0.011401,0.019148 Initialization: 6.592000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.292000 Kernel 1: 0.025000 Kernel 2: 92.960999 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.005326 0.857143 fi:0.273288. Ave ac:0.010143,0.014716 Initialization: 23.504999 Memcpy Instances: 442.286011 Memcpy Classifiers: 0.060000 Kernel 1: 0.026000 Kernel 2: 509.987000 Copyback: 0.015000 Sum: 0.010000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 513.807007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 503.121002 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 495.868011 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 504.199005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 485.403015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 495.045990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 483.760986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 502.226013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 487.292999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 503.934998 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 486.846008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 486.282013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.013000 Kernel 2: 162.067993 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.007010 0.744109 fi:0.389334. Ave ac:0.011077,0.040031 Best acc 0.007010 0.744109 Rule:Att PSSM_-1_5 is [-0.951796,11.065751]|Att PSSM_0_2 is [-6.936525,-3.063475]|Att PSSM_0_5 is [-2.915274,6.915274]|Att PSSM_0_12 is [<-1.414198]|Att PSSM_1_3 is [<-0.219321]|Att PSSM_2_5 is [<11.022454]|Att PSSM_3_15 is [<4.683952]|Att PSSM_4_6 is [-5.353922,0.479624]|1 Accuracy : 0.731484 0 1 162373 1707 61297 9261 Removed 1579 instances. 223670 Instances left. Acc of rule 0.005390-0.768841 Initialization: 6.566000 Memcpy Classifiers: 0.550000 Memcpy Instances: 8.836000 Kernel 1: 0.026000 Kernel 2: 108.421997 Copyback: 0.017000 Sum: 0.035000 Initial population average accuracy1:0.005904 accuracy2:0.251899 Initialization: 6.610000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.899000 Kernel 1: 0.024000 Kernel 2: 114.639000 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.005141 0.500000 fi:0.599783. Ave ac:0.011497,0.016851 Initialization: 6.655000 Memcpy Classifiers: 0.439000 Memcpy Instances: 8.844000 Kernel 1: 0.023000 Kernel 2: 116.097000 Copyback: 0.370000 Sum: 0.033000 It 1,Best ac:0.005813 0.634146 fi:0.465388. Ave ac:0.015682,0.018819 Initialization: 6.606000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.838000 Kernel 1: 0.023000 Kernel 2: 112.170998 Copyback: 0.018000 Sum: 0.033000 It 2,Best ac:0.007823 0.673077 fi:0.425711. Ave ac:0.015796,0.018237 Initialization: 6.575000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.877000 Kernel 1: 0.024000 Kernel 2: 113.230003 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.005142 0.766667 fi:0.333116. Ave ac:0.015895,0.017282 Initialization: 6.682000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.836000 Kernel 1: 0.023000 Kernel 2: 108.883003 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.004695 0.913043 fi:0.186906. Ave ac:0.016655,0.019192 Initialization: 7.030000 Memcpy Classifiers: 0.391000 Memcpy Instances: 8.903000 Kernel 1: 0.023000 Kernel 2: 101.077003 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.005364 0.800000 fi:0.299700. Ave ac:0.015349,0.017494 Initialization: 6.639000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.848000 Kernel 1: 0.023000 Kernel 2: 99.198997 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.005811 0.787879 fi:0.311655. Ave ac:0.016820,0.020947 Initialization: 6.574000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.879000 Kernel 1: 0.023000 Kernel 2: 97.237999 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.005141 0.851852 fi:0.247931. Ave ac:0.015404,0.016386 Initialization: 7.100000 Memcpy Classifiers: 0.367000 Memcpy Instances: 8.879000 Kernel 1: 0.023000 Kernel 2: 98.000000 Copyback: 0.018000 Sum: 0.030000 It 8,Best ac:0.005142 0.851852 fi:0.247931. Ave ac:0.015151,0.018262 Initialization: 6.654000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.861000 Kernel 1: 0.023000 Kernel 2: 100.737000 Copyback: 0.018000 Sum: 0.029000 It 9,Best ac:0.005589 0.806452 fi:0.293166. Ave ac:0.015370,0.015621 Iteration 10:MDL fitness activated Error 0.293166 TL 0.030320 MDL Theory Length Weight: 3.2229706853 (6) Initialization: 6.728000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.913000 Kernel 1: 0.025000 Kernel 2: 100.593002 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.008046 0.782609 fi:0.368644. Ave ac:0.014051,0.016937 Initialization: 6.624000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.838000 Kernel 1: 0.024000 Kernel 2: 100.221001 Copyback: 0.016000 Sum: 0.032000 It 11,Best ac:0.004694 0.875000 fi:0.309991. Ave ac:0.014104,0.016707 Initialization: 6.575000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.963000 Kernel 1: 0.025000 Kernel 2: 102.169998 Copyback: 0.018000 Sum: 0.032000 It 12,Best ac:0.005588 0.892857 fi:0.299626. Ave ac:0.014420,0.014954 Initialization: 6.559000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.897000 Kernel 1: 0.026000 Kernel 2: 97.872002 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.005142 0.884615 fi:0.294957. Ave ac:0.015326,0.023288 Initialization: 6.595000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.889000 Kernel 1: 0.023000 Kernel 2: 98.063004 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004917 0.880000 fi:0.287882. Ave ac:0.014094,0.013176 Initialization: 6.685000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.844000 Kernel 1: 0.025000 Kernel 2: 97.510002 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.008717 0.906977 fi:0.273464. Ave ac:0.011954,0.011309 Initialization: 6.544000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.858000 Kernel 1: 0.023000 Kernel 2: 94.230003 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.005589 0.892857 fi:0.268847. Ave ac:0.013130,0.016078 Initialization: 6.666000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.844000 Kernel 1: 0.025000 Kernel 2: 92.138000 Copyback: 0.018000 Sum: 0.031000 It 17,Best ac:0.005143 0.920000 fi:0.250303. Ave ac:0.012226,0.014064 Initialization: 6.575000 Memcpy Classifiers: 0.375000 Memcpy Instances: 8.920000 Kernel 1: 0.024000 Kernel 2: 89.545998 Copyback: 0.018000 Sum: 0.029000 It 18,Best ac:0.005813 0.896552 fi:0.266939. Ave ac:0.011742,0.010635 Initialization: 6.627000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.326000 Kernel 1: 0.022000 Kernel 2: 87.196999 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.007599 0.829268 fi:0.318581. Ave ac:0.010261,0.014790 Initialization: 6.680000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.190000 Kernel 1: 0.023000 Kernel 2: 85.536003 Copyback: 0.018000 Sum: 0.028000 It 20,Best ac:0.006258 0.903226 fi:0.251898. Ave ac:0.010746,0.012534 Initialization: 6.673000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.858000 Kernel 1: 0.023000 Kernel 2: 83.125999 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.005364 0.827586 fi:0.316920. Ave ac:0.011636,0.014714 Initialization: 6.633000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.865000 Kernel 1: 0.022000 Kernel 2: 85.773003 Copyback: 0.018000 Sum: 0.027000 It 22,Best ac:0.004695 0.913043 fi:0.259004. Ave ac:0.015365,0.018910 Initialization: 6.582000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.874000 Kernel 1: 0.025000 Kernel 2: 86.522003 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.007601 0.871795 fi:0.305326. Ave ac:0.011263,0.011721 Initialization: 6.629000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.845000 Kernel 1: 0.024000 Kernel 2: 86.946999 Copyback: 0.021000 Sum: 0.029000 It 24,Best ac:0.010505 0.903846 fi:0.264720. Ave ac:0.011744,0.013753 Initialization: 6.980000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.203000 Kernel 1: 0.024000 Kernel 2: 85.431000 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.008048 0.923077 fi:0.243094. Ave ac:0.013138,0.018437 Initialization: 6.582000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.840000 Kernel 1: 0.024000 Kernel 2: 85.452003 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.004471 1.000000 fi:0.186894. Ave ac:0.012118,0.012578 Initialization: 6.666000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.845000 Kernel 1: 0.024000 Kernel 2: 87.031998 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.006260 0.875000 fi:0.285576. Ave ac:0.009391,0.009757 Initialization: 6.583000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.961000 Kernel 1: 0.025000 Kernel 2: 88.123001 Copyback: 0.017000 Sum: 0.050000 It 28,Best ac:0.005142 0.851852 fi:0.313840. Ave ac:0.010146,0.010805 Initialization: 7.027000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.900000 Kernel 1: 0.023000 Kernel 2: 88.768997 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.009613 0.934783 fi:0.224947. Ave ac:0.011187,0.011536 Initialization: 6.631000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.856000 Kernel 1: 0.026000 Kernel 2: 90.486000 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.006930 0.861111 fi:0.312461. Ave ac:0.010832,0.011782 Initialization: 6.581000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.913000 Kernel 1: 0.024000 Kernel 2: 90.315002 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.006036 0.870968 fi:0.281804. Ave ac:0.010098,0.009937 Initialization: 6.649000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.922000 Kernel 1: 0.022000 Kernel 2: 92.111000 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.005141 0.920000 fi:0.247710. Ave ac:0.010456,0.010425 Initialization: 6.540000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.882000 Kernel 1: 0.025000 Kernel 2: 90.226997 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.006260 0.933333 fi:0.243478. Ave ac:0.009428,0.008922 Initialization: 23.549000 Memcpy Instances: 454.197998 Memcpy Classifiers: 0.054000 Kernel 1: 0.028000 Kernel 2: 483.528015 Copyback: 0.015000 Sum: 0.009000 Memcpy Classifiers: 0.053000 Kernel 1: 0.016000 Kernel 2: 471.506012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 496.871002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 505.839996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 479.966003 Copyback: 0.368000 Sum: 0.000000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 485.709015 Copyback: 0.022000 Sum: 0.003000 Memcpy Classifiers: 0.054000 Kernel 1: 0.022000 Kernel 2: 478.105011 Copyback: 0.019000 Sum: 0.003000 Memcpy Classifiers: 0.053000 Kernel 1: 0.019000 Kernel 2: 479.184998 Copyback: 0.023000 Sum: 0.003000 Memcpy Classifiers: 0.054000 Kernel 1: 0.022000 Kernel 2: 474.987000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 469.954010 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 499.234985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 481.286011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 489.692993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.013000 Kernel 2: 154.809998 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.006331 0.766234 fi:0.386428. Ave ac:0.009494,0.032645 Best acc 0.006331 0.766234 Initialization: 7.126000 Memcpy Classifiers: 0.543000 Memcpy Instances: 8.901000 Kernel 1: 0.026000 Kernel 2: 110.313004 Copyback: 0.017000 Sum: 0.031000 Initial population average accuracy1:0.006139 accuracy2:0.272969 Initialization: 6.604000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.845000 Kernel 1: 0.025000 Kernel 2: 118.513000 Copyback: 0.019000 Sum: 0.038000 It 0,Best ac:0.005142 0.766667 fi:0.333116. Ave ac:0.013520,0.018595 Initialization: 6.830000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.911000 Kernel 1: 0.024000 Kernel 2: 114.391998 Copyback: 0.018000 Sum: 0.030000 It 1,Best ac:0.008719 0.600000 fi:0.498456. Ave ac:0.018071,0.021149 Initialization: 6.577000 Memcpy Classifiers: 0.441000 Memcpy Instances: 8.875000 Kernel 1: 0.025000 Kernel 2: 112.622002 Copyback: 0.018000 Sum: 0.032000 It 2,Best ac:0.007378 0.673469 fi:0.425484. Ave ac:0.017940,0.021529 Initialization: 6.642000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.884000 Kernel 1: 0.023000 Kernel 2: 106.511002 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.005364 0.727273 fi:0.372427. Ave ac:0.015540,0.019567 Initialization: 6.603000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.906000 Kernel 1: 0.023000 Kernel 2: 106.314003 Copyback: 0.018000 Sum: 0.029000 It 4,Best ac:0.006483 0.783784 fi:0.315502. Ave ac:0.013997,0.018133 Initialization: 6.577000 Memcpy Classifiers: 0.403000 Memcpy Instances: 8.841000 Kernel 1: 0.026000 Kernel 2: 106.181999 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.004917 0.846154 fi:0.253712. Ave ac:0.013139,0.016827 Initialization: 6.678000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.854000 Kernel 1: 0.025000 Kernel 2: 103.505997 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.004918 0.846154 fi:0.253712. Ave ac:0.011860,0.014731 Initialization: 6.632000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.847000 Kernel 1: 0.026000 Kernel 2: 104.146004 Copyback: 0.018000 Sum: 0.030000 It 7,Best ac:0.008048 0.878049 fi:0.220656. Ave ac:0.011529,0.015505 Initialization: 6.574000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.953000 Kernel 1: 0.025000 Kernel 2: 101.764999 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.004694 0.913043 fi:0.186906. Ave ac:0.009851,0.008822 Initialization: 6.582000 Memcpy Classifiers: 0.423000 Memcpy Instances: 8.934000 Kernel 1: 0.026000 Kernel 2: 99.611000 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.004470 0.869565 fi:0.247436. Ave ac:0.010351,0.010482 Iteration 10:MDL fitness activated Error 0.247436 TL 0.029786 MDL Theory Length Weight: 2.7690303813 (2) Initialization: 6.617000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.845000 Kernel 1: 0.024000 Kernel 2: 96.588997 Copyback: 0.018000 Sum: 0.032000 It 10,Best ac:0.004695 0.875000 fi:0.297279. Ave ac:0.010593,0.012904 Initialization: 7.264000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.920000 Kernel 1: 0.025000 Kernel 2: 92.063004 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.005366 1.000000 fi:0.172925. Ave ac:0.012585,0.017712 Initialization: 7.004000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.900000 Kernel 1: 0.024000 Kernel 2: 86.226997 Copyback: 0.016000 Sum: 0.033000 It 12,Best ac:0.007152 0.941176 fi:0.221938. Ave ac:0.011021,0.015932 Initialization: 6.589000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.934000 Kernel 1: 0.026000 Kernel 2: 81.620003 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.007154 0.914286 fi:0.222761. Ave ac:0.011730,0.016914 Initialization: 6.584000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 79.225998 Copyback: 0.018000 Sum: 0.030000 It 14,Best ac:0.008494 0.775510 fi:0.371049. Ave ac:0.012078,0.021726 Initialization: 6.646000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.849000 Kernel 1: 0.026000 Kernel 2: 79.606003 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.006707 0.882353 fi:0.264495. Ave ac:0.014358,0.019135 Initialization: 7.109000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.976000 Kernel 1: 0.022000 Kernel 2: 77.716003 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.005364 0.960000 fi:0.212033. Ave ac:0.010431,0.013552 Initialization: 6.612000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.837000 Kernel 1: 0.025000 Kernel 2: 77.488998 Copyback: 0.018000 Sum: 0.030000 It 17,Best ac:0.004918 0.916667 fi:0.240714. Ave ac:0.012381,0.018804 Initialization: 6.635000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.847000 Kernel 1: 0.023000 Kernel 2: 77.876999 Copyback: 0.017000 Sum: 0.025000 It 18,Best ac:0.004694 0.954545 fi:0.201336. Ave ac:0.011729,0.015757 Initialization: 7.102000 Memcpy Classifiers: 0.355000 Memcpy Instances: 8.881000 Kernel 1: 0.023000 Kernel 2: 75.361000 Copyback: 0.019000 Sum: 0.026000 It 19,Best ac:0.006036 0.843750 fi:0.312866. Ave ac:0.013090,0.022131 Initialization: 6.639000 Memcpy Classifiers: 0.330000 Memcpy Instances: 8.892000 Kernel 1: 0.023000 Kernel 2: 76.086998 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.007154 0.842105 fi:0.292641. Ave ac:0.011780,0.019083 MDL Theory Length Weight: 2.4921273432 (10) Initialization: 6.576000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.385000 Kernel 1: 0.022000 Kernel 2: 75.702003 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.005142 0.793103 fi:0.328519. Ave ac:0.012237,0.021389 Initialization: 6.619000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 76.876999 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.007601 0.850000 fi:0.279497. Ave ac:0.015895,0.025408 Initialization: 6.723000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.329000 Kernel 1: 0.023000 Kernel 2: 74.926003 Copyback: 0.018000 Sum: 0.020000 It 23,Best ac:0.006930 0.861111 fi:0.276138. Ave ac:0.013036,0.020931 Initialization: 6.693000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.971000 Kernel 1: 0.022000 Kernel 2: 73.275002 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.006483 0.906250 fi:0.237464. Ave ac:0.012192,0.015980 Initialization: 6.569000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.627000 Kernel 1: 0.023000 Kernel 2: 73.449997 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.005811 0.866667 fi:0.255224. Ave ac:0.012633,0.017030 Initialization: 6.741000 Memcpy Classifiers: 0.283000 Memcpy Instances: 10.049000 Kernel 1: 0.022000 Kernel 2: 74.013000 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.005364 0.923077 fi:0.224318. Ave ac:0.011314,0.017203 Initialization: 6.599000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.883000 Kernel 1: 0.023000 Kernel 2: 75.839996 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.004694 0.875000 fi:0.269640. Ave ac:0.012915,0.018850 Initialization: 6.674000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.866000 Kernel 1: 0.023000 Kernel 2: 75.289001 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.004917 0.880000 fi:0.276063. Ave ac:0.011770,0.016916 Initialization: 6.597000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.960000 Kernel 1: 0.022000 Kernel 2: 74.393997 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.004917 0.846154 fi:0.318809. Ave ac:0.008959,0.015451 Initialization: 6.719000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.884000 Kernel 1: 0.023000 Kernel 2: 74.644997 Copyback: 0.018000 Sum: 0.023000 It 30,Best ac:0.007599 0.871795 fi:0.257059. Ave ac:0.014131,0.021874 Initialization: 6.628000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.876000 Kernel 1: 0.024000 Kernel 2: 75.448997 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.004694 0.913043 fi:0.241920. Ave ac:0.014099,0.019058 Initialization: 6.639000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.286000 Kernel 1: 0.022000 Kernel 2: 75.530998 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.007825 0.813953 fi:0.325571. Ave ac:0.011125,0.018693 Initialization: 6.681000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.871000 Kernel 1: 0.022000 Kernel 2: 75.526001 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.008272 0.822222 fi:0.309844. Ave ac:0.012549,0.019326 Initialization: 23.768999 Memcpy Instances: 445.558014 Memcpy Classifiers: 0.062000 Kernel 1: 0.026000 Kernel 2: 405.971985 Copyback: 0.015000 Sum: 0.009000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 406.691986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 410.778015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.012000 Kernel 2: 405.851990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.012000 Kernel 2: 415.928986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 408.549988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 412.441010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 413.209991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.012000 Kernel 2: 423.356995 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 428.908997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 417.066010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.262000 Kernel 2: 410.634003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 418.631012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.043000 Kernel 1: 0.012000 Kernel 2: 143.416000 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005432 0.757954 fi:0.372350. Ave ac:0.014812,0.055395 Best acc 0.005432 0.757954 Rule:Att PSSM_0_12 is [<-3.595786]|Att PSSM_1_5 is [-0.576406,8.944185]|Att PSSM_1_12 is [<-2.403747]|Att PSSM_2_6 is [-6.149584,2.874193]|Att PSSM_2_18 is [<12.640791]|Att PSSM_3_2 is [<-0.388254]|1 Accuracy : 0.735678 0 1 161941 2139 59881 10677 Removed 1848 instances. 221822 Instances left. Acc of rule 0.006331-0.766234 Initialization: 7.634000 Memcpy Classifiers: 0.525000 Memcpy Instances: 8.960000 Kernel 1: 0.024000 Kernel 2: 108.009003 Copyback: 0.020000 Sum: 0.041000 Initial population average accuracy1:0.006399 accuracy2:0.261873 Initialization: 6.742000 Memcpy Classifiers: 0.510000 Memcpy Instances: 9.529000 Kernel 1: 0.024000 Kernel 2: 112.113998 Copyback: 0.020000 Sum: 0.039000 It 0,Best ac:0.014199 0.617647 fi:0.478696. Ave ac:0.011916,0.018727 Initialization: 6.860000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.063000 Kernel 1: 0.023000 Kernel 2: 116.110001 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.005409 0.648649 fi:0.451005. Ave ac:0.015677,0.020030 Initialization: 6.637000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.075000 Kernel 1: 0.024000 Kernel 2: 110.570999 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.011269 0.675676 fi:0.421771. Ave ac:0.016729,0.022463 Initialization: 6.525000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 109.994003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.007214 0.653061 fi:0.445911. Ave ac:0.015231,0.017279 Initialization: 6.677000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.948000 Kernel 1: 0.023000 Kernel 2: 105.064003 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.006990 0.756098 fi:0.342960. Ave ac:0.015595,0.016334 Initialization: 6.547000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.042000 Kernel 1: 0.025000 Kernel 2: 103.096001 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.004733 0.750000 fi:0.349908. Ave ac:0.012302,0.012642 Initialization: 6.547000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.865000 Kernel 1: 0.026000 Kernel 2: 101.429001 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.004734 0.875000 fi:0.224907. Ave ac:0.012236,0.012190 Initialization: 6.537000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.880000 Kernel 1: 0.026000 Kernel 2: 95.279999 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.005184 0.851852 fi:0.247887. Ave ac:0.009112,0.009518 Initialization: 6.509000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.831000 Kernel 1: 0.025000 Kernel 2: 91.660004 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.008564 0.808511 fi:0.289955. Ave ac:0.008392,0.009230 Initialization: 6.552000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.839000 Kernel 1: 0.025000 Kernel 2: 91.953003 Copyback: 0.018000 Sum: 0.033000 It 9,Best ac:0.004282 0.863636 fi:0.277909. Ave ac:0.009460,0.008801 Iteration 10:MDL fitness activated Error 0.277909 TL 0.034730 MDL Theory Length Weight: 2.6673341192 (4) Initialization: 6.486000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.868000 Kernel 1: 0.026000 Kernel 2: 90.662003 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.005184 0.821429 fi:0.344483. Ave ac:0.009749,0.011219 Initialization: 6.862000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.870000 Kernel 1: 0.024000 Kernel 2: 89.739998 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.006312 0.777778 fi:0.391355. Ave ac:0.009803,0.010625 Initialization: 6.575000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.841000 Kernel 1: 0.024000 Kernel 2: 90.117996 Copyback: 0.018000 Sum: 0.036000 It 12,Best ac:0.005861 0.838710 fi:0.352916. Ave ac:0.012222,0.009173 Initialization: 6.586000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.827000 Kernel 1: 0.024000 Kernel 2: 90.499001 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.004283 0.904762 fi:0.315854. Ave ac:0.009828,0.007642 Initialization: 6.531000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.154000 Kernel 1: 0.024000 Kernel 2: 88.940002 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.004959 0.880000 fi:0.295261. Ave ac:0.010367,0.009678 Initialization: 6.604000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.309000 Kernel 1: 0.023000 Kernel 2: 86.204002 Copyback: 0.018000 Sum: 0.032000 It 15,Best ac:0.004734 0.875000 fi:0.297188. Ave ac:0.009246,0.007253 Initialization: 6.689000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.927000 Kernel 1: 0.024000 Kernel 2: 87.348000 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004508 0.869565 fi:0.295871. Ave ac:0.008144,0.007268 Initialization: 7.654000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.699000 Kernel 1: 0.023000 Kernel 2: 86.210999 Copyback: 0.018000 Sum: 0.033000 It 17,Best ac:0.005861 0.928571 fi:0.224736. Ave ac:0.012461,0.010286 Initialization: 6.570000 Memcpy Classifiers: 0.337000 Memcpy Instances: 8.881000 Kernel 1: 0.025000 Kernel 2: 87.431999 Copyback: 0.018000 Sum: 0.033000 It 18,Best ac:0.004958 0.814815 fi:0.335772. Ave ac:0.009011,0.007406 Initialization: 6.557000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.850000 Kernel 1: 0.024000 Kernel 2: 87.668999 Copyback: 0.016000 Sum: 0.031000 It 19,Best ac:0.004735 0.840000 fi:0.332668. Ave ac:0.010583,0.011144 Initialization: 6.586000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.035000 Kernel 1: 0.024000 Kernel 2: 86.682999 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.004510 1.000000 fi:0.174259. Ave ac:0.012102,0.011034 Initialization: 6.479000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.963000 Kernel 1: 0.023000 Kernel 2: 83.786003 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.004282 0.950000 fi:0.247210. Ave ac:0.009420,0.008569 Initialization: 6.551000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.908000 Kernel 1: 0.024000 Kernel 2: 83.537003 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.005636 0.862069 fi:0.296718. Ave ac:0.009186,0.008351 Initialization: 6.315000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.875000 Kernel 1: 0.023000 Kernel 2: 83.089996 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.005185 0.821429 fi:0.332134. Ave ac:0.010777,0.013773 Initialization: 6.531000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.402000 Kernel 1: 0.024000 Kernel 2: 84.098999 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.005185 0.958333 fi:0.187118. Ave ac:0.010752,0.013582 Initialization: 6.745000 Memcpy Classifiers: 0.347000 Memcpy Instances: 8.824000 Kernel 1: 0.027000 Kernel 2: 84.139000 Copyback: 0.017000 Sum: 0.039000 It 25,Best ac:0.004283 1.000000 fi:0.212283. Ave ac:0.010248,0.010058 Initialization: 6.540000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.889000 Kernel 1: 0.025000 Kernel 2: 83.130997 Copyback: 0.018000 Sum: 0.031000 It 26,Best ac:0.004283 0.950000 fi:0.254376. Ave ac:0.007401,0.006698 Initialization: 6.534000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.920000 Kernel 1: 0.023000 Kernel 2: 83.174004 Copyback: 0.371000 Sum: 0.028000 It 27,Best ac:0.006988 0.911765 fi:0.246734. Ave ac:0.009353,0.009751 Initialization: 6.493000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.881000 Kernel 1: 0.025000 Kernel 2: 85.384003 Copyback: 0.018000 Sum: 0.028000 It 28,Best ac:0.006311 0.800000 fi:0.351156. Ave ac:0.007579,0.008728 Initialization: 7.384000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.944000 Kernel 1: 0.023000 Kernel 2: 83.070000 Copyback: 0.021000 Sum: 0.030000 It 29,Best ac:0.006311 0.848485 fi:0.293703. Ave ac:0.011055,0.015368 MDL Theory Length Weight: 2.4006007073 (10) Initialization: 6.597000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.863000 Kernel 1: 0.024000 Kernel 2: 84.825996 Copyback: 0.018000 Sum: 0.027000 It 30,Best ac:0.006537 0.878788 fi:0.273651. Ave ac:0.012766,0.016878 Initialization: 6.503000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.900000 Kernel 1: 0.024000 Kernel 2: 84.045998 Copyback: 0.018000 Sum: 0.029000 It 31,Best ac:0.005184 0.851852 fi:0.296382. Ave ac:0.011140,0.018704 Initialization: 6.632000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.868000 Kernel 1: 0.025000 Kernel 2: 84.487000 Copyback: 0.018000 Sum: 0.025000 It 32,Best ac:0.004733 0.807692 fi:0.351124. Ave ac:0.011199,0.013780 Initialization: 6.607000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.337000 Kernel 1: 0.025000 Kernel 2: 84.239998 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.009240 0.773585 fi:0.354733. Ave ac:0.012169,0.016757 Initialization: 23.618999 Memcpy Instances: 439.251007 Memcpy Classifiers: 0.065000 Kernel 1: 0.026000 Kernel 2: 452.549988 Copyback: 0.015000 Sum: 0.009000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 437.536987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 457.481995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 449.889008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 448.252014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 454.989014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 445.332001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 446.755005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 455.699005 Copyback: 0.021000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.018000 Kernel 2: 451.621002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 445.656006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 454.139008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.012000 Kernel 2: 412.973999 Copyback: 0.366000 Sum: 0.001000 It 34,Best ac:0.005347 0.728501 fi:0.409762. Ave ac:0.013120,0.045530 Best acc 0.005347 0.728501 Initialization: 6.595000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.902000 Kernel 1: 0.024000 Kernel 2: 108.191002 Copyback: 0.017000 Sum: 0.034000 Initial population average accuracy1:0.004968 accuracy2:0.263731 Initialization: 6.605000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.832000 Kernel 1: 0.027000 Kernel 2: 111.808998 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.004958 0.550000 fi:0.549823. Ave ac:0.010867,0.016111 Initialization: 6.565000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 114.259003 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.010367 0.657143 fi:0.440643. Ave ac:0.013887,0.018215 Initialization: 6.567000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.846000 Kernel 1: 0.029000 Kernel 2: 111.184998 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.004509 0.769231 fi:0.330761. Ave ac:0.013056,0.015229 Initialization: 6.649000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.885000 Kernel 1: 0.027000 Kernel 2: 109.859001 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.006087 0.750000 fi:0.349397. Ave ac:0.012711,0.014246 Initialization: 6.554000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.829000 Kernel 1: 0.026000 Kernel 2: 106.769997 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.006311 0.800000 fi:0.299314. Ave ac:0.014055,0.017889 Initialization: 6.556000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.880000 Kernel 1: 0.039000 Kernel 2: 106.612999 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.005637 0.781250 fi:0.318317. Ave ac:0.013721,0.015461 Initialization: 6.546000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.850000 Kernel 1: 0.026000 Kernel 2: 104.511002 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.009015 0.833333 fi:0.264962. Ave ac:0.012516,0.012629 Initialization: 6.582000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.329000 Kernel 1: 0.024000 Kernel 2: 105.310997 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.004733 0.807692 fi:0.292216. Ave ac:0.012719,0.012555 Initialization: 6.507000 Memcpy Classifiers: 0.444000 Memcpy Instances: 8.927000 Kernel 1: 0.024000 Kernel 2: 106.763000 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.004284 0.950000 fi:0.190828. Ave ac:0.011123,0.011390 Initialization: 6.563000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.827000 Kernel 1: 0.026000 Kernel 2: 103.489998 Copyback: 0.018000 Sum: 0.028000 It 9,Best ac:0.006536 0.828571 fi:0.270658. Ave ac:0.010071,0.009786 Iteration 10:MDL fitness activated Error 0.270658 TL 0.039517 MDL Theory Length Weight: 2.2830363302 (2) Initialization: 6.600000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.852000 Kernel 1: 0.023000 Kernel 2: 106.323997 Copyback: 0.017000 Sum: 0.039000 It 10,Best ac:0.004958 0.880000 fi:0.302611. Ave ac:0.010064,0.009085 Initialization: 6.600000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.836000 Kernel 1: 0.023000 Kernel 2: 102.079002 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.006087 0.964286 fi:0.200320. Ave ac:0.010137,0.010565 Initialization: 7.656000 Memcpy Classifiers: 0.417000 Memcpy Instances: 10.106000 Kernel 1: 0.024000 Kernel 2: 102.245003 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.007214 0.842105 fi:0.321246. Ave ac:0.011455,0.015101 Initialization: 6.633000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.284000 Kernel 1: 0.022000 Kernel 2: 99.181000 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.004282 0.904762 fi:0.307960. Ave ac:0.009598,0.009123 Initialization: 7.089000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.844000 Kernel 1: 0.024000 Kernel 2: 99.320999 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.005186 0.884615 fi:0.291416. Ave ac:0.009658,0.009166 Initialization: 6.690000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.832000 Kernel 1: 0.024000 Kernel 2: 98.372002 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.004733 0.913043 fi:0.254679. Ave ac:0.008600,0.010929 Initialization: 6.587000 Memcpy Classifiers: 0.470000 Memcpy Instances: 15.405000 Kernel 1: 0.026000 Kernel 2: 99.371002 Copyback: 0.017000 Sum: 0.038000 It 16,Best ac:0.005861 0.928571 fi:0.249774. Ave ac:0.009947,0.008745 Initialization: 6.493000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.874000 Kernel 1: 0.025000 Kernel 2: 96.252998 Copyback: 0.018000 Sum: 0.031000 It 17,Best ac:0.004958 0.846154 fi:0.321851. Ave ac:0.007601,0.006696 Initialization: 6.659000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.911000 Kernel 1: 0.023000 Kernel 2: 96.136002 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.005861 0.928571 fi:0.233143. Ave ac:0.008618,0.006976 Initialization: 6.648000 Memcpy Classifiers: 0.384000 Memcpy Instances: 8.840000 Kernel 1: 0.025000 Kernel 2: 95.625000 Copyback: 0.018000 Sum: 0.037000 It 19,Best ac:0.005184 0.920000 fi:0.262422. Ave ac:0.009081,0.006668 Initialization: 6.503000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.854000 Kernel 1: 0.022000 Kernel 2: 95.883003 Copyback: 0.018000 Sum: 0.035000 It 20,Best ac:0.005860 0.928571 fi:0.246244. Ave ac:0.009406,0.006981 MDL Theory Length Weight: 2.0547326972 (10) Initialization: 6.774000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.021000 Kernel 1: 0.024000 Kernel 2: 95.799004 Copyback: 0.016000 Sum: 0.031000 It 21,Best ac:0.004733 0.954545 fi:0.218689. Ave ac:0.007372,0.005277 Initialization: 6.697000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 94.093002 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.007437 0.916667 fi:0.245365. Ave ac:0.007999,0.006304 Initialization: 6.543000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.931000 Kernel 1: 0.024000 Kernel 2: 91.403000 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.005409 0.888889 fi:0.257506. Ave ac:0.006804,0.005366 Initialization: 6.552000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.962000 Kernel 1: 0.023000 Kernel 2: 92.707001 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.007212 0.969697 fi:0.182846. Ave ac:0.008184,0.005579 Initialization: 6.726000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.043000 Kernel 1: 0.024000 Kernel 2: 91.165001 Copyback: 0.018000 Sum: 0.033000 It 25,Best ac:0.004958 0.880000 fi:0.272893. Ave ac:0.006057,0.004899 Initialization: 6.688000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.884000 Kernel 1: 0.024000 Kernel 2: 87.112000 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.007439 0.916667 fi:0.259422. Ave ac:0.009781,0.006986 Initialization: 6.584000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.899000 Kernel 1: 0.024000 Kernel 2: 85.537003 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.006536 1.000000 fi:0.169284. Ave ac:0.007199,0.005922 Initialization: 6.584000 Memcpy Classifiers: 0.353000 Memcpy Instances: 10.539000 Kernel 1: 0.023000 Kernel 2: 86.487999 Copyback: 0.017000 Sum: 0.036000 It 28,Best ac:0.005410 0.923077 fi:0.222481. Ave ac:0.007260,0.005192 Initialization: 6.546000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.394000 Kernel 1: 0.023000 Kernel 2: 82.986000 Copyback: 0.017000 Sum: 0.038000 It 29,Best ac:0.006088 0.931034 fi:0.226690. Ave ac:0.008406,0.005975 Initialization: 6.598000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.868000 Kernel 1: 0.022000 Kernel 2: 84.695000 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.004961 0.916667 fi:0.222678. Ave ac:0.007410,0.005496 Initialization: 6.555000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.866000 Kernel 1: 0.024000 Kernel 2: 81.849998 Copyback: 0.017000 Sum: 0.036000 It 31,Best ac:0.005185 0.958333 fi:0.188298. Ave ac:0.007495,0.005410 Initialization: 6.548000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.148000 Kernel 1: 0.022000 Kernel 2: 82.153999 Copyback: 0.017000 Sum: 0.037000 It 32,Best ac:0.005862 1.000000 fi:0.164012. Ave ac:0.008343,0.005383 Initialization: 6.589000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.996000 Kernel 1: 0.025000 Kernel 2: 79.497002 Copyback: 0.017000 Sum: 0.036000 It 33,Best ac:0.006987 0.911765 fi:0.234036. Ave ac:0.008769,0.006066 Initialization: 24.381001 Memcpy Instances: 439.054993 Memcpy Classifiers: 0.069000 Kernel 1: 0.022000 Kernel 2: 439.497009 Copyback: 0.368000 Sum: 0.013000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 435.934998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 450.721008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 457.316986 Copyback: 0.020000 Sum: 0.005000 Memcpy Classifiers: 0.069000 Kernel 1: 0.019000 Kernel 2: 460.489014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 456.630005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 452.701996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 471.687988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 453.186005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 466.295013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 448.709991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 456.247009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 415.388000 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005432 0.798542 fi:0.347009. Ave ac:0.008051,0.026901 Best acc 0.005432 0.798542 Rule:Att PSSM_0_1 is [>1.027606]|Att PSSM_0_5 is [>-2.354802]|Att PSSM_0_7 is [<-2.641429]|Att PSSM_0_12 is [-5.925612,-2.074388]|Att PSSM_0_13 is [<7.330389]|Att PSSM_1_11 is [-3.946135,3.946135]|Att PSSM_1_16 is [<0.388901]|Att PSSM_4_7 is [<-1.526115]|1 Accuracy : 0.739518 0 1 161637 2443 58676 11882 Removed 1509 instances. 220313 Instances left. Acc of rule 0.005432-0.798542 Initialization: 6.551000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.944000 Kernel 1: 0.024000 Kernel 2: 105.918999 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.006817 accuracy2:0.253395 Initialization: 6.525000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.931000 Kernel 1: 0.023000 Kernel 2: 115.660004 Copyback: 0.372000 Sum: 0.047000 It 0,Best ac:0.010665 0.602564 fi:0.495056. Ave ac:0.013077,0.018962 Initialization: 6.515000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.868000 Kernel 1: 0.024000 Kernel 2: 115.065002 Copyback: 0.017000 Sum: 0.037000 It 1,Best ac:0.004539 0.625000 fi:0.474958. Ave ac:0.013905,0.016655 Initialization: 6.785000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.865000 Kernel 1: 0.024000 Kernel 2: 116.577003 Copyback: 0.016000 Sum: 0.037000 It 2,Best ac:0.005220 0.718750 fi:0.380947. Ave ac:0.013663,0.013961 Initialization: 6.528000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.816000 Kernel 1: 0.024000 Kernel 2: 110.694000 Copyback: 0.016000 Sum: 0.030000 It 3,Best ac:0.005674 0.757576 fi:0.341950. Ave ac:0.015329,0.016491 Initialization: 6.635000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.849000 Kernel 1: 0.024000 Kernel 2: 107.568001 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004766 0.750000 fi:0.349872. Ave ac:0.013484,0.014621 Initialization: 6.535000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.821000 Kernel 1: 0.023000 Kernel 2: 106.182999 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004085 0.900000 fi:0.269394. Ave ac:0.013146,0.014934 Initialization: 6.528000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.374000 Kernel 1: 0.022000 Kernel 2: 103.758003 Copyback: 0.016000 Sum: 0.030000 It 6,Best ac:0.004766 0.840000 fi:0.259870. Ave ac:0.012003,0.011880 Initialization: 6.516000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.002000 Kernel 1: 0.022000 Kernel 2: 104.357002 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.005446 0.857143 fi:0.242469. Ave ac:0.011195,0.010869 Initialization: 6.514000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.884000 Kernel 1: 0.023000 Kernel 2: 98.985001 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.005674 0.925926 fi:0.173599. Ave ac:0.009025,0.008730 Initialization: 6.853000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.930000 Kernel 1: 0.023000 Kernel 2: 95.841003 Copyback: 0.017000 Sum: 0.039000 It 9,Best ac:0.006129 0.870968 fi:0.228382. Ave ac:0.010069,0.010867 Iteration 10:MDL fitness activated Error 0.228382 TL 0.023805 MDL Theory Length Weight: 3.1979259628 (2) Initialization: 6.547000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.848000 Kernel 1: 0.023000 Kernel 2: 92.699997 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.007264 0.864865 fi:0.320997. Ave ac:0.007936,0.008213 Initialization: 6.504000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.854000 Kernel 1: 0.023000 Kernel 2: 93.903999 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.005220 0.884615 fi:0.324645. Ave ac:0.011161,0.011285 Initialization: 6.514000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.903000 Kernel 1: 0.022000 Kernel 2: 91.955002 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.009303 0.872340 fi:0.316929. Ave ac:0.009285,0.011336 Initialization: 6.556000 Memcpy Classifiers: 0.367000 Memcpy Instances: 8.846000 Kernel 1: 0.023000 Kernel 2: 96.507004 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.005219 0.821429 fi:0.362325. Ave ac:0.008486,0.011053 Initialization: 6.548000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.880000 Kernel 1: 0.023000 Kernel 2: 94.864998 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.006356 0.875000 fi:0.313539. Ave ac:0.009167,0.009197 Initialization: 6.512000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.868000 Kernel 1: 0.024000 Kernel 2: 93.607002 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.004992 0.880000 fi:0.318726. Ave ac:0.010639,0.011078 Initialization: 6.579000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.378000 Kernel 1: 0.023000 Kernel 2: 88.125000 Copyback: 0.016000 Sum: 0.027000 It 16,Best ac:0.004312 0.904762 fi:0.287718. Ave ac:0.009990,0.010904 Initialization: 6.703000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 87.889000 Copyback: 0.016000 Sum: 0.032000 It 17,Best ac:0.007715 0.809524 fi:0.343764. Ave ac:0.008955,0.011779 Initialization: 6.667000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.827000 Kernel 1: 0.024000 Kernel 2: 83.833000 Copyback: 0.016000 Sum: 0.031000 It 18,Best ac:0.004312 0.863636 fi:0.342016. Ave ac:0.010995,0.015249 Initialization: 6.581000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.861000 Kernel 1: 0.024000 Kernel 2: 81.969002 Copyback: 0.016000 Sum: 0.034000 It 19,Best ac:0.007036 0.861111 fi:0.301643. Ave ac:0.009755,0.010577 Initialization: 6.509000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.838000 Kernel 1: 0.024000 Kernel 2: 77.961998 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004312 0.950000 fi:0.263834. Ave ac:0.009025,0.010038 Initialization: 6.574000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.358000 Kernel 1: 0.023000 Kernel 2: 79.043999 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.006582 0.878788 fi:0.283122. Ave ac:0.008998,0.011521 Initialization: 6.620000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.893000 Kernel 1: 0.023000 Kernel 2: 79.748001 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.005220 0.920000 fi:0.235085. Ave ac:0.010046,0.012816 Initialization: 6.499000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.874000 Kernel 1: 0.024000 Kernel 2: 79.944000 Copyback: 0.018000 Sum: 0.032000 It 23,Best ac:0.006127 0.964286 fi:0.199987. Ave ac:0.010377,0.013014 Initialization: 6.570000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.851000 Kernel 1: 0.024000 Kernel 2: 82.399002 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.006127 0.900000 fi:0.264677. Ave ac:0.008965,0.011351 Initialization: 6.562000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 76.973999 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.009305 0.854167 fi:0.335100. Ave ac:0.007039,0.006869 Initialization: 6.469000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.027000 Kernel 1: 0.022000 Kernel 2: 80.279999 Copyback: 0.018000 Sum: 0.033000 It 26,Best ac:0.004992 0.846154 fi:0.310738. Ave ac:0.009392,0.009037 Initialization: 6.562000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.409000 Kernel 1: 0.022000 Kernel 2: 76.679001 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.004766 0.913043 fi:0.250088. Ave ac:0.011085,0.010849 Initialization: 6.460000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.032000 Kernel 1: 0.023000 Kernel 2: 76.278000 Copyback: 0.016000 Sum: 0.029000 It 28,Best ac:0.007488 0.891892 fi:0.254942. Ave ac:0.008040,0.009185 Initialization: 6.561000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.932000 Kernel 1: 0.022000 Kernel 2: 74.508003 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.007036 0.885714 fi:0.254864. Ave ac:0.008123,0.008758 Initialization: 6.607000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.875000 Kernel 1: 0.024000 Kernel 2: 75.121002 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.005673 0.862069 fi:0.292512. Ave ac:0.009033,0.013296 Initialization: 6.537000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.820000 Kernel 1: 0.024000 Kernel 2: 76.538002 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.006580 0.828571 fi:0.331556. Ave ac:0.007921,0.008659 Initialization: 6.523000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.878000 Kernel 1: 0.024000 Kernel 2: 76.181999 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.006128 0.964286 fi:0.192262. Ave ac:0.010653,0.011711 Initialization: 8.638000 Memcpy Classifiers: 0.248000 Memcpy Instances: 9.418000 Kernel 1: 0.021000 Kernel 2: 77.011002 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.004765 0.913043 fi:0.236828. Ave ac:0.009377,0.014098 Initialization: 24.184999 Memcpy Instances: 436.239990 Memcpy Classifiers: 0.054000 Kernel 1: 0.026000 Kernel 2: 420.933014 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 430.259003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 439.009003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 424.397003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 434.963013 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.017000 Kernel 2: 420.167999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 426.641998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 431.634003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 424.183990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 436.476013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 444.638000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 434.522003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 216.845993 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.006282 0.716356 fi:0.424511. Ave ac:0.009171,0.031433 Best acc 0.006282 0.716356 Initialization: 6.613000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.822000 Kernel 1: 0.025000 Kernel 2: 106.078003 Copyback: 0.018000 Sum: 0.050000 Initial population average accuracy1:0.005529 accuracy2:0.241407 Initialization: 6.562000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.965000 Kernel 1: 0.023000 Kernel 2: 112.471001 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.006809 0.612245 fi:0.486847. Ave ac:0.011424,0.015910 Initialization: 6.569000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.837000 Kernel 1: 0.025000 Kernel 2: 116.168999 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.010892 0.648649 fi:0.448884. Ave ac:0.015962,0.020615 Initialization: 6.500000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.419000 Kernel 1: 0.023000 Kernel 2: 114.291000 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.009303 0.683333 fi:0.414806. Ave ac:0.015384,0.016351 Initialization: 6.495000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.867000 Kernel 1: 0.024000 Kernel 2: 113.522003 Copyback: 0.018000 Sum: 0.032000 It 3,Best ac:0.004312 0.791667 fi:0.332330. Ave ac:0.017928,0.018298 Initialization: 6.536000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.836000 Kernel 1: 0.024000 Kernel 2: 113.260002 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.006580 0.674419 fi:0.424760. Ave ac:0.017564,0.016998 Initialization: 6.545000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.042000 Kernel 1: 0.023000 Kernel 2: 110.275002 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.004766 0.777778 fi:0.322093. Ave ac:0.018114,0.016505 Initialization: 7.008000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 110.495003 Copyback: 0.017000 Sum: 0.038000 It 6,Best ac:0.004540 0.740741 fi:0.359216. Ave ac:0.015393,0.013603 Initialization: 6.709000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.868000 Kernel 1: 0.023000 Kernel 2: 105.953003 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.006355 0.848485 fi:0.250781. Ave ac:0.014859,0.013394 Initialization: 6.507000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.916000 Kernel 1: 0.022000 Kernel 2: 105.304001 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.007264 0.820513 fi:0.278404. Ave ac:0.013282,0.011896 Initialization: 7.008000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.879000 Kernel 1: 0.023000 Kernel 2: 101.178001 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.005447 0.888889 fi:0.210721. Ave ac:0.010499,0.011407 Iteration 10:MDL fitness activated Error 0.210721 TL 0.035629 MDL Theory Length Weight: 1.9714187926 (1) Initialization: 7.001000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.902000 Kernel 1: 0.023000 Kernel 2: 99.724998 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.005674 0.862069 fi:0.302878. Ave ac:0.011316,0.011797 Initialization: 6.505000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.836000 Kernel 1: 0.024000 Kernel 2: 97.640999 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.007263 0.864865 fi:0.289187. Ave ac:0.011206,0.010602 Initialization: 6.551000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.922000 Kernel 1: 0.024000 Kernel 2: 94.147003 Copyback: 0.018000 Sum: 0.033000 It 12,Best ac:0.004993 0.814815 fi:0.345281. Ave ac:0.009984,0.009122 Initialization: 6.476000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.891000 Kernel 1: 0.024000 Kernel 2: 93.183998 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.006128 0.870968 fi:0.308534. Ave ac:0.009552,0.009299 Initialization: 6.562000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.885000 Kernel 1: 0.023000 Kernel 2: 92.720001 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.004993 0.880000 fi:0.275273. Ave ac:0.011198,0.009989 Initialization: 6.488000 Memcpy Classifiers: 0.384000 Memcpy Instances: 8.896000 Kernel 1: 0.022000 Kernel 2: 90.602997 Copyback: 0.017000 Sum: 0.038000 It 15,Best ac:0.004312 1.000000 fi:0.189420. Ave ac:0.011930,0.010779 Initialization: 6.458000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.994000 Kernel 1: 0.023000 Kernel 2: 91.223999 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.006354 0.903226 fi:0.256520. Ave ac:0.009617,0.009568 Initialization: 6.490000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.841000 Kernel 1: 0.024000 Kernel 2: 89.759003 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.004311 0.950000 fi:0.224265. Ave ac:0.008724,0.008296 Initialization: 6.555000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.983000 Kernel 1: 0.022000 Kernel 2: 88.518997 Copyback: 0.372000 Sum: 0.032000 It 18,Best ac:0.004539 0.909091 fi:0.244230. Ave ac:0.009581,0.008602 Initialization: 6.511000 Memcpy Classifiers: 0.352000 Memcpy Instances: 10.008000 Kernel 1: 0.023000 Kernel 2: 92.587997 Copyback: 0.018000 Sum: 0.030000 It 19,Best ac:0.005446 1.000000 fi:0.171871. Ave ac:0.009458,0.008313 Initialization: 6.488000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.827000 Kernel 1: 0.023000 Kernel 2: 92.463997 Copyback: 0.016000 Sum: 0.034000 It 20,Best ac:0.005221 0.884615 fi:0.268446. Ave ac:0.007069,0.006799 Initialization: 6.553000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.870000 Kernel 1: 0.024000 Kernel 2: 93.600998 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.008169 0.900000 fi:0.258885. Ave ac:0.009563,0.008912 Initialization: 6.650000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.874000 Kernel 1: 0.022000 Kernel 2: 92.759003 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.006127 0.900000 fi:0.251582. Ave ac:0.008396,0.006984 Initialization: 6.674000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.821000 Kernel 1: 0.023000 Kernel 2: 88.522003 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.004992 0.956522 fi:0.196909. Ave ac:0.008580,0.006258 Initialization: 6.479000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 89.471001 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.004994 0.846154 fi:0.308763. Ave ac:0.008198,0.007283 Initialization: 6.575000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.822000 Kernel 1: 0.023000 Kernel 2: 88.733002 Copyback: 0.017000 Sum: 0.036000 It 25,Best ac:0.005674 0.925926 fi:0.227055. Ave ac:0.010503,0.009633 Initialization: 6.498000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.333000 Kernel 1: 0.022000 Kernel 2: 86.225998 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.006580 0.935484 fi:0.243845. Ave ac:0.009096,0.008141 Initialization: 6.694000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.817000 Kernel 1: 0.023000 Kernel 2: 88.189003 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.005673 0.833333 fi:0.316988. Ave ac:0.008064,0.006248 Initialization: 6.524000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.851000 Kernel 1: 0.024000 Kernel 2: 83.004997 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.007036 0.815789 fi:0.326446. Ave ac:0.007779,0.005985 MDL Theory Length Weight: 1.7742769134 (10) Initialization: 6.514000 Memcpy Classifiers: 0.348000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 84.889999 Copyback: 0.017000 Sum: 0.038000 It 29,Best ac:0.005902 0.928571 fi:0.212356. Ave ac:0.009446,0.008805 Initialization: 6.502000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.000000 Kernel 1: 0.022000 Kernel 2: 84.149002 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.004539 0.952381 fi:0.186423. Ave ac:0.010592,0.008746 Initialization: 6.587000 Memcpy Classifiers: 0.330000 Memcpy Instances: 8.856000 Kernel 1: 0.023000 Kernel 2: 83.674004 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.004539 0.909091 fi:0.232821. Ave ac:0.008792,0.007963 Initialization: 6.520000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.818000 Kernel 1: 0.024000 Kernel 2: 82.680000 Copyback: 0.018000 Sum: 0.039000 It 32,Best ac:0.006128 0.794118 fi:0.337103. Ave ac:0.008229,0.007841 Initialization: 6.477000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.900000 Kernel 1: 0.023000 Kernel 2: 84.027000 Copyback: 0.017000 Sum: 0.037000 It 33,Best ac:0.004765 0.875000 fi:0.272900. Ave ac:0.007749,0.007099 Initialization: 24.070999 Memcpy Instances: 436.502991 Memcpy Classifiers: 0.068000 Kernel 1: 0.025000 Kernel 2: 464.447998 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 461.338013 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 447.213013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 456.828003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 464.574005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 453.903015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 463.553009 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.110000 Kernel 1: 0.022000 Kernel 2: 461.342010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 457.570007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 452.151001 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 461.532013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.012000 Kernel 2: 458.903992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 233.473007 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005560 0.751534 fi:0.379905. Ave ac:0.009763,0.032684 Best acc 0.005560 0.751534 Rule:Att PSSM_-3_7 is [<-1.012403]|Att PSSM_-1_12 is [<-3.537691]|Att PSSM_0_12 is [<-3.872114]|Att PSSM_0_19 is [<6.649608]|Att PSSM_2_15 is [>-6.000182]|Att PSSM_4_3 is [<6.985819]|Att PSSM_4_12 is [-6.439013,-1.734206]|1 Accuracy : 0.743013 0 1 161232 2848 57451 13107 Removed 1630 instances. 218683 Instances left. Acc of rule 0.005560-0.751534 Initialization: 6.601000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.835000 Kernel 1: 0.025000 Kernel 2: 108.091003 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.006345 accuracy2:0.238427 Initialization: 6.496000 Memcpy Classifiers: 1.381000 Memcpy Instances: 8.851000 Kernel 1: 0.023000 Kernel 2: 115.176003 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.006860 0.625000 fi:0.474036. Ave ac:0.014735,0.020599 Initialization: 7.577000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.136000 Kernel 1: 0.024000 Kernel 2: 116.651001 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.005031 0.785714 fi:0.314029. Ave ac:0.016580,0.020183 Initialization: 6.792000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.808000 Kernel 1: 0.024000 Kernel 2: 113.527000 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.010288 0.600000 fi:0.497708. Ave ac:0.018280,0.020864 Initialization: 6.453000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.848000 Kernel 1: 0.023000 Kernel 2: 110.785004 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.007545 0.673469 fi:0.425301. Ave ac:0.018605,0.020173 Initialization: 6.404000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 109.491997 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.007775 0.772727 fi:0.325954. Ave ac:0.018118,0.021990 Initialization: 6.479000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.838000 Kernel 1: 0.023000 Kernel 2: 110.124001 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.005487 0.800000 fi:0.299567. Ave ac:0.017253,0.019329 Initialization: 6.506000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 110.911003 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004574 0.800000 fi:0.299921. Ave ac:0.012923,0.015868 Initialization: 6.482000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.838000 Kernel 1: 0.024000 Kernel 2: 109.161003 Copyback: 0.018000 Sum: 0.034000 It 7,Best ac:0.005944 0.787879 fi:0.311511. Ave ac:0.012397,0.014859 Initialization: 6.484000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.331000 Kernel 1: 0.024000 Kernel 2: 107.945999 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.011888 0.787879 fi:0.309210. Ave ac:0.012744,0.014297 Initialization: 6.496000 Memcpy Classifiers: 0.388000 Memcpy Instances: 8.828000 Kernel 1: 0.023000 Kernel 2: 108.361000 Copyback: 0.016000 Sum: 0.032000 It 9,Best ac:0.004574 0.800000 fi:0.299921. Ave ac:0.012702,0.017009 Iteration 10:MDL fitness activated Error 0.299921 TL 0.017870 MDL Theory Length Weight: 5.5943893626 (5) Initialization: 6.414000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.590000 Kernel 1: 0.023000 Kernel 2: 105.362000 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.005030 0.916667 fi:0.350961. Ave ac:0.013567,0.015509 Initialization: 6.716000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.852000 Kernel 1: 0.022000 Kernel 2: 106.223999 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.008916 0.764706 fi:0.474296. Ave ac:0.013279,0.014802 Initialization: 6.457000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.812000 Kernel 1: 0.023000 Kernel 2: 104.760002 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.005031 0.785714 fi:0.414003. Ave ac:0.013462,0.013237 Initialization: 6.568000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.926000 Kernel 1: 0.023000 Kernel 2: 99.211998 Copyback: 0.017000 Sum: 0.038000 It 13,Best ac:0.005716 0.892857 fi:0.372063. Ave ac:0.018689,0.019395 Initialization: 6.490000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.837000 Kernel 1: 0.024000 Kernel 2: 96.633003 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.006859 0.909091 fi:0.359704. Ave ac:0.015657,0.020574 Initialization: 6.453000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.947000 Kernel 1: 0.023000 Kernel 2: 96.135002 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.005031 0.814815 fi:0.392687. Ave ac:0.014773,0.018181 Initialization: 6.479000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.824000 Kernel 1: 0.024000 Kernel 2: 94.347000 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.005716 0.833333 fi:0.389318. Ave ac:0.016895,0.018755 Initialization: 6.508000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.825000 Kernel 1: 0.023000 Kernel 2: 91.248001 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.004572 0.800000 fi:0.442331. Ave ac:0.013932,0.018785 Initialization: 6.349000 Memcpy Classifiers: 0.319000 Memcpy Instances: 8.981000 Kernel 1: 0.024000 Kernel 2: 92.026001 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.005258 0.821429 fi:0.353894. Ave ac:0.016512,0.020398 Initialization: 6.415000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.112000 Kernel 1: 0.024000 Kernel 2: 88.205002 Copyback: 0.017000 Sum: 0.026000 It 19,Best ac:0.005030 0.956522 fi:0.264168. Ave ac:0.013247,0.018303 Initialization: 6.465000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.911000 Kernel 1: 0.022000 Kernel 2: 86.693001 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.004345 0.950000 fi:0.303697. Ave ac:0.012204,0.016818 Initialization: 6.535000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.825000 Kernel 1: 0.023000 Kernel 2: 88.134003 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.005258 0.884615 fi:0.363764. Ave ac:0.013528,0.021630 Initialization: 6.540000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.842000 Kernel 1: 0.023000 Kernel 2: 87.363998 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.005030 0.814815 fi:0.345025. Ave ac:0.013171,0.014249 Initialization: 6.843000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.344000 Kernel 1: 0.022000 Kernel 2: 88.280998 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.006630 0.763158 fi:0.405878. Ave ac:0.012045,0.014285 Initialization: 6.595000 Memcpy Classifiers: 0.306000 Memcpy Instances: 8.959000 Kernel 1: 0.022000 Kernel 2: 86.056999 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.005258 0.793103 fi:0.376463. Ave ac:0.011596,0.012548 Initialization: 6.500000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 85.407997 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.006401 0.875000 fi:0.349514. Ave ac:0.012409,0.016553 Initialization: 6.410000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.020000 Kernel 1: 0.021000 Kernel 2: 88.166000 Copyback: 0.024000 Sum: 0.030000 It 26,Best ac:0.004344 0.863636 fi:0.409050. Ave ac:0.010409,0.009444 Initialization: 6.528000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.679000 Kernel 1: 0.022000 Kernel 2: 88.787003 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.004802 0.840000 fi:0.367590. Ave ac:0.010032,0.010517 Initialization: 6.717000 Memcpy Classifiers: 0.369000 Memcpy Instances: 8.884000 Kernel 1: 0.023000 Kernel 2: 87.415001 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.005487 0.857143 fi:0.302520. Ave ac:0.010105,0.012369 MDL Theory Length Weight: 5.0349504264 (10) Initialization: 6.302000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.823000 Kernel 1: 0.024000 Kernel 2: 84.595001 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.005031 0.814815 fi:0.351336. Ave ac:0.011734,0.012168 Initialization: 6.420000 Memcpy Classifiers: 0.326000 Memcpy Instances: 8.819000 Kernel 1: 0.024000 Kernel 2: 81.514000 Copyback: 0.370000 Sum: 0.023000 It 30,Best ac:0.006401 0.823529 fi:0.352156. Ave ac:0.012891,0.014888 Initialization: 7.627000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.864000 Kernel 1: 0.022000 Kernel 2: 82.360001 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.005717 0.833333 fi:0.339964. Ave ac:0.015876,0.017071 Initialization: 6.468000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.890000 Kernel 1: 0.022000 Kernel 2: 77.821999 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.004802 0.840000 fi:0.342297. Ave ac:0.013718,0.017442 Initialization: 6.470000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.911000 Kernel 1: 0.023000 Kernel 2: 78.543999 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.005030 0.846154 fi:0.338549. Ave ac:0.012971,0.015361 Initialization: 24.518000 Memcpy Instances: 435.723999 Memcpy Classifiers: 0.063000 Kernel 1: 0.023000 Kernel 2: 461.406006 Copyback: 0.022000 Sum: 0.010000 Memcpy Classifiers: 0.059000 Kernel 1: 0.021000 Kernel 2: 449.044006 Copyback: 0.019000 Sum: 0.004000 Memcpy Classifiers: 0.061000 Kernel 1: 0.017000 Kernel 2: 435.914001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 424.911987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 440.983002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 434.130005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 452.385010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 438.153992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 444.502014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 441.438995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 441.580994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 437.381989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 163.345001 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.006150 0.725067 fi:0.450716. Ave ac:0.013698,0.050099 Best acc 0.006150 0.725067 Initialization: 6.885000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.816000 Kernel 1: 0.025000 Kernel 2: 108.193001 Copyback: 0.017000 Sum: 0.050000 Initial population average accuracy1:0.005688 accuracy2:0.236092 Initialization: 6.701000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.820000 Kernel 1: 0.024000 Kernel 2: 118.362999 Copyback: 0.017000 Sum: 0.049000 It 0,Best ac:0.008230 0.545455 fi:0.553050. Ave ac:0.011212,0.014982 Initialization: 6.517000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.837000 Kernel 1: 0.024000 Kernel 2: 114.085999 Copyback: 0.018000 Sum: 0.036000 It 1,Best ac:0.009602 0.617647 fi:0.480327. Ave ac:0.014898,0.017637 Initialization: 6.468000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.871000 Kernel 1: 0.023000 Kernel 2: 108.178001 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.006401 0.777778 fi:0.321435. Ave ac:0.013333,0.016046 Initialization: 6.460000 Memcpy Classifiers: 0.432000 Memcpy Instances: 9.692000 Kernel 1: 0.023000 Kernel 2: 105.959000 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.004344 0.703704 fi:0.401232. Ave ac:0.013352,0.015391 Initialization: 6.943000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.938000 Kernel 1: 0.023000 Kernel 2: 103.741997 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.005944 0.764706 fi:0.334684. Ave ac:0.012219,0.012099 Initialization: 6.431000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.848000 Kernel 1: 0.023000 Kernel 2: 104.260002 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004572 0.740741 fi:0.359180. Ave ac:0.010332,0.010897 Initialization: 6.555000 Memcpy Classifiers: 0.393000 Memcpy Instances: 8.883000 Kernel 1: 0.023000 Kernel 2: 106.096001 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.005260 0.718750 fi:0.380905. Ave ac:0.010075,0.010802 Initialization: 6.552000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.809000 Kernel 1: 0.024000 Kernel 2: 105.745003 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.005260 0.718750 fi:0.380905. Ave ac:0.010241,0.009862 Initialization: 6.502000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.329000 Kernel 1: 0.023000 Kernel 2: 105.000000 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.005260 0.821429 fi:0.278227. Ave ac:0.010041,0.010901 Initialization: 6.609000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.900000 Kernel 1: 0.024000 Kernel 2: 104.653000 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.005488 0.800000 fi:0.299567. Ave ac:0.009218,0.010145 Iteration 10:MDL fitness activated Error 0.299567 TL 0.036080 MDL Theory Length Weight: 2.7675861155 (2) Initialization: 6.518000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.347000 Kernel 1: 0.022000 Kernel 2: 102.042999 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.008459 0.804348 fi:0.376171. Ave ac:0.007059,0.007396 Initialization: 6.525000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.822000 Kernel 1: 0.025000 Kernel 2: 101.572998 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.004574 0.833333 fi:0.350606. Ave ac:0.010908,0.010502 Initialization: 6.517000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.809000 Kernel 1: 0.024000 Kernel 2: 100.391998 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.005260 0.741935 fi:0.435726. Ave ac:0.008870,0.008006 Initialization: 6.562000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.917000 Kernel 1: 0.023000 Kernel 2: 97.310997 Copyback: 0.016000 Sum: 0.036000 It 13,Best ac:0.008688 0.775510 fi:0.404386. Ave ac:0.009520,0.008486 Initialization: 6.521000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.816000 Kernel 1: 0.024000 Kernel 2: 97.871002 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.003887 0.944444 fi:0.352994. Ave ac:0.009402,0.009783 Initialization: 6.588000 Memcpy Classifiers: 0.413000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 96.915001 Copyback: 0.017000 Sum: 0.037000 It 15,Best ac:0.004572 0.869565 fi:0.318371. Ave ac:0.010372,0.010087 Initialization: 6.476000 Memcpy Classifiers: 0.848000 Memcpy Instances: 8.821000 Kernel 1: 0.023000 Kernel 2: 95.652000 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.004572 0.869565 fi:0.296727. Ave ac:0.009518,0.010141 Initialization: 6.543000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.847000 Kernel 1: 0.023000 Kernel 2: 93.431000 Copyback: 0.017000 Sum: 0.039000 It 17,Best ac:0.004574 0.769231 fi:0.411098. Ave ac:0.009427,0.010045 Initialization: 6.527000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.839000 Kernel 1: 0.023000 Kernel 2: 94.143997 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.005487 0.827586 fi:0.324859. Ave ac:0.010984,0.011134 Initialization: 6.532000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.823000 Kernel 1: 0.024000 Kernel 2: 101.886002 Copyback: 0.024000 Sum: 0.039000 It 19,Best ac:0.005488 0.827586 fi:0.349442. Ave ac:0.011012,0.013212 Initialization: 7.014000 Memcpy Classifiers: 0.342000 Memcpy Instances: 10.075000 Kernel 1: 0.022000 Kernel 2: 89.935997 Copyback: 0.018000 Sum: 0.037000 It 20,Best ac:0.008230 0.900000 fi:0.272161. Ave ac:0.011156,0.010940 Initialization: 6.422000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.934000 Kernel 1: 0.023000 Kernel 2: 87.082001 Copyback: 0.018000 Sum: 0.032000 It 21,Best ac:0.004344 0.791667 fi:0.378552. Ave ac:0.009586,0.008957 Initialization: 6.435000 Memcpy Classifiers: 0.352000 Memcpy Instances: 11.215000 Kernel 1: 0.022000 Kernel 2: 94.943001 Copyback: 0.025000 Sum: 0.038000 It 22,Best ac:0.004116 0.900000 fi:0.329737. Ave ac:0.015556,0.017629 Initialization: 6.447000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.842000 Kernel 1: 0.024000 Kernel 2: 90.223000 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.004114 0.900000 fi:0.317139. Ave ac:0.012629,0.014434 Initialization: 6.500000 Memcpy Classifiers: 0.346000 Memcpy Instances: 10.417000 Kernel 1: 0.022000 Kernel 2: 87.183998 Copyback: 0.019000 Sum: 0.032000 It 24,Best ac:0.007773 0.809524 fi:0.352893. Ave ac:0.010497,0.009803 Initialization: 6.622000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.246000 Kernel 1: 0.023000 Kernel 2: 85.360001 Copyback: 0.022000 Sum: 0.036000 It 25,Best ac:0.005717 0.892857 fi:0.297528. Ave ac:0.010222,0.010952 Initialization: 6.671000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.989000 Kernel 1: 0.024000 Kernel 2: 84.949997 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.005487 0.923077 fi:0.244664. Ave ac:0.010844,0.010761 Initialization: 6.631000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.468000 Kernel 1: 0.023000 Kernel 2: 85.206001 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.004115 0.900000 fi:0.323143. Ave ac:0.010451,0.013408 Initialization: 7.381000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.230000 Kernel 1: 0.023000 Kernel 2: 85.042000 Copyback: 0.018000 Sum: 0.034000 It 28,Best ac:0.004574 0.952381 fi:0.219898. Ave ac:0.010479,0.009842 Initialization: 6.476000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.813000 Kernel 1: 0.023000 Kernel 2: 86.822998 Copyback: 0.021000 Sum: 0.050000 It 29,Best ac:0.005258 0.884615 fi:0.280322. Ave ac:0.012359,0.014793 Initialization: 6.461000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.842000 Kernel 1: 0.026000 Kernel 2: 86.139999 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.004802 0.913043 fi:0.253129. Ave ac:0.010088,0.010940 Initialization: 6.528000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.288000 Kernel 1: 0.023000 Kernel 2: 84.573997 Copyback: 0.016000 Sum: 0.032000 It 31,Best ac:0.008230 0.878049 fi:0.294117. Ave ac:0.009943,0.009830 Initialization: 6.573000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.891000 Kernel 1: 0.024000 Kernel 2: 82.180000 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.004801 0.913043 fi:0.260929. Ave ac:0.008028,0.009012 Initialization: 6.637000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.897000 Kernel 1: 0.025000 Kernel 2: 83.206001 Copyback: 0.016000 Sum: 0.030000 It 33,Best ac:0.009145 0.869565 fi:0.315799. Ave ac:0.009928,0.010304 Initialization: 24.969000 Memcpy Instances: 432.605988 Memcpy Classifiers: 0.062000 Kernel 1: 0.024000 Kernel 2: 466.274994 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.056000 Kernel 1: 0.015000 Kernel 2: 466.088013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 464.424011 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 462.407013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 474.945007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 463.119995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 454.027008 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 472.970001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 469.093994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 464.667999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 461.559998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 464.937988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 152.671005 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.006201 0.712185 fi:0.450840. Ave ac:0.008052,0.027261 Best acc 0.006201 0.712185 Rule:Att PSSM_0_12 is [<-3.219848]|Att PSSM_1_7 is [-6.301258,-2.397474]|Att PSSM_3_10 is [-1.063861,5.849299]|Att PSSM_4_2 is [<-2.605946]|1 Accuracy : 0.746571 0 1 160722 3358 56106 14452 Removed 1855 instances. 216828 Instances left. Acc of rule 0.006150-0.725067 Initialization: 6.465000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.738000 Kernel 1: 0.025000 Kernel 2: 106.133003 Copyback: 0.019000 Sum: 0.049000 Initial population average accuracy1:0.006230 accuracy2:0.239807 Initialization: 6.402000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.735000 Kernel 1: 0.024000 Kernel 2: 112.064003 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.010148 0.602740 fi:0.494963. Ave ac:0.011819,0.016181 Initialization: 7.833000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.017000 Kernel 1: 0.023000 Kernel 2: 115.394997 Copyback: 0.020000 Sum: 0.037000 It 1,Best ac:0.011759 0.680000 fi:0.417069. Ave ac:0.014997,0.019606 Initialization: 6.507000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.743000 Kernel 1: 0.024000 Kernel 2: 114.036003 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.005073 0.709677 fi:0.390019. Ave ac:0.016825,0.020318 Initialization: 6.425000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.790000 Kernel 1: 0.024000 Kernel 2: 105.884003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.006226 0.818182 fi:0.281062. Ave ac:0.017059,0.021475 Initialization: 6.354000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.843000 Kernel 1: 0.024000 Kernel 2: 105.896004 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.004381 0.730769 fi:0.369200. Ave ac:0.014377,0.017065 Initialization: 6.463000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.767000 Kernel 1: 0.024000 Kernel 2: 102.389999 Copyback: 0.371000 Sum: 0.035000 It 5,Best ac:0.004613 0.833333 fi:0.266545. Ave ac:0.013833,0.018845 Initialization: 6.482000 Memcpy Classifiers: 0.701000 Memcpy Instances: 9.842000 Kernel 1: 0.022000 Kernel 2: 100.778999 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.004151 0.857143 fi:0.274497. Ave ac:0.010875,0.016515 Initialization: 6.421000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.948000 Kernel 1: 0.023000 Kernel 2: 101.424004 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.004613 0.833333 fi:0.266545. Ave ac:0.010309,0.015061 Initialization: 6.342000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.748000 Kernel 1: 0.024000 Kernel 2: 104.102997 Copyback: 0.018000 Sum: 0.034000 It 8,Best ac:0.004611 0.833333 fi:0.266545. Ave ac:0.011315,0.015542 Initialization: 6.422000 Memcpy Classifiers: 0.518000 Memcpy Instances: 8.807000 Kernel 1: 0.023000 Kernel 2: 100.783997 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.004382 0.863636 fi:0.236332. Ave ac:0.011273,0.016798 Iteration 10:MDL fitness activated Error 0.236332 TL 0.033291 MDL Theory Length Weight: 2.3663092382 (1) Initialization: 6.911000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.757000 Kernel 1: 0.022000 Kernel 2: 103.975998 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.005996 0.838710 fi:0.358901. Ave ac:0.010627,0.013365 Initialization: 6.300000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.731000 Kernel 1: 0.024000 Kernel 2: 99.071999 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.005071 0.846154 fi:0.321085. Ave ac:0.011304,0.015027 Initialization: 6.471000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.751000 Kernel 1: 0.024000 Kernel 2: 96.889000 Copyback: 0.024000 Sum: 0.040000 It 12,Best ac:0.004613 0.909091 fi:0.263621. Ave ac:0.011971,0.014474 Initialization: 6.426000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.810000 Kernel 1: 0.023000 Kernel 2: 95.748001 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.004151 0.947368 fi:0.274269. Ave ac:0.010439,0.012397 Initialization: 6.443000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.794000 Kernel 1: 0.023000 Kernel 2: 95.306000 Copyback: 0.018000 Sum: 0.031000 It 14,Best ac:0.007838 0.829268 fi:0.310815. Ave ac:0.011205,0.016817 Initialization: 6.908000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.097000 Kernel 1: 0.023000 Kernel 2: 96.053001 Copyback: 0.016000 Sum: 0.028000 It 15,Best ac:0.007148 0.815789 fi:0.346697. Ave ac:0.009383,0.012431 Initialization: 6.412000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.234000 Kernel 1: 0.023000 Kernel 2: 98.775002 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.005303 0.821429 fi:0.319649. Ave ac:0.010487,0.013626 Initialization: 6.424000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.734000 Kernel 1: 0.024000 Kernel 2: 96.443001 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.004613 0.740741 fi:0.425597. Ave ac:0.011533,0.016828 Initialization: 6.524000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.190000 Kernel 1: 0.023000 Kernel 2: 93.052002 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.004382 0.863636 fi:0.292988. Ave ac:0.012790,0.014393 Initialization: 6.447000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.726000 Kernel 1: 0.025000 Kernel 2: 93.571999 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.005073 0.846154 fi:0.307615. Ave ac:0.010858,0.015687 Initialization: 6.354000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.761000 Kernel 1: 0.024000 Kernel 2: 92.221001 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.005303 0.851852 fi:0.277060. Ave ac:0.012919,0.015352 Initialization: 6.406000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.733000 Kernel 1: 0.025000 Kernel 2: 89.084999 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.006456 0.933333 fi:0.197302. Ave ac:0.012544,0.015428 Initialization: 6.430000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.781000 Kernel 1: 0.022000 Kernel 2: 88.101997 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.004149 0.900000 fi:0.277671. Ave ac:0.010039,0.010572 Initialization: 6.887000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.749000 Kernel 1: 0.024000 Kernel 2: 81.240997 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.004382 0.904762 fi:0.285205. Ave ac:0.009169,0.016689 Initialization: 6.475000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.803000 Kernel 1: 0.024000 Kernel 2: 80.323997 Copyback: 0.016000 Sum: 0.029000 It 24,Best ac:0.005304 0.958333 fi:0.172255. Ave ac:0.010476,0.014653 Initialization: 6.340000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.729000 Kernel 1: 0.025000 Kernel 2: 81.719002 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.008531 0.902439 fi:0.224790. Ave ac:0.008169,0.012152 Initialization: 6.372000 Memcpy Classifiers: 0.345000 Memcpy Instances: 8.785000 Kernel 1: 0.024000 Kernel 2: 80.033997 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.005534 0.800000 fi:0.343202. Ave ac:0.005549,0.011131 Initialization: 6.412000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.223000 Kernel 1: 0.024000 Kernel 2: 81.685997 Copyback: 0.016000 Sum: 0.030000 It 27,Best ac:0.005073 0.814815 fi:0.383158. Ave ac:0.009804,0.015677 Initialization: 6.424000 Memcpy Classifiers: 1.608000 Memcpy Instances: 9.035000 Kernel 1: 0.023000 Kernel 2: 81.566002 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.004843 0.875000 fi:0.263141. Ave ac:0.010964,0.014759 Initialization: 6.419000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.821000 Kernel 1: 0.024000 Kernel 2: 80.787003 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.004843 0.875000 fi:0.258902. Ave ac:0.009806,0.018528 Initialization: 6.534000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.784000 Kernel 1: 0.024000 Kernel 2: 80.123001 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.005073 0.916667 fi:0.238100. Ave ac:0.008647,0.011217 Initialization: 6.284000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.731000 Kernel 1: 0.024000 Kernel 2: 79.580002 Copyback: 0.018000 Sum: 0.031000 It 31,Best ac:0.005534 0.960000 fi:0.195049. Ave ac:0.007356,0.005210 Initialization: 6.982000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.742000 Kernel 1: 0.024000 Kernel 2: 78.482002 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.005994 0.896552 fi:0.257854. Ave ac:0.007626,0.008109 Initialization: 6.450000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.739000 Kernel 1: 0.023000 Kernel 2: 77.991997 Copyback: 0.018000 Sum: 0.033000 It 33,Best ac:0.004151 0.900000 fi:0.276741. Ave ac:0.006244,0.006811 MDL Theory Length Weight: 2.1296783144 (10) Initialization: 24.246000 Memcpy Instances: 429.506012 Memcpy Classifiers: 0.062000 Kernel 1: 0.024000 Kernel 2: 451.516998 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 452.019989 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.055000 Kernel 1: 0.016000 Kernel 2: 429.059998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 443.074005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 456.440002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 433.528015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 425.040985 Copyback: 0.367000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 454.238007 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.055000 Kernel 1: 0.021000 Kernel 2: 450.920990 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.107000 Kernel 1: 0.020000 Kernel 2: 451.416992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 462.427002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 461.425995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.044000 Kernel 1: 0.014000 Kernel 2: 151.990997 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.052544 0.711085 fi:0.411221. Ave ac:0.006979,0.024026 Best acc 0.052544 0.711085 Initialization: 6.426000 Memcpy Classifiers: 0.547000 Memcpy Instances: 8.794000 Kernel 1: 0.025000 Kernel 2: 104.889000 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005357 accuracy2:0.244503 Initialization: 6.422000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.797000 Kernel 1: 0.024000 Kernel 2: 109.227997 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.004611 0.645161 fi:0.454717. Ave ac:0.010115,0.014954 Initialization: 6.466000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.857000 Kernel 1: 0.025000 Kernel 2: 109.982002 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.005074 0.647059 fi:0.452638. Ave ac:0.013554,0.016832 Initialization: 6.450000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.231000 Kernel 1: 0.023000 Kernel 2: 109.872002 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.005995 0.702703 fi:0.396632. Ave ac:0.013268,0.015772 Initialization: 6.473000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.767000 Kernel 1: 0.024000 Kernel 2: 109.582001 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.004842 0.700000 fi:0.399788. Ave ac:0.013928,0.017384 Initialization: 6.492000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.751000 Kernel 1: 0.023000 Kernel 2: 109.432999 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.005995 0.722222 fi:0.377114. Ave ac:0.013737,0.014992 Initialization: 6.433000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.765000 Kernel 1: 0.025000 Kernel 2: 106.358002 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.004613 0.769231 fi:0.330647. Ave ac:0.014106,0.014426 Initialization: 6.428000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.837000 Kernel 1: 0.024000 Kernel 2: 105.199997 Copyback: 0.017000 Sum: 0.037000 It 6,Best ac:0.005073 0.758621 fi:0.341076. Ave ac:0.016151,0.015534 Initialization: 6.403000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.220000 Kernel 1: 0.023000 Kernel 2: 103.908997 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.004381 0.791667 fi:0.308302. Ave ac:0.014115,0.014219 Initialization: 6.368000 Memcpy Classifiers: 0.379000 Memcpy Instances: 10.341000 Kernel 1: 0.023000 Kernel 2: 106.634003 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.005073 0.814815 fi:0.284884. Ave ac:0.014879,0.015840 Initialization: 6.379000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.781000 Kernel 1: 0.024000 Kernel 2: 105.300003 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.005074 0.916667 fi:0.183030. Ave ac:0.011193,0.012591 Iteration 10:MDL fitness activated Error 0.183030 TL 0.030137 MDL Theory Length Weight: 2.0244338582 (1) Initialization: 6.272000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.954000 Kernel 1: 0.024000 Kernel 2: 106.457001 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.008070 0.744681 fi:0.397392. Ave ac:0.011817,0.012108 Initialization: 6.413000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.931000 Kernel 1: 0.023000 Kernel 2: 106.089996 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.005534 0.827586 fi:0.328761. Ave ac:0.011536,0.012976 Initialization: 6.408000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.435000 Kernel 1: 0.023000 Kernel 2: 105.307999 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.004611 0.909091 fi:0.267565. Ave ac:0.012686,0.015911 Initialization: 7.500000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.865000 Kernel 1: 0.024000 Kernel 2: 103.628998 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.004382 0.863636 fi:0.285131. Ave ac:0.011054,0.013542 Initialization: 6.439000 Memcpy Classifiers: 0.443000 Memcpy Instances: 8.726000 Kernel 1: 0.025000 Kernel 2: 106.580002 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.004150 0.857143 fi:0.334339. Ave ac:0.008570,0.012960 Initialization: 6.511000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.884000 Kernel 1: 0.022000 Kernel 2: 104.805000 Copyback: 0.016000 Sum: 0.033000 It 15,Best ac:0.006226 0.771429 fi:0.371366. Ave ac:0.009334,0.012580 Initialization: 6.426000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.804000 Kernel 1: 0.025000 Kernel 2: 102.919998 Copyback: 0.018000 Sum: 0.036000 It 16,Best ac:0.005302 0.851852 fi:0.302608. Ave ac:0.010688,0.013461 Initialization: 6.440000 Memcpy Classifiers: 0.371000 Memcpy Instances: 8.842000 Kernel 1: 0.023000 Kernel 2: 101.769997 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.007611 0.868421 fi:0.269656. Ave ac:0.012288,0.016580 Initialization: 6.414000 Memcpy Classifiers: 0.352000 Memcpy Instances: 10.014000 Kernel 1: 0.023000 Kernel 2: 101.622002 Copyback: 0.016000 Sum: 0.035000 It 18,Best ac:0.005074 0.916667 fi:0.234477. Ave ac:0.010358,0.015214 Initialization: 6.360000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.780000 Kernel 1: 0.025000 Kernel 2: 96.863998 Copyback: 0.018000 Sum: 0.041000 It 19,Best ac:0.006917 0.857143 fi:0.281559. Ave ac:0.008731,0.007922 Initialization: 6.499000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.783000 Kernel 1: 0.024000 Kernel 2: 93.267998 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.005764 0.862069 fi:0.281128. Ave ac:0.008242,0.010338 Initialization: 6.394000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 93.482002 Copyback: 0.370000 Sum: 0.031000 It 21,Best ac:0.008764 0.926829 fi:0.213467. Ave ac:0.009452,0.011228 Initialization: 6.448000 Memcpy Classifiers: 0.287000 Memcpy Instances: 8.782000 Kernel 1: 0.023000 Kernel 2: 95.122002 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.005535 0.923077 fi:0.225688. Ave ac:0.008131,0.007084 Initialization: 6.962000 Memcpy Classifiers: 0.396000 Memcpy Instances: 9.187000 Kernel 1: 0.024000 Kernel 2: 90.031998 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.005074 0.758621 fi:0.388855. Ave ac:0.006785,0.007780 Initialization: 6.453000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.304000 Kernel 1: 0.024000 Kernel 2: 90.234001 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.007841 0.790698 fi:0.346680. Ave ac:0.008856,0.009642 Initialization: 6.502000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 89.890999 Copyback: 0.018000 Sum: 0.036000 It 25,Best ac:0.004382 0.950000 fi:0.192557. Ave ac:0.011192,0.009008 Initialization: 6.426000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.807000 Kernel 1: 0.025000 Kernel 2: 90.638000 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.006226 0.794118 fi:0.347175. Ave ac:0.008232,0.009161 Initialization: 6.376000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.745000 Kernel 1: 0.024000 Kernel 2: 92.452003 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.004842 0.750000 fi:0.384002. Ave ac:0.007727,0.007077 Initialization: 6.366000 Memcpy Classifiers: 0.384000 Memcpy Instances: 8.761000 Kernel 1: 0.024000 Kernel 2: 86.785004 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.005304 0.884615 fi:0.273421. Ave ac:0.012096,0.013140 Initialization: 6.386000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.955000 Kernel 1: 0.023000 Kernel 2: 89.458000 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.004611 0.952381 fi:0.179879. Ave ac:0.009281,0.008129 Initialization: 6.365000 Memcpy Classifiers: 0.289000 Memcpy Instances: 8.723000 Kernel 1: 0.024000 Kernel 2: 84.653999 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.004613 0.909091 fi:0.234452. Ave ac:0.007695,0.006088 Initialization: 6.456000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.800000 Kernel 1: 0.025000 Kernel 2: 83.750000 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.005996 0.866667 fi:0.272637. Ave ac:0.008588,0.007392 Initialization: 6.419000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.870000 Kernel 1: 0.024000 Kernel 2: 82.948997 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.004382 1.000000 fi:0.140834. Ave ac:0.007065,0.005681 Initialization: 6.367000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.824000 Kernel 1: 0.024000 Kernel 2: 81.160004 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.005766 0.961538 fi:0.173686. Ave ac:0.007146,0.005290 Initialization: 24.356001 Memcpy Instances: 424.783997 Memcpy Classifiers: 0.063000 Kernel 1: 0.025000 Kernel 2: 461.112000 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 450.207001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 462.585999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 454.518005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 462.199005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 452.608002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 457.651001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 458.057007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 463.079987 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 459.957001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 457.781006 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 456.839996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 162.669998 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.093410 0.697356 fi:0.432520. Ave ac:0.008857,0.029598 Best acc 0.093410 0.697356 Rule:Att PSSM_-4_18 is [>-6.780278]|Att PSSM_0_12 is [<-4.076348]|Att PSSM_1_18 is [>-2.020661]|Att PSSM_2_14 is [-6.357732,8.603631]|Att PSSM_2_15 is [<-1.799755]|1 Accuracy : 0.749925 0 1 160120 3960 54717 15841 Removed 1991 instances. 214837 Instances left. Acc of rule 0.052544-0.711085 Initialization: 6.429000 Memcpy Classifiers: 0.546000 Memcpy Instances: 9.125000 Kernel 1: 0.024000 Kernel 2: 105.811996 Copyback: 0.017000 Sum: 0.051000 Initial population average accuracy1:0.005526 accuracy2:0.241880 Initialization: 6.390000 Memcpy Classifiers: 1.581000 Memcpy Instances: 8.922000 Kernel 1: 0.023000 Kernel 2: 115.862999 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.005584 0.558140 fi:0.541322. Ave ac:0.011863,0.017188 Initialization: 6.384000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.678000 Kernel 1: 0.024000 Kernel 2: 118.841003 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.005587 0.750000 fi:0.349460. Ave ac:0.014005,0.016468 Initialization: 6.556000 Memcpy Classifiers: 0.456000 Memcpy Instances: 9.108000 Kernel 1: 0.023000 Kernel 2: 113.535004 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.004655 0.714286 fi:0.385546. Ave ac:0.012371,0.012539 Initialization: 6.451000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.739000 Kernel 1: 0.024000 Kernel 2: 108.771004 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.004887 0.724138 fi:0.375603. Ave ac:0.010939,0.013007 Initialization: 6.854000 Memcpy Classifiers: 0.401000 Memcpy Instances: 8.685000 Kernel 1: 0.024000 Kernel 2: 104.836998 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.004653 0.689655 fi:0.410178. Ave ac:0.011118,0.014573 Initialization: 6.935000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.654000 Kernel 1: 0.023000 Kernel 2: 106.407997 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.006516 0.756757 fi:0.342331. Ave ac:0.012130,0.014425 Initialization: 6.272000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.643000 Kernel 1: 0.024000 Kernel 2: 99.450996 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.004190 0.818182 fi:0.291233. Ave ac:0.014559,0.018716 Initialization: 6.471000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.645000 Kernel 1: 0.023000 Kernel 2: 97.654999 Copyback: 0.018000 Sum: 0.034000 It 7,Best ac:0.006982 0.731707 fi:0.367195. Ave ac:0.013449,0.016277 Initialization: 6.372000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.612000 Kernel 1: 0.023000 Kernel 2: 95.440002 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.004423 0.791667 fi:0.308258. Ave ac:0.014926,0.018586 Initialization: 6.342000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.737000 Kernel 1: 0.023000 Kernel 2: 98.705002 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003724 0.888889 fi:0.319480. Ave ac:0.012552,0.017640 Iteration 10:MDL fitness activated Error 0.319480 TL 0.017595 MDL Theory Length Weight: 6.0524374371 (4) Initialization: 6.353000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.663000 Kernel 1: 0.024000 Kernel 2: 100.248001 Copyback: 0.018000 Sum: 0.032000 It 10,Best ac:0.004887 0.807692 fi:0.443427. Ave ac:0.010908,0.014023 Initialization: 6.296000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.665000 Kernel 1: 0.024000 Kernel 2: 94.530998 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.004888 0.840000 fi:0.389283. Ave ac:0.012411,0.019181 Initialization: 6.457000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.153000 Kernel 1: 0.023000 Kernel 2: 91.467003 Copyback: 0.016000 Sum: 0.063000 It 12,Best ac:0.006051 0.838710 fi:0.398965. Ave ac:0.012254,0.017290 Initialization: 6.352000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.133000 Kernel 1: 0.023000 Kernel 2: 87.463997 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.005121 0.846154 fi:0.390008. Ave ac:0.014888,0.028476 Initialization: 6.330000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.695000 Kernel 1: 0.024000 Kernel 2: 88.324997 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.004655 0.909091 fi:0.317102. Ave ac:0.011635,0.017343 Initialization: 6.352000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.644000 Kernel 1: 0.028000 Kernel 2: 88.584999 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.008843 0.863636 fi:0.330795. Ave ac:0.007790,0.011426 Initialization: 6.339000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.736000 Kernel 1: 0.024000 Kernel 2: 87.816002 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.006283 0.818182 fi:0.419398. Ave ac:0.007484,0.009751 Initialization: 6.320000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.663000 Kernel 1: 0.094000 Kernel 2: 84.346001 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.004189 0.900000 fi:0.379623. Ave ac:0.009442,0.011107 Initialization: 6.878000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.676000 Kernel 1: 0.025000 Kernel 2: 86.355003 Copyback: 0.017000 Sum: 0.025000 It 18,Best ac:0.005585 0.888889 fi:0.323639. Ave ac:0.009670,0.011368 Initialization: 6.420000 Memcpy Classifiers: 0.476000 Memcpy Instances: 8.641000 Kernel 1: 0.028000 Kernel 2: 80.311996 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.004887 0.840000 fi:0.371930. Ave ac:0.011539,0.016189 Initialization: 6.337000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.886000 Kernel 1: 0.030000 Kernel 2: 79.461998 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.004654 0.833333 fi:0.420789. Ave ac:0.013143,0.016947 Initialization: 6.328000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.694000 Kernel 1: 0.023000 Kernel 2: 79.466003 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.006750 0.878788 fi:0.333275. Ave ac:0.015141,0.019291 Initialization: 6.540000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.743000 Kernel 1: 0.024000 Kernel 2: 78.730003 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.004887 0.954545 fi:0.258263. Ave ac:0.012754,0.017507 Initialization: 6.296000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.692000 Kernel 1: 0.024000 Kernel 2: 79.852997 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.004887 0.875000 fi:0.345299. Ave ac:0.012255,0.018978 Initialization: 6.501000 Memcpy Classifiers: 0.290000 Memcpy Instances: 8.713000 Kernel 1: 0.024000 Kernel 2: 78.906998 Copyback: 0.018000 Sum: 0.022000 It 24,Best ac:0.006516 0.800000 fi:0.373006. Ave ac:0.015037,0.027145 Initialization: 6.373000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.664000 Kernel 1: 0.023000 Kernel 2: 79.167999 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.005120 0.880000 fi:0.349192. Ave ac:0.015448,0.025675 Initialization: 6.396000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.660000 Kernel 1: 0.024000 Kernel 2: 75.211998 Copyback: 0.022000 Sum: 0.024000 It 26,Best ac:0.004654 0.869565 fi:0.355304. Ave ac:0.014945,0.021072 Initialization: 6.391000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.710000 Kernel 1: 0.024000 Kernel 2: 74.502998 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.004421 0.826087 fi:0.350366. Ave ac:0.011597,0.013914 Initialization: 6.345000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.688000 Kernel 1: 0.024000 Kernel 2: 75.755997 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.008380 0.837209 fi:0.368128. Ave ac:0.012069,0.014296 Initialization: 6.334000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.207000 Kernel 1: 0.023000 Kernel 2: 76.789001 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.004888 0.807692 fi:0.404760. Ave ac:0.008905,0.010189 Initialization: 6.400000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.638000 Kernel 1: 0.025000 Kernel 2: 78.484001 Copyback: 0.018000 Sum: 0.027000 It 30,Best ac:0.008845 0.844444 fi:0.332922. Ave ac:0.009338,0.012029 Initialization: 6.327000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.115000 Kernel 1: 0.023000 Kernel 2: 77.556000 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.006282 0.900000 fi:0.322624. Ave ac:0.010234,0.015702 MDL Theory Length Weight: 5.4471936934 (10) Initialization: 6.454000 Memcpy Classifiers: 0.286000 Memcpy Instances: 8.695000 Kernel 1: 0.026000 Kernel 2: 82.773003 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.006051 0.928571 fi:0.259218. Ave ac:0.009854,0.010798 Initialization: 6.421000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.640000 Kernel 1: 0.024000 Kernel 2: 81.128998 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.006518 0.823529 fi:0.358640. Ave ac:0.009764,0.010181 Initialization: 25.219000 Memcpy Instances: 422.971008 Memcpy Classifiers: 0.060000 Kernel 1: 0.028000 Kernel 2: 455.315002 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 457.112000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 460.066010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 477.604004 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 463.829987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 460.177002 Copyback: 0.022000 Sum: 0.006000 Memcpy Classifiers: 0.053000 Kernel 1: 0.022000 Kernel 2: 463.825012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 457.346985 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 458.390015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 457.247009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 451.200012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 439.309998 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004515 0.741024 fi:0.460626. Ave ac:0.007277,0.023825 Best acc 0.004515 0.741024 Initialization: 6.603000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.642000 Kernel 1: 0.026000 Kernel 2: 104.558998 Copyback: 0.019000 Sum: 0.051000 Initial population average accuracy1:0.005345 accuracy2:0.251633 Initialization: 6.345000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.654000 Kernel 1: 0.023000 Kernel 2: 109.245003 Copyback: 0.016000 Sum: 0.035000 It 0,Best ac:0.009539 0.561644 fi:0.536239. Ave ac:0.010313,0.013867 Initialization: 6.349000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.150000 Kernel 1: 0.024000 Kernel 2: 111.678001 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.007914 0.641509 fi:0.457021. Ave ac:0.013805,0.019800 Initialization: 6.384000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.642000 Kernel 1: 0.024000 Kernel 2: 107.983002 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.033054 0.591667 fi:0.501570. Ave ac:0.013968,0.016025 Initialization: 6.263000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.119000 Kernel 1: 0.024000 Kernel 2: 105.640999 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.004422 0.703704 fi:0.396223. Ave ac:0.013088,0.013829 Initialization: 6.448000 Memcpy Classifiers: 0.420000 Memcpy Instances: 8.678000 Kernel 1: 0.024000 Kernel 2: 101.976997 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004654 0.800000 fi:0.299832. Ave ac:0.014983,0.016096 Initialization: 6.276000 Memcpy Classifiers: 0.407000 Memcpy Instances: 8.722000 Kernel 1: 0.024000 Kernel 2: 100.764999 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.006749 0.805556 fi:0.293442. Ave ac:0.016653,0.018763 Initialization: 6.384000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.699000 Kernel 1: 0.024000 Kernel 2: 98.484001 Copyback: 0.016000 Sum: 0.032000 It 6,Best ac:0.006052 0.866667 fi:0.232607. Ave ac:0.013928,0.015763 Initialization: 6.378000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.661000 Kernel 1: 0.025000 Kernel 2: 96.297997 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.005120 0.880000 fi:0.219648. Ave ac:0.014816,0.015834 Initialization: 6.387000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.700000 Kernel 1: 0.024000 Kernel 2: 97.094002 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004654 0.800000 fi:0.299833. Ave ac:0.013621,0.016117 Initialization: 6.336000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.215000 Kernel 1: 0.023000 Kernel 2: 96.014999 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.005353 0.766667 fi:0.332886. Ave ac:0.011971,0.013405 Iteration 10:MDL fitness activated Error 0.332886 TL 0.040719 MDL Theory Length Weight: 2.7250891654 (3) Initialization: 6.389000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.684000 Kernel 1: 0.025000 Kernel 2: 96.070000 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.008611 0.770833 fi:0.426327. Ave ac:0.010838,0.011138 Initialization: 6.496000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.652000 Kernel 1: 0.025000 Kernel 2: 93.074997 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.007216 0.861111 fi:0.325872. Ave ac:0.011410,0.010516 Initialization: 6.435000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.709000 Kernel 1: 0.024000 Kernel 2: 93.209999 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.008378 0.765957 fi:0.394439. Ave ac:0.011306,0.012479 Initialization: 6.364000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.654000 Kernel 1: 0.025000 Kernel 2: 90.221001 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.004653 0.869565 fi:0.325507. Ave ac:0.011099,0.010072 Initialization: 6.302000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.678000 Kernel 1: 0.024000 Kernel 2: 91.408997 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.006518 0.777778 fi:0.418347. Ave ac:0.009534,0.010293 Initialization: 6.408000 Memcpy Classifiers: 0.384000 Memcpy Instances: 8.730000 Kernel 1: 0.024000 Kernel 2: 86.869003 Copyback: 0.016000 Sum: 0.032000 It 15,Best ac:0.004655 0.952381 fi:0.219249. Ave ac:0.010451,0.011605 Initialization: 6.459000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.705000 Kernel 1: 0.024000 Kernel 2: 87.459999 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.008845 0.883721 fi:0.281249. Ave ac:0.011215,0.011759 Initialization: 6.340000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.690000 Kernel 1: 0.023000 Kernel 2: 85.939003 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.006515 0.875000 fi:0.306480. Ave ac:0.011034,0.011526 Initialization: 6.402000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.120000 Kernel 1: 0.023000 Kernel 2: 87.819000 Copyback: 0.016000 Sum: 0.033000 It 18,Best ac:0.006283 0.843750 fi:0.341705. Ave ac:0.009465,0.008704 Initialization: 6.376000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.689000 Kernel 1: 0.024000 Kernel 2: 84.933998 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.005121 0.846154 fi:0.298681. Ave ac:0.008269,0.009398 Initialization: 6.207000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.702000 Kernel 1: 0.026000 Kernel 2: 85.100998 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.006983 0.789474 fi:0.347157. Ave ac:0.011324,0.011788 Initialization: 6.343000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.791000 Kernel 1: 0.024000 Kernel 2: 83.536003 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.004421 0.826087 fi:0.343755. Ave ac:0.009941,0.011512 Initialization: 6.382000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.652000 Kernel 1: 0.025000 Kernel 2: 82.634003 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.004189 0.900000 fi:0.271388. Ave ac:0.009729,0.008685 Initialization: 6.436000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.654000 Kernel 1: 0.024000 Kernel 2: 81.827003 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.006516 0.848485 fi:0.332575. Ave ac:0.009105,0.009487 Initialization: 6.799000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.698000 Kernel 1: 0.024000 Kernel 2: 80.623001 Copyback: 0.017000 Sum: 0.038000 It 24,Best ac:0.005353 0.920000 fi:0.254127. Ave ac:0.010777,0.008659 MDL Theory Length Weight: 2.4525802489 (10) Initialization: 6.386000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.448000 Kernel 1: 0.023000 Kernel 2: 78.510002 Copyback: 0.017000 Sum: 0.036000 It 25,Best ac:0.003957 0.894737 fi:0.322303. Ave ac:0.008279,0.008263 Initialization: 6.409000 Memcpy Classifiers: 0.326000 Memcpy Instances: 8.648000 Kernel 1: 0.025000 Kernel 2: 79.445999 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.004422 0.863636 fi:0.293121. Ave ac:0.010163,0.009004 Initialization: 6.351000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.165000 Kernel 1: 0.025000 Kernel 2: 78.918999 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.006982 0.833333 fi:0.322702. Ave ac:0.008491,0.008058 Initialization: 6.472000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.674000 Kernel 1: 0.025000 Kernel 2: 77.000999 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.004423 0.863636 fi:0.313935. Ave ac:0.010177,0.008236 Initialization: 6.461000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.965000 Kernel 1: 0.024000 Kernel 2: 78.066002 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.006282 0.870968 fi:0.288568. Ave ac:0.010022,0.008970 Initialization: 7.503000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.706000 Kernel 1: 0.024000 Kernel 2: 78.820000 Copyback: 0.016000 Sum: 0.032000 It 30,Best ac:0.004423 0.950000 fi:0.216531. Ave ac:0.008622,0.007655 Initialization: 6.369000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.666000 Kernel 1: 0.025000 Kernel 2: 78.305000 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.004887 0.913043 fi:0.261973. Ave ac:0.009248,0.007951 Initialization: 6.896000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.701000 Kernel 1: 0.023000 Kernel 2: 79.780998 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.005353 0.851852 fi:0.302951. Ave ac:0.009144,0.008231 Initialization: 6.445000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.421000 Kernel 1: 0.024000 Kernel 2: 77.386002 Copyback: 0.017000 Sum: 0.038000 It 33,Best ac:0.004655 0.833333 fi:0.317425. Ave ac:0.008380,0.007236 Initialization: 24.653000 Memcpy Instances: 426.201996 Memcpy Classifiers: 0.064000 Kernel 1: 0.027000 Kernel 2: 456.096008 Copyback: 0.015000 Sum: 0.010000 Memcpy Classifiers: 0.057000 Kernel 1: 0.015000 Kernel 2: 444.398987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 429.972992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.028000 Kernel 2: 448.548004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 444.941010 Copyback: 0.368000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 458.841003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 453.230011 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 439.934998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 445.015991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.015000 Kernel 2: 450.061005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 448.582001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 431.414001 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.008118 0.708943 fi:0.446637. Ave ac:0.008957,0.029093 Best acc 0.008118 0.708943 Rule:Att PSSM_-3_7 is [<-0.026287]|Att PSSM_-2_3 is [<6.863636]|Att PSSM_-1_7 is [<-1.001672]|Att PSSM_-1_15 is [-6.123815,4.040958]|Att PSSM_0_5 is [0.067407,6.893706]|Att PSSM_0_12 is [<-2.136800]|Att PSSM_1_10 is [-2.404613,6.404613]|1 Accuracy : 0.752615 0 1 159781 4299 53747 16811 Removed 1309 instances. 213528 Instances left. Acc of rule 0.004515-0.741024 Initialization: 6.206000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.634000 Kernel 1: 0.026000 Kernel 2: 103.724998 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.005635 accuracy2:0.256129 Initialization: 6.287000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.713000 Kernel 1: 0.024000 Kernel 2: 109.470001 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.010302 0.543210 fi:0.554319. Ave ac:0.009812,0.013778 Initialization: 6.390000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.796000 Kernel 1: 0.024000 Kernel 2: 109.617996 Copyback: 0.017000 Sum: 0.038000 It 1,Best ac:0.006089 0.634146 fi:0.465085. Ave ac:0.012319,0.012049 Initialization: 6.281000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.595000 Kernel 1: 0.025000 Kernel 2: 113.142998 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.005619 0.827586 fi:0.271834. Ave ac:0.013106,0.014722 Initialization: 6.863000 Memcpy Classifiers: 0.535000 Memcpy Instances: 8.593000 Kernel 1: 0.024000 Kernel 2: 107.457001 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.005151 0.814815 fi:0.284795. Ave ac:0.012305,0.013891 Initialization: 6.318000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.593000 Kernel 1: 0.024000 Kernel 2: 106.549004 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.004917 0.777778 fi:0.321927. Ave ac:0.011637,0.012974 Initialization: 6.271000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.676000 Kernel 1: 0.024000 Kernel 2: 99.629997 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003981 1.000000 fi:0.144025. Ave ac:0.010424,0.009427 Initialization: 6.285000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.731000 Kernel 1: 0.024000 Kernel 2: 102.410004 Copyback: 0.016000 Sum: 0.033000 It 6,Best ac:0.007258 0.837838 fi:0.260921. Ave ac:0.009578,0.008730 Initialization: 6.386000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.107000 Kernel 1: 0.024000 Kernel 2: 101.146004 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.007258 0.837838 fi:0.260921. Ave ac:0.011292,0.010075 Initialization: 6.291000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.752000 Kernel 1: 0.024000 Kernel 2: 103.884003 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004683 0.833333 fi:0.266466. Ave ac:0.011202,0.011059 Initialization: 6.467000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.685000 Kernel 1: 0.024000 Kernel 2: 101.550003 Copyback: 0.019000 Sum: 0.033000 It 9,Best ac:0.005855 0.833333 fi:0.265993. Ave ac:0.008876,0.007659 Iteration 10:MDL fitness activated Error 0.265993 TL 0.045385 MDL Theory Length Weight: 1.9536038581 (5) Initialization: 6.265000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.630000 Kernel 1: 0.025000 Kernel 2: 100.163002 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.005621 0.827586 fi:0.371637. Ave ac:0.008867,0.007798 Initialization: 6.276000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.667000 Kernel 1: 0.024000 Kernel 2: 103.098000 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.006557 0.800000 fi:0.363787. Ave ac:0.009241,0.007986 Initialization: 6.277000 Memcpy Classifiers: 0.359000 Memcpy Instances: 9.910000 Kernel 1: 0.023000 Kernel 2: 104.108002 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.004214 0.900000 fi:0.263784. Ave ac:0.009542,0.009708 Initialization: 6.442000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.597000 Kernel 1: 0.025000 Kernel 2: 99.494003 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.009600 0.759259 fi:0.379918. Ave ac:0.009491,0.011382 Initialization: 6.347000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.687000 Kernel 1: 0.025000 Kernel 2: 96.585999 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.004214 0.857143 fi:0.289784. Ave ac:0.010010,0.008584 Initialization: 6.331000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.582000 Kernel 1: 0.024000 Kernel 2: 95.555000 Copyback: 0.371000 Sum: 0.031000 It 15,Best ac:0.005151 0.880000 fi:0.278537. Ave ac:0.008620,0.007500 Initialization: 6.392000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.610000 Kernel 1: 0.025000 Kernel 2: 94.297997 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004450 0.826087 fi:0.331259. Ave ac:0.009185,0.009307 Initialization: 6.346000 Memcpy Classifiers: 0.405000 Memcpy Instances: 8.609000 Kernel 1: 0.025000 Kernel 2: 92.771004 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.004449 0.950000 fi:0.196582. Ave ac:0.009776,0.010890 Initialization: 6.378000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.841000 Kernel 1: 0.024000 Kernel 2: 90.777000 Copyback: 0.018000 Sum: 0.034000 It 18,Best ac:0.004917 0.807692 fi:0.337778. Ave ac:0.008002,0.008269 Initialization: 6.373000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.641000 Kernel 1: 0.026000 Kernel 2: 87.445999 Copyback: 0.017000 Sum: 0.037000 It 19,Best ac:0.007026 0.789474 fi:0.348466. Ave ac:0.007833,0.009785 Initialization: 6.324000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.641000 Kernel 1: 0.024000 Kernel 2: 91.848999 Copyback: 0.024000 Sum: 0.780000 It 20,Best ac:0.004449 0.826087 fi:0.329455. Ave ac:0.008661,0.007286 Initialization: 6.870000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.828000 Kernel 1: 0.023000 Kernel 2: 91.835999 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.004450 0.791667 fi:0.342888. Ave ac:0.008815,0.009267 Initialization: 6.290000 Memcpy Classifiers: 0.393000 Memcpy Instances: 9.594000 Kernel 1: 0.023000 Kernel 2: 90.169998 Copyback: 0.019000 Sum: 0.034000 It 22,Best ac:0.004214 0.857143 fi:0.288390. Ave ac:0.008979,0.008814 Initialization: 7.009000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.601000 Kernel 1: 0.023000 Kernel 2: 88.431999 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.008195 0.813953 fi:0.334681. Ave ac:0.008828,0.008764 Initialization: 6.346000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.654000 Kernel 1: 0.024000 Kernel 2: 89.551003 Copyback: 0.023000 Sum: 0.039000 It 24,Best ac:0.005151 0.814815 fi:0.330745. Ave ac:0.009522,0.009977 Initialization: 6.804000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.962000 Kernel 1: 0.024000 Kernel 2: 87.384003 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.004917 0.875000 fi:0.285203. Ave ac:0.008675,0.007940 Initialization: 6.964000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.932000 Kernel 1: 0.024000 Kernel 2: 85.718002 Copyback: 0.017000 Sum: 0.039000 It 26,Best ac:0.007258 0.815789 fi:0.331959. Ave ac:0.008678,0.008415 MDL Theory Length Weight: 1.7582434723 (10) Initialization: 6.344000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.591000 Kernel 1: 0.025000 Kernel 2: 86.273003 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.005151 0.846154 fi:0.297416. Ave ac:0.008032,0.005885 Initialization: 6.377000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.673000 Kernel 1: 0.024000 Kernel 2: 85.799004 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.004215 0.818182 fi:0.323807. Ave ac:0.006333,0.006093 Initialization: 8.111000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.658000 Kernel 1: 0.024000 Kernel 2: 86.591003 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.005151 0.880000 fi:0.264797. Ave ac:0.006783,0.005599 Initialization: 6.499000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.412000 Kernel 1: 0.024000 Kernel 2: 85.292000 Copyback: 0.017000 Sum: 0.037000 It 30,Best ac:0.005386 0.884615 fi:0.252879. Ave ac:0.004732,0.003907 Initialization: 6.344000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.584000 Kernel 1: 0.024000 Kernel 2: 85.967003 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.004450 0.863636 fi:0.284043. Ave ac:0.008859,0.007734 Initialization: 6.302000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.621000 Kernel 1: 0.024000 Kernel 2: 89.137001 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.005619 0.857143 fi:0.290730. Ave ac:0.007725,0.005465 Initialization: 6.681000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.637000 Kernel 1: 0.023000 Kernel 2: 87.529999 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.005152 0.814815 fi:0.317651. Ave ac:0.006188,0.004598 Initialization: 25.209999 Memcpy Instances: 422.615997 Memcpy Classifiers: 0.068000 Kernel 1: 0.024000 Kernel 2: 480.707001 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 495.020996 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 486.333008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 498.489990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 497.264008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 498.877014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.105000 Kernel 1: 0.014000 Kernel 2: 492.852997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 502.070007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 504.131989 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 481.764008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 482.989014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.015000 Kernel 2: 294.710999 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004295 0.711957 fi:0.425978. Ave ac:0.007149,0.023272 Best acc 0.004295 0.711957 Initialization: 6.863000 Memcpy Classifiers: 0.525000 Memcpy Instances: 8.811000 Kernel 1: 0.026000 Kernel 2: 104.096001 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.006311 accuracy2:0.239398 Initialization: 6.344000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.778000 Kernel 1: 0.024000 Kernel 2: 110.358002 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.014286 0.508333 fi:0.587587. Ave ac:0.012557,0.016699 Initialization: 6.366000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.769000 Kernel 1: 0.024000 Kernel 2: 114.295998 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.009131 0.534247 fi:0.563755. Ave ac:0.017816,0.019890 Initialization: 6.408000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.078000 Kernel 1: 0.024000 Kernel 2: 111.132004 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.007260 0.645833 fi:0.452925. Ave ac:0.018117,0.019807 Initialization: 6.287000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.616000 Kernel 1: 0.024000 Kernel 2: 109.573997 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.007728 0.750000 fi:0.348569. Ave ac:0.017093,0.017177 Initialization: 6.918000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.669000 Kernel 1: 0.024000 Kernel 2: 109.031998 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.010302 0.758621 fi:0.338908. Ave ac:0.014479,0.013981 Initialization: 6.378000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.567000 Kernel 1: 0.024000 Kernel 2: 106.899002 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.003747 0.888889 fi:0.305488. Ave ac:0.014028,0.012953 Initialization: 6.266000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.750000 Kernel 1: 0.024000 Kernel 2: 101.913002 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.004918 0.777778 fi:0.321927. Ave ac:0.010865,0.009548 Initialization: 6.276000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.674000 Kernel 1: 0.195000 Kernel 2: 100.870003 Copyback: 0.018000 Sum: 0.033000 It 7,Best ac:0.004684 0.909091 fi:0.190708. Ave ac:0.010538,0.010150 Initialization: 6.386000 Memcpy Classifiers: 0.429000 Memcpy Instances: 8.623000 Kernel 1: 0.025000 Kernel 2: 101.351997 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.004683 0.909091 fi:0.190708. Ave ac:0.010747,0.010700 Initialization: 6.252000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.699000 Kernel 1: 0.024000 Kernel 2: 98.217003 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.004215 0.857143 fi:0.242845. Ave ac:0.009889,0.008927 Iteration 10:MDL fitness activated Error 0.242845 TL 0.028142 MDL Theory Length Weight: 2.8764074547 (3) Initialization: 6.311000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.640000 Kernel 1: 0.025000 Kernel 2: 99.640999 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.006088 0.928571 fi:0.296105. Ave ac:0.009551,0.010116 Initialization: 6.437000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.608000 Kernel 1: 0.024000 Kernel 2: 98.275002 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.005853 0.833333 fi:0.373996. Ave ac:0.008058,0.009497 Initialization: 6.849000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.603000 Kernel 1: 0.025000 Kernel 2: 98.903000 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.007024 0.882353 fi:0.345612. Ave ac:0.010899,0.010049 Initialization: 6.527000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.635000 Kernel 1: 0.025000 Kernel 2: 99.416000 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.004214 0.900000 fi:0.306853. Ave ac:0.009573,0.008647 Initialization: 6.318000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.647000 Kernel 1: 0.024000 Kernel 2: 95.985001 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.005855 0.925926 fi:0.284882. Ave ac:0.009674,0.008181 Initialization: 6.316000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.616000 Kernel 1: 0.024000 Kernel 2: 95.251999 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.004215 0.857143 fi:0.317165. Ave ac:0.008682,0.008143 Initialization: 6.837000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.682000 Kernel 1: 0.025000 Kernel 2: 95.988998 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.014751 0.828947 fi:0.347212. Ave ac:0.008521,0.007807 Initialization: 6.394000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.601000 Kernel 1: 0.024000 Kernel 2: 93.674004 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.007494 0.969697 fi:0.241593. Ave ac:0.007973,0.006387 Initialization: 6.650000 Memcpy Classifiers: 0.413000 Memcpy Instances: 8.599000 Kernel 1: 0.025000 Kernel 2: 94.816002 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.006322 0.900000 fi:0.282538. Ave ac:0.008207,0.006277 Initialization: 6.317000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.680000 Kernel 1: 0.024000 Kernel 2: 95.919998 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.006556 0.903226 fi:0.295267. Ave ac:0.007839,0.005195 Initialization: 6.263000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.633000 Kernel 1: 0.025000 Kernel 2: 93.602997 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.004215 0.818182 fi:0.392159. Ave ac:0.005919,0.004285 Initialization: 6.375000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.652000 Kernel 1: 0.024000 Kernel 2: 92.518997 Copyback: 0.017000 Sum: 0.041000 It 21,Best ac:0.004449 0.950000 fi:0.239340. Ave ac:0.006711,0.004852 Initialization: 6.420000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.057000 Kernel 1: 0.024000 Kernel 2: 90.834000 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.009600 0.891304 fi:0.299541. Ave ac:0.006487,0.004529 Initialization: 6.330000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 91.055000 Copyback: 0.017000 Sum: 0.037000 It 23,Best ac:0.004917 0.913043 fi:0.306595. Ave ac:0.006081,0.004931 Initialization: 6.309000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.690000 Kernel 1: 0.024000 Kernel 2: 92.085999 Copyback: 0.017000 Sum: 0.037000 It 24,Best ac:0.006556 0.933333 fi:0.258397. Ave ac:0.008182,0.005851 Initialization: 6.354000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.651000 Kernel 1: 0.025000 Kernel 2: 91.474998 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.004683 0.952381 fi:0.268145. Ave ac:0.006546,0.004605 Initialization: 6.291000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.719000 Kernel 1: 0.024000 Kernel 2: 89.655998 Copyback: 0.017000 Sum: 0.041000 It 26,Best ac:0.004917 0.875000 fi:0.317242. Ave ac:0.006604,0.004023 Initialization: 6.318000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.645000 Kernel 1: 0.024000 Kernel 2: 89.379997 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.006322 0.900000 fi:0.292646. Ave ac:0.006287,0.003932 Initialization: 6.286000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.729000 Kernel 1: 0.023000 Kernel 2: 88.319000 Copyback: 0.016000 Sum: 0.041000 It 28,Best ac:0.004449 0.863636 fi:0.338547. Ave ac:0.005717,0.004248 Initialization: 6.300000 Memcpy Classifiers: 0.410000 Memcpy Instances: 9.138000 Kernel 1: 0.024000 Kernel 2: 89.683998 Copyback: 0.371000 Sum: 0.033000 It 29,Best ac:0.004683 0.909091 fi:0.291415. Ave ac:0.006530,0.004821 Initialization: 6.358000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.835000 Kernel 1: 0.024000 Kernel 2: 88.154999 Copyback: 0.018000 Sum: 0.039000 It 30,Best ac:0.004450 0.863636 fi:0.316724. Ave ac:0.007170,0.004429 MDL Theory Length Weight: 2.5887667092 (10) Initialization: 6.311000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.196000 Kernel 1: 0.023000 Kernel 2: 91.625000 Copyback: 0.017000 Sum: 0.036000 It 31,Best ac:0.006322 0.870968 fi:0.299471. Ave ac:0.007463,0.004871 Initialization: 6.304000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.822000 Kernel 1: 0.025000 Kernel 2: 87.394997 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.003981 0.944444 fi:0.301015. Ave ac:0.007058,0.004466 Initialization: 6.980000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.616000 Kernel 1: 0.025000 Kernel 2: 87.841003 Copyback: 0.017000 Sum: 0.065000 It 33,Best ac:0.004917 0.875000 fi:0.333358. Ave ac:0.005766,0.003847 Initialization: 25.709000 Memcpy Instances: 431.174011 Memcpy Classifiers: 0.070000 Kernel 1: 0.023000 Kernel 2: 493.507996 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 490.100006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.017000 Kernel 2: 502.390015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 495.789001 Copyback: 0.019000 Sum: 0.007000 Memcpy Classifiers: 0.070000 Kernel 1: 0.021000 Kernel 2: 495.407990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 499.532990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 503.127991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 510.717987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 492.558990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 488.057007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 501.013000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 280.093994 Copyback: 0.368000 Sum: 0.001000 It 34,Best ac:0.005863 0.739079 fi:0.431545. Ave ac:0.007463,0.023574 Best acc 0.005863 0.739079 Rule:Att PSSM_-2_3 is [<8.713185]|Att PSSM_-2_12 is [<-2.926152]|Att PSSM_-1_3 is [<-0.468391]|Att PSSM_-1_7 is [-6.705855,-0.414324]|Att PSSM_0_7 is [-5.982261,-2.017739]|Att PSSM_0_12 is [<-2.185540]|Att PSSM_1_5 is [-3.466051,7.959405]|Att PSSM_1_7 is [<-1.366912]|Att PSSM_3_6 is [<-0.619058]|1 Accuracy : 0.756067 0 1 159339 4741 52495 18063 Removed 1694 instances. 211834 Instances left. Acc of rule 0.005863-0.739079 Initialization: 6.301000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.539000 Kernel 1: 0.025000 Kernel 2: 101.919998 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.006191 accuracy2:0.237681 Initialization: 6.745000 Memcpy Classifiers: 0.554000 Memcpy Instances: 8.592000 Kernel 1: 0.024000 Kernel 2: 105.846001 Copyback: 0.017000 Sum: 0.056000 It 0,Best ac:0.005192 0.511628 fi:0.587932. Ave ac:0.011824,0.018603 Initialization: 6.288000 Memcpy Classifiers: 0.483000 Memcpy Instances: 8.512000 Kernel 1: 0.025000 Kernel 2: 108.373001 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.008497 0.600000 fi:0.498204. Ave ac:0.015454,0.020206 Initialization: 6.303000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.559000 Kernel 1: 0.024000 Kernel 2: 104.517998 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.004249 0.620690 fi:0.479258. Ave ac:0.014803,0.020103 Initialization: 6.309000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.508000 Kernel 1: 0.025000 Kernel 2: 105.684998 Copyback: 0.018000 Sum: 0.032000 It 3,Best ac:0.004958 0.617647 fi:0.482008. Ave ac:0.012450,0.013678 Initialization: 6.890000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.433000 Kernel 1: 0.023000 Kernel 2: 105.672997 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.007790 0.717391 fi:0.381104. Ave ac:0.011145,0.011158 Initialization: 6.276000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.111000 Kernel 1: 0.024000 Kernel 2: 105.094002 Copyback: 0.017000 Sum: 0.037000 It 5,Best ac:0.008497 0.679245 fi:0.418959. Ave ac:0.011631,0.012793 Initialization: 6.327000 Memcpy Classifiers: 0.384000 Memcpy Instances: 8.593000 Kernel 1: 0.024000 Kernel 2: 101.246002 Copyback: 0.016000 Sum: 0.035000 It 6,Best ac:0.004720 0.800000 fi:0.299754. Ave ac:0.012228,0.012465 Initialization: 6.310000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.558000 Kernel 1: 0.024000 Kernel 2: 98.286003 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.006136 0.722222 fi:0.376951. Ave ac:0.010831,0.011358 Initialization: 6.258000 Memcpy Classifiers: 1.373000 Memcpy Instances: 9.100000 Kernel 1: 0.023000 Kernel 2: 96.578003 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.006138 0.722222 fi:0.376951. Ave ac:0.010735,0.012344 Initialization: 6.283000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.550000 Kernel 1: 0.024000 Kernel 2: 97.320999 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.005428 0.696970 fi:0.402494. Ave ac:0.011117,0.011477 Iteration 10:MDL fitness activated Error 0.402494 TL 0.025631 MDL Theory Length Weight: 5.2345597527 (4) Initialization: 6.719000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.533000 Kernel 1: 0.024000 Kernel 2: 101.504997 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.008733 0.672727 fi:0.496693. Ave ac:0.012087,0.011319 Initialization: 6.258000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.564000 Kernel 1: 0.024000 Kernel 2: 97.512001 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.010859 0.696970 fi:0.471579. Ave ac:0.011698,0.013660 Initialization: 6.349000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.555000 Kernel 1: 0.024000 Kernel 2: 96.535004 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.010385 0.830189 fi:0.403788. Ave ac:0.012483,0.014438 Initialization: 6.320000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.548000 Kernel 1: 0.024000 Kernel 2: 93.903999 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.008261 0.744681 fi:0.450630. Ave ac:0.014821,0.015900 Initialization: 6.270000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.514000 Kernel 1: 0.025000 Kernel 2: 89.501999 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.007790 0.825000 fi:0.389693. Ave ac:0.013968,0.018742 Initialization: 6.258000 Memcpy Classifiers: 0.317000 Memcpy Instances: 9.325000 Kernel 1: 0.023000 Kernel 2: 90.613998 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.004249 0.947368 fi:0.255846. Ave ac:0.016713,0.020347 Initialization: 6.265000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.846000 Kernel 1: 0.024000 Kernel 2: 91.578003 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.004012 0.772727 fi:0.449189. Ave ac:0.010295,0.010577 Initialization: 6.247000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.634000 Kernel 1: 0.024000 Kernel 2: 91.461998 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.005192 0.846154 fi:0.344288. Ave ac:0.012926,0.012439 Initialization: 6.289000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.548000 Kernel 1: 0.025000 Kernel 2: 90.021004 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.004485 0.760000 fi:0.430733. Ave ac:0.011215,0.011942 Initialization: 6.302000 Memcpy Classifiers: 0.412000 Memcpy Instances: 9.011000 Kernel 1: 0.024000 Kernel 2: 87.681000 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.005900 0.892857 fi:0.276152. Ave ac:0.014555,0.014863 Initialization: 6.317000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.551000 Kernel 1: 0.022000 Kernel 2: 87.333000 Copyback: 0.017000 Sum: 0.026000 It 20,Best ac:0.008025 0.755556 fi:0.408718. Ave ac:0.013747,0.013907 Initialization: 6.333000 Memcpy Classifiers: 0.280000 Memcpy Instances: 8.535000 Kernel 1: 0.025000 Kernel 2: 87.790001 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.004958 0.954545 fi:0.235994. Ave ac:0.016387,0.016921 Initialization: 6.303000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.547000 Kernel 1: 0.024000 Kernel 2: 88.511002 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.005428 0.766667 fi:0.430268. Ave ac:0.011505,0.011812 Initialization: 6.319000 Memcpy Classifiers: 0.330000 Memcpy Instances: 8.516000 Kernel 1: 0.025000 Kernel 2: 88.366997 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.005664 0.774194 fi:0.394912. Ave ac:0.013494,0.014380 Initialization: 6.260000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.594000 Kernel 1: 0.027000 Kernel 2: 87.586998 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.005192 0.785714 fi:0.404728. Ave ac:0.015048,0.017496 Initialization: 6.336000 Memcpy Classifiers: 0.249000 Memcpy Instances: 8.868000 Kernel 1: 0.024000 Kernel 2: 85.469002 Copyback: 0.017000 Sum: 0.039000 It 25,Best ac:0.004485 0.863636 fi:0.289097. Ave ac:0.013271,0.020283 Initialization: 6.398000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.530000 Kernel 1: 0.024000 Kernel 2: 85.625000 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.003305 0.933333 fi:0.395925. Ave ac:0.013420,0.015722 Initialization: 6.288000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.521000 Kernel 1: 0.025000 Kernel 2: 86.963997 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003540 1.000000 fi:0.322331. Ave ac:0.012370,0.013927 Initialization: 6.378000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.542000 Kernel 1: 0.024000 Kernel 2: 85.898003 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.005900 0.862069 fi:0.289848. Ave ac:0.012042,0.015379 Initialization: 6.460000 Memcpy Classifiers: 0.249000 Memcpy Instances: 8.511000 Kernel 1: 0.026000 Kernel 2: 87.894997 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.004720 0.869565 fi:0.303061. Ave ac:0.010811,0.017845 Initialization: 6.287000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.664000 Kernel 1: 0.024000 Kernel 2: 83.995003 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.004249 0.900000 fi:0.272531. Ave ac:0.009657,0.015639 MDL Theory Length Weight: 4.7111037774 (10) Initialization: 6.252000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.523000 Kernel 1: 0.023000 Kernel 2: 84.088997 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.004013 0.809524 fi:0.367047. Ave ac:0.008675,0.012721 Initialization: 6.351000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.524000 Kernel 1: 0.024000 Kernel 2: 85.337997 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.004012 0.809524 fi:0.407063. Ave ac:0.011734,0.020946 Initialization: 6.292000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.517000 Kernel 1: 0.024000 Kernel 2: 84.552002 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.004956 0.807692 fi:0.340914. Ave ac:0.011418,0.017300 Initialization: 25.413000 Memcpy Instances: 423.256012 Memcpy Classifiers: 0.052000 Kernel 1: 0.023000 Kernel 2: 493.946014 Copyback: 0.368000 Sum: 0.014000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 504.242004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 487.787994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 480.006012 Copyback: 0.021000 Sum: 0.007000 Memcpy Classifiers: 0.052000 Kernel 1: 0.021000 Kernel 2: 465.942993 Copyback: 0.049000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 473.108002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 477.433014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 470.839996 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 475.720001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 479.306000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 464.523987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 203.365997 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004376 0.655587 fi:0.490174. Ave ac:0.010446,0.035866 Best acc 0.004376 0.655587 Initialization: 6.323000 Memcpy Classifiers: 0.525000 Memcpy Instances: 8.556000 Kernel 1: 0.023000 Kernel 2: 102.877998 Copyback: 0.017000 Sum: 0.052000 Initial population average accuracy1:0.005715 accuracy2:0.235011 Initialization: 6.281000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.574000 Kernel 1: 0.024000 Kernel 2: 109.278000 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.004485 0.593750 fi:0.506101. Ave ac:0.011879,0.015893 Initialization: 6.267000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.577000 Kernel 1: 0.024000 Kernel 2: 111.845001 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.004721 0.625000 fi:0.474752. Ave ac:0.014345,0.016923 Initialization: 6.867000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.518000 Kernel 1: 0.029000 Kernel 2: 111.559998 Copyback: 0.018000 Sum: 0.037000 It 2,Best ac:0.011804 0.666667 fi:0.430182. Ave ac:0.015239,0.017382 Initialization: 6.259000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.597000 Kernel 1: 0.024000 Kernel 2: 108.112000 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.004484 0.791667 fi:0.308184. Ave ac:0.015093,0.015715 Initialization: 6.255000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.578000 Kernel 1: 0.023000 Kernel 2: 104.580002 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.004956 0.807692 fi:0.291965. Ave ac:0.013345,0.014426 Initialization: 6.268000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.531000 Kernel 1: 0.024000 Kernel 2: 102.880997 Copyback: 0.372000 Sum: 0.033000 It 5,Best ac:0.006136 0.812500 fi:0.286673. Ave ac:0.012757,0.013613 Initialization: 6.253000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.517000 Kernel 1: 0.024000 Kernel 2: 100.845001 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.007080 0.857143 fi:0.241643. Ave ac:0.011549,0.013203 Initialization: 6.501000 Memcpy Classifiers: 0.403000 Memcpy Instances: 8.658000 Kernel 1: 0.024000 Kernel 2: 100.010002 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.004249 0.782609 fi:0.317339. Ave ac:0.011587,0.011134 Initialization: 6.575000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.567000 Kernel 1: 0.023000 Kernel 2: 102.240997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.004248 0.947368 fi:0.152579. Ave ac:0.011623,0.013566 Initialization: 6.358000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.956000 Kernel 1: 0.024000 Kernel 2: 102.904999 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.004720 0.869565 fi:0.230189. Ave ac:0.009995,0.011371 Iteration 10:MDL fitness activated Error 0.230189 TL 0.026876 MDL Theory Length Weight: 2.8549766825 (2) Initialization: 6.376000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.716000 Kernel 1: 0.023000 Kernel 2: 102.946999 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.008733 0.725490 fi:0.445575. Ave ac:0.009772,0.011112 Initialization: 6.496000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.519000 Kernel 1: 0.025000 Kernel 2: 99.916000 Copyback: 0.017000 Sum: 0.039000 It 11,Best ac:0.004012 0.850000 fi:0.390530. Ave ac:0.010838,0.011190 Initialization: 6.849000 Memcpy Classifiers: 0.381000 Memcpy Instances: 10.150000 Kernel 1: 0.022000 Kernel 2: 99.889000 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.004720 0.909091 fi:0.253406. Ave ac:0.010308,0.010653 Initialization: 6.323000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.749000 Kernel 1: 0.024000 Kernel 2: 96.172997 Copyback: 0.024000 Sum: 0.041000 It 13,Best ac:0.004485 0.826087 fi:0.364299. Ave ac:0.010803,0.011355 Initialization: 6.600000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.537000 Kernel 1: 0.023000 Kernel 2: 93.473999 Copyback: 0.018000 Sum: 0.034000 It 14,Best ac:0.004721 0.909091 fi:0.282251. Ave ac:0.010504,0.011554 Initialization: 6.603000 Memcpy Classifiers: 0.439000 Memcpy Instances: 10.171000 Kernel 1: 0.024000 Kernel 2: 93.529999 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.006608 0.823529 fi:0.343867. Ave ac:0.010421,0.011412 Initialization: 6.999000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.779000 Kernel 1: 0.024000 Kernel 2: 92.002998 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.006136 0.866667 fi:0.310727. Ave ac:0.009321,0.009166 Initialization: 6.381000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.539000 Kernel 1: 0.023000 Kernel 2: 93.713997 Copyback: 0.021000 Sum: 0.033000 It 17,Best ac:0.004956 0.875000 fi:0.293074. Ave ac:0.008040,0.007971 Initialization: 6.329000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.613000 Kernel 1: 0.023000 Kernel 2: 92.829002 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.004956 0.913043 fi:0.257302. Ave ac:0.010042,0.010879 Initialization: 6.811000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.663000 Kernel 1: 0.024000 Kernel 2: 93.824997 Copyback: 0.017000 Sum: 0.038000 It 19,Best ac:0.005192 0.846154 fi:0.327413. Ave ac:0.009920,0.009581 Initialization: 6.382000 Memcpy Classifiers: 1.121000 Memcpy Instances: 8.522000 Kernel 1: 0.023000 Kernel 2: 93.188004 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.006375 0.818182 fi:0.343977. Ave ac:0.007951,0.007114 Initialization: 6.303000 Memcpy Classifiers: 0.387000 Memcpy Instances: 9.262000 Kernel 1: 0.024000 Kernel 2: 90.782997 Copyback: 0.017000 Sum: 0.039000 It 21,Best ac:0.006375 0.818182 fi:0.343896. Ave ac:0.007467,0.006382 MDL Theory Length Weight: 2.5694790142 (10) Initialization: 6.428000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.033000 Kernel 1: 0.022000 Kernel 2: 92.655998 Copyback: 0.018000 Sum: 0.035000 It 22,Best ac:0.005664 0.827586 fi:0.339447. Ave ac:0.008499,0.007074 Initialization: 8.339000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.113000 Kernel 1: 0.022000 Kernel 2: 84.346001 Copyback: 0.017000 Sum: 0.037000 It 23,Best ac:0.005192 0.814815 fi:0.351220. Ave ac:0.008138,0.008714 Initialization: 6.333000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.516000 Kernel 1: 0.023000 Kernel 2: 86.774002 Copyback: 0.020000 Sum: 0.037000 It 24,Best ac:0.004248 0.900000 fi:0.255537. Ave ac:0.007932,0.007252 Initialization: 6.398000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.583000 Kernel 1: 0.023000 Kernel 2: 85.116997 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.004248 0.900000 fi:0.268387. Ave ac:0.009668,0.010132 Initialization: 6.339000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.542000 Kernel 1: 0.025000 Kernel 2: 84.331001 Copyback: 0.018000 Sum: 0.038000 It 26,Best ac:0.004248 0.947368 fi:0.222847. Ave ac:0.009654,0.007767 Initialization: 6.420000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.527000 Kernel 1: 0.024000 Kernel 2: 87.688004 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.006608 0.903226 fi:0.248518. Ave ac:0.008932,0.008670 Initialization: 6.737000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.545000 Kernel 1: 0.024000 Kernel 2: 82.736000 Copyback: 0.017000 Sum: 0.040000 It 28,Best ac:0.006136 0.764706 fi:0.401759. Ave ac:0.006912,0.006605 Initialization: 6.466000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.595000 Kernel 1: 0.024000 Kernel 2: 79.133003 Copyback: 0.023000 Sum: 0.037000 It 29,Best ac:0.004958 0.913043 fi:0.264429. Ave ac:0.007313,0.007232 Initialization: 6.337000 Memcpy Classifiers: 0.329000 Memcpy Instances: 8.546000 Kernel 1: 0.024000 Kernel 2: 80.529999 Copyback: 0.017000 Sum: 0.038000 It 30,Best ac:0.004721 0.833333 fi:0.320776. Ave ac:0.006363,0.006153 Initialization: 6.288000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.986000 Kernel 1: 0.022000 Kernel 2: 80.648003 Copyback: 0.016000 Sum: 0.035000 It 31,Best ac:0.008025 0.772727 fi:0.368882. Ave ac:0.007430,0.007617 Initialization: 6.328000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.550000 Kernel 1: 0.024000 Kernel 2: 79.109001 Copyback: 0.017000 Sum: 0.038000 It 32,Best ac:0.006136 0.838710 fi:0.321890. Ave ac:0.008140,0.008449 Initialization: 6.305000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.548000 Kernel 1: 0.023000 Kernel 2: 78.162003 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.005192 0.916667 fi:0.242174. Ave ac:0.007518,0.006514 Initialization: 25.704000 Memcpy Instances: 422.941986 Memcpy Classifiers: 0.068000 Kernel 1: 0.027000 Kernel 2: 456.833008 Copyback: 0.014000 Sum: 0.014000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 449.716003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 458.550995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 460.514008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 450.940002 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.067000 Kernel 1: 0.020000 Kernel 2: 468.782990 Copyback: 0.367000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 443.552002 Copyback: 0.022000 Sum: 0.006000 Memcpy Classifiers: 0.068000 Kernel 1: 0.023000 Kernel 2: 457.483002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 448.395996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 459.734985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 437.596985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 198.186996 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004702 0.713467 fi:0.440652. Ave ac:0.007840,0.025347 Best acc 0.004702 0.713467 Rule:Att PSSM_-1_5 is [>-3.799573]|Att PSSM_0_7 is [<-3.787573]|Att PSSM_0_8 is [-5.691984,5.389717]|Att PSSM_1_12 is [<-1.456991]|Att PSSM_2_6 is [<-1.172494]|Att PSSM_2_15 is [<2.166696]|Att PSSM_4_6 is [<-0.222922]|Att PSSM_4_18 is [<6.224465]|1 Accuracy : 0.758607 0 1 158939 5141 51499 19059 Removed 1396 instances. 210438 Instances left. Acc of rule 0.004702-0.713467 Initialization: 6.306000 Memcpy Classifiers: 0.572000 Memcpy Instances: 8.465000 Kernel 1: 0.025000 Kernel 2: 100.396004 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005627 accuracy2:0.245458 Initialization: 6.245000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.498000 Kernel 1: 0.024000 Kernel 2: 107.975998 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.011879 0.625000 fi:0.471754. Ave ac:0.011530,0.016628 Initialization: 6.346000 Memcpy Classifiers: 0.652000 Memcpy Instances: 10.835000 Kernel 1: 0.024000 Kernel 2: 109.527000 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.013780 0.537037 fi:0.558928. Ave ac:0.011929,0.015320 Initialization: 6.277000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.500000 Kernel 1: 0.023000 Kernel 2: 105.405998 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.007128 0.714286 fi:0.384443. Ave ac:0.013463,0.015137 Initialization: 6.269000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.480000 Kernel 1: 0.023000 Kernel 2: 106.912003 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.006416 0.692308 fi:0.406717. Ave ac:0.011547,0.012907 Initialization: 7.262000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.517000 Kernel 1: 0.023000 Kernel 2: 109.628998 Copyback: 0.017000 Sum: 0.026000 It 4,Best ac:0.004753 0.689655 fi:0.410061. Ave ac:0.012599,0.011094 Initialization: 6.312000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.555000 Kernel 1: 0.027000 Kernel 2: 109.521004 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.004278 0.720000 fi:0.379914. Ave ac:0.011921,0.010407 Initialization: 6.409000 Memcpy Classifiers: 0.755000 Memcpy Instances: 8.583000 Kernel 1: 0.023000 Kernel 2: 108.359001 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.004515 0.826087 fi:0.273726. Ave ac:0.010485,0.008241 Initialization: 6.351000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.449000 Kernel 1: 0.024000 Kernel 2: 113.452003 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.006415 0.710526 fi:0.388499. Ave ac:0.010201,0.007957 Initialization: 6.232000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.518000 Kernel 1: 0.024000 Kernel 2: 109.431000 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.004514 0.760000 fi:0.339815. Ave ac:0.009279,0.007582 Initialization: 7.239000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.554000 Kernel 1: 0.023000 Kernel 2: 107.396004 Copyback: 0.017000 Sum: 0.039000 It 9,Best ac:0.005227 0.785714 fi:0.313805. Ave ac:0.008629,0.006878 Iteration 10:MDL fitness activated Error 0.313805 TL 0.039300 MDL Theory Length Weight: 2.6616334809 (4) Initialization: 6.338000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.577000 Kernel 1: 0.023000 Kernel 2: 101.810997 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.005702 0.827586 fi:0.379871. Ave ac:0.009450,0.007474 Initialization: 6.298000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.504000 Kernel 1: 0.023000 Kernel 2: 99.134003 Copyback: 0.017000 Sum: 0.039000 It 11,Best ac:0.006177 0.866667 fi:0.321668. Ave ac:0.007907,0.007329 Initialization: 6.258000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.544000 Kernel 1: 0.024000 Kernel 2: 93.739998 Copyback: 0.016000 Sum: 0.037000 It 12,Best ac:0.006415 0.870968 fi:0.318596. Ave ac:0.008982,0.007951 Initialization: 6.261000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.456000 Kernel 1: 0.044000 Kernel 2: 93.337997 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.004753 0.833333 fi:0.356011. Ave ac:0.009557,0.008614 Initialization: 6.283000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.465000 Kernel 1: 0.024000 Kernel 2: 93.386002 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.004277 0.900000 fi:0.301257. Ave ac:0.010346,0.008677 Initialization: 6.254000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.572000 Kernel 1: 0.024000 Kernel 2: 92.113998 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.004752 0.952381 fi:0.251709. Ave ac:0.008283,0.006663 Initialization: 6.317000 Memcpy Classifiers: 0.442000 Memcpy Instances: 9.337000 Kernel 1: 0.022000 Kernel 2: 95.136002 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.006415 0.750000 fi:0.440605. Ave ac:0.007174,0.006620 Initialization: 6.299000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.491000 Kernel 1: 0.024000 Kernel 2: 92.848000 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.006177 0.866667 fi:0.321964. Ave ac:0.009885,0.010072 Initialization: 6.429000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.506000 Kernel 1: 0.023000 Kernel 2: 90.347000 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.005228 0.880000 fi:0.299265. Ave ac:0.009382,0.008408 Initialization: 6.084000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.585000 Kernel 1: 0.024000 Kernel 2: 89.007004 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.004514 0.863636 fi:0.296662. Ave ac:0.008099,0.007043 Initialization: 6.248000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.553000 Kernel 1: 0.024000 Kernel 2: 87.663002 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.006415 0.964286 fi:0.220456. Ave ac:0.008559,0.006262 Initialization: 6.331000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.959000 Kernel 1: 0.023000 Kernel 2: 86.530998 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.006177 0.896552 fi:0.270447. Ave ac:0.007347,0.006804 Initialization: 6.254000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.085000 Kernel 1: 0.023000 Kernel 2: 87.415001 Copyback: 0.371000 Sum: 0.031000 It 22,Best ac:0.004989 0.807692 fi:0.384103. Ave ac:0.006717,0.005998 Initialization: 6.219000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.509000 Kernel 1: 0.024000 Kernel 2: 87.553001 Copyback: 0.016000 Sum: 0.037000 It 23,Best ac:0.004277 0.818182 fi:0.346441. Ave ac:0.006229,0.005498 Initialization: 6.684000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.490000 Kernel 1: 0.023000 Kernel 2: 87.884003 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.005227 0.785714 fi:0.378341. Ave ac:0.008157,0.006836 Initialization: 6.255000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.969000 Kernel 1: 0.023000 Kernel 2: 89.914001 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.004752 0.952381 fi:0.232921. Ave ac:0.009327,0.009179 Initialization: 6.204000 Memcpy Classifiers: 0.548000 Memcpy Instances: 9.026000 Kernel 1: 0.023000 Kernel 2: 88.388000 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.004989 0.954545 fi:0.214829. Ave ac:0.008073,0.007944 Initialization: 6.270000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.455000 Kernel 1: 0.024000 Kernel 2: 85.084999 Copyback: 0.017000 Sum: 0.039000 It 27,Best ac:0.006890 0.828571 fi:0.338161. Ave ac:0.007095,0.008183 Initialization: 6.120000 Memcpy Classifiers: 0.375000 Memcpy Instances: 8.489000 Kernel 1: 0.023000 Kernel 2: 91.129997 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.004989 0.875000 fi:0.302368. Ave ac:0.008897,0.006547 Initialization: 6.763000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.530000 Kernel 1: 0.022000 Kernel 2: 87.833000 Copyback: 0.020000 Sum: 0.032000 It 29,Best ac:0.005464 0.884615 fi:0.283302. Ave ac:0.007139,0.006987 Initialization: 6.400000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.550000 Kernel 1: 0.024000 Kernel 2: 88.403999 Copyback: 0.017000 Sum: 0.037000 It 30,Best ac:0.004752 0.869565 fi:0.315737. Ave ac:0.008729,0.006133 Initialization: 6.340000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.985000 Kernel 1: 0.023000 Kernel 2: 82.955002 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.004753 0.833333 fi:0.352398. Ave ac:0.006522,0.005640 Initialization: 6.885000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.760000 Kernel 1: 0.023000 Kernel 2: 83.667999 Copyback: 0.017000 Sum: 0.039000 It 32,Best ac:0.005227 0.758621 fi:0.407085. Ave ac:0.006447,0.005148 Initialization: 6.292000 Memcpy Classifiers: 0.560000 Memcpy Instances: 8.503000 Kernel 1: 0.023000 Kernel 2: 80.085999 Copyback: 0.017000 Sum: 0.038000 It 33,Best ac:0.003801 0.941176 fi:0.292902. Ave ac:0.006962,0.005389 Initialization: 25.941000 Memcpy Instances: 420.157013 Memcpy Classifiers: 0.073000 Kernel 1: 0.024000 Kernel 2: 477.364014 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 460.208008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 467.843994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 470.996002 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 486.786987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 473.584015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 476.550995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 466.579987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 469.872986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 469.112000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 474.165985 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 140.358002 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004115 0.698951 fi:0.469528. Ave ac:0.006577,0.020487 Best acc 0.004115 0.698951 Initialization: 6.863000 Memcpy Classifiers: 0.543000 Memcpy Instances: 8.543000 Kernel 1: 0.024000 Kernel 2: 102.827003 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.006143 accuracy2:0.243609 Initialization: 6.333000 Memcpy Classifiers: 0.557000 Memcpy Instances: 8.610000 Kernel 1: 0.023000 Kernel 2: 107.512001 Copyback: 0.017000 Sum: 0.061000 It 0,Best ac:0.005940 0.543478 fi:0.555744. Ave ac:0.012845,0.018483 Initialization: 6.344000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.470000 Kernel 1: 0.023000 Kernel 2: 109.544998 Copyback: 0.017000 Sum: 0.040000 It 1,Best ac:0.004514 0.633333 fi:0.466482. Ave ac:0.016645,0.021290 Initialization: 7.216000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.798000 Kernel 1: 0.023000 Kernel 2: 102.192001 Copyback: 0.018000 Sum: 0.035000 It 2,Best ac:0.003089 0.866667 fi:0.450167. Ave ac:0.014270,0.016829 Initialization: 6.464000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.514000 Kernel 1: 0.024000 Kernel 2: 102.518997 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.011167 0.594937 fi:0.502114. Ave ac:0.013488,0.015007 Initialization: 6.246000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.473000 Kernel 1: 0.024000 Kernel 2: 101.960999 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.004989 0.700000 fi:0.399618. Ave ac:0.011842,0.014862 Initialization: 6.254000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.461000 Kernel 1: 0.024000 Kernel 2: 102.858002 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004039 0.739130 fi:0.367498. Ave ac:0.012939,0.014527 Initialization: 6.269000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.469000 Kernel 1: 0.023000 Kernel 2: 102.843002 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005227 0.733333 fi:0.366185. Ave ac:0.010852,0.011757 Initialization: 7.214000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.459000 Kernel 1: 0.023000 Kernel 2: 102.161003 Copyback: 0.018000 Sum: 0.031000 It 7,Best ac:0.004514 0.760000 fi:0.339815. Ave ac:0.011157,0.010695 Initialization: 6.815000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.463000 Kernel 1: 0.023000 Kernel 2: 97.865997 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.011167 0.758065 fi:0.338986. Ave ac:0.011500,0.011745 Initialization: 6.229000 Memcpy Classifiers: 0.428000 Memcpy Instances: 8.467000 Kernel 1: 0.023000 Kernel 2: 96.708000 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.004277 0.782609 fi:0.317305. Ave ac:0.009715,0.009055 Iteration 10:MDL fitness activated Error 0.317305 TL 0.032110 MDL Theory Length Weight: 3.2939097525 (1) Initialization: 6.201000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.494000 Kernel 1: 0.023000 Kernel 2: 92.249001 Copyback: 0.017000 Sum: 0.037000 It 10,Best ac:0.006890 0.805556 fi:0.373525. Ave ac:0.009486,0.009413 Initialization: 6.227000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.954000 Kernel 1: 0.023000 Kernel 2: 91.157997 Copyback: 0.018000 Sum: 0.037000 It 11,Best ac:0.004514 0.760000 fi:0.408056. Ave ac:0.009935,0.010159 Initialization: 6.246000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.931000 Kernel 1: 0.022000 Kernel 2: 89.181999 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.004040 0.850000 fi:0.370381. Ave ac:0.011042,0.011510 Initialization: 6.429000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.523000 Kernel 1: 0.023000 Kernel 2: 87.550003 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.004515 0.826087 fi:0.374552. Ave ac:0.010516,0.010760 Initialization: 6.321000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.454000 Kernel 1: 0.023000 Kernel 2: 89.460999 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.004277 0.857143 fi:0.339563. Ave ac:0.009017,0.009659 Initialization: 6.278000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.564000 Kernel 1: 0.023000 Kernel 2: 90.549004 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.006177 0.812500 fi:0.373172. Ave ac:0.011402,0.009473 Initialization: 6.280000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.454000 Kernel 1: 0.024000 Kernel 2: 88.651001 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004752 0.769231 fi:0.394339. Ave ac:0.008720,0.008786 Initialization: 6.254000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.500000 Kernel 1: 0.023000 Kernel 2: 87.531998 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.004989 0.913043 fi:0.269612. Ave ac:0.009613,0.008877 Initialization: 6.283000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.508000 Kernel 1: 0.023000 Kernel 2: 86.779999 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.004752 0.909091 fi:0.273115. Ave ac:0.011040,0.010080 Initialization: 6.286000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.468000 Kernel 1: 0.024000 Kernel 2: 84.510002 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.004990 0.840000 fi:0.346845. Ave ac:0.008091,0.006980 Initialization: 6.292000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.489000 Kernel 1: 0.024000 Kernel 2: 85.839996 Copyback: 0.016000 Sum: 0.031000 It 20,Best ac:0.004752 0.800000 fi:0.383064. Ave ac:0.008852,0.008064 Initialization: 6.311000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.454000 Kernel 1: 0.024000 Kernel 2: 86.672997 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.004989 0.913043 fi:0.250082. Ave ac:0.011292,0.009589 Initialization: 6.371000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.477000 Kernel 1: 0.025000 Kernel 2: 87.210999 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.004277 0.857143 fi:0.324035. Ave ac:0.008822,0.008989 Initialization: 6.280000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.469000 Kernel 1: 0.024000 Kernel 2: 88.174004 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.007128 0.789474 fi:0.382585. Ave ac:0.011106,0.011453 Initialization: 6.284000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.451000 Kernel 1: 0.023000 Kernel 2: 89.263000 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.004039 0.894737 fi:0.312716. Ave ac:0.009023,0.006595 Initialization: 6.307000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.464000 Kernel 1: 0.024000 Kernel 2: 88.472000 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.005227 0.846154 fi:0.311609. Ave ac:0.008142,0.009902 Initialization: 6.419000 Memcpy Classifiers: 0.313000 Memcpy Instances: 8.479000 Kernel 1: 0.024000 Kernel 2: 95.361000 Copyback: 0.023000 Sum: 0.034000 It 26,Best ac:0.005702 0.857143 fi:0.317752. Ave ac:0.010637,0.009099 Initialization: 6.332000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.869000 Kernel 1: 0.022000 Kernel 2: 88.431000 Copyback: 0.018000 Sum: 0.030000 It 27,Best ac:0.005464 0.851852 fi:0.277053. Ave ac:0.009092,0.007849 Initialization: 6.402000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.495000 Kernel 1: 0.023000 Kernel 2: 85.824997 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.004990 0.807692 fi:0.342795. Ave ac:0.007631,0.008383 Initialization: 7.540000 Memcpy Classifiers: 0.267000 Memcpy Instances: 8.484000 Kernel 1: 0.023000 Kernel 2: 89.007004 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.004039 0.772727 fi:0.363386. Ave ac:0.007524,0.008106 Initialization: 6.341000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.490000 Kernel 1: 0.023000 Kernel 2: 86.649002 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.004514 0.904762 fi:0.257558. Ave ac:0.009180,0.010582 MDL Theory Length Weight: 2.9645187773 (10) Initialization: 6.289000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.454000 Kernel 1: 0.024000 Kernel 2: 82.552002 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.004040 0.809524 fi:0.362783. Ave ac:0.006661,0.006813 Initialization: 6.307000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.445000 Kernel 1: 0.024000 Kernel 2: 83.171997 Copyback: 0.018000 Sum: 0.026000 It 32,Best ac:0.004515 0.904762 fi:0.227081. Ave ac:0.009429,0.009403 Initialization: 6.267000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.497000 Kernel 1: 0.022000 Kernel 2: 81.098999 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.005940 0.862069 fi:0.298571. Ave ac:0.009556,0.014103 Initialization: 25.785999 Memcpy Instances: 416.970001 Memcpy Classifiers: 0.060000 Kernel 1: 0.026000 Kernel 2: 466.199005 Copyback: 0.367000 Sum: 0.016000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 480.816986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 461.092010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 474.877014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 471.920013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 473.527008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 470.154999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 476.730988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 482.976990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 462.907990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 476.946991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.042000 Kernel 1: 0.013000 Kernel 2: 139.481003 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004918 0.690921 fi:0.435262. Ave ac:0.011239,0.037021 Best acc 0.004918 0.690921 Rule:Att PSSM_-4_12 is [<-2.441162]|Att PSSM_-4_17 is [>-4.975065]|Att PSSM_-2_1 is [-2.328556,5.424604]|Att PSSM_0_11 is [-1.538943,5.538943]|Att PSSM_0_12 is [<-3.726930]|Att PSSM_1_4 is [-7.368210,1.814485]|Att PSSM_1_13 is [<6.185226]|Att PSSM_1_17 is [<7.437353]|Att PSSM_1_20 is [-3.160598,4.971409]|Att PSSM_4_7 is [-6.603640,-2.304215]|Att PSSM_4_17 is [<3.562914]|1 Accuracy : 0.760708 0 1 158566 5514 50633 19925 Removed 1239 instances. 209199 Instances left. Acc of rule 0.004115-0.698951 Initialization: 6.210000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.519000 Kernel 1: 0.026000 Kernel 2: 102.584000 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.005601 accuracy2:0.232066 Initialization: 6.233000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.407000 Kernel 1: 0.024000 Kernel 2: 110.503998 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.005019 0.617647 fi:0.481936. Ave ac:0.010363,0.013191 Initialization: 6.245000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.414000 Kernel 1: 0.023000 Kernel 2: 111.414001 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.006214 0.619048 fi:0.480033. Ave ac:0.012852,0.014828 Initialization: 6.341000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.433000 Kernel 1: 0.023000 Kernel 2: 107.806999 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.005019 0.617647 fi:0.481936. Ave ac:0.013201,0.015854 Initialization: 6.252000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.443000 Kernel 1: 0.023000 Kernel 2: 106.897003 Copyback: 0.371000 Sum: 0.035000 It 3,Best ac:0.003585 0.750000 fi:0.448502. Ave ac:0.011305,0.013763 Initialization: 6.292000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.448000 Kernel 1: 0.024000 Kernel 2: 109.862000 Copyback: 0.016000 Sum: 0.035000 It 4,Best ac:0.005257 0.785714 fi:0.313768. Ave ac:0.011394,0.012579 Initialization: 6.827000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.441000 Kernel 1: 0.023000 Kernel 2: 105.641998 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.005738 0.827586 fi:0.271693. Ave ac:0.010652,0.011906 Initialization: 6.818000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.470000 Kernel 1: 0.023000 Kernel 2: 103.231003 Copyback: 0.016000 Sum: 0.035000 It 6,Best ac:0.004781 0.800000 fi:0.299681. Ave ac:0.011250,0.013523 Initialization: 6.297000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.432000 Kernel 1: 0.024000 Kernel 2: 100.347000 Copyback: 0.018000 Sum: 0.034000 It 7,Best ac:0.004302 0.857143 fi:0.242739. Ave ac:0.010544,0.010266 Initialization: 6.268000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.403000 Kernel 1: 0.025000 Kernel 2: 102.420998 Copyback: 0.018000 Sum: 0.035000 It 8,Best ac:0.004779 0.833333 fi:0.266350. Ave ac:0.009001,0.011162 Initialization: 6.281000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.408000 Kernel 1: 0.023000 Kernel 2: 98.447998 Copyback: 0.016000 Sum: 0.032000 It 9,Best ac:0.004780 0.769231 fi:0.330452. Ave ac:0.008888,0.009521 Iteration 10:MDL fitness activated Error 0.330452 TL 0.032613 MDL Theory Length Weight: 3.3774715324 (3) Initialization: 6.235000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.445000 Kernel 1: 0.023000 Kernel 2: 97.503998 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.005736 0.888889 fi:0.297754. Ave ac:0.006677,0.007797 Initialization: 6.269000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.446000 Kernel 1: 0.023000 Kernel 2: 101.528999 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004780 0.769231 fi:0.413005. Ave ac:0.006789,0.006556 Initialization: 6.199000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.890000 Kernel 1: 0.022000 Kernel 2: 100.086998 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.004064 0.944444 fi:0.275974. Ave ac:0.007266,0.006830 Initialization: 6.206000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.472000 Kernel 1: 0.023000 Kernel 2: 99.094002 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.004780 0.769231 fi:0.419943. Ave ac:0.006021,0.006203 Initialization: 6.266000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.558000 Kernel 1: 0.023000 Kernel 2: 100.420998 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.003823 0.888889 fi:0.337371. Ave ac:0.008452,0.007111 Initialization: 6.231000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.417000 Kernel 1: 0.023000 Kernel 2: 100.643997 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.004780 0.800000 fi:0.389085. Ave ac:0.007690,0.006902 Initialization: 6.414000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.330000 Kernel 1: 0.021000 Kernel 2: 98.716003 Copyback: 0.017000 Sum: 0.037000 It 16,Best ac:0.004302 0.750000 fi:0.409072. Ave ac:0.007478,0.006152 Initialization: 6.779000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.471000 Kernel 1: 0.024000 Kernel 2: 99.446999 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.005975 0.862069 fi:0.331636. Ave ac:0.008317,0.007474 Initialization: 6.262000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.464000 Kernel 1: 0.022000 Kernel 2: 100.130997 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.004063 0.772727 fi:0.404981. Ave ac:0.006920,0.009788 Initialization: 6.143000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.446000 Kernel 1: 0.023000 Kernel 2: 100.973000 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.005496 0.741935 fi:0.431333. Ave ac:0.007159,0.007114 Initialization: 6.576000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.422000 Kernel 1: 0.023000 Kernel 2: 97.580002 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004063 0.894737 fi:0.273694. Ave ac:0.008656,0.006973 Initialization: 6.268000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.889000 Kernel 1: 0.023000 Kernel 2: 93.857002 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.004302 0.900000 fi:0.280195. Ave ac:0.006141,0.005835 Initialization: 6.100000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.396000 Kernel 1: 0.025000 Kernel 2: 93.651001 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.005019 0.840000 fi:0.346429. Ave ac:0.006088,0.005948 Initialization: 6.231000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.878000 Kernel 1: 0.023000 Kernel 2: 94.219002 Copyback: 0.024000 Sum: 0.041000 It 23,Best ac:0.005975 0.806452 fi:0.366171. Ave ac:0.007210,0.007316 Initialization: 6.161000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.449000 Kernel 1: 0.024000 Kernel 2: 90.369003 Copyback: 0.017000 Sum: 0.037000 It 24,Best ac:0.006692 0.800000 fi:0.367918. Ave ac:0.009635,0.010060 Initialization: 6.770000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.512000 Kernel 1: 0.024000 Kernel 2: 90.588997 Copyback: 0.017000 Sum: 0.036000 It 25,Best ac:0.005259 0.758621 fi:0.412799. Ave ac:0.008005,0.008796 Initialization: 6.157000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.488000 Kernel 1: 0.023000 Kernel 2: 88.417999 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.005258 0.846154 fi:0.315171. Ave ac:0.008182,0.010757 Initialization: 6.291000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.398000 Kernel 1: 0.024000 Kernel 2: 91.674004 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.004779 0.769231 fi:0.408811. Ave ac:0.009125,0.011140 Initialization: 6.236000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.435000 Kernel 1: 0.024000 Kernel 2: 90.385002 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.004780 0.869565 fi:0.302442. Ave ac:0.009259,0.012365 Initialization: 6.339000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.474000 Kernel 1: 0.023000 Kernel 2: 89.593002 Copyback: 0.018000 Sum: 0.032000 It 29,Best ac:0.004301 0.818182 fi:0.325971. Ave ac:0.008705,0.010174 MDL Theory Length Weight: 3.0397243792 (10) Initialization: 6.309000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.432000 Kernel 1: 0.023000 Kernel 2: 88.113998 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.005259 0.880000 fi:0.286884. Ave ac:0.011467,0.016260 Initialization: 6.271000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.880000 Kernel 1: 0.023000 Kernel 2: 90.670998 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.004542 0.863636 fi:0.312184. Ave ac:0.010968,0.012201 Initialization: 6.156000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.921000 Kernel 1: 0.022000 Kernel 2: 90.549004 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.004781 0.769231 fi:0.385663. Ave ac:0.010096,0.012547 Initialization: 6.184000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.477000 Kernel 1: 0.023000 Kernel 2: 90.707001 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.005259 0.814815 fi:0.343521. Ave ac:0.011139,0.014796 Initialization: 26.034000 Memcpy Instances: 417.684998 Memcpy Classifiers: 0.065000 Kernel 1: 0.025000 Kernel 2: 514.823975 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 519.382019 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 503.147003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 512.096985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 515.203979 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 500.837006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 501.149994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 527.013977 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.020000 Kernel 2: 506.105988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 512.320984 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 517.216003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 140.955002 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005038 0.671765 fi:0.486664. Ave ac:0.009063,0.029596 Best acc 0.005038 0.671765 Initialization: 6.275000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.562000 Kernel 1: 0.025000 Kernel 2: 102.599998 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005390 accuracy2:0.230856 Initialization: 6.234000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.495000 Kernel 1: 0.023000 Kernel 2: 103.519997 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.020554 0.472527 fi:0.620709. Ave ac:0.011054,0.017692 Initialization: 6.223000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.418000 Kernel 1: 0.024000 Kernel 2: 108.724998 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.008128 0.607143 fi:0.491131. Ave ac:0.015233,0.020981 Initialization: 6.275000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.422000 Kernel 1: 0.024000 Kernel 2: 110.359001 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.005738 0.648649 fi:0.450631. Ave ac:0.014429,0.019950 Initialization: 6.397000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.432000 Kernel 1: 0.023000 Kernel 2: 107.292000 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.012428 0.584270 fi:0.512201. Ave ac:0.013525,0.016391 Initialization: 6.259000 Memcpy Classifiers: 0.891000 Memcpy Instances: 9.246000 Kernel 1: 0.022000 Kernel 2: 104.834999 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.006455 0.658537 fi:0.440441. Ave ac:0.014044,0.013877 Initialization: 6.173000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.432000 Kernel 1: 0.024000 Kernel 2: 103.304001 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.008845 0.685185 fi:0.412788. Ave ac:0.012506,0.012218 Initialization: 6.190000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.433000 Kernel 1: 0.024000 Kernel 2: 97.649002 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.007648 0.653061 fi:0.445417. Ave ac:0.011712,0.011426 Initialization: 6.276000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.900000 Kernel 1: 0.023000 Kernel 2: 96.286003 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.006455 0.675000 fi:0.423978. Ave ac:0.011402,0.011720 Initialization: 6.205000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.571000 Kernel 1: 0.023000 Kernel 2: 90.425003 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.008602 0.765957 fi:0.332120. Ave ac:0.010674,0.010720 Initialization: 6.247000 Memcpy Classifiers: 0.406000 Memcpy Instances: 8.429000 Kernel 1: 0.024000 Kernel 2: 87.785004 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.003584 0.882353 fi:0.316149. Ave ac:0.009836,0.009849 Iteration 10:MDL fitness activated Error 0.316149 TL 0.032239 MDL Theory Length Weight: 3.2688279011 (1) Initialization: 6.217000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.879000 Kernel 1: 0.023000 Kernel 2: 85.582001 Copyback: 0.018000 Sum: 0.033000 It 10,Best ac:0.004303 0.818182 fi:0.352074. Ave ac:0.008456,0.010760 Initialization: 6.255000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.519000 Kernel 1: 0.023000 Kernel 2: 85.663002 Copyback: 0.018000 Sum: 0.030000 It 11,Best ac:0.006930 0.878788 fi:0.281598. Ave ac:0.010706,0.011994 Initialization: 6.811000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.512000 Kernel 1: 0.024000 Kernel 2: 84.719002 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.005735 0.705882 fi:0.441060. Ave ac:0.010097,0.014603 Initialization: 6.303000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.403000 Kernel 1: 0.024000 Kernel 2: 85.410004 Copyback: 0.016000 Sum: 0.030000 It 13,Best ac:0.004541 0.904762 fi:0.298677. Ave ac:0.009111,0.009684 Initialization: 6.265000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.411000 Kernel 1: 0.024000 Kernel 2: 87.162003 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.003824 0.888889 fi:0.325710. Ave ac:0.011716,0.017773 Initialization: 6.180000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.526000 Kernel 1: 0.024000 Kernel 2: 89.650002 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.012189 0.698630 fi:0.455720. Ave ac:0.010482,0.017993 Initialization: 6.245000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.542000 Kernel 1: 0.023000 Kernel 2: 87.956001 Copyback: 0.371000 Sum: 0.035000 It 16,Best ac:0.008124 0.809524 fi:0.364851. Ave ac:0.012658,0.016958 Initialization: 6.814000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.413000 Kernel 1: 0.024000 Kernel 2: 85.933998 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.004303 0.857143 fi:0.359158. Ave ac:0.010692,0.015457 Initialization: 6.312000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.472000 Kernel 1: 0.023000 Kernel 2: 86.426003 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.011711 0.680556 fi:0.459564. Ave ac:0.011647,0.018897 Initialization: 6.269000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.427000 Kernel 1: 0.024000 Kernel 2: 88.772003 Copyback: 0.016000 Sum: 0.026000 It 19,Best ac:0.007650 0.800000 fi:0.343700. Ave ac:0.015323,0.026550 Initialization: 6.745000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.481000 Kernel 1: 0.023000 Kernel 2: 85.470001 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.007409 0.738095 fi:0.421091. Ave ac:0.013985,0.022382 MDL Theory Length Weight: 2.9419451110 (10) Initialization: 6.179000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.452000 Kernel 1: 0.023000 Kernel 2: 86.237000 Copyback: 0.018000 Sum: 0.024000 It 21,Best ac:0.004302 0.900000 fi:0.251486. Ave ac:0.016185,0.029926 Initialization: 6.213000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.844000 Kernel 1: 0.023000 Kernel 2: 84.134003 Copyback: 0.020000 Sum: 0.022000 It 22,Best ac:0.004541 0.760000 fi:0.392882. Ave ac:0.015181,0.029308 Initialization: 6.267000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.393000 Kernel 1: 0.024000 Kernel 2: 86.370003 Copyback: 0.018000 Sum: 0.028000 It 23,Best ac:0.004302 0.818182 fi:0.361774. Ave ac:0.013911,0.024492 Initialization: 6.311000 Memcpy Classifiers: 0.281000 Memcpy Instances: 8.503000 Kernel 1: 0.023000 Kernel 2: 85.288002 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.004302 0.782609 fi:0.371941. Ave ac:0.012328,0.026121 Initialization: 6.282000 Memcpy Classifiers: 0.346000 Memcpy Instances: 8.428000 Kernel 1: 0.024000 Kernel 2: 88.612999 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.004063 0.809524 fi:0.342007. Ave ac:0.012714,0.018105 Initialization: 6.183000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.935000 Kernel 1: 0.022000 Kernel 2: 87.942001 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.004541 0.904762 fi:0.244096. Ave ac:0.011648,0.020297 Initialization: 6.688000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.564000 Kernel 1: 0.024000 Kernel 2: 91.228996 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.004303 0.750000 fi:0.427062. Ave ac:0.012258,0.022582 Initialization: 6.194000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.433000 Kernel 1: 0.023000 Kernel 2: 92.626999 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.005498 0.821429 fi:0.339637. Ave ac:0.012627,0.017643 Initialization: 6.328000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.455000 Kernel 1: 0.023000 Kernel 2: 89.500000 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.004062 0.944444 fi:0.234034. Ave ac:0.008639,0.014791 Initialization: 6.395000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.898000 Kernel 1: 0.022000 Kernel 2: 90.820999 Copyback: 0.016000 Sum: 0.026000 It 30,Best ac:0.003824 0.888889 fi:0.297284. Ave ac:0.009845,0.014421 Initialization: 6.055000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.542000 Kernel 1: 0.022000 Kernel 2: 91.365997 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.005258 0.785714 fi:0.372294. Ave ac:0.008335,0.012632 Initialization: 7.324000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.761000 Kernel 1: 0.022000 Kernel 2: 92.931000 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.005018 0.875000 fi:0.317873. Ave ac:0.008313,0.011054 Initialization: 6.177000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.443000 Kernel 1: 0.024000 Kernel 2: 90.989998 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.005259 0.785714 fi:0.369427. Ave ac:0.008463,0.010147 Initialization: 26.108999 Memcpy Instances: 416.731995 Memcpy Classifiers: 0.064000 Kernel 1: 0.026000 Kernel 2: 495.105011 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 498.632996 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.064000 Kernel 1: 0.017000 Kernel 2: 503.690002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 499.274994 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 487.635010 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 494.393005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 495.019012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 491.989990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 504.213989 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.107000 Kernel 1: 0.014000 Kernel 2: 492.838013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 508.626007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 145.470993 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004092 0.689766 fi:0.488700. Ave ac:0.008727,0.027829 Best acc 0.004092 0.689766 Rule:Att PSSM_-3_7 is [-6.107862,1.626577]|Att PSSM_-2_13 is [<3.705563]|Att PSSM_-1_3 is [<-0.816272]|Att PSSM_0_5 is [<3.259275]|Att PSSM_0_7 is [<-4.511847]|Att PSSM_0_12 is [-6.405311,-3.216165]|Att PSSM_1_20 is [>-3.643488]|Att PSSM_3_12 is [-5.326508,-0.505492]|Att PSSM_4_3 is [<6.828684]|Att PSSM_4_10 is [>-4.542319]|1 Accuracy : 0.762715 0 1 158181 5899 49777 20781 Removed 1241 instances. 207958 Instances left. Acc of rule 0.004092-0.689766 Initialization: 6.260000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.449000 Kernel 1: 0.025000 Kernel 2: 115.227997 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005680 accuracy2:0.239385 Initialization: 6.144000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.405000 Kernel 1: 0.023000 Kernel 2: 121.766998 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.012019 0.520833 fi:0.575753. Ave ac:0.011317,0.014177 Initialization: 6.165000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.375000 Kernel 1: 0.024000 Kernel 2: 118.999001 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.006250 0.604651 fi:0.494385. Ave ac:0.014480,0.018064 Initialization: 6.244000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.854000 Kernel 1: 0.023000 Kernel 2: 111.593002 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.005291 0.647059 fi:0.452384. Ave ac:0.016092,0.019784 Initialization: 6.221000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.320000 Kernel 1: 0.022000 Kernel 2: 120.611000 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.005048 0.656250 fi:0.443297. Ave ac:0.015147,0.019079 Initialization: 6.234000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.407000 Kernel 1: 0.023000 Kernel 2: 112.517998 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004570 0.760000 fi:0.339749. Ave ac:0.017721,0.018983 Initialization: 6.691000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.436000 Kernel 1: 0.023000 Kernel 2: 108.474998 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.004088 0.772727 fi:0.327226. Ave ac:0.017215,0.017565 Initialization: 6.202000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.401000 Kernel 1: 0.023000 Kernel 2: 107.828003 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.007935 0.717391 fi:0.380927. Ave ac:0.014516,0.015689 Initialization: 6.162000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.381000 Kernel 1: 0.023000 Kernel 2: 106.588997 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.005049 0.750000 fi:0.349547. Ave ac:0.012441,0.013039 Initialization: 6.267000 Memcpy Classifiers: 0.368000 Memcpy Instances: 8.536000 Kernel 1: 0.023000 Kernel 2: 104.713997 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.006973 0.783784 fi:0.314946. Ave ac:0.011839,0.011792 Initialization: 6.242000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.391000 Kernel 1: 0.023000 Kernel 2: 104.655998 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.004328 0.720000 fi:0.379853. Ave ac:0.011043,0.011537 Iteration 10:MDL fitness activated Error 0.379853 TL 0.025001 MDL Theory Length Weight: 5.0644517600 (2) Initialization: 6.249000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.822000 Kernel 1: 0.022000 Kernel 2: 104.932999 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.007213 0.750000 fi:0.459011. Ave ac:0.010481,0.010454 Initialization: 6.367000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.399000 Kernel 1: 0.022000 Kernel 2: 102.033997 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.013946 0.659091 fi:0.515866. Ave ac:0.012953,0.013790 Initialization: 6.181000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.496000 Kernel 1: 0.023000 Kernel 2: 101.769997 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.006252 0.764706 fi:0.431192. Ave ac:0.011792,0.011699 Initialization: 6.282000 Memcpy Classifiers: 0.333000 Memcpy Instances: 8.895000 Kernel 1: 0.022000 Kernel 2: 101.065002 Copyback: 0.018000 Sum: 0.039000 It 13,Best ac:0.005771 0.774194 fi:0.428255. Ave ac:0.011320,0.011792 Initialization: 6.269000 Memcpy Classifiers: 0.323000 Memcpy Instances: 10.092000 Kernel 1: 0.022000 Kernel 2: 111.181999 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.004087 0.653846 fi:0.530415. Ave ac:0.013713,0.016709 Initialization: 6.259000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.391000 Kernel 1: 0.023000 Kernel 2: 111.102997 Copyback: 0.016000 Sum: 0.030000 It 15,Best ac:0.005288 0.758621 fi:0.433103. Ave ac:0.013273,0.018455 Initialization: 6.298000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.346000 Kernel 1: 0.023000 Kernel 2: 94.531998 Copyback: 0.018000 Sum: 0.032000 It 16,Best ac:0.005530 0.766667 fi:0.389938. Ave ac:0.012964,0.018262 Initialization: 6.251000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.428000 Kernel 1: 0.023000 Kernel 2: 96.107002 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.003847 0.800000 fi:0.404553. Ave ac:0.014336,0.017818 Initialization: 6.334000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.350000 Kernel 1: 0.023000 Kernel 2: 92.800003 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.009137 0.844444 fi:0.338822. Ave ac:0.016986,0.020960 Initialization: 6.238000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.381000 Kernel 1: 0.023000 Kernel 2: 91.778999 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.006732 0.848485 fi:0.335981. Ave ac:0.017752,0.023630 Initialization: 6.266000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.390000 Kernel 1: 0.024000 Kernel 2: 91.522003 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.004328 0.818182 fi:0.374666. Ave ac:0.015134,0.018585 Initialization: 6.250000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.383000 Kernel 1: 0.023000 Kernel 2: 89.509003 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.006011 0.833333 fi:0.352649. Ave ac:0.015881,0.022347 Initialization: 6.250000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.435000 Kernel 1: 0.024000 Kernel 2: 89.537003 Copyback: 0.017000 Sum: 0.021000 It 22,Best ac:0.005771 0.705882 fi:0.473638. Ave ac:0.017308,0.029120 Initialization: 6.216000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.391000 Kernel 1: 0.023000 Kernel 2: 89.297997 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.007696 0.744186 fi:0.432124. Ave ac:0.020923,0.032178 Initialization: 6.238000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.381000 Kernel 1: 0.022000 Kernel 2: 85.170998 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.006492 0.729730 fi:0.456048. Ave ac:0.017914,0.026929 Initialization: 6.155000 Memcpy Classifiers: 0.320000 Memcpy Instances: 10.383000 Kernel 1: 0.023000 Kernel 2: 86.398003 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.007937 0.804878 fi:0.345283. Ave ac:0.017766,0.026276 Initialization: 6.190000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.541000 Kernel 1: 0.023000 Kernel 2: 83.674004 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.004088 0.739130 fi:0.406462. Ave ac:0.017892,0.032466 Initialization: 6.182000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.876000 Kernel 1: 0.023000 Kernel 2: 84.280998 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.004088 0.708333 fi:0.466570. Ave ac:0.016314,0.024517 Initialization: 6.225000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.438000 Kernel 1: 0.022000 Kernel 2: 83.457001 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.005049 0.807692 fi:0.374688. Ave ac:0.017752,0.030707 MDL Theory Length Weight: 4.5580065840 (10) Initialization: 6.213000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.400000 Kernel 1: 0.023000 Kernel 2: 100.012001 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003365 0.875000 fi:0.411367. Ave ac:0.020294,0.031946 Initialization: 6.175000 Memcpy Classifiers: 0.262000 Memcpy Instances: 8.379000 Kernel 1: 0.024000 Kernel 2: 94.300003 Copyback: 0.202000 Sum: 0.022000 It 30,Best ac:0.005048 0.750000 fi:0.408308. Ave ac:0.017936,0.029598 Initialization: 6.717000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.403000 Kernel 1: 0.023000 Kernel 2: 87.501999 Copyback: 0.020000 Sum: 0.023000 It 31,Best ac:0.005049 0.777778 fi:0.380530. Ave ac:0.015373,0.025589 Initialization: 7.921000 Memcpy Classifiers: 0.251000 Memcpy Instances: 8.695000 Kernel 1: 0.023000 Kernel 2: 100.176003 Copyback: 0.018000 Sum: 0.025000 It 32,Best ac:0.004087 0.708333 fi:0.477239. Ave ac:0.013361,0.024724 Initialization: 6.236000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.350000 Kernel 1: 0.024000 Kernel 2: 89.496002 Copyback: 0.018000 Sum: 0.024000 It 33,Best ac:0.005771 0.827586 fi:0.346331. Ave ac:0.018528,0.025056 Initialization: 27.122999 Memcpy Instances: 411.864014 Memcpy Classifiers: 0.061000 Kernel 1: 0.027000 Kernel 2: 502.888000 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 513.463013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 499.928986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 522.107971 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 514.047974 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 490.307007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 511.250000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 501.058014 Copyback: 0.022000 Sum: 0.006000 Memcpy Classifiers: 0.054000 Kernel 1: 0.021000 Kernel 2: 505.477997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 503.139008 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 480.528992 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004366 0.610215 fi:0.541159. Ave ac:0.014499,0.048592 Best acc 0.004366 0.610215 Initialization: 6.436000 Memcpy Classifiers: 0.578000 Memcpy Instances: 9.320000 Kernel 1: 0.028000 Kernel 2: 105.363998 Copyback: 0.018000 Sum: 0.051000 Initial population average accuracy1:0.005954 accuracy2:0.242043 Initialization: 6.262000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.345000 Kernel 1: 0.024000 Kernel 2: 107.723999 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.053859 0.458078 fi:0.635159. Ave ac:0.010446,0.013460 Initialization: 6.194000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.817000 Kernel 1: 0.023000 Kernel 2: 121.391998 Copyback: 0.018000 Sum: 0.030000 It 1,Best ac:0.005288 0.666667 fi:0.432778. Ave ac:0.016065,0.018540 Initialization: 6.278000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.364000 Kernel 1: 0.024000 Kernel 2: 112.920998 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.004568 0.791667 fi:0.308084. Ave ac:0.015476,0.019453 Initialization: 6.239000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.347000 Kernel 1: 0.023000 Kernel 2: 110.294998 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.005771 0.631579 fi:0.467659. Ave ac:0.015945,0.017260 Initialization: 6.164000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.586000 Kernel 1: 0.024000 Kernel 2: 107.524002 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.003847 0.727273 fi:0.402330. Ave ac:0.015547,0.017796 Initialization: 6.283000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.442000 Kernel 1: 0.022000 Kernel 2: 106.283997 Copyback: 0.016000 Sum: 0.030000 It 5,Best ac:0.005530 0.793103 fi:0.306239. Ave ac:0.015512,0.018690 Initialization: 6.724000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.352000 Kernel 1: 0.024000 Kernel 2: 103.745003 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.007454 0.738095 fi:0.360431. Ave ac:0.013029,0.016183 Initialization: 6.221000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.374000 Kernel 1: 0.023000 Kernel 2: 105.838997 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004809 0.909091 fi:0.190556. Ave ac:0.010289,0.013752 Initialization: 6.244000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.353000 Kernel 1: 0.025000 Kernel 2: 104.016998 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004088 0.772727 fi:0.327228. Ave ac:0.006647,0.008705 Initialization: 6.255000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.457000 Kernel 1: 0.022000 Kernel 2: 105.807999 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.004089 0.850000 fi:0.249953. Ave ac:0.006253,0.009221 Iteration 10:MDL fitness activated Error 0.249953 TL 0.030039 MDL Theory Length Weight: 2.7736758378 (3) Initialization: 6.213000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.526000 Kernel 1: 0.021000 Kernel 2: 110.982002 Copyback: 0.023000 Sum: 0.041000 It 10,Best ac:0.004089 0.708333 fi:0.443313. Ave ac:0.006370,0.008132 Initialization: 6.231000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.476000 Kernel 1: 0.022000 Kernel 2: 107.236000 Copyback: 0.016000 Sum: 0.035000 It 11,Best ac:0.004810 0.952381 fi:0.224035. Ave ac:0.006551,0.006628 Initialization: 6.706000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.542000 Kernel 1: 0.023000 Kernel 2: 100.915001 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.004328 0.857143 fi:0.309401. Ave ac:0.005934,0.006219 Initialization: 6.195000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.930000 Kernel 1: 0.023000 Kernel 2: 116.791000 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.005529 0.851852 fi:0.313832. Ave ac:0.005804,0.006287 Initialization: 6.266000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.376000 Kernel 1: 0.023000 Kernel 2: 111.237999 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.004567 0.826087 fi:0.354592. Ave ac:0.004848,0.006765 Initialization: 6.224000 Memcpy Classifiers: 0.344000 Memcpy Instances: 8.420000 Kernel 1: 0.024000 Kernel 2: 99.236000 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.004568 0.791667 fi:0.379529. Ave ac:0.005002,0.007416 Initialization: 6.199000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.463000 Kernel 1: 0.022000 Kernel 2: 111.314003 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.005288 0.814815 fi:0.331679. Ave ac:0.006930,0.010386 Initialization: 6.122000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.341000 Kernel 1: 0.025000 Kernel 2: 98.598000 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.005530 0.793103 fi:0.362271. Ave ac:0.005951,0.007647 Initialization: 6.197000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.817000 Kernel 1: 0.023000 Kernel 2: 105.561996 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.004327 0.947368 fi:0.195061. Ave ac:0.006228,0.008538 Initialization: 6.146000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.435000 Kernel 1: 0.023000 Kernel 2: 92.799004 Copyback: 0.018000 Sum: 0.036000 It 19,Best ac:0.004568 0.826087 fi:0.332163. Ave ac:0.004604,0.005525 Initialization: 6.312000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.350000 Kernel 1: 0.024000 Kernel 2: 92.592003 Copyback: 0.017000 Sum: 0.039000 It 20,Best ac:0.004568 0.826087 fi:0.316278. Ave ac:0.006109,0.010586 Initialization: 6.185000 Memcpy Classifiers: 0.307000 Memcpy Instances: 8.463000 Kernel 1: 0.024000 Kernel 2: 94.600998 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.006494 0.870968 fi:0.286255. Ave ac:0.007194,0.009028 Initialization: 6.157000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.411000 Kernel 1: 0.022000 Kernel 2: 94.171997 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.004088 0.772727 fi:0.381747. Ave ac:0.006296,0.007710 Initialization: 6.203000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.349000 Kernel 1: 0.025000 Kernel 2: 91.886002 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.004088 0.739130 fi:0.428821. Ave ac:0.006454,0.009876 Initialization: 6.707000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.738000 Kernel 1: 0.022000 Kernel 2: 89.209999 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.007213 0.833333 fi:0.307963. Ave ac:0.007456,0.010243 Initialization: 6.645000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.406000 Kernel 1: 0.023000 Kernel 2: 88.232002 Copyback: 0.018000 Sum: 0.039000 It 25,Best ac:0.004088 0.680000 fi:0.469194. Ave ac:0.005412,0.009241 Initialization: 6.231000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.750000 Kernel 1: 0.022000 Kernel 2: 93.931999 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.005769 0.774194 fi:0.371001. Ave ac:0.008671,0.010724 Initialization: 6.335000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.690000 Kernel 1: 0.022000 Kernel 2: 102.117996 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.004327 0.900000 fi:0.251546. Ave ac:0.006389,0.006421 MDL Theory Length Weight: 2.4963082540 (10) Initialization: 6.703000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.376000 Kernel 1: 0.023000 Kernel 2: 93.774002 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.004327 0.750000 fi:0.395011. Ave ac:0.006520,0.010811 Initialization: 6.245000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.362000 Kernel 1: 0.024000 Kernel 2: 100.036003 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.003846 0.695652 fi:0.482228. Ave ac:0.005956,0.009492 Initialization: 6.318000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.381000 Kernel 1: 0.024000 Kernel 2: 90.205002 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.004089 0.809524 fi:0.332112. Ave ac:0.007513,0.011396 Initialization: 6.208000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.882000 Kernel 1: 0.023000 Kernel 2: 97.463997 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.003846 0.888889 fi:0.279485. Ave ac:0.008042,0.009458 Initialization: 6.358000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.520000 Kernel 1: 0.022000 Kernel 2: 83.177002 Copyback: 0.016000 Sum: 0.033000 It 32,Best ac:0.004809 0.869565 fi:0.276444. Ave ac:0.006048,0.007274 Initialization: 6.233000 Memcpy Classifiers: 0.316000 Memcpy Instances: 8.343000 Kernel 1: 0.024000 Kernel 2: 93.120003 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.004567 0.791667 fi:0.350498. Ave ac:0.006419,0.009455 Initialization: 26.778999 Memcpy Instances: 412.717987 Memcpy Classifiers: 0.062000 Kernel 1: 0.025000 Kernel 2: 495.966003 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 509.742004 Copyback: 0.366000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 483.940002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 487.669006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 488.877014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 487.252014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 484.144012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 494.273987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 484.820007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 495.477997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 463.485992 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.004102 0.711426 fi:0.434882. Ave ac:0.006867,0.022329 Best acc 0.004102 0.711426 Rule:Att PSSM_-4_3 is [>-4.414360]|Att PSSM_-4_6 is [-5.448416,-1.682088]|Att PSSM_-3_17 is [-4.317313,6.421199]|Att PSSM_0_1 is [>3.718874]|Att PSSM_0_4 is [-6.872870,3.785521]|Att PSSM_0_7 is [<-2.137276]|Att PSSM_2_16 is [-5.018929,2.437343]|1 Accuracy : 0.764876 0 1 157835 6245 48924 21634 Removed 1199 instances. 206759 Instances left. Acc of rule 0.004102-0.711426 Initialization: 6.231000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.297000 Kernel 1: 0.024000 Kernel 2: 102.079002 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.005183 accuracy2:0.239855 Initialization: 6.144000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.527000 Kernel 1: 0.023000 Kernel 2: 108.203003 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.008706 0.507042 fi:0.590905. Ave ac:0.010201,0.014343 Initialization: 6.185000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.329000 Kernel 1: 0.024000 Kernel 2: 106.473999 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.005319 0.550000 fi:0.549406. Ave ac:0.013463,0.017449 Initialization: 6.206000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.292000 Kernel 1: 0.024000 Kernel 2: 108.320999 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.006770 0.608696 fi:0.490087. Ave ac:0.011563,0.013808 Initialization: 6.719000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.392000 Kernel 1: 0.024000 Kernel 2: 103.735001 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.011847 0.612500 fi:0.484101. Ave ac:0.010585,0.011183 Initialization: 6.194000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.322000 Kernel 1: 0.022000 Kernel 2: 105.322998 Copyback: 0.016000 Sum: 0.031000 It 4,Best ac:0.005804 0.666667 fi:0.432529. Ave ac:0.011172,0.011350 Initialization: 6.193000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.827000 Kernel 1: 0.023000 Kernel 2: 104.428001 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.004836 0.666667 fi:0.432947. Ave ac:0.010926,0.010641 Initialization: 6.099000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.325000 Kernel 1: 0.024000 Kernel 2: 109.934998 Copyback: 0.371000 Sum: 0.030000 It 6,Best ac:0.004111 0.739130 fi:0.360795. Ave ac:0.011286,0.011804 Initialization: 6.143000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.096000 Kernel 1: 0.023000 Kernel 2: 108.933998 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004353 0.750000 fi:0.349821. Ave ac:0.010363,0.012163 Initialization: 6.254000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.333000 Kernel 1: 0.023000 Kernel 2: 112.938004 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.005562 0.741935 fi:0.357364. Ave ac:0.010227,0.013334 Initialization: 6.105000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.358000 Kernel 1: 0.023000 Kernel 2: 110.467003 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.004594 0.863636 fi:0.236081. Ave ac:0.010438,0.010602 Iteration 10:MDL fitness activated Error 0.236081 TL 0.040569 MDL Theory Length Weight: 1.9397568144 (1) Initialization: 6.163000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.336000 Kernel 1: 0.023000 Kernel 2: 110.874001 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.005320 0.814815 fi:0.374369. Ave ac:0.008331,0.007573 Initialization: 6.116000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.344000 Kernel 1: 0.024000 Kernel 2: 107.708000 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.009190 0.745098 fi:0.416093. Ave ac:0.009697,0.010441 Initialization: 6.248000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.306000 Kernel 1: 0.025000 Kernel 2: 108.143997 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.011364 0.783333 fi:0.370932. Ave ac:0.008657,0.008955 Initialization: 6.200000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.300000 Kernel 1: 0.024000 Kernel 2: 110.531998 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.004111 0.894737 fi:0.268274. Ave ac:0.008552,0.007654 Initialization: 6.039000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.788000 Kernel 1: 0.022000 Kernel 2: 107.224998 Copyback: 0.018000 Sum: 0.032000 It 14,Best ac:0.004353 0.857143 fi:0.321924. Ave ac:0.009342,0.009123 Initialization: 6.123000 Memcpy Classifiers: 0.492000 Memcpy Instances: 8.307000 Kernel 1: 0.024000 Kernel 2: 105.408997 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.005079 0.724138 fi:0.442360. Ave ac:0.008410,0.008603 Initialization: 6.192000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.307000 Kernel 1: 0.025000 Kernel 2: 100.735001 Copyback: 0.017000 Sum: 0.043000 It 16,Best ac:0.004111 0.850000 fi:0.316500. Ave ac:0.008920,0.009388 Initialization: 6.149000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.372000 Kernel 1: 0.023000 Kernel 2: 104.533997 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.003628 0.937500 fi:0.298647. Ave ac:0.008480,0.008275 Initialization: 6.330000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.291000 Kernel 1: 0.023000 Kernel 2: 102.956001 Copyback: 0.018000 Sum: 0.033000 It 18,Best ac:0.004353 0.782609 fi:0.375383. Ave ac:0.010548,0.010108 Initialization: 6.153000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.295000 Kernel 1: 0.024000 Kernel 2: 102.581001 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.004353 0.947368 fi:0.214959. Ave ac:0.009249,0.007979 Initialization: 6.148000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.345000 Kernel 1: 0.023000 Kernel 2: 102.155998 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.006531 0.794118 fi:0.357735. Ave ac:0.009134,0.007515 Initialization: 6.215000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.306000 Kernel 1: 0.023000 Kernel 2: 101.172997 Copyback: 0.024000 Sum: 0.035000 It 21,Best ac:0.006286 0.722222 fi:0.443772. Ave ac:0.007126,0.006530 Initialization: 6.264000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.600000 Kernel 1: 0.022000 Kernel 2: 101.808998 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.006288 0.962963 fi:0.192280. Ave ac:0.008748,0.007870 Initialization: 7.040000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.330000 Kernel 1: 0.023000 Kernel 2: 101.273003 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.007255 0.714286 fi:0.433076. Ave ac:0.007842,0.006294 Initialization: 6.151000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.332000 Kernel 1: 0.023000 Kernel 2: 101.390999 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.004111 0.850000 fi:0.319952. Ave ac:0.008157,0.006404 Initialization: 6.144000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.333000 Kernel 1: 0.024000 Kernel 2: 101.487999 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.006530 0.818182 fi:0.346793. Ave ac:0.008380,0.007060 Initialization: 6.117000 Memcpy Classifiers: 0.425000 Memcpy Instances: 8.362000 Kernel 1: 0.023000 Kernel 2: 100.765999 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.006286 0.812500 fi:0.326084. Ave ac:0.009128,0.006742 Initialization: 6.223000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 98.137001 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.004595 0.863636 fi:0.295311. Ave ac:0.008864,0.006992 Initialization: 6.377000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.469000 Kernel 1: 0.023000 Kernel 2: 96.876999 Copyback: 0.018000 Sum: 0.039000 It 28,Best ac:0.003868 0.888889 fi:0.280412. Ave ac:0.009001,0.006442 Initialization: 6.209000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.290000 Kernel 1: 0.024000 Kernel 2: 97.487000 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.003869 0.941176 fi:0.224778. Ave ac:0.008529,0.006730 Initialization: 6.091000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.781000 Kernel 1: 0.023000 Kernel 2: 94.581001 Copyback: 0.018000 Sum: 0.038000 It 30,Best ac:0.004837 0.769231 fi:0.369111. Ave ac:0.008726,0.006493 Initialization: 6.313000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.301000 Kernel 1: 0.023000 Kernel 2: 93.198997 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.004594 0.791667 fi:0.362278. Ave ac:0.007806,0.006485 MDL Theory Length Weight: 1.7457811329 (10) Initialization: 6.168000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.403000 Kernel 1: 0.023000 Kernel 2: 92.934998 Copyback: 0.016000 Sum: 0.036000 It 32,Best ac:0.004353 0.900000 fi:0.241917. Ave ac:0.007023,0.006017 Initialization: 6.214000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.335000 Kernel 1: 0.023000 Kernel 2: 89.237000 Copyback: 0.017000 Sum: 0.035000 It 33,Best ac:0.005561 0.821429 fi:0.328576. Ave ac:0.006516,0.005380 Initialization: 26.230000 Memcpy Instances: 407.024994 Memcpy Classifiers: 0.067000 Kernel 1: 0.025000 Kernel 2: 544.885010 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 561.557983 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 530.945984 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 540.200989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 512.318970 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 520.979004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 536.213989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 528.130981 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 529.081970 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 537.247009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 499.631989 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004614 0.682892 fi:0.463149. Ave ac:0.007698,0.023729 Best acc 0.004614 0.682892 Initialization: 6.335000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.359000 Kernel 1: 0.024000 Kernel 2: 101.981003 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005564 accuracy2:0.219942 Initialization: 6.190000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.354000 Kernel 1: 0.023000 Kernel 2: 104.984001 Copyback: 0.017000 Sum: 0.054000 It 0,Best ac:0.005322 0.814815 fi:0.284589. Ave ac:0.010945,0.012716 Initialization: 6.206000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.358000 Kernel 1: 0.024000 Kernel 2: 110.052002 Copyback: 0.016000 Sum: 0.037000 It 1,Best ac:0.005561 0.605263 fi:0.494039. Ave ac:0.013250,0.015229 Initialization: 6.202000 Memcpy Classifiers: 0.480000 Memcpy Instances: 8.336000 Kernel 1: 0.024000 Kernel 2: 108.778999 Copyback: 0.018000 Sum: 0.034000 It 2,Best ac:0.006530 0.600000 fi:0.498883. Ave ac:0.015311,0.018839 Initialization: 6.198000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.321000 Kernel 1: 0.023000 Kernel 2: 105.490997 Copyback: 0.018000 Sum: 0.036000 It 3,Best ac:0.005319 0.758621 fi:0.340785. Ave ac:0.014147,0.017113 Initialization: 6.194000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.289000 Kernel 1: 0.023000 Kernel 2: 105.679001 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.005320 0.687500 fi:0.411903. Ave ac:0.012861,0.015319 Initialization: 6.199000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.954000 Kernel 1: 0.023000 Kernel 2: 104.533997 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.005561 0.696970 fi:0.402332. Ave ac:0.011195,0.011761 Initialization: 6.218000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.924000 Kernel 1: 0.023000 Kernel 2: 102.935997 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.004837 0.800000 fi:0.299613. Ave ac:0.010878,0.013412 Initialization: 6.234000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.914000 Kernel 1: 0.022000 Kernel 2: 104.064003 Copyback: 0.018000 Sum: 0.031000 It 7,Best ac:0.008224 0.708333 fi:0.389822. Ave ac:0.010396,0.011861 Initialization: 6.190000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.598000 Kernel 1: 0.023000 Kernel 2: 103.069000 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.005562 0.696970 fi:0.402330. Ave ac:0.010227,0.008866 Initialization: 6.323000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.509000 Kernel 1: 0.023000 Kernel 2: 100.906998 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.004594 0.904762 fi:0.194955. Ave ac:0.009322,0.008597 Iteration 10:MDL fitness activated Error 0.194955 TL 0.034930 MDL Theory Length Weight: 1.8604307239 (1) Initialization: 6.295000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.813000 Kernel 1: 0.023000 Kernel 2: 99.547997 Copyback: 0.024000 Sum: 0.039000 It 10,Best ac:0.004110 0.772727 fi:0.404570. Ave ac:0.008722,0.007801 Initialization: 6.507000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.379000 Kernel 1: 0.023000 Kernel 2: 100.442001 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.004837 0.800000 fi:0.360693. Ave ac:0.008818,0.007786 Initialization: 6.252000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.303000 Kernel 1: 0.024000 Kernel 2: 99.134003 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.007737 0.761905 fi:0.396766. Ave ac:0.008044,0.007788 Initialization: 6.225000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.789000 Kernel 1: 0.023000 Kernel 2: 98.574997 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.004110 0.850000 fi:0.312208. Ave ac:0.007932,0.006878 Initialization: 6.178000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.467000 Kernel 1: 0.024000 Kernel 2: 98.680000 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.007737 0.820513 fi:0.340705. Ave ac:0.008410,0.007522 Initialization: 6.219000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.365000 Kernel 1: 0.023000 Kernel 2: 96.513000 Copyback: 0.017000 Sum: 0.037000 It 15,Best ac:0.003870 0.941176 fi:0.219404. Ave ac:0.008900,0.008228 Initialization: 6.203000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.303000 Kernel 1: 0.023000 Kernel 2: 97.949997 Copyback: 0.371000 Sum: 0.036000 It 16,Best ac:0.006531 0.750000 fi:0.396761. Ave ac:0.008159,0.007364 Initialization: 6.216000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.265000 Kernel 1: 0.024000 Kernel 2: 100.116997 Copyback: 0.024000 Sum: 0.043000 It 17,Best ac:0.007495 0.861111 fi:0.294360. Ave ac:0.009394,0.007231 Initialization: 6.205000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.310000 Kernel 1: 0.025000 Kernel 2: 96.277000 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.004837 0.869565 fi:0.292983. Ave ac:0.007679,0.006020 Initialization: 6.186000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.771000 Kernel 1: 0.023000 Kernel 2: 95.918999 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.005079 0.700000 fi:0.455844. Ave ac:0.005243,0.004067 Initialization: 6.195000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.291000 Kernel 1: 0.024000 Kernel 2: 96.228996 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.005320 0.880000 fi:0.276520. Ave ac:0.008212,0.007167 Initialization: 6.207000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.384000 Kernel 1: 0.023000 Kernel 2: 98.806000 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.005320 0.846154 fi:0.311482. Ave ac:0.007332,0.005253 Initialization: 6.228000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.385000 Kernel 1: 0.022000 Kernel 2: 94.917000 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.005079 0.807692 fi:0.346466. Ave ac:0.007177,0.005430 Initialization: 6.217000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.349000 Kernel 1: 0.024000 Kernel 2: 98.521004 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.007497 0.837838 fi:0.315060. Ave ac:0.006853,0.005227 Initialization: 6.163000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.343000 Kernel 1: 0.023000 Kernel 2: 96.353996 Copyback: 0.018000 Sum: 0.036000 It 24,Best ac:0.005079 0.913043 fi:0.251368. Ave ac:0.008364,0.006202 MDL Theory Length Weight: 1.6743876515 (10) Initialization: 6.311000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.809000 Kernel 1: 0.023000 Kernel 2: 97.968002 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.004595 0.791667 fi:0.358179. Ave ac:0.005762,0.003788 Initialization: 6.629000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.634000 Kernel 1: 0.023000 Kernel 2: 96.093002 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.003627 0.882353 fi:0.338687. Ave ac:0.007228,0.004290 Initialization: 6.169000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.311000 Kernel 1: 0.024000 Kernel 2: 91.904999 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.005077 0.913043 fi:0.247988. Ave ac:0.007722,0.005299 Initialization: 6.217000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.611000 Kernel 1: 0.022000 Kernel 2: 93.646004 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.004353 0.900000 fi:0.263282. Ave ac:0.008153,0.005090 Initialization: 6.219000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.300000 Kernel 1: 0.024000 Kernel 2: 91.069000 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.004353 1.000000 fi:0.159756. Ave ac:0.006969,0.004338 Initialization: 6.229000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.289000 Kernel 1: 0.024000 Kernel 2: 93.307999 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.005079 0.913043 fi:0.245762. Ave ac:0.006353,0.003956 Initialization: 6.230000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.350000 Kernel 1: 0.023000 Kernel 2: 97.060997 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.004595 0.826087 fi:0.332004. Ave ac:0.004642,0.003213 Initialization: 6.738000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.321000 Kernel 1: 0.022000 Kernel 2: 95.075996 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.004837 0.909091 fi:0.246541. Ave ac:0.006566,0.004126 Initialization: 6.204000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.294000 Kernel 1: 0.024000 Kernel 2: 96.266998 Copyback: 0.018000 Sum: 0.035000 It 33,Best ac:0.005320 0.846154 fi:0.310703. Ave ac:0.007694,0.004366 Initialization: 26.099001 Memcpy Instances: 409.445007 Memcpy Classifiers: 0.067000 Kernel 1: 0.023000 Kernel 2: 523.909973 Copyback: 0.016000 Sum: 0.012000 Memcpy Classifiers: 0.060000 Kernel 1: 0.015000 Kernel 2: 550.447998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 556.096985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 554.398987 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.068000 Kernel 1: 0.020000 Kernel 2: 548.427979 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 546.273010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 543.453979 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 539.666016 Copyback: 0.266000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 533.903992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 546.000000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 494.216003 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004290 0.731848 fi:0.426413. Ave ac:0.006036,0.018408 Best acc 0.004290 0.731848 Rule:Att PSSM_-4_6 is [<-1.947508]|Att PSSM_-4_7 is [-5.586970,-2.571081]|Att PSSM_-4_13 is [>-3.905191]|Att PSSM_-3_7 is [-6.822948,-1.177051]|Att PSSM_-3_12 is [<-1.470324]|Att PSSM_-3_17 is [-5.225086,7.391129]|Att PSSM_-2_12 is [<-2.547786]|Att PSSM_-1_12 is [-6.412675,-1.587325]|Att PSSM_0_4 is [<-0.173845]|Att PSSM_0_12 is [-5.869463,-1.170637]|Att PSSM_2_16 is [>-5.071127]|Att PSSM_3_12 is [<-1.302076]|1 Accuracy : 0.767271 0 1 157510 6570 48037 22521 Removed 1212 instances. 205547 Instances left. Acc of rule 0.004290-0.731848 Initialization: 6.762000 Memcpy Classifiers: 0.507000 Memcpy Instances: 8.295000 Kernel 1: 0.024000 Kernel 2: 101.596001 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.006447 accuracy2:0.217710 Initialization: 6.181000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.307000 Kernel 1: 0.024000 Kernel 2: 110.241997 Copyback: 0.017000 Sum: 0.054000 It 0,Best ac:0.006811 0.491228 fi:0.607500. Ave ac:0.013445,0.017814 Initialization: 7.313000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.093000 Kernel 1: 0.024000 Kernel 2: 107.841003 Copyback: 0.016000 Sum: 0.035000 It 1,Best ac:0.004134 0.566667 fi:0.533225. Ave ac:0.015798,0.018211 Initialization: 6.198000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.243000 Kernel 1: 0.024000 Kernel 2: 108.366997 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.005838 0.615385 fi:0.483767. Ave ac:0.016764,0.019907 Initialization: 6.164000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.286000 Kernel 1: 0.023000 Kernel 2: 108.066002 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.004622 0.678571 fi:0.421109. Ave ac:0.013557,0.016403 Initialization: 6.120000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.274000 Kernel 1: 0.025000 Kernel 2: 104.497002 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.003892 0.640000 fi:0.459998. Ave ac:0.011308,0.014626 Initialization: 6.195000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.449000 Kernel 1: 0.023000 Kernel 2: 100.587997 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.003648 0.681818 fi:0.473315. Ave ac:0.013541,0.014895 Initialization: 6.060000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.278000 Kernel 1: 0.023000 Kernel 2: 99.389999 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.004136 0.894737 fi:0.205153. Ave ac:0.013430,0.014883 Initialization: 6.167000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.285000 Kernel 1: 0.023000 Kernel 2: 95.004997 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.007056 0.725000 fi:0.373619. Ave ac:0.014819,0.017892 Initialization: 6.136000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.258000 Kernel 1: 0.024000 Kernel 2: 88.540001 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004865 0.740741 fi:0.358834. Ave ac:0.009768,0.013431 Initialization: 6.131000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.332000 Kernel 1: 0.023000 Kernel 2: 89.817001 Copyback: 0.017000 Sum: 0.039000 It 9,Best ac:0.004378 0.720000 fi:0.379786. Ave ac:0.011192,0.015457 Iteration 10:MDL fitness activated Error 0.379786 TL 0.018763 MDL Theory Length Weight: 6.7472013904 (4) Initialization: 6.210000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.278000 Kernel 1: 0.023000 Kernel 2: 88.856003 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.003892 0.695652 fi:0.525749. Ave ac:0.010582,0.014444 Initialization: 6.170000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.292000 Kernel 1: 0.023000 Kernel 2: 84.351997 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.008268 0.809524 fi:0.410623. Ave ac:0.010352,0.017666 Initialization: 6.217000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.241000 Kernel 1: 0.024000 Kernel 2: 83.874001 Copyback: 0.017000 Sum: 0.027000 It 12,Best ac:0.003892 0.842105 fi:0.368199. Ave ac:0.011459,0.020747 Initialization: 6.662000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.634000 Kernel 1: 0.022000 Kernel 2: 79.931999 Copyback: 0.017000 Sum: 0.023000 It 13,Best ac:0.003892 0.761905 fi:0.458413. Ave ac:0.013915,0.026247 Initialization: 6.184000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.245000 Kernel 1: 0.023000 Kernel 2: 78.733002 Copyback: 0.017000 Sum: 0.025000 It 14,Best ac:0.005108 0.807692 fi:0.382012. Ave ac:0.016420,0.026867 Initialization: 6.146000 Memcpy Classifiers: 0.204000 Memcpy Instances: 8.427000 Kernel 1: 0.023000 Kernel 2: 79.882004 Copyback: 0.017000 Sum: 0.023000 It 15,Best ac:0.003405 1.000000 fi:0.314628. Ave ac:0.015063,0.023260 Initialization: 6.133000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.395000 Kernel 1: 0.022000 Kernel 2: 75.581001 Copyback: 0.017000 Sum: 0.024000 It 16,Best ac:0.005838 0.648649 fi:0.535069. Ave ac:0.013966,0.024693 Initialization: 6.208000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.260000 Kernel 1: 0.023000 Kernel 2: 74.848999 Copyback: 0.017000 Sum: 0.020000 It 17,Best ac:0.004135 0.850000 fi:0.361620. Ave ac:0.014953,0.031081 Initialization: 6.282000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.258000 Kernel 1: 0.024000 Kernel 2: 78.247002 Copyback: 0.017000 Sum: 0.021000 It 18,Best ac:0.003891 0.888889 fi:0.290230. Ave ac:0.012427,0.019023 Initialization: 6.219000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.266000 Kernel 1: 0.022000 Kernel 2: 79.457001 Copyback: 0.017000 Sum: 0.021000 It 19,Best ac:0.004136 0.809524 fi:0.391313. Ave ac:0.013469,0.027520 Initialization: 5.964000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.353000 Kernel 1: 0.023000 Kernel 2: 74.101997 Copyback: 0.016000 Sum: 0.022000 It 20,Best ac:0.003892 0.888889 fi:0.292401. Ave ac:0.014607,0.025078 Initialization: 6.222000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.242000 Kernel 1: 0.024000 Kernel 2: 71.922997 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.004134 0.772727 fi:0.406286. Ave ac:0.012510,0.021127 Initialization: 6.288000 Memcpy Classifiers: 0.315000 Memcpy Instances: 8.399000 Kernel 1: 0.023000 Kernel 2: 72.612000 Copyback: 0.017000 Sum: 0.021000 It 22,Best ac:0.004135 0.894737 fi:0.326558. Ave ac:0.016677,0.030006 Initialization: 6.210000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.715000 Kernel 1: 0.023000 Kernel 2: 71.358002 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.003893 0.842105 fi:0.347968. Ave ac:0.019799,0.035248 Initialization: 6.707000 Memcpy Classifiers: 0.206000 Memcpy Instances: 8.251000 Kernel 1: 0.023000 Kernel 2: 73.202003 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.003892 0.888889 fi:0.308781. Ave ac:0.016464,0.029211 Initialization: 6.206000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.300000 Kernel 1: 0.023000 Kernel 2: 72.813004 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.005838 0.857143 fi:0.352315. Ave ac:0.011543,0.024496 Initialization: 6.226000 Memcpy Classifiers: 0.232000 Memcpy Instances: 8.244000 Kernel 1: 0.023000 Kernel 2: 72.971001 Copyback: 0.020000 Sum: 0.021000 It 26,Best ac:0.005838 0.827586 fi:0.361838. Ave ac:0.013728,0.026695 Initialization: 6.206000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.315000 Kernel 1: 0.023000 Kernel 2: 73.021004 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.004378 0.692308 fi:0.480433. Ave ac:0.014853,0.029659 MDL Theory Length Weight: 6.0724812513 (10) Initialization: 7.034000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.316000 Kernel 1: 0.023000 Kernel 2: 73.106003 Copyback: 0.016000 Sum: 0.021000 It 28,Best ac:0.004865 0.800000 fi:0.357445. Ave ac:0.018051,0.030474 Initialization: 6.052000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.267000 Kernel 1: 0.023000 Kernel 2: 73.232002 Copyback: 0.371000 Sum: 0.022000 It 29,Best ac:0.004866 0.714286 fi:0.433832. Ave ac:0.015201,0.029001 Initialization: 6.146000 Memcpy Classifiers: 0.204000 Memcpy Instances: 8.282000 Kernel 1: 0.024000 Kernel 2: 78.744003 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.004378 0.857143 fi:0.316217. Ave ac:0.013717,0.024979 Initialization: 6.110000 Memcpy Classifiers: 0.244000 Memcpy Instances: 8.249000 Kernel 1: 0.024000 Kernel 2: 74.179001 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.003893 0.727273 fi:0.422860. Ave ac:0.013769,0.027651 Initialization: 6.243000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.253000 Kernel 1: 0.024000 Kernel 2: 72.523003 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.003891 0.727273 fi:0.446299. Ave ac:0.020466,0.036496 Initialization: 6.100000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.281000 Kernel 1: 0.024000 Kernel 2: 74.865997 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.003892 0.800000 fi:0.372030. Ave ac:0.019538,0.035906 Initialization: 26.527000 Memcpy Instances: 409.938995 Memcpy Classifiers: 0.050000 Kernel 1: 0.023000 Kernel 2: 483.842987 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 481.053986 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.051000 Kernel 1: 0.022000 Kernel 2: 483.552002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.015000 Kernel 2: 495.104004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 469.799011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 484.350006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 502.923004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 475.269012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 485.276001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 490.014008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 381.997009 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004495 0.599611 fi:0.550261. Ave ac:0.014945,0.053609 Best acc 0.004495 0.599611 Initialization: 6.368000 Memcpy Classifiers: 0.504000 Memcpy Instances: 10.119000 Kernel 1: 0.023000 Kernel 2: 101.960999 Copyback: 0.017000 Sum: 0.051000 Initial population average accuracy1:0.005830 accuracy2:0.225262 Initialization: 6.059000 Memcpy Classifiers: 0.495000 Memcpy Instances: 8.303000 Kernel 1: 0.023000 Kernel 2: 109.952003 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.004136 0.586207 fi:0.513683. Ave ac:0.011437,0.017135 Initialization: 6.161000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.257000 Kernel 1: 0.025000 Kernel 2: 108.248001 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.010460 0.551282 fi:0.545859. Ave ac:0.014076,0.018576 Initialization: 6.131000 Memcpy Classifiers: 0.459000 Memcpy Instances: 8.239000 Kernel 1: 0.025000 Kernel 2: 106.457001 Copyback: 0.033000 Sum: 0.031000 It 2,Best ac:0.007053 0.659091 fi:0.439531. Ave ac:0.011945,0.014410 Initialization: 6.224000 Memcpy Classifiers: 0.951000 Memcpy Instances: 8.256000 Kernel 1: 0.023000 Kernel 2: 107.891998 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.012652 0.604651 fi:0.491531. Ave ac:0.011843,0.013493 Initialization: 6.016000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.231000 Kernel 1: 0.025000 Kernel 2: 105.239998 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.005839 0.727273 fi:0.371876. Ave ac:0.010328,0.009139 Initialization: 6.190000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.742000 Kernel 1: 0.023000 Kernel 2: 103.231003 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.004864 0.645161 fi:0.454413. Ave ac:0.009580,0.009537 Initialization: 6.605000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.670000 Kernel 1: 0.023000 Kernel 2: 103.195999 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.010457 0.716667 fi:0.380474. Ave ac:0.011394,0.010305 Initialization: 6.109000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.277000 Kernel 1: 0.023000 Kernel 2: 103.711998 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.004135 0.809524 fi:0.290368. Ave ac:0.011053,0.011769 Initialization: 6.150000 Memcpy Classifiers: 0.840000 Memcpy Instances: 9.123000 Kernel 1: 0.023000 Kernel 2: 102.108002 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.004135 0.739130 fi:0.360762. Ave ac:0.011564,0.011527 Initialization: 6.256000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.330000 Kernel 1: 0.023000 Kernel 2: 99.796997 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.003649 0.833333 fi:0.321800. Ave ac:0.010787,0.010108 Iteration 10:MDL fitness activated Error 0.321800 TL 0.023276 MDL Theory Length Weight: 4.6084503018 (3) Initialization: 6.287000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.244000 Kernel 1: 0.023000 Kernel 2: 97.533997 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.003891 0.727273 fi:0.536128. Ave ac:0.010083,0.010786 Initialization: 6.271000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.307000 Kernel 1: 0.025000 Kernel 2: 95.274002 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.003892 0.695652 fi:0.500584. Ave ac:0.012107,0.011910 Initialization: 6.169000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.285000 Kernel 1: 0.023000 Kernel 2: 94.183998 Copyback: 0.018000 Sum: 0.034000 It 12,Best ac:0.005351 0.758621 fi:0.467273. Ave ac:0.011463,0.011028 Initialization: 6.241000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.237000 Kernel 1: 0.024000 Kernel 2: 93.417999 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.004135 0.739130 fi:0.494732. Ave ac:0.010853,0.012802 Initialization: 6.633000 Memcpy Classifiers: 0.386000 Memcpy Instances: 8.276000 Kernel 1: 0.024000 Kernel 2: 91.093002 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.013135 0.666667 fi:0.517296. Ave ac:0.013422,0.015175 Initialization: 6.162000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.762000 Kernel 1: 0.023000 Kernel 2: 89.902000 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.003892 0.727273 fi:0.468717. Ave ac:0.014358,0.016052 Initialization: 6.144000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.272000 Kernel 1: 0.024000 Kernel 2: 86.500000 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004136 0.894737 fi:0.317904. Ave ac:0.016772,0.018729 Initialization: 6.180000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.293000 Kernel 1: 0.023000 Kernel 2: 88.742996 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.006083 0.735294 fi:0.459740. Ave ac:0.015645,0.016823 Initialization: 6.119000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.267000 Kernel 1: 0.023000 Kernel 2: 86.754997 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.010216 0.700000 fi:0.466235. Ave ac:0.014785,0.019313 Initialization: 6.177000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.244000 Kernel 1: 0.023000 Kernel 2: 85.180000 Copyback: 0.018000 Sum: 0.027000 It 19,Best ac:0.004378 0.720000 fi:0.472833. Ave ac:0.014842,0.019485 Initialization: 6.178000 Memcpy Classifiers: 0.328000 Memcpy Instances: 8.261000 Kernel 1: 0.023000 Kernel 2: 85.492996 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.004378 0.782609 fi:0.405084. Ave ac:0.016316,0.024174 Initialization: 6.145000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.244000 Kernel 1: 0.024000 Kernel 2: 86.099998 Copyback: 0.018000 Sum: 0.024000 It 21,Best ac:0.007054 0.783784 fi:0.379924. Ave ac:0.015428,0.023710 Initialization: 6.204000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.429000 Kernel 1: 0.023000 Kernel 2: 85.738998 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.003648 0.882353 fi:0.372625. Ave ac:0.015937,0.027894 Initialization: 6.087000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.303000 Kernel 1: 0.023000 Kernel 2: 87.375000 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.005593 0.741935 fi:0.398412. Ave ac:0.013800,0.021658 Initialization: 6.108000 Memcpy Classifiers: 0.347000 Memcpy Instances: 8.243000 Kernel 1: 0.023000 Kernel 2: 84.676003 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.005596 0.741935 fi:0.457164. Ave ac:0.013102,0.014641 Initialization: 6.238000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.248000 Kernel 1: 0.023000 Kernel 2: 85.225998 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.004622 0.904762 fi:0.288696. Ave ac:0.009832,0.015389 Initialization: 6.140000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.308000 Kernel 1: 0.023000 Kernel 2: 86.834000 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.007297 0.810811 fi:0.365401. Ave ac:0.010363,0.012931 Initialization: 10.418000 Memcpy Classifiers: 0.266000 Memcpy Instances: 9.935000 Kernel 1: 0.021000 Kernel 2: 88.405998 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.004378 0.857143 fi:0.331613. Ave ac:0.010418,0.011437 Initialization: 6.137000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.245000 Kernel 1: 0.024000 Kernel 2: 84.472000 Copyback: 0.022000 Sum: 0.024000 It 28,Best ac:0.005107 0.777778 fi:0.397785. Ave ac:0.008603,0.008948 Initialization: 6.164000 Memcpy Classifiers: 0.293000 Memcpy Instances: 8.760000 Kernel 1: 0.022000 Kernel 2: 85.442001 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.004378 0.782609 fi:0.399472. Ave ac:0.008239,0.009537 Initialization: 6.107000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.308000 Kernel 1: 0.024000 Kernel 2: 83.636002 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.004622 0.863636 fi:0.299705. Ave ac:0.009580,0.011368 Initialization: 6.212000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.252000 Kernel 1: 0.024000 Kernel 2: 83.678001 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.005108 0.913043 fi:0.266045. Ave ac:0.008455,0.010751 Initialization: 6.169000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.238000 Kernel 1: 0.024000 Kernel 2: 83.473000 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.004622 0.863636 fi:0.306113. Ave ac:0.007310,0.008730 Initialization: 7.066000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.258000 Kernel 1: 0.024000 Kernel 2: 84.959000 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.004136 0.809524 fi:0.387560. Ave ac:0.008082,0.010530 Initialization: 27.261999 Memcpy Instances: 412.761993 Memcpy Classifiers: 0.054000 Kernel 1: 0.025000 Kernel 2: 468.812988 Copyback: 0.018000 Sum: 0.015000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 495.235992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 475.621002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 464.686005 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 464.386993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 488.251007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 481.500000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 464.739990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 473.441986 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.054000 Kernel 1: 0.022000 Kernel 2: 477.010986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 384.131012 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003873 0.647154 fi:0.519578. Ave ac:0.008805,0.030293 Best acc 0.003873 0.647154 Rule:Att PSSM_-3_4 is [<-0.621964]|Att PSSM_-1_19 is [-2.445541,8.599380]|Att PSSM_0_1 is [0.077390,6.868629]|Att PSSM_0_7 is [<-3.777854]|Att PSSM_1_14 is [-6.899562,3.747606]|1 Accuracy : 0.768814 0 1 157076 7004 47241 23317 Removed 1230 instances. 204317 Instances left. Acc of rule 0.003873-0.647154 Initialization: 6.177000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.228000 Kernel 1: 0.026000 Kernel 2: 102.259003 Copyback: 0.018000 Sum: 0.051000 Initial population average accuracy1:0.005110 accuracy2:0.233358 Initialization: 6.213000 Memcpy Classifiers: 0.538000 Memcpy Instances: 8.533000 Kernel 1: 0.022000 Kernel 2: 106.657997 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.004649 0.575758 fi:0.523889. Ave ac:0.010247,0.014348 Initialization: 6.274000 Memcpy Classifiers: 0.500000 Memcpy Instances: 8.192000 Kernel 1: 0.023000 Kernel 2: 109.301003 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.009053 0.606557 fi:0.491152. Ave ac:0.012713,0.016058 Initialization: 6.130000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.185000 Kernel 1: 0.024000 Kernel 2: 106.018997 Copyback: 0.016000 Sum: 0.030000 It 2,Best ac:0.004160 0.680000 fi:0.419861. Ave ac:0.012151,0.014174 Initialization: 6.131000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.255000 Kernel 1: 0.023000 Kernel 2: 109.764000 Copyback: 0.016000 Sum: 0.028000 It 3,Best ac:0.004160 0.653846 fi:0.446015. Ave ac:0.011768,0.012893 Initialization: 6.283000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.304000 Kernel 1: 0.023000 Kernel 2: 106.813004 Copyback: 0.019000 Sum: 0.031000 It 4,Best ac:0.003426 0.823529 fi:0.374577. Ave ac:0.011742,0.012755 Initialization: 6.111000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.654000 Kernel 1: 0.023000 Kernel 2: 104.455002 Copyback: 0.016000 Sum: 0.033000 It 5,Best ac:0.008074 0.702128 fi:0.396012. Ave ac:0.010047,0.012002 Initialization: 6.177000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.687000 Kernel 1: 0.022000 Kernel 2: 106.075996 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.004650 0.791667 fi:0.307977. Ave ac:0.009661,0.011606 Initialization: 6.149000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.184000 Kernel 1: 0.024000 Kernel 2: 100.417999 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.007097 0.743590 fi:0.354977. Ave ac:0.009607,0.010546 Initialization: 6.265000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.263000 Kernel 1: 0.022000 Kernel 2: 98.820999 Copyback: 0.019000 Sum: 0.032000 It 8,Best ac:0.005874 0.800000 fi:0.299108. Ave ac:0.010933,0.014038 Initialization: 6.129000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.224000 Kernel 1: 0.024000 Kernel 2: 91.696999 Copyback: 0.017000 Sum: 0.037000 It 9,Best ac:0.004649 0.791667 fi:0.307980. Ave ac:0.009521,0.009868 Iteration 10:MDL fitness activated Error 0.307980 TL 0.025558 MDL Theory Length Weight: 4.0166761950 (2) Initialization: 6.136000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.211000 Kernel 1: 0.024000 Kernel 2: 90.002998 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.004649 0.791667 fi:0.424313. Ave ac:0.008817,0.008916 Initialization: 6.131000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.272000 Kernel 1: 0.022000 Kernel 2: 83.980003 Copyback: 0.029000 Sum: 0.037000 It 11,Best ac:0.008076 0.702128 fi:0.496850. Ave ac:0.009666,0.010718 Initialization: 6.134000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.349000 Kernel 1: 0.021000 Kernel 2: 83.697998 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.004162 1.000000 fi:0.208240. Ave ac:0.012054,0.013474 Initialization: 6.659000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.196000 Kernel 1: 0.024000 Kernel 2: 77.014000 Copyback: 0.370000 Sum: 0.034000 It 13,Best ac:0.004160 0.739130 fi:0.463841. Ave ac:0.009380,0.010158 Initialization: 6.109000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.244000 Kernel 1: 0.024000 Kernel 2: 79.806000 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.006363 0.702703 fi:0.473865. Ave ac:0.012981,0.012731 Initialization: 6.226000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.266000 Kernel 1: 0.023000 Kernel 2: 78.695999 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.004406 0.818182 fi:0.393729. Ave ac:0.012578,0.012356 Initialization: 6.203000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.463000 Kernel 1: 0.023000 Kernel 2: 76.632004 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.006362 0.702703 fi:0.486209. Ave ac:0.009528,0.009696 Initialization: 6.070000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.309000 Kernel 1: 0.024000 Kernel 2: 75.690002 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.004404 0.818182 fi:0.359242. Ave ac:0.011656,0.012939 Initialization: 6.432000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.244000 Kernel 1: 0.023000 Kernel 2: 77.714996 Copyback: 0.024000 Sum: 0.029000 It 18,Best ac:0.005140 0.875000 fi:0.308465. Ave ac:0.009959,0.009769 Initialization: 6.009000 Memcpy Classifiers: 0.312000 Memcpy Instances: 11.460000 Kernel 1: 0.024000 Kernel 2: 76.208000 Copyback: 0.024000 Sum: 0.035000 It 19,Best ac:0.004894 0.714286 fi:0.448080. Ave ac:0.010692,0.012902 Initialization: 6.549000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.204000 Kernel 1: 0.023000 Kernel 2: 75.477997 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.004649 0.791667 fi:0.376213. Ave ac:0.010343,0.010059 Initialization: 6.158000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.282000 Kernel 1: 0.023000 Kernel 2: 76.098999 Copyback: 0.016000 Sum: 0.031000 It 21,Best ac:0.004649 0.826087 fi:0.358862. Ave ac:0.008966,0.008490 MDL Theory Length Weight: 3.6150085755 (10) Initialization: 6.070000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.698000 Kernel 1: 0.023000 Kernel 2: 76.725998 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.003916 0.800000 fi:0.385519. Ave ac:0.007587,0.007157 Initialization: 6.101000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.201000 Kernel 1: 0.024000 Kernel 2: 76.296997 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.005140 0.913043 fi:0.264523. Ave ac:0.011613,0.010035 Initialization: 6.117000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.248000 Kernel 1: 0.023000 Kernel 2: 75.176003 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.004894 0.833333 fi:0.342038. Ave ac:0.009503,0.009585 Initialization: 6.196000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.337000 Kernel 1: 0.022000 Kernel 2: 75.823997 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.003916 0.761905 fi:0.428113. Ave ac:0.008299,0.009099 Initialization: 6.304000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.208000 Kernel 1: 0.022000 Kernel 2: 74.720001 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.003915 0.761905 fi:0.405273. Ave ac:0.008128,0.008088 Initialization: 6.047000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.227000 Kernel 1: 0.023000 Kernel 2: 75.876999 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.005629 0.821429 fi:0.349167. Ave ac:0.009007,0.007371 Initialization: 6.184000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.200000 Kernel 1: 0.024000 Kernel 2: 74.419998 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.007096 0.674419 fi:0.479134. Ave ac:0.007248,0.006317 Initialization: 6.090000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.198000 Kernel 1: 0.024000 Kernel 2: 75.230003 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.008811 0.734694 fi:0.427067. Ave ac:0.009345,0.009851 Initialization: 6.202000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.179000 Kernel 1: 0.024000 Kernel 2: 75.058998 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.003916 0.842105 fi:0.304059. Ave ac:0.010405,0.010857 Initialization: 6.133000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.215000 Kernel 1: 0.024000 Kernel 2: 75.154999 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.004895 0.869565 fi:0.307033. Ave ac:0.011297,0.009876 Initialization: 6.174000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.676000 Kernel 1: 0.023000 Kernel 2: 74.476997 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.004404 0.857143 fi:0.306455. Ave ac:0.008271,0.005991 MDL Theory Length Weight: 3.2535077179 (10) Initialization: 6.154000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.183000 Kernel 1: 0.024000 Kernel 2: 75.341003 Copyback: 0.016000 Sum: 0.024000 It 33,Best ac:0.003916 0.888889 fi:0.262910. Ave ac:0.009586,0.007996 Initialization: 27.108999 Memcpy Instances: 407.687012 Memcpy Classifiers: 0.063000 Kernel 1: 0.023000 Kernel 2: 440.941986 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 435.661987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.012000 Kernel 2: 442.372009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 443.266998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 441.359009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 441.665009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 441.414001 Copyback: 0.019000 Sum: 0.004000 Memcpy Classifiers: 0.062000 Kernel 1: 0.019000 Kernel 2: 453.334015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 431.703003 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.055000 Kernel 1: 0.016000 Kernel 2: 444.497986 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 198.701996 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004371 0.663447 fi:0.493780. Ave ac:0.008110,0.024942 Best acc 0.004371 0.663447 Initialization: 6.212000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.208000 Kernel 1: 0.025000 Kernel 2: 104.281998 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005785 accuracy2:0.222819 Initialization: 7.626000 Memcpy Classifiers: 0.508000 Memcpy Instances: 8.240000 Kernel 1: 0.022000 Kernel 2: 107.382004 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.006610 0.562500 fi:0.536282. Ave ac:0.010275,0.013300 Initialization: 6.075000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.221000 Kernel 1: 0.024000 Kernel 2: 108.376999 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.003671 0.681818 fi:0.459010. Ave ac:0.013334,0.016210 Initialization: 6.182000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.189000 Kernel 1: 0.023000 Kernel 2: 106.910004 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.007096 0.568627 fi:0.529943. Ave ac:0.014673,0.017317 Initialization: 6.169000 Memcpy Classifiers: 0.467000 Memcpy Instances: 9.648000 Kernel 1: 0.022000 Kernel 2: 104.795998 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.006608 0.710526 fi:0.388256. Ave ac:0.012792,0.014218 Initialization: 6.040000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.659000 Kernel 1: 0.022000 Kernel 2: 101.009003 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.003915 0.666667 fi:0.433302. Ave ac:0.011234,0.012506 Initialization: 6.167000 Memcpy Classifiers: 0.962000 Memcpy Instances: 8.468000 Kernel 1: 0.022000 Kernel 2: 100.983002 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.004651 0.678571 fi:0.421073. Ave ac:0.010834,0.010215 Initialization: 6.102000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.199000 Kernel 1: 0.025000 Kernel 2: 100.037003 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.003915 0.842105 fi:0.257864. Ave ac:0.011796,0.013149 Initialization: 6.126000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.220000 Kernel 1: 0.023000 Kernel 2: 98.646004 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.005384 0.785714 fi:0.313609. Ave ac:0.009403,0.009230 Initialization: 6.097000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.174000 Kernel 1: 0.023000 Kernel 2: 96.289001 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.006117 0.781250 fi:0.317751. Ave ac:0.007310,0.007789 Initialization: 6.132000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.238000 Kernel 1: 0.023000 Kernel 2: 98.699997 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.004160 0.680000 fi:0.419861. Ave ac:0.006524,0.005255 Iteration 10:MDL fitness activated Error 0.419861 TL 0.025126 MDL Theory Length Weight: 5.5701805035 (4) Initialization: 6.169000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.623000 Kernel 1: 0.022000 Kernel 2: 100.961998 Copyback: 0.025000 Sum: 0.038000 It 10,Best ac:0.004160 0.894737 fi:0.353807. Ave ac:0.006920,0.005095 Initialization: 7.393000 Memcpy Classifiers: 0.463000 Memcpy Instances: 10.559000 Kernel 1: 0.022000 Kernel 2: 98.572998 Copyback: 0.024000 Sum: 0.036000 It 11,Best ac:0.004161 0.850000 fi:0.496148. Ave ac:0.006541,0.005404 Initialization: 7.062000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.217000 Kernel 1: 0.022000 Kernel 2: 94.810997 Copyback: 0.018000 Sum: 0.039000 It 12,Best ac:0.004405 0.692308 fi:0.533188. Ave ac:0.006889,0.007128 Initialization: 6.157000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.358000 Kernel 1: 0.023000 Kernel 2: 92.792000 Copyback: 0.018000 Sum: 0.039000 It 13,Best ac:0.005872 0.750000 fi:0.541003. Ave ac:0.009651,0.010272 Initialization: 6.158000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.705000 Kernel 1: 0.023000 Kernel 2: 90.160004 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.004649 0.703704 fi:0.479214. Ave ac:0.008507,0.008654 Initialization: 6.257000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.267000 Kernel 1: 0.023000 Kernel 2: 90.379997 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.005874 0.827586 fi:0.425562. Ave ac:0.009966,0.011238 Initialization: 6.349000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.263000 Kernel 1: 0.024000 Kernel 2: 89.336998 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.004404 0.900000 fi:0.373220. Ave ac:0.009624,0.010492 Initialization: 6.158000 Memcpy Classifiers: 0.402000 Memcpy Instances: 8.223000 Kernel 1: 0.024000 Kernel 2: 88.559998 Copyback: 0.016000 Sum: 0.035000 It 17,Best ac:0.005138 0.724138 fi:0.508564. Ave ac:0.008175,0.008572 Initialization: 6.134000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.199000 Kernel 1: 0.024000 Kernel 2: 88.591003 Copyback: 0.018000 Sum: 0.041000 It 18,Best ac:0.005383 0.758621 fi:0.488795. Ave ac:0.010644,0.012677 Initialization: 6.145000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.293000 Kernel 1: 0.022000 Kernel 2: 87.334000 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.003670 0.789474 fi:0.505394. Ave ac:0.012426,0.014585 MDL Theory Length Weight: 5.0131624531 (14) Initialization: 6.137000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.411000 Kernel 1: 0.023000 Kernel 2: 86.564003 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.006851 0.717949 fi:0.501742. Ave ac:0.013747,0.014035 Initialization: 6.782000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.199000 Kernel 1: 0.023000 Kernel 2: 85.402000 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.013464 0.797101 fi:0.421759. Ave ac:0.015667,0.018626 Initialization: 5.959000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.244000 Kernel 1: 0.023000 Kernel 2: 85.900002 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.009055 0.787234 fi:0.406725. Ave ac:0.017902,0.022065 Initialization: 6.105000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.242000 Kernel 1: 0.023000 Kernel 2: 82.093002 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.007340 0.731707 fi:0.413481. Ave ac:0.015709,0.024145 Initialization: 6.222000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.216000 Kernel 1: 0.023000 Kernel 2: 83.261002 Copyback: 0.016000 Sum: 0.026000 It 24,Best ac:0.003670 0.714286 fi:0.505497. Ave ac:0.015025,0.023277 Initialization: 6.139000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.234000 Kernel 1: 0.023000 Kernel 2: 83.182999 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.004160 0.944444 fi:0.377075. Ave ac:0.012823,0.020796 Initialization: 6.122000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.267000 Kernel 1: 0.024000 Kernel 2: 83.745003 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.004160 0.809524 fi:0.393978. Ave ac:0.012825,0.018629 Initialization: 6.104000 Memcpy Classifiers: 0.350000 Memcpy Instances: 10.437000 Kernel 1: 0.021000 Kernel 2: 83.310997 Copyback: 0.018000 Sum: 0.026000 It 27,Best ac:0.004650 0.760000 fi:0.445113. Ave ac:0.014555,0.023372 Initialization: 6.775000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.647000 Kernel 1: 0.024000 Kernel 2: 82.765999 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.003670 0.833333 fi:0.402828. Ave ac:0.014025,0.021136 Initialization: 6.123000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.254000 Kernel 1: 0.024000 Kernel 2: 82.815002 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.003671 0.789474 fi:0.428956. Ave ac:0.016163,0.025584 Initialization: 6.320000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.219000 Kernel 1: 0.023000 Kernel 2: 83.955002 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.004405 0.750000 fi:0.439258. Ave ac:0.015220,0.027686 Initialization: 6.145000 Memcpy Classifiers: 0.493000 Memcpy Instances: 8.312000 Kernel 1: 0.023000 Kernel 2: 84.222000 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.004894 0.800000 fi:0.356070. Ave ac:0.013702,0.023703 Initialization: 6.180000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.199000 Kernel 1: 0.023000 Kernel 2: 85.885002 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.005874 0.827586 fi:0.361559. Ave ac:0.012437,0.021118 Initialization: 6.202000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.266000 Kernel 1: 0.023000 Kernel 2: 85.972000 Copyback: 0.017000 Sum: 0.054000 It 33,Best ac:0.005629 0.821429 fi:0.366608. Ave ac:0.012749,0.017280 Initialization: 26.938000 Memcpy Instances: 436.635010 Memcpy Classifiers: 0.057000 Kernel 1: 0.024000 Kernel 2: 486.983002 Copyback: 0.365000 Sum: 0.015000 Memcpy Classifiers: 0.052000 Kernel 1: 0.018000 Kernel 2: 508.967987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 500.173004 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.055000 Kernel 1: 0.017000 Kernel 2: 496.722992 Copyback: 0.021000 Sum: 0.008000 Memcpy Classifiers: 0.058000 Kernel 1: 0.021000 Kernel 2: 508.338013 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.057000 Kernel 1: 0.016000 Kernel 2: 503.056000 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.057000 Kernel 1: 0.021000 Kernel 2: 489.701996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 500.196014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 494.502014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 506.980011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 227.132004 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.059183 0.591643 fi:0.555644. Ave ac:0.009444,0.032497 Best acc 0.059183 0.591643 Rule:Att PSSM_-4_8 is [-1.430575,7.202016]|Att PSSM_-2_7 is [<-1.486092]|Att PSSM_-1_5 is [-2.439881,8.334182]|Att PSSM_0_4 is [<3.863314]|Att PSSM_0_12 is [<-2.063928]|Att PSSM_1_12 is [-5.288379,-1.682487]|1 Accuracy : 0.770689 0 1 156623 7457 46348 24210 Removed 1346 instances. 202971 Instances left. Acc of rule 0.004371-0.663447 Initialization: 6.175000 Memcpy Classifiers: 0.562000 Memcpy Instances: 8.366000 Kernel 1: 0.025000 Kernel 2: 100.443001 Copyback: 0.018000 Sum: 0.051000 Initial population average accuracy1:0.005801 accuracy2:0.234021 Initialization: 6.135000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.261000 Kernel 1: 0.022000 Kernel 2: 107.697998 Copyback: 0.016000 Sum: 0.032000 It 0,Best ac:0.009113 0.521127 fi:0.576505. Ave ac:0.010478,0.015479 Initialization: 6.149000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.652000 Kernel 1: 0.023000 Kernel 2: 105.844002 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.005172 0.636364 fi:0.463024. Ave ac:0.013390,0.016133 Initialization: 6.066000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.173000 Kernel 1: 0.023000 Kernel 2: 106.703003 Copyback: 0.018000 Sum: 0.030000 It 2,Best ac:0.006158 0.625000 fi:0.473948. Ave ac:0.012981,0.014711 Initialization: 6.076000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.187000 Kernel 1: 0.023000 Kernel 2: 107.584000 Copyback: 0.372000 Sum: 0.030000 It 3,Best ac:0.006406 0.650000 fi:0.448839. Ave ac:0.012534,0.013419 Initialization: 6.217000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.148000 Kernel 1: 0.022000 Kernel 2: 108.000999 Copyback: 0.018000 Sum: 0.032000 It 4,Best ac:0.003942 0.666667 fi:0.433269. Ave ac:0.011092,0.011248 Initialization: 6.103000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.168000 Kernel 1: 0.024000 Kernel 2: 108.120003 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004433 0.782609 fi:0.317108. Ave ac:0.011830,0.011074 Initialization: 6.155000 Memcpy Classifiers: 0.507000 Memcpy Instances: 8.458000 Kernel 1: 0.024000 Kernel 2: 107.154999 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005666 0.657143 fi:0.442025. Ave ac:0.010620,0.010112 Initialization: 6.357000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.189000 Kernel 1: 0.024000 Kernel 2: 104.813004 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.004927 0.800000 fi:0.299497. Ave ac:0.009654,0.008792 Initialization: 6.115000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.202000 Kernel 1: 0.023000 Kernel 2: 108.651001 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.007143 0.805556 fi:0.292954. Ave ac:0.010442,0.009515 Initialization: 6.251000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.127000 Kernel 1: 0.022000 Kernel 2: 105.848999 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.003941 0.695652 fi:0.404283. Ave ac:0.007005,0.006357 Iteration 10:MDL fitness activated Error 0.404283 TL 0.039879 MDL Theory Length Weight: 3.3792485589 (2) Initialization: 6.134000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.136000 Kernel 1: 0.022000 Kernel 2: 105.859001 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.005172 0.875000 fi:0.314042. Ave ac:0.008123,0.008020 Initialization: 6.089000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.206000 Kernel 1: 0.023000 Kernel 2: 97.476997 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004433 0.782609 fi:0.395296. Ave ac:0.008074,0.007433 Initialization: 6.192000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.124000 Kernel 1: 0.023000 Kernel 2: 94.440002 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.003942 0.888889 fi:0.313685. Ave ac:0.009157,0.009380 Initialization: 6.030000 Memcpy Classifiers: 0.390000 Memcpy Instances: 8.160000 Kernel 1: 0.023000 Kernel 2: 92.471001 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.005419 0.785714 fi:0.402850. Ave ac:0.008460,0.009797 Initialization: 6.047000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.172000 Kernel 1: 0.023000 Kernel 2: 89.496002 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.004435 0.750000 fi:0.450842. Ave ac:0.008630,0.009306 Initialization: 6.113000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.646000 Kernel 1: 0.022000 Kernel 2: 88.332001 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.009852 0.769231 fi:0.411275. Ave ac:0.008425,0.009598 Initialization: 6.076000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.126000 Kernel 1: 0.024000 Kernel 2: 88.891998 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.008130 0.767442 fi:0.427579. Ave ac:0.008117,0.009025 Initialization: 6.198000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.136000 Kernel 1: 0.023000 Kernel 2: 88.245003 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.006652 0.794118 fi:0.411546. Ave ac:0.008579,0.008752 Initialization: 6.622000 Memcpy Classifiers: 0.424000 Memcpy Instances: 8.161000 Kernel 1: 0.022000 Kernel 2: 85.518997 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.004435 0.818182 fi:0.383372. Ave ac:0.009678,0.013035 Initialization: 6.536000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.160000 Kernel 1: 0.023000 Kernel 2: 80.936996 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.006898 0.736842 fi:0.432847. Ave ac:0.008234,0.008872 Initialization: 6.064000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.132000 Kernel 1: 0.024000 Kernel 2: 80.948997 Copyback: 0.018000 Sum: 0.035000 It 20,Best ac:0.003695 0.882353 fi:0.354623. Ave ac:0.010210,0.010021 Initialization: 6.492000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.432000 Kernel 1: 0.023000 Kernel 2: 78.862000 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.004927 0.869565 fi:0.306667. Ave ac:0.008109,0.007769 Initialization: 6.178000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.217000 Kernel 1: 0.023000 Kernel 2: 76.820999 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.005420 0.846154 fi:0.353984. Ave ac:0.008661,0.006956 Initialization: 6.052000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.242000 Kernel 1: 0.023000 Kernel 2: 77.828003 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.004187 0.894737 fi:0.288446. Ave ac:0.006902,0.006438 Initialization: 6.080000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.153000 Kernel 1: 0.023000 Kernel 2: 75.982002 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.003942 0.842105 fi:0.356246. Ave ac:0.008069,0.006050 Initialization: 6.252000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.255000 Kernel 1: 0.023000 Kernel 2: 75.352997 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.002956 0.923077 fi:0.484174. Ave ac:0.005939,0.004906 Initialization: 6.097000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.162000 Kernel 1: 0.024000 Kernel 2: 73.944000 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.004433 0.750000 fi:0.423710. Ave ac:0.007846,0.006359 Initialization: 6.057000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.178000 Kernel 1: 0.024000 Kernel 2: 75.054001 Copyback: 0.017000 Sum: 0.037000 It 27,Best ac:0.003695 0.882353 fi:0.317000. Ave ac:0.008233,0.007415 Initialization: 6.245000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.149000 Kernel 1: 0.022000 Kernel 2: 73.996002 Copyback: 0.017000 Sum: 0.040000 It 28,Best ac:0.004435 0.857143 fi:0.329714. Ave ac:0.005839,0.004803 Initialization: 6.143000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.850000 Kernel 1: 0.021000 Kernel 2: 75.685997 Copyback: 0.017000 Sum: 0.038000 It 29,Best ac:0.004927 0.800000 fi:0.393333. Ave ac:0.006939,0.007020 Initialization: 6.172000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.175000 Kernel 1: 0.023000 Kernel 2: 75.910004 Copyback: 0.017000 Sum: 0.038000 It 30,Best ac:0.006406 0.812500 fi:0.380175. Ave ac:0.009742,0.007758 Initialization: 6.080000 Memcpy Classifiers: 0.262000 Memcpy Instances: 8.176000 Kernel 1: 0.024000 Kernel 2: 75.557999 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.007391 0.857143 fi:0.327722. Ave ac:0.009352,0.007511 Initialization: 6.088000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.148000 Kernel 1: 0.024000 Kernel 2: 75.367996 Copyback: 0.017000 Sum: 0.040000 It 32,Best ac:0.003941 0.888889 fi:0.319454. Ave ac:0.006676,0.004993 MDL Theory Length Weight: 3.0413237030 (10) Initialization: 6.169000 Memcpy Classifiers: 0.288000 Memcpy Instances: 8.123000 Kernel 1: 0.024000 Kernel 2: 76.268997 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.005172 0.840000 fi:0.348642. Ave ac:0.009007,0.007050 Initialization: 28.480000 Memcpy Instances: 405.774994 Memcpy Classifiers: 0.062000 Kernel 1: 0.022000 Kernel 2: 461.635010 Copyback: 0.023000 Sum: 0.014000 Memcpy Classifiers: 0.058000 Kernel 1: 0.022000 Kernel 2: 449.092987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 447.527008 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.059000 Kernel 1: 0.017000 Kernel 2: 458.251007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 457.962006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 458.704010 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 454.234985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 459.860992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 463.221008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 454.352997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 202.740005 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004025 0.674092 fi:0.492400. Ave ac:0.007828,0.023958 Best acc 0.004025 0.674092 Initialization: 6.116000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.183000 Kernel 1: 0.025000 Kernel 2: 100.282997 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.005309 accuracy2:0.216836 Initialization: 6.207000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.615000 Kernel 1: 0.023000 Kernel 2: 102.054001 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.010347 0.451613 fi:0.645471. Ave ac:0.009332,0.011670 Initialization: 6.026000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.174000 Kernel 1: 0.024000 Kernel 2: 100.139000 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.004433 0.562500 fi:0.537216. Ave ac:0.011613,0.013631 Initialization: 5.915000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.119000 Kernel 1: 0.024000 Kernel 2: 99.998001 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003942 0.640000 fi:0.459936. Ave ac:0.011739,0.013666 Initialization: 6.583000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.176000 Kernel 1: 0.023000 Kernel 2: 98.898003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.006897 0.528302 fi:0.570317. Ave ac:0.011098,0.012435 Initialization: 6.549000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.595000 Kernel 1: 0.023000 Kernel 2: 95.559998 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.006898 0.571429 fi:0.527191. Ave ac:0.011738,0.015402 Initialization: 6.117000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.125000 Kernel 1: 0.024000 Kernel 2: 91.797997 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.007882 0.680851 fi:0.417329. Ave ac:0.014714,0.016633 Initialization: 6.032000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.165000 Kernel 1: 0.023000 Kernel 2: 89.123001 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.004188 0.739130 fi:0.360696. Ave ac:0.013103,0.014317 Initialization: 6.620000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.165000 Kernel 1: 0.024000 Kernel 2: 86.521004 Copyback: 0.018000 Sum: 0.031000 It 7,Best ac:0.004436 0.782609 fi:0.317105. Ave ac:0.012016,0.012025 Initialization: 6.068000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.641000 Kernel 1: 0.023000 Kernel 2: 82.740997 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.006652 0.692308 fi:0.406421. Ave ac:0.010519,0.010686 Initialization: 6.050000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.177000 Kernel 1: 0.023000 Kernel 2: 82.011002 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.005420 0.733333 fi:0.365944. Ave ac:0.010352,0.010896 Iteration 10:MDL fitness activated Error 0.365944 TL 0.035282 MDL Theory Length Weight: 3.4573412280 (3) Initialization: 6.057000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.169000 Kernel 1: 0.023000 Kernel 2: 82.857002 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.009608 0.639344 fi:0.542000. Ave ac:0.008143,0.008816 Initialization: 6.148000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.144000 Kernel 1: 0.024000 Kernel 2: 82.233002 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.008869 0.705882 fi:0.477801. Ave ac:0.008478,0.007887 Initialization: 7.189000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.177000 Kernel 1: 0.022000 Kernel 2: 81.124001 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.005419 0.666667 fi:0.554592. Ave ac:0.007275,0.007509 Initialization: 6.083000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.206000 Kernel 1: 0.024000 Kernel 2: 78.649002 Copyback: 0.017000 Sum: 0.038000 It 13,Best ac:0.004680 0.904762 fi:0.289744. Ave ac:0.011886,0.011979 Initialization: 6.069000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.646000 Kernel 1: 0.023000 Kernel 2: 79.016998 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.003941 0.761905 fi:0.412030. Ave ac:0.009493,0.008603 Initialization: 6.121000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.121000 Kernel 1: 0.023000 Kernel 2: 78.688004 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.003942 0.727273 fi:0.445794. Ave ac:0.008792,0.007597 Initialization: 6.172000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.141000 Kernel 1: 0.024000 Kernel 2: 78.925003 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.006158 0.735294 fi:0.451431. Ave ac:0.011414,0.009403 Initialization: 6.039000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.134000 Kernel 1: 0.023000 Kernel 2: 76.472000 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004187 0.680000 fi:0.466698. Ave ac:0.010765,0.009384 Initialization: 6.037000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.165000 Kernel 1: 0.023000 Kernel 2: 74.162003 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.005913 0.727273 fi:0.415362. Ave ac:0.008725,0.008581 Initialization: 6.157000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.137000 Kernel 1: 0.023000 Kernel 2: 74.141998 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.004927 0.833333 fi:0.342680. Ave ac:0.010441,0.010882 Initialization: 7.008000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.149000 Kernel 1: 0.023000 Kernel 2: 74.518997 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.002956 1.000000 fi:0.383958. Ave ac:0.010400,0.009229 Initialization: 6.135000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.162000 Kernel 1: 0.023000 Kernel 2: 74.056999 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.004188 0.850000 fi:0.321085. Ave ac:0.008752,0.008411 Initialization: 6.120000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.133000 Kernel 1: 0.024000 Kernel 2: 72.142998 Copyback: 0.021000 Sum: 0.030000 It 22,Best ac:0.008128 0.733333 fi:0.429983. Ave ac:0.010418,0.011293 MDL Theory Length Weight: 3.1116071052 (10) Initialization: 7.161000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.192000 Kernel 1: 0.024000 Kernel 2: 74.339996 Copyback: 0.020000 Sum: 0.024000 It 23,Best ac:0.004927 0.800000 fi:0.363750. Ave ac:0.012482,0.013464 Initialization: 6.144000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.199000 Kernel 1: 0.023000 Kernel 2: 72.933998 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.006159 0.735294 fi:0.400323. Ave ac:0.010341,0.012024 Initialization: 7.229000 Memcpy Classifiers: 0.273000 Memcpy Instances: 10.290000 Kernel 1: 0.022000 Kernel 2: 71.975998 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.004433 0.818182 fi:0.345787. Ave ac:0.009588,0.011674 Initialization: 6.114000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.140000 Kernel 1: 0.024000 Kernel 2: 71.982002 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.007391 0.731707 fi:0.408524. Ave ac:0.008970,0.011386 Initialization: 6.130000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.326000 Kernel 1: 0.024000 Kernel 2: 70.884003 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.008374 0.739130 fi:0.423228. Ave ac:0.010928,0.016327 Initialization: 6.166000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.166000 Kernel 1: 0.023000 Kernel 2: 72.200996 Copyback: 0.019000 Sum: 0.024000 It 28,Best ac:0.008376 0.850000 fi:0.321766. Ave ac:0.010000,0.009915 Initialization: 6.122000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.132000 Kernel 1: 0.025000 Kernel 2: 71.899002 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.004926 0.833333 fi:0.342999. Ave ac:0.010698,0.015623 Initialization: 6.073000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.183000 Kernel 1: 0.023000 Kernel 2: 72.137001 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.004433 0.782609 fi:0.394529. Ave ac:0.010062,0.011781 Initialization: 6.280000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.129000 Kernel 1: 0.024000 Kernel 2: 72.516998 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.003942 0.842105 fi:0.328745. Ave ac:0.007840,0.010921 Initialization: 6.010000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.213000 Kernel 1: 0.024000 Kernel 2: 74.225998 Copyback: 0.372000 Sum: 0.025000 It 32,Best ac:0.005420 0.785714 fi:0.369416. Ave ac:0.008012,0.007681 Initialization: 6.059000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.162000 Kernel 1: 0.023000 Kernel 2: 74.120003 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.004188 0.850000 fi:0.315618. Ave ac:0.008338,0.007331 Initialization: 26.705999 Memcpy Instances: 401.415985 Memcpy Classifiers: 0.066000 Kernel 1: 0.023000 Kernel 2: 448.804993 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 447.614990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 441.898987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 456.101013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 446.635986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 441.223999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 446.812012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 445.453003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 437.419006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 441.059998 Copyback: 0.020000 Sum: 0.006000 Memcpy Classifiers: 0.054000 Kernel 1: 0.021000 Kernel 2: 205.123001 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004562 0.648006 fi:0.507506. Ave ac:0.008417,0.026545 Best acc 0.004562 0.648006 Rule:Att PSSM_-3_7 is [<-1.304235]|Att PSSM_-2_12 is [<-1.974138]|Att PSSM_-1_4 is [<-1.504020]|Att PSSM_0_10 is [0.915769,5.558305]|Att PSSM_0_12 is [-6.550906,-2.783388]|Att PSSM_4_6 is [<-0.965154]|1 Accuracy : 0.772488 0 1 156228 7852 45531 25027 Removed 1212 instances. 201759 Instances left. Acc of rule 0.004025-0.674092 Initialization: 6.128000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.073000 Kernel 1: 0.026000 Kernel 2: 103.515999 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.005380 accuracy2:0.213462 Initialization: 6.145000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.076000 Kernel 1: 0.023000 Kernel 2: 106.538002 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.006444 0.500000 fi:0.598785. Ave ac:0.011520,0.016520 Initialization: 6.069000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.116000 Kernel 1: 0.024000 Kernel 2: 102.574997 Copyback: 0.563000 Sum: 0.033000 It 1,Best ac:0.011896 0.623377 fi:0.472956. Ave ac:0.014740,0.017454 Initialization: 6.083000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.101000 Kernel 1: 0.024000 Kernel 2: 104.930000 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.003964 0.592593 fi:0.507312. Ave ac:0.015458,0.018237 Initialization: 6.150000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.086000 Kernel 1: 0.023000 Kernel 2: 101.393997 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.007185 0.707317 fi:0.391137. Ave ac:0.014664,0.017271 Initialization: 6.180000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.201000 Kernel 1: 0.023000 Kernel 2: 98.765999 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.006197 0.714286 fi:0.384611. Ave ac:0.014052,0.014576 Initialization: 6.084000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.117000 Kernel 1: 0.024000 Kernel 2: 90.884003 Copyback: 0.017000 Sum: 0.037000 It 5,Best ac:0.003717 0.750000 fi:0.358763. Ave ac:0.010238,0.012370 Initialization: 6.084000 Memcpy Classifiers: 0.402000 Memcpy Instances: 8.447000 Kernel 1: 0.021000 Kernel 2: 93.573997 Copyback: 0.016000 Sum: 0.035000 It 6,Best ac:0.003718 0.750000 fi:0.357783. Ave ac:0.011791,0.011112 Initialization: 6.188000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.126000 Kernel 1: 0.023000 Kernel 2: 90.317001 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003964 0.761905 fi:0.338000. Ave ac:0.009591,0.011221 Initialization: 6.094000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.074000 Kernel 1: 0.022000 Kernel 2: 89.956001 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.003965 0.761905 fi:0.337998. Ave ac:0.009568,0.009015 Initialization: 6.089000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.082000 Kernel 1: 0.024000 Kernel 2: 87.170998 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.003965 0.761905 fi:0.338000. Ave ac:0.008397,0.008627 Iteration 10:MDL fitness activated Error 0.338000 TL 0.040431 MDL Theory Length Weight: 2.7866155229 (2) Initialization: 6.153000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.073000 Kernel 1: 0.023000 Kernel 2: 88.153000 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.003965 0.666667 fi:0.505832. Ave ac:0.009517,0.010102 Initialization: 8.579000 Memcpy Classifiers: 0.356000 Memcpy Instances: 8.425000 Kernel 1: 0.022000 Kernel 2: 91.183998 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004957 0.740741 fi:0.441957. Ave ac:0.009570,0.010241 Initialization: 6.079000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.551000 Kernel 1: 0.023000 Kernel 2: 90.766998 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.005700 0.766667 fi:0.408122. Ave ac:0.010694,0.010135 Initialization: 5.978000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.106000 Kernel 1: 0.023000 Kernel 2: 88.782997 Copyback: 0.016000 Sum: 0.030000 It 13,Best ac:0.004460 0.750000 fi:0.436342. Ave ac:0.009554,0.010329 Initialization: 6.102000 Memcpy Classifiers: 0.350000 Memcpy Instances: 8.174000 Kernel 1: 0.022000 Kernel 2: 87.566002 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.004460 0.782609 fi:0.396019. Ave ac:0.010636,0.013917 Initialization: 6.087000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.083000 Kernel 1: 0.023000 Kernel 2: 83.801003 Copyback: 0.017000 Sum: 0.027000 It 15,Best ac:0.004957 0.833333 fi:0.349458. Ave ac:0.009190,0.009725 Initialization: 6.056000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.207000 Kernel 1: 0.022000 Kernel 2: 83.724998 Copyback: 0.016000 Sum: 0.031000 It 16,Best ac:0.006939 0.848485 fi:0.330914. Ave ac:0.008576,0.007898 Initialization: 6.049000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.175000 Kernel 1: 0.022000 Kernel 2: 83.212997 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.004709 0.760000 fi:0.408438. Ave ac:0.008788,0.008780 Initialization: 6.655000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.094000 Kernel 1: 0.023000 Kernel 2: 82.755997 Copyback: 0.018000 Sum: 0.037000 It 18,Best ac:0.004461 0.782609 fi:0.397201. Ave ac:0.009350,0.010503 Initialization: 6.268000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.089000 Kernel 1: 0.023000 Kernel 2: 87.178001 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.004214 0.894737 fi:0.286620. Ave ac:0.009376,0.008626 Initialization: 6.002000 Memcpy Classifiers: 0.319000 Memcpy Instances: 8.099000 Kernel 1: 0.024000 Kernel 2: 84.918999 Copyback: 0.018000 Sum: 0.033000 It 20,Best ac:0.003718 0.882353 fi:0.300434. Ave ac:0.007552,0.008813 Initialization: 6.000000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.193000 Kernel 1: 0.021000 Kernel 2: 83.198997 Copyback: 0.016000 Sum: 0.032000 It 21,Best ac:0.005949 0.750000 fi:0.419198. Ave ac:0.006734,0.006886 Initialization: 6.610000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.089000 Kernel 1: 0.024000 Kernel 2: 80.880997 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.004212 0.850000 fi:0.326514. Ave ac:0.009270,0.008961 Initialization: 6.081000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.128000 Kernel 1: 0.023000 Kernel 2: 81.167999 Copyback: 0.016000 Sum: 0.032000 It 23,Best ac:0.006197 0.781250 fi:0.375777. Ave ac:0.007712,0.007892 Initialization: 6.704000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.223000 Kernel 1: 0.021000 Kernel 2: 83.424004 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.004958 0.833333 fi:0.340898. Ave ac:0.008038,0.009166 Initialization: 6.092000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.074000 Kernel 1: 0.024000 Kernel 2: 79.581001 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.004213 0.772727 fi:0.407899. Ave ac:0.006171,0.005713 Initialization: 6.042000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.075000 Kernel 1: 0.025000 Kernel 2: 80.903999 Copyback: 0.018000 Sum: 0.033000 It 26,Best ac:0.003717 0.789474 fi:0.387969. Ave ac:0.010025,0.008915 Initialization: 6.074000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.110000 Kernel 1: 0.024000 Kernel 2: 81.938004 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.007435 0.731707 fi:0.451082. Ave ac:0.008838,0.008304 Initialization: 6.088000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.603000 Kernel 1: 0.022000 Kernel 2: 81.616997 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.004213 0.772727 fi:0.389125. Ave ac:0.010377,0.009150 MDL Theory Length Weight: 2.5079539706 (10) Initialization: 6.075000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.103000 Kernel 1: 0.023000 Kernel 2: 80.991997 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.009418 0.775510 fi:0.392908. Ave ac:0.008254,0.008383 Initialization: 6.142000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.609000 Kernel 1: 0.022000 Kernel 2: 81.931999 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.010409 0.763636 fi:0.409938. Ave ac:0.009733,0.009602 Initialization: 5.984000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.152000 Kernel 1: 0.023000 Kernel 2: 82.550003 Copyback: 0.018000 Sum: 0.029000 It 31,Best ac:0.006194 0.833333 fi:0.319871. Ave ac:0.007254,0.006757 Initialization: 6.502000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.429000 Kernel 1: 0.023000 Kernel 2: 81.445000 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.004461 0.857143 fi:0.292251. Ave ac:0.008610,0.008622 Initialization: 6.089000 Memcpy Classifiers: 0.350000 Memcpy Instances: 8.111000 Kernel 1: 0.023000 Kernel 2: 83.563004 Copyback: 0.018000 Sum: 0.029000 It 33,Best ac:0.003964 0.800000 fi:0.366476. Ave ac:0.007801,0.007365 Initialization: 28.124001 Memcpy Instances: 400.911987 Memcpy Classifiers: 0.069000 Kernel 1: 0.025000 Kernel 2: 471.848999 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 492.734985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 485.677002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 472.738007 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 486.691986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 472.477997 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 472.143005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 494.453003 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.070000 Kernel 1: 0.019000 Kernel 2: 484.717010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 489.093994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 163.677002 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003643 0.644737 fi:0.531198. Ave ac:0.007383,0.022476 Best acc 0.003643 0.644737 Initialization: 6.043000 Memcpy Classifiers: 0.600000 Memcpy Instances: 8.098000 Kernel 1: 0.025000 Kernel 2: 98.472000 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.005168 accuracy2:0.222371 Initialization: 6.038000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.117000 Kernel 1: 0.023000 Kernel 2: 107.347000 Copyback: 0.017000 Sum: 0.050000 It 0,Best ac:0.004461 0.720000 fi:0.379679. Ave ac:0.010399,0.013639 Initialization: 6.101000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.074000 Kernel 1: 0.024000 Kernel 2: 108.304001 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.005949 0.533333 fi:0.565676. Ave ac:0.011705,0.013813 Initialization: 6.173000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.079000 Kernel 1: 0.024000 Kernel 2: 103.272003 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.005452 0.550000 fi:0.549235. Ave ac:0.011303,0.013133 Initialization: 6.098000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.316000 Kernel 1: 0.023000 Kernel 2: 101.632004 Copyback: 0.017000 Sum: 0.036000 It 3,Best ac:0.004955 0.645161 fi:0.454297. Ave ac:0.013563,0.015505 Initialization: 7.054000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.094000 Kernel 1: 0.024000 Kernel 2: 98.353996 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.005451 0.550000 fi:0.549235. Ave ac:0.014443,0.014381 Initialization: 6.081000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.638000 Kernel 1: 0.023000 Kernel 2: 103.432999 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.005702 0.621622 fi:0.477499. Ave ac:0.016098,0.016438 Initialization: 6.055000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.133000 Kernel 1: 0.024000 Kernel 2: 98.010002 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.004709 0.678571 fi:0.420996. Ave ac:0.015074,0.018646 Initialization: 6.229000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.120000 Kernel 1: 0.023000 Kernel 2: 95.596001 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.004955 0.714286 fi:0.385173. Ave ac:0.015048,0.018092 Initialization: 6.032000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.128000 Kernel 1: 0.024000 Kernel 2: 96.164001 Copyback: 0.018000 Sum: 0.029000 It 8,Best ac:0.004460 0.692308 fi:0.407374. Ave ac:0.015063,0.021436 Initialization: 6.079000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.123000 Kernel 1: 0.024000 Kernel 2: 95.765999 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003717 0.789474 fi:0.319289. Ave ac:0.013107,0.016838 Iteration 10:MDL fitness activated Error 0.319289 TL 0.038663 MDL Theory Length Weight: 2.7527398174 (1) Initialization: 6.057000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.303000 Kernel 1: 0.023000 Kernel 2: 93.389000 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.012144 0.653333 fi:0.519073. Ave ac:0.011976,0.013215 Initialization: 6.094000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.088000 Kernel 1: 0.024000 Kernel 2: 95.191002 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.005948 0.705882 fi:0.490889. Ave ac:0.011703,0.015913 Initialization: 6.026000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.189000 Kernel 1: 0.023000 Kernel 2: 88.835999 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.005948 0.774194 fi:0.364563. Ave ac:0.012672,0.012417 Initialization: 6.056000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.108000 Kernel 1: 0.024000 Kernel 2: 90.028000 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.005454 0.666667 fi:0.494937. Ave ac:0.012382,0.018250 Initialization: 6.181000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.074000 Kernel 1: 0.024000 Kernel 2: 86.975998 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.004214 0.772727 fi:0.394502. Ave ac:0.013019,0.021114 Initialization: 6.091000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.156000 Kernel 1: 0.025000 Kernel 2: 84.600998 Copyback: 0.017000 Sum: 0.025000 It 15,Best ac:0.003965 0.888889 fi:0.275029. Ave ac:0.013985,0.019904 Initialization: 6.049000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.070000 Kernel 1: 0.023000 Kernel 2: 85.027000 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.005204 0.677419 fi:0.454803. Ave ac:0.012048,0.021444 Initialization: 6.109000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.117000 Kernel 1: 0.023000 Kernel 2: 85.764000 Copyback: 0.017000 Sum: 0.023000 It 17,Best ac:0.004213 0.772727 fi:0.362566. Ave ac:0.013182,0.024378 Initialization: 6.086000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.556000 Kernel 1: 0.022000 Kernel 2: 84.012001 Copyback: 0.017000 Sum: 0.022000 It 18,Best ac:0.003717 0.789474 fi:0.357797. Ave ac:0.017513,0.027280 Initialization: 6.112000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.093000 Kernel 1: 0.023000 Kernel 2: 82.971001 Copyback: 0.017000 Sum: 0.021000 It 19,Best ac:0.004957 0.714286 fi:0.421318. Ave ac:0.014248,0.022635 Initialization: 6.162000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.264000 Kernel 1: 0.023000 Kernel 2: 83.294998 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.005451 0.785714 fi:0.361418. Ave ac:0.019087,0.023851 Initialization: 6.028000 Memcpy Classifiers: 0.306000 Memcpy Instances: 8.163000 Kernel 1: 0.023000 Kernel 2: 81.987999 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.004957 0.769231 fi:0.375924. Ave ac:0.017284,0.027126 Initialization: 6.077000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.105000 Kernel 1: 0.024000 Kernel 2: 80.578003 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.007435 0.769231 fi:0.362885. Ave ac:0.015430,0.021091 Initialization: 6.064000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.155000 Kernel 1: 0.024000 Kernel 2: 75.317001 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.004957 0.769231 fi:0.364193. Ave ac:0.015556,0.021977 Initialization: 5.962000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.073000 Kernel 1: 0.024000 Kernel 2: 73.389000 Copyback: 0.018000 Sum: 0.022000 It 24,Best ac:0.003965 0.761905 fi:0.383896. Ave ac:0.014251,0.018120 MDL Theory Length Weight: 2.4774658357 (10) Initialization: 6.014000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.089000 Kernel 1: 0.024000 Kernel 2: 74.500999 Copyback: 0.016000 Sum: 0.022000 It 25,Best ac:0.003964 0.727273 fi:0.401510. Ave ac:0.012698,0.019812 Initialization: 6.120000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.631000 Kernel 1: 0.022000 Kernel 2: 83.315002 Copyback: 0.208000 Sum: 0.025000 It 26,Best ac:0.005206 0.840000 fi:0.316556. Ave ac:0.013311,0.020649 Initialization: 6.046000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.098000 Kernel 1: 0.024000 Kernel 2: 73.917000 Copyback: 0.016000 Sum: 0.021000 It 27,Best ac:0.005948 0.750000 fi:0.389531. Ave ac:0.012503,0.023240 Initialization: 7.045000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.130000 Kernel 1: 0.022000 Kernel 2: 76.835999 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.004214 0.708333 fi:0.434960. Ave ac:0.010875,0.018884 Initialization: 6.035000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.677000 Kernel 1: 0.022000 Kernel 2: 75.261002 Copyback: 0.018000 Sum: 0.024000 It 29,Best ac:0.004709 0.826087 fi:0.311923. Ave ac:0.013732,0.022677 Initialization: 6.191000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.366000 Kernel 1: 0.022000 Kernel 2: 76.594002 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.003717 0.833333 fi:0.308406. Ave ac:0.008840,0.016821 Initialization: 6.008000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.075000 Kernel 1: 0.024000 Kernel 2: 77.921997 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.003717 0.833333 fi:0.348269. Ave ac:0.014515,0.025266 Initialization: 6.091000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.107000 Kernel 1: 0.023000 Kernel 2: 78.875000 Copyback: 0.018000 Sum: 0.019000 It 32,Best ac:0.007187 0.828571 fi:0.326017. Ave ac:0.011992,0.018334 Initialization: 6.060000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.108000 Kernel 1: 0.024000 Kernel 2: 83.416000 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.004213 0.944444 fi:0.191091. Ave ac:0.014371,0.023428 Initialization: 27.500999 Memcpy Instances: 400.515015 Memcpy Classifiers: 0.058000 Kernel 1: 0.023000 Kernel 2: 513.106018 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 504.662994 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 518.913025 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 509.574005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 488.862000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 496.200012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 518.017029 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 493.709015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 504.199005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 500.984009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 171.856003 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004525 0.594788 fi:0.534451. Ave ac:0.010320,0.035711 Best acc 0.004525 0.594788 Rule:Att PSSM_-2_12 is [-6.856888,-3.594428]|Att PSSM_-1_12 is [-6.363996,-1.636004]|Att PSSM_-1_15 is [-5.911495,-0.088505]|Att PSSM_0_7 is [-6.061887,-2.031666]|Att PSSM_2_6 is [<-2.731526]|1 Accuracy : 0.773894 0 1 155823 8257 44796 25762 Removed 1140 instances. 200619 Instances left. Acc of rule 0.003643-0.644737 Initialization: 6.327000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.025000 Kernel 1: 0.026000 Kernel 2: 100.898003 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005380 accuracy2:0.225206 Initialization: 6.020000 Memcpy Classifiers: 0.930000 Memcpy Instances: 8.373000 Kernel 1: 0.022000 Kernel 2: 108.432999 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.003987 0.571429 fi:0.528446. Ave ac:0.009824,0.013838 Initialization: 6.622000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.031000 Kernel 1: 0.024000 Kernel 2: 105.830002 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.004736 0.527778 fi:0.571757. Ave ac:0.011657,0.013596 Initialization: 6.081000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.028000 Kernel 1: 0.023000 Kernel 2: 103.189003 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.010217 0.500000 fi:0.597038. Ave ac:0.012157,0.014337 Initialization: 6.627000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.102000 Kernel 1: 0.023000 Kernel 2: 102.509003 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.005234 0.600000 fi:0.499307. Ave ac:0.012079,0.013578 Initialization: 6.102000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.025000 Kernel 1: 0.024000 Kernel 2: 106.278999 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.003489 0.636364 fi:0.517889. Ave ac:0.011793,0.011686 Initialization: 6.065000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.023000 Kernel 1: 0.024000 Kernel 2: 103.746002 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.004487 0.600000 fi:0.499648. Ave ac:0.012671,0.013847 Initialization: 6.058000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.029000 Kernel 1: 0.023000 Kernel 2: 105.403999 Copyback: 0.017000 Sum: 0.039000 It 6,Best ac:0.003988 0.571429 fi:0.528446. Ave ac:0.012002,0.012727 Initialization: 6.067000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.034000 Kernel 1: 0.023000 Kernel 2: 101.438004 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.005984 0.666667 fi:0.432297. Ave ac:0.010854,0.011701 Initialization: 6.074000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.029000 Kernel 1: 0.023000 Kernel 2: 101.357002 Copyback: 0.017000 Sum: 0.037000 It 8,Best ac:0.005981 0.685714 fi:0.413253. Ave ac:0.009761,0.009688 Initialization: 6.082000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.074000 Kernel 1: 0.023000 Kernel 2: 98.945000 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.003738 0.833333 fi:0.266655. Ave ac:0.009402,0.009041 Iteration 10:MDL fitness activated Error 0.266655 TL 0.042670 MDL Theory Length Weight: 2.0831033493 (1) Initialization: 6.564000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.071000 Kernel 1: 0.023000 Kernel 2: 98.407997 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.009718 0.650000 fi:0.514410. Ave ac:0.008756,0.010241 Initialization: 6.090000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.057000 Kernel 1: 0.024000 Kernel 2: 96.028999 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.004735 0.655172 fi:0.510023. Ave ac:0.009507,0.009492 Initialization: 6.028000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.486000 Kernel 1: 0.023000 Kernel 2: 97.275002 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.004488 0.666667 fi:0.488215. Ave ac:0.009330,0.008933 Initialization: 6.025000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.064000 Kernel 1: 0.023000 Kernel 2: 95.827003 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.004237 0.772727 fi:0.398579. Ave ac:0.008304,0.007444 Initialization: 6.037000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.040000 Kernel 1: 0.023000 Kernel 2: 91.528000 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.005484 0.785714 fi:0.378345. Ave ac:0.007233,0.007473 Initialization: 6.045000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.060000 Kernel 1: 0.024000 Kernel 2: 93.218002 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.006977 0.736842 fi:0.422102. Ave ac:0.008321,0.010333 Initialization: 6.502000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.075000 Kernel 1: 0.024000 Kernel 2: 94.689003 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.003738 0.750000 fi:0.436974. Ave ac:0.007891,0.008710 Initialization: 6.044000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.057000 Kernel 1: 0.023000 Kernel 2: 96.605003 Copyback: 0.016000 Sum: 0.032000 It 17,Best ac:0.005484 0.758621 fi:0.389159. Ave ac:0.006051,0.006748 Initialization: 6.037000 Memcpy Classifiers: 0.373000 Memcpy Instances: 8.106000 Kernel 1: 0.023000 Kernel 2: 97.799004 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.003987 0.727273 fi:0.448045. Ave ac:0.007661,0.010411 Initialization: 6.010000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.113000 Kernel 1: 0.023000 Kernel 2: 97.765999 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.004735 0.791667 fi:0.379386. Ave ac:0.007952,0.007908 Initialization: 6.084000 Memcpy Classifiers: 0.350000 Memcpy Instances: 8.489000 Kernel 1: 0.023000 Kernel 2: 98.434998 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.005484 0.758621 fi:0.428325. Ave ac:0.006761,0.006368 Initialization: 6.004000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.038000 Kernel 1: 0.024000 Kernel 2: 95.511002 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.011214 0.737705 fi:0.406891. Ave ac:0.008078,0.008810 Initialization: 6.048000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.031000 Kernel 1: 0.023000 Kernel 2: 98.333000 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.005233 0.700000 fi:0.449385. Ave ac:0.006804,0.005759 Initialization: 6.074000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.027000 Kernel 1: 0.023000 Kernel 2: 98.468002 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.003489 0.875000 fi:0.337437. Ave ac:0.006797,0.007998 Initialization: 6.063000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.060000 Kernel 1: 0.023000 Kernel 2: 97.706001 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.003988 0.695652 fi:0.468846. Ave ac:0.006286,0.005545 Initialization: 6.030000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.104000 Kernel 1: 0.023000 Kernel 2: 100.110001 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.003738 0.750000 fi:0.414103. Ave ac:0.006992,0.006253 Initialization: 6.436000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.065000 Kernel 1: 0.022000 Kernel 2: 96.690002 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.005234 0.913043 fi:0.251230. Ave ac:0.005641,0.004651 Initialization: 6.079000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.173000 Kernel 1: 0.023000 Kernel 2: 97.175003 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.006728 0.771429 fi:0.378778. Ave ac:0.006251,0.005592 Initialization: 6.027000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.163000 Kernel 1: 0.022000 Kernel 2: 97.792999 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.003739 0.882353 fi:0.275003. Ave ac:0.005809,0.004176 Initialization: 6.015000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.038000 Kernel 1: 0.024000 Kernel 2: 99.542999 Copyback: 0.018000 Sum: 0.035000 It 29,Best ac:0.003738 0.789474 fi:0.358219. Ave ac:0.004981,0.003174 Initialization: 6.051000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.050000 Kernel 1: 0.024000 Kernel 2: 97.682999 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.004736 0.760000 fi:0.395329. Ave ac:0.005162,0.004167 Initialization: 6.012000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.086000 Kernel 1: 0.024000 Kernel 2: 100.774002 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.006231 0.862069 fi:0.297895. Ave ac:0.006421,0.005161 Initialization: 6.136000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.026000 Kernel 1: 0.024000 Kernel 2: 100.814003 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.005233 0.777778 fi:0.377182. Ave ac:0.005289,0.003551 Initialization: 6.093000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.176000 Kernel 1: 0.023000 Kernel 2: 100.707001 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.007227 0.828571 fi:0.322918. Ave ac:0.006982,0.004439 Initialization: 27.469000 Memcpy Instances: 399.175995 Memcpy Classifiers: 0.069000 Kernel 1: 0.024000 Kernel 2: 607.607971 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 593.853027 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 617.476990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 586.041992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 618.734009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 605.528992 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 608.645020 Copyback: 0.021000 Sum: 0.007000 Memcpy Classifiers: 0.077000 Kernel 1: 0.019000 Kernel 2: 621.257019 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 605.590027 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 597.512024 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004810 0.618193 fi:0.536959. Ave ac:0.005835,0.016937 Best acc 0.004810 0.618193 Initialization: 6.019000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.037000 Kernel 1: 0.025000 Kernel 2: 99.138000 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.005107 accuracy2:0.215476 Initialization: 6.117000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.113000 Kernel 1: 0.024000 Kernel 2: 106.916000 Copyback: 0.023000 Sum: 0.056000 It 0,Best ac:0.009970 0.470588 fi:0.626563. Ave ac:0.010269,0.014492 Initialization: 6.048000 Memcpy Classifiers: 0.439000 Memcpy Instances: 8.074000 Kernel 1: 0.023000 Kernel 2: 107.372002 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.004485 0.500000 fi:0.599648. Ave ac:0.011878,0.013883 Initialization: 6.034000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.033000 Kernel 1: 0.023000 Kernel 2: 104.740997 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.004487 0.642857 fi:0.456791. Ave ac:0.011728,0.015530 Initialization: 6.156000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.041000 Kernel 1: 0.022000 Kernel 2: 105.603996 Copyback: 0.017000 Sum: 0.041000 It 3,Best ac:0.004736 0.633333 fi:0.466201. Ave ac:0.011643,0.013711 Initialization: 6.068000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.041000 Kernel 1: 0.024000 Kernel 2: 103.785004 Copyback: 0.020000 Sum: 0.031000 It 4,Best ac:0.003739 0.625000 fi:0.474988. Ave ac:0.010888,0.011031 Initialization: 6.146000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.055000 Kernel 1: 0.023000 Kernel 2: 104.328003 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.003988 0.842105 fi:0.257770. Ave ac:0.010987,0.010597 Initialization: 6.155000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.040000 Kernel 1: 0.023000 Kernel 2: 105.047997 Copyback: 0.016000 Sum: 0.030000 It 6,Best ac:0.004236 0.653846 fi:0.445915. Ave ac:0.009042,0.009434 Initialization: 5.992000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.026000 Kernel 1: 0.024000 Kernel 2: 103.860001 Copyback: 0.018000 Sum: 0.036000 It 7,Best ac:0.003988 0.695652 fi:0.404223. Ave ac:0.010913,0.009250 Initialization: 6.084000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.086000 Kernel 1: 0.022000 Kernel 2: 102.278000 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.003987 0.761905 fi:0.337970. Ave ac:0.009222,0.007773 Initialization: 6.000000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.047000 Kernel 1: 0.024000 Kernel 2: 97.669998 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.004237 0.772727 fi:0.327034. Ave ac:0.007604,0.006656 Iteration 10:MDL fitness activated Error 0.327034 TL 0.033050 MDL Theory Length Weight: 3.2983312149 (5) Initialization: 6.040000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.912000 Kernel 1: 0.022000 Kernel 2: 98.942001 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.003988 0.761905 fi:0.418815. Ave ac:0.008619,0.008984 Initialization: 6.172000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.072000 Kernel 1: 0.024000 Kernel 2: 99.149002 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.004736 0.760000 fi:0.447367. Ave ac:0.008601,0.008175 Initialization: 6.946000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.987000 Kernel 1: 0.023000 Kernel 2: 99.285004 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004236 0.680000 fi:0.496780. Ave ac:0.009864,0.007938 Initialization: 6.016000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.205000 Kernel 1: 0.024000 Kernel 2: 97.666000 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.004236 0.708333 fi:0.486852. Ave ac:0.008589,0.007388 Initialization: 6.110000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.026000 Kernel 1: 0.023000 Kernel 2: 96.655998 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.003739 0.833333 fi:0.366989. Ave ac:0.008265,0.007082 Initialization: 6.074000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.046000 Kernel 1: 0.024000 Kernel 2: 93.155998 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.004736 0.904762 fi:0.296879. Ave ac:0.011086,0.009881 Initialization: 6.015000 Memcpy Classifiers: 0.402000 Memcpy Instances: 8.030000 Kernel 1: 0.024000 Kernel 2: 92.033997 Copyback: 0.018000 Sum: 0.030000 It 16,Best ac:0.004237 0.708333 fi:0.474607. Ave ac:0.007955,0.006631 Initialization: 6.069000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.030000 Kernel 1: 0.023000 Kernel 2: 90.769997 Copyback: 0.018000 Sum: 0.032000 It 17,Best ac:0.006977 0.636364 fi:0.558354. Ave ac:0.008245,0.006970 Initialization: 6.462000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.044000 Kernel 1: 0.023000 Kernel 2: 90.882004 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.003988 0.727273 fi:0.482132. Ave ac:0.008564,0.008293 Initialization: 6.520000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.069000 Kernel 1: 0.023000 Kernel 2: 92.803001 Copyback: 0.018000 Sum: 0.033000 It 19,Best ac:0.003739 0.750000 fi:0.450463. Ave ac:0.008815,0.009053 Initialization: 6.019000 Memcpy Classifiers: 0.388000 Memcpy Instances: 9.260000 Kernel 1: 0.023000 Kernel 2: 94.174004 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.004735 0.703704 fi:0.489812. Ave ac:0.007278,0.006778 Initialization: 6.029000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.103000 Kernel 1: 0.023000 Kernel 2: 90.154999 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.004237 0.809524 fi:0.375843. Ave ac:0.009252,0.009128 Initialization: 6.007000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.042000 Kernel 1: 0.024000 Kernel 2: 89.018997 Copyback: 0.018000 Sum: 0.028000 It 22,Best ac:0.003739 0.681818 fi:0.517860. Ave ac:0.008022,0.007011 Initialization: 6.822000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.081000 Kernel 1: 0.023000 Kernel 2: 91.022003 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.003240 0.812500 fi:0.502661. Ave ac:0.007362,0.006707 Initialization: 6.070000 Memcpy Classifiers: 0.430000 Memcpy Instances: 8.034000 Kernel 1: 0.023000 Kernel 2: 86.759003 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.005731 0.766667 fi:0.447992. Ave ac:0.009744,0.009094 MDL Theory Length Weight: 2.9684980934 (10) Initialization: 6.040000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.053000 Kernel 1: 0.024000 Kernel 2: 84.972000 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.005233 0.777778 fi:0.390708. Ave ac:0.007231,0.007521 Initialization: 6.018000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.135000 Kernel 1: 0.023000 Kernel 2: 85.690002 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.007227 0.743590 fi:0.403319. Ave ac:0.008154,0.008279 Initialization: 6.051000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.528000 Kernel 1: 0.024000 Kernel 2: 86.467003 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.005734 0.793103 fi:0.409995. Ave ac:0.008649,0.008257 Initialization: 6.053000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.025000 Kernel 1: 0.024000 Kernel 2: 85.789001 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.006481 0.787879 fi:0.382547. Ave ac:0.009958,0.008854 Initialization: 6.042000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.160000 Kernel 1: 0.022000 Kernel 2: 86.335999 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.003988 0.842105 fi:0.363383. Ave ac:0.008056,0.006974 Initialization: 6.123000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.032000 Kernel 1: 0.024000 Kernel 2: 83.530998 Copyback: 0.018000 Sum: 0.030000 It 30,Best ac:0.004237 0.809524 fi:0.418059. Ave ac:0.008185,0.007892 Initialization: 6.613000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.115000 Kernel 1: 0.022000 Kernel 2: 84.941002 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.004735 0.863636 fi:0.325619. Ave ac:0.009485,0.011844 Initialization: 6.008000 Memcpy Classifiers: 0.804000 Memcpy Instances: 8.064000 Kernel 1: 0.023000 Kernel 2: 80.310997 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.003490 0.823529 fi:0.392849. Ave ac:0.007705,0.006704 Initialization: 6.059000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.218000 Kernel 1: 0.024000 Kernel 2: 82.197998 Copyback: 0.018000 Sum: 0.032000 It 33,Best ac:0.004488 0.818182 fi:0.346944. Ave ac:0.008182,0.009452 Initialization: 27.354000 Memcpy Instances: 394.881989 Memcpy Classifiers: 0.072000 Kernel 1: 0.028000 Kernel 2: 495.015991 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 488.223999 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 491.968994 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 502.244995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 489.462006 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 501.351013 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 496.925995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 493.222992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 494.907013 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.071000 Kernel 1: 0.021000 Kernel 2: 487.131012 Copyback: 0.022000 Sum: 0.007000 It 34,Best ac:0.037898 0.578307 fi:0.568293. Ave ac:0.007179,0.023001 Best acc 0.037898 0.578307 Rule:Att PSSM_-3_7 is [-4.929411,4.318759]|Att PSSM_-3_12 is [-5.304714,3.304714]|Att PSSM_0_6 is [-6.449338,-2.797635]|Att PSSM_0_12 is [-6.847326,-3.704101]|Att PSSM_0_20 is [0.119463,6.297797]|Att PSSM_3_15 is [-5.783991,-0.207376]|Att PSSM_4_7 is [<0.196672]|Att PSSM_4_12 is [<-2.602140]|1 Accuracy : 0.775467 0 1 155227 8853 43831 26727 Removed 1561 instances. 199058 Instances left. Acc of rule 0.004810-0.618193 Initialization: 6.072000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.973000 Kernel 1: 0.025000 Kernel 2: 97.275002 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005496 accuracy2:0.219951 Initialization: 6.057000 Memcpy Classifiers: 0.513000 Memcpy Instances: 8.002000 Kernel 1: 0.024000 Kernel 2: 105.363998 Copyback: 0.017000 Sum: 0.048000 It 0,Best ac:0.004019 0.533333 fi:0.566502. Ave ac:0.009726,0.012562 Initialization: 6.433000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.971000 Kernel 1: 0.023000 Kernel 2: 108.195000 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.005275 0.656250 fi:0.443006. Ave ac:0.014205,0.014784 Initialization: 6.047000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.966000 Kernel 1: 0.025000 Kernel 2: 103.417000 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.004270 0.566667 fi:0.533051. Ave ac:0.015011,0.017468 Initialization: 5.975000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.020000 Kernel 1: 0.023000 Kernel 2: 102.036003 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.003768 0.625000 fi:0.474952. Ave ac:0.011576,0.014165 Initialization: 6.009000 Memcpy Classifiers: 0.463000 Memcpy Instances: 8.015000 Kernel 1: 0.024000 Kernel 2: 101.021004 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.005024 0.714286 fi:0.385083. Ave ac:0.011198,0.014318 Initialization: 6.063000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.953000 Kernel 1: 0.024000 Kernel 2: 96.112000 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.006027 0.666667 fi:0.432241. Ave ac:0.010819,0.010648 Initialization: 5.915000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.974000 Kernel 1: 0.023000 Kernel 2: 100.205002 Copyback: 0.020000 Sum: 0.030000 It 6,Best ac:0.003266 0.866667 fi:0.330067. Ave ac:0.009815,0.011761 Initialization: 5.953000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.981000 Kernel 1: 0.024000 Kernel 2: 100.529999 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.003265 0.812500 fi:0.385149. Ave ac:0.008662,0.009609 Initialization: 6.032000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.674000 Kernel 1: 0.022000 Kernel 2: 103.336998 Copyback: 0.016000 Sum: 0.030000 It 8,Best ac:0.004771 0.760000 fi:0.339488. Ave ac:0.010583,0.011114 Initialization: 5.971000 Memcpy Classifiers: 0.420000 Memcpy Instances: 7.968000 Kernel 1: 0.023000 Kernel 2: 100.374001 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.006029 0.631579 fi:0.467326. Ave ac:0.009201,0.010022 Iteration 10:MDL fitness activated Error 0.467326 TL 0.037096 MDL Theory Length Weight: 4.1992506358 (4) Initialization: 6.035000 Memcpy Classifiers: 0.465000 Memcpy Instances: 7.953000 Kernel 1: 0.024000 Kernel 2: 103.192001 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.005777 0.676471 fi:0.560700. Ave ac:0.010068,0.008968 Initialization: 5.991000 Memcpy Classifiers: 0.419000 Memcpy Instances: 7.959000 Kernel 1: 0.023000 Kernel 2: 98.531998 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.004270 0.739130 fi:0.470895. Ave ac:0.010677,0.009953 Initialization: 6.003000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.008000 Kernel 1: 0.024000 Kernel 2: 95.240997 Copyback: 0.017000 Sum: 0.042000 It 12,Best ac:0.004521 0.666667 fi:0.489498. Ave ac:0.010757,0.012927 Initialization: 6.013000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.972000 Kernel 1: 0.024000 Kernel 2: 90.872002 Copyback: 0.018000 Sum: 0.035000 It 13,Best ac:0.005525 0.687500 fi:0.519378. Ave ac:0.011750,0.015042 Initialization: 6.082000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.048000 Kernel 1: 0.022000 Kernel 2: 90.285004 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.005526 0.758621 fi:0.462860. Ave ac:0.012056,0.015854 Initialization: 6.041000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.056000 Kernel 1: 0.023000 Kernel 2: 89.246002 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.005024 0.769231 fi:0.469802. Ave ac:0.012640,0.017590 Initialization: 6.043000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.966000 Kernel 1: 0.022000 Kernel 2: 87.997002 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.005526 0.687500 fi:0.485482. Ave ac:0.012200,0.018408 Initialization: 6.022000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.968000 Kernel 1: 0.023000 Kernel 2: 83.014000 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.004521 0.818182 fi:0.398192. Ave ac:0.013292,0.017259 Initialization: 6.003000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.983000 Kernel 1: 0.023000 Kernel 2: 82.818001 Copyback: 0.018000 Sum: 0.029000 It 18,Best ac:0.003517 0.933333 fi:0.309258. Ave ac:0.011306,0.015316 Initialization: 6.019000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.993000 Kernel 1: 0.024000 Kernel 2: 78.820000 Copyback: 0.016000 Sum: 0.024000 It 19,Best ac:0.004019 0.727273 fi:0.474879. Ave ac:0.012818,0.018452 Initialization: 6.011000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.517000 Kernel 1: 0.022000 Kernel 2: 77.943001 Copyback: 0.017000 Sum: 0.025000 It 20,Best ac:0.005275 0.750000 fi:0.382382. Ave ac:0.015274,0.024707 Initialization: 5.978000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.960000 Kernel 1: 0.022000 Kernel 2: 73.727997 Copyback: 0.371000 Sum: 0.024000 It 21,Best ac:0.003767 0.750000 fi:0.443702. Ave ac:0.015459,0.026666 Initialization: 5.970000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.085000 Kernel 1: 0.022000 Kernel 2: 72.804001 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.004269 0.809524 fi:0.337991. Ave ac:0.012940,0.023017 Initialization: 6.019000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.985000 Kernel 1: 0.023000 Kernel 2: 72.926003 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.004270 0.850000 fi:0.335368. Ave ac:0.016079,0.028988 Initialization: 7.153000 Memcpy Classifiers: 0.267000 Memcpy Instances: 7.966000 Kernel 1: 0.023000 Kernel 2: 71.488998 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.009545 0.703704 fi:0.457013. Ave ac:0.017588,0.029704 Initialization: 6.050000 Memcpy Classifiers: 0.255000 Memcpy Instances: 8.062000 Kernel 1: 0.022000 Kernel 2: 69.945999 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.004269 0.809524 fi:0.383946. Ave ac:0.014993,0.027083 Initialization: 5.917000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.194000 Kernel 1: 0.023000 Kernel 2: 68.647003 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.003768 0.750000 fi:0.406511. Ave ac:0.014342,0.025965 Initialization: 6.031000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.078000 Kernel 1: 0.022000 Kernel 2: 67.973999 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.003767 0.789474 fi:0.358273. Ave ac:0.016403,0.033473 MDL Theory Length Weight: 3.7793255722 (10) Initialization: 5.997000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.176000 Kernel 1: 0.023000 Kernel 2: 67.602997 Copyback: 0.016000 Sum: 0.025000 It 28,Best ac:0.003767 0.833333 fi:0.348201. Ave ac:0.014520,0.026712 Initialization: 5.993000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.993000 Kernel 1: 0.023000 Kernel 2: 69.985001 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.005777 0.793103 fi:0.375542. Ave ac:0.014201,0.028279 Initialization: 6.272000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.986000 Kernel 1: 0.023000 Kernel 2: 69.082001 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.004270 0.850000 fi:0.301021. Ave ac:0.013754,0.027409 Initialization: 6.090000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.032000 Kernel 1: 0.023000 Kernel 2: 70.510002 Copyback: 0.019000 Sum: 0.025000 It 31,Best ac:0.006782 0.843750 fi:0.331894. Ave ac:0.011599,0.021174 Initialization: 5.979000 Memcpy Classifiers: 0.813000 Memcpy Instances: 7.997000 Kernel 1: 0.023000 Kernel 2: 67.002998 Copyback: 0.019000 Sum: 0.027000 It 32,Best ac:0.004520 0.782609 fi:0.389852. Ave ac:0.009458,0.013198 Initialization: 5.925000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.053000 Kernel 1: 0.023000 Kernel 2: 68.551003 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003768 0.833333 fi:0.339661. Ave ac:0.010797,0.018628 Initialization: 27.805000 Memcpy Instances: 399.709991 Memcpy Classifiers: 0.067000 Kernel 1: 0.024000 Kernel 2: 439.933014 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.073000 Kernel 1: 0.016000 Kernel 2: 424.951996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 426.410004 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 422.382996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 438.954010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 448.790009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 445.385986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 436.661987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 431.283997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 394.545990 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.006465 0.584203 fi:0.571591. Ave ac:0.008697,0.028468 Best acc 0.006465 0.584203 Initialization: 6.140000 Memcpy Classifiers: 0.612000 Memcpy Instances: 8.463000 Kernel 1: 0.024000 Kernel 2: 96.283997 Copyback: 0.017000 Sum: 0.052000 Initial population average accuracy1:0.005856 accuracy2:0.213916 Initialization: 6.098000 Memcpy Classifiers: 0.507000 Memcpy Instances: 8.041000 Kernel 1: 0.023000 Kernel 2: 101.575996 Copyback: 0.016000 Sum: 0.032000 It 0,Best ac:0.006781 0.574468 fi:0.524092. Ave ac:0.010840,0.014531 Initialization: 5.999000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.960000 Kernel 1: 0.025000 Kernel 2: 104.911003 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.006280 0.568182 fi:0.530610. Ave ac:0.012985,0.016807 Initialization: 6.034000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.033000 Kernel 1: 0.025000 Kernel 2: 100.500000 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.016826 0.572650 fi:0.521272. Ave ac:0.013146,0.017222 Initialization: 6.085000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.513000 Kernel 1: 0.022000 Kernel 2: 96.769997 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.004020 0.666667 fi:0.433167. Ave ac:0.012561,0.014340 Initialization: 5.984000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.056000 Kernel 1: 0.023000 Kernel 2: 93.345001 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003518 0.823529 fi:0.311414. Ave ac:0.014343,0.016959 Initialization: 6.051000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.949000 Kernel 1: 0.023000 Kernel 2: 92.772003 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.005528 0.687500 fi:0.411637. Ave ac:0.010522,0.011560 Initialization: 5.961000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.913000 Kernel 1: 0.022000 Kernel 2: 91.946999 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.009797 0.650000 fi:0.447169. Ave ac:0.010586,0.011325 Initialization: 6.020000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.015000 Kernel 1: 0.022000 Kernel 2: 94.421997 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004019 0.727273 fi:0.372563. Ave ac:0.012126,0.012266 Initialization: 6.122000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.955000 Kernel 1: 0.024000 Kernel 2: 91.264000 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004270 0.809524 fi:0.290196. Ave ac:0.013617,0.012961 Initialization: 6.021000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.974000 Kernel 1: 0.024000 Kernel 2: 89.467003 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.005274 0.636364 fi:0.462892. Ave ac:0.008786,0.008963 Iteration 10:MDL fitness activated Error 0.462892 TL 0.027721 MDL Theory Length Weight: 5.5661512114 (2) Initialization: 5.970000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.992000 Kernel 1: 0.023000 Kernel 2: 91.617996 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.004269 0.680000 fi:0.580186. Ave ac:0.011073,0.010749 Initialization: 5.968000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.118000 Kernel 1: 0.022000 Kernel 2: 92.375999 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.008038 0.727273 fi:0.539869. Ave ac:0.013503,0.013752 Initialization: 6.518000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.985000 Kernel 1: 0.023000 Kernel 2: 90.754997 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.006529 0.812500 fi:0.468647. Ave ac:0.015788,0.018030 Initialization: 5.982000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.996000 Kernel 1: 0.024000 Kernel 2: 85.466003 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.003265 0.928571 fi:0.404614. Ave ac:0.016294,0.019207 Initialization: 6.007000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.089000 Kernel 1: 0.022000 Kernel 2: 85.070000 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.006029 0.750000 fi:0.483254. Ave ac:0.016980,0.023476 Initialization: 5.964000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.037000 Kernel 1: 0.023000 Kernel 2: 83.988998 Copyback: 0.017000 Sum: 0.037000 It 15,Best ac:0.006278 0.714286 fi:0.488975. Ave ac:0.016315,0.024890 Initialization: 6.010000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.963000 Kernel 1: 0.023000 Kernel 2: 82.948997 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004520 0.782609 fi:0.419338. Ave ac:0.016607,0.021371 Initialization: 6.040000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.968000 Kernel 1: 0.023000 Kernel 2: 85.100998 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.005777 0.718750 fi:0.514127. Ave ac:0.014570,0.024464 Initialization: 6.382000 Memcpy Classifiers: 0.358000 Memcpy Instances: 7.972000 Kernel 1: 0.023000 Kernel 2: 85.317001 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.004520 0.857143 fi:0.404284. Ave ac:0.017997,0.028495 Initialization: 5.975000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.960000 Kernel 1: 0.023000 Kernel 2: 84.497002 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.005776 0.621622 fi:0.574906. Ave ac:0.009581,0.018372 Initialization: 5.968000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.995000 Kernel 1: 0.022000 Kernel 2: 79.580002 Copyback: 0.018000 Sum: 0.024000 It 20,Best ac:0.003516 0.823529 fi:0.370021. Ave ac:0.014624,0.021259 Initialization: 6.117000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.959000 Kernel 1: 0.023000 Kernel 2: 78.263000 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.003769 0.789474 fi:0.406343. Ave ac:0.014795,0.026517 Initialization: 5.981000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.029000 Kernel 1: 0.023000 Kernel 2: 77.846001 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.010050 0.677966 fi:0.469193. Ave ac:0.014665,0.026752 Initialization: 6.081000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.434000 Kernel 1: 0.023000 Kernel 2: 76.253998 Copyback: 0.016000 Sum: 0.026000 It 23,Best ac:0.009797 0.709091 fi:0.431918. Ave ac:0.013957,0.027836 Initialization: 5.976000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.976000 Kernel 1: 0.024000 Kernel 2: 75.282997 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.005274 0.875000 fi:0.326722. Ave ac:0.016707,0.031455 Initialization: 6.019000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.989000 Kernel 1: 0.023000 Kernel 2: 76.806000 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.005275 0.750000 fi:0.453671. Ave ac:0.012669,0.024837 Initialization: 6.486000 Memcpy Classifiers: 0.266000 Memcpy Instances: 8.043000 Kernel 1: 0.023000 Kernel 2: 75.304001 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.003768 0.681818 fi:0.496954. Ave ac:0.011380,0.020316 Initialization: 6.044000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.965000 Kernel 1: 0.024000 Kernel 2: 74.963997 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.004019 0.727273 fi:0.480372. Ave ac:0.014820,0.026498 Initialization: 6.032000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.973000 Kernel 1: 0.024000 Kernel 2: 74.737000 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.003517 0.823529 fi:0.412932. Ave ac:0.016065,0.029609 Initialization: 5.918000 Memcpy Classifiers: 0.772000 Memcpy Instances: 8.241000 Kernel 1: 0.023000 Kernel 2: 73.683998 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.004019 0.727273 fi:0.456332. Ave ac:0.014135,0.029520 Initialization: 6.039000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.009000 Kernel 1: 0.024000 Kernel 2: 74.753998 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.005526 0.687500 fi:0.474309. Ave ac:0.012893,0.027115 Initialization: 6.008000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.958000 Kernel 1: 0.023000 Kernel 2: 75.010002 Copyback: 0.018000 Sum: 0.024000 It 31,Best ac:0.003517 0.875000 fi:0.332226. Ave ac:0.014174,0.029911 Initialization: 5.995000 Memcpy Classifiers: 0.294000 Memcpy Instances: 8.006000 Kernel 1: 0.023000 Kernel 2: 74.752998 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.004270 0.708333 fi:0.472668. Ave ac:0.013347,0.028526 Initialization: 6.038000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.991000 Kernel 1: 0.024000 Kernel 2: 75.237000 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.004773 0.760000 fi:0.388287. Ave ac:0.013243,0.025407 MDL Theory Length Weight: 5.0095360903 (10) Initialization: 28.115999 Memcpy Instances: 396.681000 Memcpy Classifiers: 0.067000 Kernel 1: 0.024000 Kernel 2: 487.963013 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 482.467987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 470.947998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 472.871002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 478.750000 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 466.166992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 489.796997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 473.229004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 474.282013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 417.527008 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004486 0.587500 fi:0.556039. Ave ac:0.014409,0.048106 Best acc 0.004486 0.587500 Rule:Att PSSM_-3_3 is [-5.923497,8.138967]|Att PSSM_-1_13 is [-1.940580,10.071190]|Att PSSM_0_7 is [<-4.818082]|Att PSSM_1_10 is [>-2.953256]|1 Accuracy : 0.776601 0 1 154600 9480 42938 27620 Removed 1520 instances. 197538 Instances left. Acc of rule 0.004486-0.587500 Initialization: 6.134000 Memcpy Classifiers: 0.543000 Memcpy Instances: 7.947000 Kernel 1: 0.025000 Kernel 2: 97.341003 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.005744 accuracy2:0.214114 Initialization: 5.941000 Memcpy Classifiers: 0.509000 Memcpy Instances: 8.215000 Kernel 1: 0.023000 Kernel 2: 102.027000 Copyback: 0.018000 Sum: 0.037000 It 0,Best ac:0.016705 0.415094 fi:0.678783. Ave ac:0.010007,0.015941 Initialization: 6.025000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.921000 Kernel 1: 0.024000 Kernel 2: 104.969002 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.005570 0.500000 fi:0.599083. Ave ac:0.012736,0.017828 Initialization: 6.017000 Memcpy Classifiers: 0.937000 Memcpy Instances: 7.924000 Kernel 1: 0.023000 Kernel 2: 107.319000 Copyback: 0.016000 Sum: 0.034000 It 2,Best ac:0.003543 0.823529 fi:0.294294. Ave ac:0.012788,0.014985 Initialization: 5.968000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.104000 Kernel 1: 0.023000 Kernel 2: 109.181999 Copyback: 0.019000 Sum: 0.033000 It 3,Best ac:0.004051 0.640000 fi:0.459795. Ave ac:0.012141,0.011007 Initialization: 6.007000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.902000 Kernel 1: 0.023000 Kernel 2: 110.569000 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.005821 0.605263 fi:0.493705. Ave ac:0.010398,0.010178 Initialization: 6.095000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.413000 Kernel 1: 0.022000 Kernel 2: 109.670998 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004303 0.607143 fi:0.492535. Ave ac:0.011113,0.011537 Initialization: 6.064000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.937000 Kernel 1: 0.023000 Kernel 2: 107.335999 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.006834 0.692308 fi:0.406187. Ave ac:0.011874,0.012755 Initialization: 6.567000 Memcpy Classifiers: 0.459000 Memcpy Instances: 8.587000 Kernel 1: 0.022000 Kernel 2: 107.156998 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.005063 0.666667 fi:0.432654. Ave ac:0.010172,0.010214 Initialization: 5.973000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.885000 Kernel 1: 0.023000 Kernel 2: 104.137001 Copyback: 0.018000 Sum: 0.034000 It 8,Best ac:0.004557 0.692308 fi:0.407250. Ave ac:0.012199,0.016137 Initialization: 6.015000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.010000 Kernel 1: 0.022000 Kernel 2: 105.626999 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.002278 1.000000 fi:0.432887. Ave ac:0.009367,0.009035 Iteration 10:MDL fitness activated Error 0.432887 TL 0.025547 MDL Theory Length Weight: 5.6481463441 (8) Initialization: 6.057000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.898000 Kernel 1: 0.023000 Kernel 2: 103.664001 Copyback: 0.018000 Sum: 0.029000 It 10,Best ac:0.004556 0.692308 fi:0.564555. Ave ac:0.009305,0.009312 Initialization: 5.946000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.899000 Kernel 1: 0.023000 Kernel 2: 100.981003 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.004304 0.809524 fi:0.438596. Ave ac:0.012480,0.012685 Initialization: 6.048000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.912000 Kernel 1: 0.022000 Kernel 2: 96.718002 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.003290 0.866667 fi:0.443117. Ave ac:0.012218,0.013049 Initialization: 5.945000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.026000 Kernel 1: 0.023000 Kernel 2: 94.884003 Copyback: 0.016000 Sum: 0.035000 It 13,Best ac:0.006834 0.729730 fi:0.504807. Ave ac:0.011382,0.015148 Initialization: 6.463000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.905000 Kernel 1: 0.023000 Kernel 2: 94.244003 Copyback: 0.018000 Sum: 0.030000 It 14,Best ac:0.004050 0.695652 fi:0.500670. Ave ac:0.009682,0.013174 Initialization: 5.912000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.930000 Kernel 1: 0.023000 Kernel 2: 88.982002 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.004556 0.720000 fi:0.503162. Ave ac:0.015078,0.023079 Initialization: 5.990000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.895000 Kernel 1: 0.024000 Kernel 2: 87.119003 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.003797 0.833333 fi:0.374994. Ave ac:0.015402,0.020611 Initialization: 6.418000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.898000 Kernel 1: 0.023000 Kernel 2: 87.167000 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.007340 0.617021 fi:0.537198. Ave ac:0.013647,0.018391 Initialization: 6.067000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.894000 Kernel 1: 0.023000 Kernel 2: 84.920998 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.005062 0.800000 fi:0.352027. Ave ac:0.014990,0.019793 Initialization: 6.078000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.951000 Kernel 1: 0.023000 Kernel 2: 82.656998 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.006328 0.714286 fi:0.475916. Ave ac:0.015221,0.025323 Initialization: 5.995000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.925000 Kernel 1: 0.024000 Kernel 2: 83.947998 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.003290 0.928571 fi:0.353307. Ave ac:0.012488,0.020245 Initialization: 5.977000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.895000 Kernel 1: 0.024000 Kernel 2: 83.268997 Copyback: 0.371000 Sum: 0.023000 It 21,Best ac:0.005315 0.750000 fi:0.445849. Ave ac:0.014739,0.020295 Initialization: 5.996000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.909000 Kernel 1: 0.024000 Kernel 2: 81.404999 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.004556 0.720000 fi:0.460026. Ave ac:0.014548,0.023806 Initialization: 6.083000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.134000 Kernel 1: 0.023000 Kernel 2: 79.916000 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.004810 0.703704 fi:0.487913. Ave ac:0.017536,0.024244 Initialization: 6.547000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.296000 Kernel 1: 0.023000 Kernel 2: 80.621002 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.004050 0.888889 fi:0.296783. Ave ac:0.014904,0.022594 Initialization: 5.944000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.908000 Kernel 1: 0.024000 Kernel 2: 79.891998 Copyback: 0.018000 Sum: 0.025000 It 25,Best ac:0.004303 0.653846 fi:0.523313. Ave ac:0.013105,0.019394 Initialization: 5.995000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.924000 Kernel 1: 0.024000 Kernel 2: 80.154999 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.004303 0.680000 fi:0.487709. Ave ac:0.018639,0.029250 Initialization: 5.988000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.914000 Kernel 1: 0.023000 Kernel 2: 78.700996 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.004050 0.727273 fi:0.437157. Ave ac:0.022806,0.031792 Initialization: 5.946000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.974000 Kernel 1: 0.023000 Kernel 2: 76.083000 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.004050 0.800000 fi:0.363203. Ave ac:0.023058,0.029775 Initialization: 5.996000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.916000 Kernel 1: 0.024000 Kernel 2: 76.138000 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.003797 0.652174 fi:0.493737. Ave ac:0.016727,0.025900 Initialization: 6.493000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.899000 Kernel 1: 0.024000 Kernel 2: 73.078003 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.003544 0.777778 fi:0.397850. Ave ac:0.017838,0.022038 Initialization: 5.966000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.007000 Kernel 1: 0.022000 Kernel 2: 76.101997 Copyback: 0.019000 Sum: 0.026000 It 31,Best ac:0.004809 0.863636 fi:0.328763. Ave ac:0.019354,0.024612 Initialization: 6.042000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.892000 Kernel 1: 0.023000 Kernel 2: 76.526001 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.008605 0.739130 fi:0.449780. Ave ac:0.019365,0.028367 Initialization: 5.919000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.037000 Kernel 1: 0.020000 Kernel 2: 75.963997 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.005315 0.700000 fi:0.458232. Ave ac:0.013944,0.024133 MDL Theory Length Weight: 5.0833317097 (10) Initialization: 28.844000 Memcpy Instances: 393.014008 Memcpy Classifiers: 0.055000 Kernel 1: 0.024000 Kernel 2: 483.888000 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.053000 Kernel 1: 0.016000 Kernel 2: 476.398010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 488.053009 Copyback: 0.019000 Sum: 0.006000 Memcpy Classifiers: 0.054000 Kernel 1: 0.019000 Kernel 2: 478.506989 Copyback: 0.023000 Sum: 0.008000 Memcpy Classifiers: 0.055000 Kernel 1: 0.022000 Kernel 2: 481.920990 Copyback: 0.023000 Sum: 0.009000 Memcpy Classifiers: 0.071000 Kernel 1: 0.021000 Kernel 2: 487.187988 Copyback: 0.022000 Sum: 0.009000 Memcpy Classifiers: 0.055000 Kernel 1: 0.021000 Kernel 2: 486.122986 Copyback: 0.020000 Sum: 0.007000 Memcpy Classifiers: 0.053000 Kernel 1: 0.018000 Kernel 2: 482.190002 Copyback: 0.021000 Sum: 0.007000 Memcpy Classifiers: 0.054000 Kernel 1: 0.019000 Kernel 2: 480.345001 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.057000 Kernel 1: 0.020000 Kernel 2: 425.403992 Copyback: 0.019000 Sum: 0.004000 It 34,Best ac:0.003625 0.596667 fi:0.586288. Ave ac:0.012552,0.039628 Best acc 0.003625 0.596667 Initialization: 19.879000 Memcpy Classifiers: 0.526000 Memcpy Instances: 14.748000 Kernel 1: 0.024000 Kernel 2: 99.331001 Copyback: 0.020000 Sum: 0.052000 Initial population average accuracy1:0.005933 accuracy2:0.208435 Initialization: 17.431999 Memcpy Classifiers: 0.475000 Memcpy Instances: 7.958000 Kernel 1: 0.023000 Kernel 2: 104.787003 Copyback: 0.019000 Sum: 0.041000 It 0,Best ac:0.007340 0.527273 fi:0.570985. Ave ac:0.012611,0.016120 Initialization: 19.612000 Memcpy Classifiers: 0.474000 Memcpy Instances: 7.924000 Kernel 1: 0.024000 Kernel 2: 104.167000 Copyback: 0.018000 Sum: 0.037000 It 1,Best ac:0.004556 0.600000 fi:0.499560. Ave ac:0.014866,0.017721 Initialization: 7.017000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.886000 Kernel 1: 0.023000 Kernel 2: 106.478996 Copyback: 0.021000 Sum: 0.038000 It 2,Best ac:0.003543 0.636364 fi:0.481460. Ave ac:0.014783,0.015798 Initialization: 13.436000 Memcpy Classifiers: 0.436000 Memcpy Instances: 20.257999 Kernel 1: 0.022000 Kernel 2: 102.516998 Copyback: 0.020000 Sum: 0.038000 It 3,Best ac:0.004050 0.761905 fi:0.337892. Ave ac:0.015868,0.017033 Initialization: 7.039000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.087000 Kernel 1: 0.022000 Kernel 2: 98.940002 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.003543 0.636364 fi:0.481460. Ave ac:0.012973,0.013702 Initialization: 19.521000 Memcpy Classifiers: 0.401000 Memcpy Instances: 24.708000 Kernel 1: 0.021000 Kernel 2: 96.068001 Copyback: 0.025000 Sum: 0.034000 It 5,Best ac:0.003797 0.714286 fi:0.385629. Ave ac:0.012218,0.014172 Initialization: 7.583000 Memcpy Classifiers: 0.364000 Memcpy Instances: 41.710999 Kernel 1: 0.022000 Kernel 2: 95.106003 Copyback: 0.020000 Sum: 0.031000 It 6,Best ac:0.006581 0.722222 fi:0.376391. Ave ac:0.011373,0.012792 Initialization: 6.041000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.137000 Kernel 1: 0.023000 Kernel 2: 92.750999 Copyback: 0.018000 Sum: 0.029000 It 7,Best ac:0.004051 0.727273 fi:0.372522. Ave ac:0.010285,0.011181 Initialization: 6.101000 Memcpy Classifiers: 0.412000 Memcpy Instances: 8.129000 Kernel 1: 0.023000 Kernel 2: 91.333000 Copyback: 0.018000 Sum: 0.033000 It 8,Best ac:0.003543 0.823529 fi:0.294294. Ave ac:0.010124,0.011583 Initialization: 6.959000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.990000 Kernel 1: 0.023000 Kernel 2: 91.901001 Copyback: 0.018000 Sum: 0.034000 It 9,Best ac:0.003797 0.714286 fi:0.385629. Ave ac:0.009619,0.011353 Iteration 10:MDL fitness activated Error 0.385629 TL 0.024844 MDL Theory Length Weight: 5.1739628637 (2) Initialization: 7.194000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.922000 Kernel 1: 0.023000 Kernel 2: 90.775002 Copyback: 0.019000 Sum: 0.033000 It 10,Best ac:0.003543 0.666667 fi:0.568627. Ave ac:0.009240,0.009932 Initialization: 6.032000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.080000 Kernel 1: 0.022000 Kernel 2: 87.874001 Copyback: 0.017000 Sum: 0.039000 It 11,Best ac:0.003290 0.928571 fi:0.358008. Ave ac:0.011858,0.012446 Initialization: 6.139000 Memcpy Classifiers: 0.329000 Memcpy Instances: 9.603000 Kernel 1: 0.022000 Kernel 2: 87.262001 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004303 0.607143 fi:0.554976. Ave ac:0.009819,0.011777 Initialization: 6.180000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.187000 Kernel 1: 0.023000 Kernel 2: 84.483002 Copyback: 0.018000 Sum: 0.035000 It 13,Best ac:0.003543 0.700000 fi:0.502754. Ave ac:0.012295,0.015829 Initialization: 6.029000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.376000 Kernel 1: 0.021000 Kernel 2: 82.444000 Copyback: 0.018000 Sum: 0.030000 It 14,Best ac:0.003544 0.700000 fi:0.503846. Ave ac:0.011242,0.013013 Initialization: 6.249000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.722000 Kernel 1: 0.023000 Kernel 2: 82.640999 Copyback: 0.018000 Sum: 0.027000 It 15,Best ac:0.003543 0.736842 fi:0.506356. Ave ac:0.010262,0.011453 Initialization: 6.621000 Memcpy Classifiers: 0.302000 Memcpy Instances: 11.070000 Kernel 1: 0.022000 Kernel 2: 79.218002 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.009112 0.666667 fi:0.532265. Ave ac:0.012822,0.014108 Initialization: 6.209000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.946000 Kernel 1: 0.022000 Kernel 2: 80.329002 Copyback: 0.020000 Sum: 0.027000 It 17,Best ac:0.004050 0.666667 fi:0.551780. Ave ac:0.012776,0.013734 Initialization: 6.347000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.917000 Kernel 1: 0.022000 Kernel 2: 78.092003 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.004303 0.739130 fi:0.422988. Ave ac:0.012570,0.012414 Initialization: 6.360000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.163000 Kernel 1: 0.022000 Kernel 2: 76.542000 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.003543 0.823529 fi:0.395395. Ave ac:0.014210,0.015178 Initialization: 7.062000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.918000 Kernel 1: 0.024000 Kernel 2: 76.040001 Copyback: 0.017000 Sum: 0.026000 It 20,Best ac:0.004809 0.760000 fi:0.413471. Ave ac:0.013219,0.013709 MDL Theory Length Weight: 4.6565665774 (10) Initialization: 6.265000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.991000 Kernel 1: 0.022000 Kernel 2: 74.366997 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.006581 0.722222 fi:0.433147. Ave ac:0.011015,0.011941 Initialization: 5.917000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.991000 Kernel 1: 0.023000 Kernel 2: 72.551003 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.003797 0.882353 fi:0.292435. Ave ac:0.012524,0.014897 Initialization: 6.187000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.696000 Kernel 1: 0.022000 Kernel 2: 71.942001 Copyback: 0.018000 Sum: 0.021000 It 23,Best ac:0.004556 0.720000 fi:0.431550. Ave ac:0.010428,0.013084 Initialization: 6.034000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.377000 Kernel 1: 0.022000 Kernel 2: 69.731003 Copyback: 0.018000 Sum: 0.027000 It 24,Best ac:0.003797 0.652174 fi:0.503617. Ave ac:0.008903,0.015366 Initialization: 5.979000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.217000 Kernel 1: 0.023000 Kernel 2: 68.969002 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.004051 0.695652 fi:0.453228. Ave ac:0.009514,0.014890 Initialization: 5.962000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.363000 Kernel 1: 0.022000 Kernel 2: 68.002998 Copyback: 0.016000 Sum: 0.020000 It 26,Best ac:0.003797 0.789474 fi:0.377192. Ave ac:0.010751,0.017837 Initialization: 6.046000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.143000 Kernel 1: 0.022000 Kernel 2: 68.806000 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.003290 0.866667 fi:0.370939. Ave ac:0.008192,0.013249 Initialization: 5.952000 Memcpy Classifiers: 0.189000 Memcpy Instances: 8.295000 Kernel 1: 0.022000 Kernel 2: 67.623001 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.003543 0.933333 fi:0.245773. Ave ac:0.009067,0.013976 Initialization: 6.353000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.011000 Kernel 1: 0.022000 Kernel 2: 67.269997 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003543 0.736842 fi:0.442138. Ave ac:0.007164,0.012455 Initialization: 6.522000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.285000 Kernel 1: 0.022000 Kernel 2: 67.513000 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.003797 0.681818 fi:0.494734. Ave ac:0.010631,0.017874 Initialization: 6.965000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.358000 Kernel 1: 0.022000 Kernel 2: 66.476997 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.004303 0.809524 fi:0.402991. Ave ac:0.013252,0.026776 Initialization: 6.140000 Memcpy Classifiers: 0.205000 Memcpy Instances: 8.751000 Kernel 1: 0.022000 Kernel 2: 70.023003 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.003797 0.789474 fi:0.375422. Ave ac:0.015372,0.030027 Initialization: 6.070000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.929000 Kernel 1: 0.024000 Kernel 2: 65.871002 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.003797 0.789474 fi:0.407292. Ave ac:0.014855,0.030580 Initialization: 28.184999 Memcpy Instances: 425.087006 Memcpy Classifiers: 0.067000 Kernel 1: 0.022000 Kernel 2: 428.891998 Copyback: 1.121000 Sum: 0.012000 Memcpy Classifiers: 0.063000 Kernel 1: 0.017000 Kernel 2: 428.566986 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.067000 Kernel 1: 0.016000 Kernel 2: 427.385986 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 428.035004 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 421.058990 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 427.770996 Copyback: 0.021000 Sum: 0.007000 Memcpy Classifiers: 0.067000 Kernel 1: 0.019000 Kernel 2: 422.643005 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 429.239014 Copyback: 0.021000 Sum: 0.007000 Memcpy Classifiers: 0.068000 Kernel 1: 0.021000 Kernel 2: 433.329987 Copyback: 0.023000 Sum: 0.008000 Memcpy Classifiers: 0.070000 Kernel 1: 0.021000 Kernel 2: 390.053009 Copyback: 0.016000 Sum: 0.003000 It 34,Best ac:0.004212 0.565217 fi:0.583589. Ave ac:0.014794,0.051641 Best acc 0.004212 0.565217 Rule:Att PSSM_-4_11 is [-3.905262,2.510666]|Att PSSM_-3_7 is [<-1.698320]|Att PSSM_-1_6 is [-6.753270,-0.402040]|Att PSSM_-1_10 is [>-4.322298]|Att PSSM_0_12 is [<-3.277207]|Att PSSM_1_19 is [>-3.328808]|1 Accuracy : 0.777589 0 1 154116 9964 42222 28336 Removed 1200 instances. 196338 Instances left. Acc of rule 0.003625-0.596667 Initialization: 7.016000 Memcpy Classifiers: 0.525000 Memcpy Instances: 8.364000 Kernel 1: 0.024000 Kernel 2: 95.052002 Copyback: 0.018000 Sum: 0.053000 Initial population average accuracy1:0.004916 accuracy2:0.196781 Initialization: 6.681000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.858000 Kernel 1: 0.023000 Kernel 2: 99.102997 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.012223 0.417391 fi:0.678516. Ave ac:0.010310,0.014091 Initialization: 6.719000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.870000 Kernel 1: 0.024000 Kernel 2: 100.838997 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.004075 0.533333 fi:0.566430. Ave ac:0.013311,0.017219 Initialization: 6.743000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.843000 Kernel 1: 0.023000 Kernel 2: 98.541000 Copyback: 0.018000 Sum: 0.032000 It 2,Best ac:0.009167 0.571429 fi:0.525930. Ave ac:0.012443,0.013815 Initialization: 6.445000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.404000 Kernel 1: 0.022000 Kernel 2: 96.788002 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.004329 0.629630 fi:0.470015. Ave ac:0.014209,0.015361 Initialization: 5.859000 Memcpy Classifiers: 0.415000 Memcpy Instances: 12.280000 Kernel 1: 0.022000 Kernel 2: 90.111000 Copyback: 0.018000 Sum: 0.035000 It 4,Best ac:0.003310 0.684211 fi:0.483054. Ave ac:0.015585,0.017825 Initialization: 6.432000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.929000 Kernel 1: 0.022000 Kernel 2: 87.046997 Copyback: 0.017000 Sum: 0.039000 It 5,Best ac:0.005094 0.800000 fi:0.299281. Ave ac:0.014213,0.015576 Initialization: 5.997000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.786000 Kernel 1: 0.023000 Kernel 2: 89.174004 Copyback: 0.018000 Sum: 0.032000 It 6,Best ac:0.006368 0.657895 fi:0.440784. Ave ac:0.013615,0.015315 Initialization: 6.778000 Memcpy Classifiers: 0.422000 Memcpy Instances: 7.912000 Kernel 1: 0.022000 Kernel 2: 87.787003 Copyback: 0.017000 Sum: 0.037000 It 7,Best ac:0.005349 0.677419 fi:0.421741. Ave ac:0.011015,0.012842 Initialization: 5.945000 Memcpy Classifiers: 0.830000 Memcpy Instances: 7.850000 Kernel 1: 0.022000 Kernel 2: 88.783997 Copyback: 0.020000 Sum: 0.034000 It 8,Best ac:0.004073 0.727273 fi:0.372493. Ave ac:0.012107,0.015169 Initialization: 6.844000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.901000 Kernel 1: 0.023000 Kernel 2: 91.327003 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.004838 0.791667 fi:0.307738. Ave ac:0.009650,0.010108 Iteration 10:MDL fitness activated Error 0.307738 TL 0.013620 MDL Theory Length Weight: 7.5317695744 (5) Initialization: 5.914000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.078000 Kernel 1: 0.023000 Kernel 2: 91.249001 Copyback: 0.017000 Sum: 0.047000 It 10,Best ac:0.004582 0.750000 fi:0.575962. Ave ac:0.008376,0.009981 Initialization: 6.329000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.180000 Kernel 1: 0.022000 Kernel 2: 87.205002 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.005094 0.689655 fi:0.495866. Ave ac:0.009732,0.011274 Initialization: 6.044000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.998000 Kernel 1: 0.022000 Kernel 2: 84.625000 Copyback: 0.025000 Sum: 0.033000 It 12,Best ac:0.010695 0.666667 fi:0.535653. Ave ac:0.012101,0.014746 Initialization: 5.947000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.954000 Kernel 1: 0.024000 Kernel 2: 81.275002 Copyback: 0.017000 Sum: 0.022000 It 13,Best ac:0.003564 0.823529 fi:0.404023. Ave ac:0.012696,0.017290 Initialization: 6.454000 Memcpy Classifiers: 0.373000 Memcpy Instances: 8.200000 Kernel 1: 0.022000 Kernel 2: 78.508003 Copyback: 0.018000 Sum: 0.026000 It 14,Best ac:0.003819 0.714286 fi:0.461455. Ave ac:0.011816,0.016995 Initialization: 6.145000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.921000 Kernel 1: 0.022000 Kernel 2: 81.795998 Copyback: 0.017000 Sum: 0.022000 It 15,Best ac:0.003565 0.608696 fi:0.599132. Ave ac:0.010232,0.017870 Initialization: 6.163000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.866000 Kernel 1: 0.026000 Kernel 2: 78.900002 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.003821 0.681818 fi:0.557712. Ave ac:0.017551,0.025022 Initialization: 6.235000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.852000 Kernel 1: 0.022000 Kernel 2: 78.643997 Copyback: 0.018000 Sum: 0.022000 It 17,Best ac:0.005093 0.689655 fi:0.488078. Ave ac:0.019521,0.025091 Initialization: 5.956000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.013000 Kernel 1: 0.023000 Kernel 2: 72.309998 Copyback: 0.022000 Sum: 0.025000 It 18,Best ac:0.004582 0.620690 fi:0.576654. Ave ac:0.012494,0.017970 Initialization: 6.726000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.751000 Kernel 1: 0.051000 Kernel 2: 71.869003 Copyback: 0.018000 Sum: 0.023000 It 19,Best ac:0.004328 0.708333 fi:0.458602. Ave ac:0.022941,0.026390 Initialization: 6.034000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.820000 Kernel 1: 0.023000 Kernel 2: 72.973000 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.003820 0.714286 fi:0.504632. Ave ac:0.021623,0.025519 Initialization: 5.908000 Memcpy Classifiers: 0.188000 Memcpy Instances: 9.283000 Kernel 1: 0.022000 Kernel 2: 70.939003 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.003565 0.736842 fi:0.472032. Ave ac:0.017132,0.019546 Initialization: 6.734000 Memcpy Classifiers: 0.191000 Memcpy Instances: 9.031000 Kernel 1: 0.022000 Kernel 2: 72.171997 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.004838 0.703704 fi:0.489358. Ave ac:0.016352,0.021223 MDL Theory Length Weight: 6.7785926170 (10) Initialization: 7.142000 Memcpy Classifiers: 0.243000 Memcpy Instances: 7.905000 Kernel 1: 0.021000 Kernel 2: 74.721001 Copyback: 0.018000 Sum: 0.023000 It 23,Best ac:0.004584 0.666667 fi:0.483865. Ave ac:0.012515,0.015925 Initialization: 5.955000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.885000 Kernel 1: 0.022000 Kernel 2: 68.602997 Copyback: 0.018000 Sum: 0.021000 It 24,Best ac:0.003566 0.823529 fi:0.355509. Ave ac:0.018021,0.023121 Initialization: 6.163000 Memcpy Classifiers: 0.189000 Memcpy Instances: 9.311000 Kernel 1: 0.022000 Kernel 2: 71.021004 Copyback: 0.018000 Sum: 0.025000 It 25,Best ac:0.004074 0.842105 fi:0.346609. Ave ac:0.020309,0.024302 Initialization: 6.342000 Memcpy Classifiers: 0.188000 Memcpy Instances: 8.843000 Kernel 1: 0.022000 Kernel 2: 71.024002 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.003311 0.764706 fi:0.509381. Ave ac:0.015331,0.020208 Initialization: 7.198000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.874000 Kernel 1: 0.023000 Kernel 2: 69.169998 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.005858 0.605263 fi:0.553847. Ave ac:0.012231,0.014188 Initialization: 6.995000 Memcpy Classifiers: 0.190000 Memcpy Instances: 10.631000 Kernel 1: 0.020000 Kernel 2: 69.614998 Copyback: 0.018000 Sum: 0.024000 It 28,Best ac:0.004585 0.750000 fi:0.428711. Ave ac:0.016255,0.023640 Initialization: 6.360000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.896000 Kernel 1: 0.021000 Kernel 2: 70.504997 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.005094 0.714286 fi:0.455895. Ave ac:0.013911,0.016360 Initialization: 6.041000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.126000 Kernel 1: 0.022000 Kernel 2: 70.732002 Copyback: 0.020000 Sum: 0.026000 It 30,Best ac:0.003821 0.833333 fi:0.332729. Ave ac:0.014599,0.019981 Initialization: 6.478000 Memcpy Classifiers: 0.688000 Memcpy Instances: 8.249000 Kernel 1: 0.023000 Kernel 2: 68.603996 Copyback: 0.018000 Sum: 0.023000 It 31,Best ac:0.006368 0.657895 fi:0.500689. Ave ac:0.016281,0.019681 Initialization: 7.202000 Memcpy Classifiers: 0.190000 Memcpy Instances: 7.854000 Kernel 1: 0.022000 Kernel 2: 69.249001 Copyback: 0.018000 Sum: 0.023000 It 32,Best ac:0.004329 0.772727 fi:0.406106. Ave ac:0.018096,0.023691 Initialization: 7.165000 Memcpy Classifiers: 0.170000 Memcpy Instances: 7.852000 Kernel 1: 0.023000 Kernel 2: 69.761002 Copyback: 0.018000 Sum: 0.022000 It 33,Best ac:0.003820 0.789474 fi:0.370973. Ave ac:0.013848,0.015457 Initialization: 28.177000 Memcpy Instances: 411.681000 Memcpy Classifiers: 0.050000 Kernel 1: 0.022000 Kernel 2: 450.476013 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.050000 Kernel 1: 0.016000 Kernel 2: 474.393005 Copyback: 0.016000 Sum: 0.005000 Memcpy Classifiers: 0.049000 Kernel 1: 0.016000 Kernel 2: 453.256012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 455.404999 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.049000 Kernel 1: 0.015000 Kernel 2: 443.692993 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.050000 Kernel 1: 0.020000 Kernel 2: 454.441986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 446.125000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 469.873993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 455.677002 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.016000 Kernel 2: 370.027008 Copyback: 0.016000 Sum: 0.002000 It 34,Best ac:0.005231 0.575350 fi:0.583772. Ave ac:0.012516,0.039269 Best acc 0.005231 0.575350 Initialization: 6.010000 Memcpy Classifiers: 0.576000 Memcpy Instances: 8.059000 Kernel 1: 0.026000 Kernel 2: 95.570000 Copyback: 0.017000 Sum: 0.050000 Initial population average accuracy1:0.005813 accuracy2:0.206458 Initialization: 5.911000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.181000 Kernel 1: 0.022000 Kernel 2: 101.063004 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.008406 0.600000 fi:0.497715. Ave ac:0.011635,0.018729 Initialization: 6.053000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.132000 Kernel 1: 0.021000 Kernel 2: 102.336998 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.007896 0.584906 fi:0.513050. Ave ac:0.013877,0.018359 Initialization: 6.223000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.908000 Kernel 1: 0.022000 Kernel 2: 106.016998 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.004074 0.800000 fi:0.299763. Ave ac:0.015050,0.020134 Initialization: 6.220000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.124000 Kernel 1: 0.022000 Kernel 2: 103.135002 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.003056 0.857143 fi:0.374178. Ave ac:0.011498,0.015038 Initialization: 6.362000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.308000 Kernel 1: 0.022000 Kernel 2: 107.641998 Copyback: 0.018000 Sum: 0.036000 It 4,Best ac:0.003820 0.625000 fi:0.474886. Ave ac:0.009289,0.010839 Initialization: 6.725000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.874000 Kernel 1: 0.022000 Kernel 2: 107.760002 Copyback: 0.018000 Sum: 0.034000 It 5,Best ac:0.005093 0.666667 fi:0.432614. Ave ac:0.008600,0.009615 Initialization: 7.347000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.603000 Kernel 1: 0.023000 Kernel 2: 109.170998 Copyback: 0.017000 Sum: 0.037000 It 6,Best ac:0.003820 0.882353 fi:0.217531. Ave ac:0.009293,0.009884 Initialization: 5.953000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.132000 Kernel 1: 0.023000 Kernel 2: 112.330002 Copyback: 0.018000 Sum: 0.038000 It 7,Best ac:0.004840 0.730769 fi:0.368632. Ave ac:0.006399,0.005380 Initialization: 6.702000 Memcpy Classifiers: 0.437000 Memcpy Instances: 7.942000 Kernel 1: 0.022000 Kernel 2: 113.158997 Copyback: 0.018000 Sum: 0.033000 It 8,Best ac:0.004073 0.761905 fi:0.337861. Ave ac:0.004952,0.004401 Initialization: 5.978000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.017000 Kernel 1: 0.022000 Kernel 2: 110.847000 Copyback: 0.019000 Sum: 0.041000 It 9,Best ac:0.004837 0.730769 fi:0.368635. Ave ac:0.003745,0.002704 Iteration 10:MDL fitness activated Error 0.368635 TL 0.038533 MDL Theory Length Weight: 3.1889042422 (4) Initialization: 6.769000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.315000 Kernel 1: 0.778000 Kernel 2: 110.216003 Copyback: 0.019000 Sum: 0.031000 It 10,Best ac:0.003565 0.823529 fi:0.392149. Ave ac:0.005662,0.005940 Initialization: 6.848000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.544000 Kernel 1: 0.022000 Kernel 2: 105.518997 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004329 0.739130 fi:0.476173. Ave ac:0.005612,0.004826 Initialization: 5.948000 Memcpy Classifiers: 0.858000 Memcpy Instances: 8.111000 Kernel 1: 0.022000 Kernel 2: 103.306000 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.003565 0.666667 fi:0.528294. Ave ac:0.005390,0.005853 Initialization: 7.041000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.992000 Kernel 1: 0.022000 Kernel 2: 101.157997 Copyback: 0.018000 Sum: 0.038000 It 13,Best ac:0.003820 0.750000 fi:0.458350. Ave ac:0.007529,0.008348 Initialization: 6.504000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.130000 Kernel 1: 0.023000 Kernel 2: 100.337997 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.005348 0.724138 fi:0.480113. Ave ac:0.005629,0.006200 Initialization: 7.189000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.091000 Kernel 1: 0.023000 Kernel 2: 98.033997 Copyback: 0.017000 Sum: 0.043000 It 15,Best ac:0.004075 0.727273 fi:0.484151. Ave ac:0.007383,0.011710 Initialization: 5.932000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.815000 Kernel 1: 0.022000 Kernel 2: 96.218002 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004073 0.800000 fi:0.387641. Ave ac:0.007863,0.008421 Initialization: 5.987000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.935000 Kernel 1: 0.023000 Kernel 2: 95.209000 Copyback: 0.017000 Sum: 0.038000 It 17,Best ac:0.003565 0.700000 fi:0.494271. Ave ac:0.008071,0.007904 Initialization: 5.935000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.741000 Kernel 1: 0.023000 Kernel 2: 90.945000 Copyback: 0.018000 Sum: 0.036000 It 18,Best ac:0.003565 0.823529 fi:0.365201. Ave ac:0.010320,0.008934 Initialization: 6.321000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.975000 Kernel 1: 0.022000 Kernel 2: 89.892998 Copyback: 0.018000 Sum: 0.036000 It 19,Best ac:0.009934 0.709091 fi:0.442593. Ave ac:0.006804,0.005672 Initialization: 6.318000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.857000 Kernel 1: 0.022000 Kernel 2: 87.737000 Copyback: 0.021000 Sum: 0.039000 It 20,Best ac:0.003566 0.875000 fi:0.303346. Ave ac:0.006157,0.006379 Initialization: 6.754000 Memcpy Classifiers: 0.343000 Memcpy Instances: 9.031000 Kernel 1: 0.023000 Kernel 2: 87.276001 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.003565 0.736842 fi:0.446469. Ave ac:0.007291,0.006222 Initialization: 7.124000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.918000 Kernel 1: 0.023000 Kernel 2: 85.197998 Copyback: 0.018000 Sum: 0.038000 It 22,Best ac:0.003310 0.812500 fi:0.416509. Ave ac:0.007135,0.007305 Initialization: 6.002000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.022000 Kernel 1: 0.022000 Kernel 2: 85.987000 Copyback: 0.020000 Sum: 0.038000 It 23,Best ac:0.004075 0.800000 fi:0.370655. Ave ac:0.007965,0.008152 Initialization: 7.152000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.970000 Kernel 1: 0.022000 Kernel 2: 88.225998 Copyback: 0.018000 Sum: 0.034000 It 24,Best ac:0.003821 0.750000 fi:0.420322. Ave ac:0.005773,0.004256 Initialization: 6.667000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.882000 Kernel 1: 0.022000 Kernel 2: 88.200996 Copyback: 0.018000 Sum: 0.037000 It 25,Best ac:0.005604 0.647059 fi:0.538924. Ave ac:0.004124,0.003987 Initialization: 6.212000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.895000 Kernel 1: 0.022000 Kernel 2: 85.095001 Copyback: 0.018000 Sum: 0.036000 It 26,Best ac:0.006619 0.722222 fi:0.433778. Ave ac:0.007244,0.006788 Initialization: 5.929000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.171000 Kernel 1: 0.021000 Kernel 2: 86.147003 Copyback: 0.018000 Sum: 0.040000 It 27,Best ac:0.003820 0.714286 fi:0.453695. Ave ac:0.006404,0.006832 Initialization: 6.143000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.059000 Kernel 1: 0.021000 Kernel 2: 85.107002 Copyback: 0.017000 Sum: 0.037000 It 28,Best ac:0.004330 0.739130 fi:0.422257. Ave ac:0.007854,0.007680 Initialization: 5.933000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.102000 Kernel 1: 0.021000 Kernel 2: 86.153999 Copyback: 0.017000 Sum: 0.038000 It 29,Best ac:0.004840 0.904762 fi:0.243121. Ave ac:0.006964,0.004253 Initialization: 6.152000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.923000 Kernel 1: 0.023000 Kernel 2: 86.839996 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.004838 0.863636 fi:0.300812. Ave ac:0.005728,0.004063 Initialization: 6.302000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.902000 Kernel 1: 0.023000 Kernel 2: 85.282997 Copyback: 0.017000 Sum: 0.036000 It 31,Best ac:0.003821 0.789474 fi:0.385445. Ave ac:0.004390,0.003863 Initialization: 5.962000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.864000 Kernel 1: 0.023000 Kernel 2: 84.011002 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.003821 0.937500 fi:0.242935. Ave ac:0.006348,0.005334 Initialization: 6.009000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.844000 Kernel 1: 0.022000 Kernel 2: 82.904999 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.004329 0.772727 fi:0.385513. Ave ac:0.005226,0.004294 Initialization: 28.160999 Memcpy Instances: 425.774994 Memcpy Classifiers: 0.071000 Kernel 1: 0.022000 Kernel 2: 519.060974 Copyback: 0.366000 Sum: 0.016000 Memcpy Classifiers: 0.063000 Kernel 1: 0.016000 Kernel 2: 549.268005 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.068000 Kernel 1: 0.015000 Kernel 2: 524.460999 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.068000 Kernel 1: 0.017000 Kernel 2: 538.593994 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 523.494995 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.017000 Kernel 2: 548.478027 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.069000 Kernel 1: 0.016000 Kernel 2: 526.111023 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 525.192017 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.066000 Kernel 1: 0.019000 Kernel 2: 546.487976 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.054000 Kernel 1: 0.015000 Kernel 2: 404.838989 Copyback: 0.022000 Sum: 0.005000 It 34,Best ac:0.003947 0.603583 fi:0.564337. Ave ac:0.005529,0.016092 Best acc 0.003947 0.603583 Rule:Att PSSM_0_4 is [<-2.277801]|Att PSSM_0_6 is [-6.072656,-2.792237]|Att PSSM_1_3 is [-6.928478,0.928478]|Att PSSM_1_4 is [-7.515718,-3.750358]|Att PSSM_2_15 is [<-0.030259]|Att PSSM_2_20 is [>0.957034]|1 Accuracy : 0.778723 0 1 153607 10473 41447 29111 Removed 1284 instances. 195054 Instances left. Acc of rule 0.003947-0.603583 Initialization: 6.176000 Memcpy Classifiers: 0.560000 Memcpy Instances: 9.023000 Kernel 1: 0.025000 Kernel 2: 99.684998 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.004743 accuracy2:0.207298 Initialization: 6.111000 Memcpy Classifiers: 1.196000 Memcpy Instances: 7.847000 Kernel 1: 0.024000 Kernel 2: 100.663002 Copyback: 0.018000 Sum: 0.051000 It 0,Best ac:0.003589 0.466667 fi:0.633307. Ave ac:0.009969,0.015515 Initialization: 6.042000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.803000 Kernel 1: 0.023000 Kernel 2: 101.275002 Copyback: 0.018000 Sum: 0.036000 It 1,Best ac:0.006409 0.454545 fi:0.644079. Ave ac:0.011700,0.016491 Initialization: 6.085000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.119000 Kernel 1: 0.021000 Kernel 2: 101.463997 Copyback: 0.018000 Sum: 0.035000 It 2,Best ac:0.004871 0.655172 fi:0.444188. Ave ac:0.012165,0.015886 Initialization: 6.245000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.949000 Kernel 1: 0.021000 Kernel 2: 99.002998 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.004614 0.750000 fi:0.349483. Ave ac:0.011247,0.011851 Initialization: 6.209000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.797000 Kernel 1: 0.022000 Kernel 2: 97.768997 Copyback: 0.018000 Sum: 0.031000 It 4,Best ac:0.005383 0.552632 fi:0.546483. Ave ac:0.010124,0.010421 Initialization: 6.409000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.831000 Kernel 1: 0.023000 Kernel 2: 93.888000 Copyback: 0.018000 Sum: 0.036000 It 5,Best ac:0.004102 0.695652 fi:0.404076. Ave ac:0.011271,0.011862 Initialization: 5.988000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.168000 Kernel 1: 0.021000 Kernel 2: 96.855003 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.003332 0.722222 fi:0.428970. Ave ac:0.011623,0.010125 Initialization: 5.975000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.162000 Kernel 1: 0.022000 Kernel 2: 94.492996 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.006407 0.641026 fi:0.457599. Ave ac:0.011537,0.011077 Initialization: 6.213000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.798000 Kernel 1: 0.023000 Kernel 2: 90.087997 Copyback: 0.022000 Sum: 0.037000 It 8,Best ac:0.005641 0.687500 fi:0.411489. Ave ac:0.010647,0.010816 Initialization: 6.021000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.206000 Kernel 1: 0.022000 Kernel 2: 91.883003 Copyback: 0.018000 Sum: 0.033000 It 9,Best ac:0.004102 0.761905 fi:0.337823. Ave ac:0.009243,0.009634 Iteration 10:MDL fitness activated Error 0.337823 TL 0.035411 MDL Theory Length Weight: 3.1800001264 (1) Initialization: 5.880000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.163000 Kernel 1: 0.022000 Kernel 2: 89.204002 Copyback: 0.020000 Sum: 0.031000 It 10,Best ac:0.005127 0.645161 fi:0.538761. Ave ac:0.008422,0.007937 Initialization: 6.963000 Memcpy Classifiers: 0.690000 Memcpy Instances: 7.943000 Kernel 1: 0.021000 Kernel 2: 88.007004 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.004614 0.750000 fi:0.444725. Ave ac:0.011081,0.009984 Initialization: 5.994000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.960000 Kernel 1: 0.023000 Kernel 2: 84.667999 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.005383 0.777778 fi:0.412349. Ave ac:0.010507,0.010317 Initialization: 5.943000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.765000 Kernel 1: 0.023000 Kernel 2: 82.957001 Copyback: 0.019000 Sum: 0.038000 It 13,Best ac:0.004614 0.720000 fi:0.469519. Ave ac:0.011485,0.012691 Initialization: 7.341000 Memcpy Classifiers: 0.324000 Memcpy Instances: 7.893000 Kernel 1: 0.022000 Kernel 2: 82.667999 Copyback: 0.021000 Sum: 0.033000 It 14,Best ac:0.005127 0.689655 fi:0.473250. Ave ac:0.010344,0.011368 Initialization: 5.880000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.527000 Kernel 1: 0.022000 Kernel 2: 82.998001 Copyback: 0.018000 Sum: 0.033000 It 15,Best ac:0.003845 0.714286 fi:0.453367. Ave ac:0.011135,0.012539 Initialization: 6.346000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.052000 Kernel 1: 0.024000 Kernel 2: 79.778000 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.007178 0.756757 fi:0.393572. Ave ac:0.012584,0.013215 Initialization: 5.976000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.874000 Kernel 1: 0.024000 Kernel 2: 78.282997 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.006667 0.742857 fi:0.428940. Ave ac:0.011205,0.015271 Initialization: 5.874000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.426000 Kernel 1: 0.022000 Kernel 2: 80.202003 Copyback: 0.018000 Sum: 0.032000 It 18,Best ac:0.005638 0.814815 fi:0.365646. Ave ac:0.011348,0.012250 Initialization: 5.852000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.902000 Kernel 1: 0.022000 Kernel 2: 78.068001 Copyback: 0.018000 Sum: 0.032000 It 19,Best ac:0.006154 0.666667 fi:0.477519. Ave ac:0.009165,0.011847 Initialization: 6.749000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.836000 Kernel 1: 0.024000 Kernel 2: 76.974998 Copyback: 0.018000 Sum: 0.031000 It 20,Best ac:0.005640 0.733333 fi:0.459953. Ave ac:0.010472,0.013361 Initialization: 5.908000 Memcpy Classifiers: 0.310000 Memcpy Instances: 8.280000 Kernel 1: 0.022000 Kernel 2: 77.792999 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.006152 0.705882 fi:0.484757. Ave ac:0.008645,0.008159 Initialization: 5.913000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.402000 Kernel 1: 0.022000 Kernel 2: 79.848999 Copyback: 0.018000 Sum: 0.027000 It 22,Best ac:0.005126 0.740741 fi:0.430919. Ave ac:0.010806,0.016010 Initialization: 6.399000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.875000 Kernel 1: 0.045000 Kernel 2: 79.757004 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.004357 0.680000 fi:0.509820. Ave ac:0.012746,0.012403 Initialization: 6.156000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.817000 Kernel 1: 0.022000 Kernel 2: 75.550003 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.005896 0.718750 fi:0.440715. Ave ac:0.011913,0.011221 Initialization: 6.254000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.993000 Kernel 1: 0.023000 Kernel 2: 74.330002 Copyback: 0.018000 Sum: 0.027000 It 25,Best ac:0.004614 0.750000 fi:0.434168. Ave ac:0.011335,0.011437 Initialization: 6.761000 Memcpy Classifiers: 0.354000 Memcpy Instances: 7.818000 Kernel 1: 0.023000 Kernel 2: 76.805000 Copyback: 0.018000 Sum: 0.031000 It 26,Best ac:0.004102 0.800000 fi:0.383069. Ave ac:0.010232,0.012394 Initialization: 5.930000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.648000 Kernel 1: 0.023000 Kernel 2: 76.240997 Copyback: 0.018000 Sum: 0.030000 It 27,Best ac:0.003589 0.823529 fi:0.364361. Ave ac:0.008966,0.011116 Initialization: 6.170000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.926000 Kernel 1: 0.023000 Kernel 2: 75.240997 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.003332 0.764706 fi:0.463192. Ave ac:0.009072,0.012153 Initialization: 6.985000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.823000 Kernel 1: 0.022000 Kernel 2: 77.036003 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.004102 0.666667 fi:0.494201. Ave ac:0.008102,0.010612 Initialization: 6.031000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.907000 Kernel 1: 0.023000 Kernel 2: 77.977997 Copyback: 0.018000 Sum: 0.034000 It 30,Best ac:0.006152 0.750000 fi:0.430216. Ave ac:0.007947,0.008164 Initialization: 5.900000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.954000 Kernel 1: 0.022000 Kernel 2: 77.903000 Copyback: 0.019000 Sum: 0.034000 It 31,Best ac:0.004614 0.857143 fi:0.324379. Ave ac:0.007199,0.008025 Initialization: 5.940000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.860000 Kernel 1: 0.022000 Kernel 2: 76.938004 Copyback: 0.018000 Sum: 0.032000 It 32,Best ac:0.003845 0.789474 fi:0.381006. Ave ac:0.008999,0.010365 Initialization: 6.777000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.008000 Kernel 1: 0.023000 Kernel 2: 79.181000 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.004102 0.842105 fi:0.340963. Ave ac:0.007566,0.007486 Initialization: 30.455999 Memcpy Instances: 394.833008 Memcpy Classifiers: 0.065000 Kernel 1: 0.022000 Kernel 2: 504.113007 Copyback: 0.017000 Sum: 0.014000 Memcpy Classifiers: 0.058000 Kernel 1: 0.016000 Kernel 2: 511.708008 Copyback: 0.021000 Sum: 0.007000 Memcpy Classifiers: 0.065000 Kernel 1: 0.019000 Kernel 2: 514.955017 Copyback: 0.017000 Sum: 0.005000 Memcpy Classifiers: 0.059000 Kernel 1: 0.017000 Kernel 2: 501.789001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 510.514008 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 524.760010 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 514.773010 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 516.067993 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 512.588013 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.053000 Kernel 1: 0.016000 Kernel 2: 240.574997 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003942 0.528886 fi:0.622990. Ave ac:0.007904,0.023925 Best acc 0.003942 0.528886 Initialization: 6.325000 Memcpy Classifiers: 0.561000 Memcpy Instances: 9.011000 Kernel 1: 0.025000 Kernel 2: 96.922997 Copyback: 0.021000 Sum: 0.048000 Initial population average accuracy1:0.006113 accuracy2:0.219467 Initialization: 6.257000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.619000 Kernel 1: 0.022000 Kernel 2: 107.267998 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.004358 0.485714 fi:0.613891. Ave ac:0.012417,0.018678 Initialization: 6.314000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.357000 Kernel 1: 0.022000 Kernel 2: 104.672997 Copyback: 0.018000 Sum: 0.030000 It 1,Best ac:0.011023 0.524390 fi:0.572026. Ave ac:0.013427,0.018228 Initialization: 6.989000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.981000 Kernel 1: 0.022000 Kernel 2: 103.307999 Copyback: 0.018000 Sum: 0.034000 It 2,Best ac:0.009485 0.552239 fi:0.544913. Ave ac:0.012655,0.015774 Initialization: 7.002000 Memcpy Classifiers: 0.439000 Memcpy Instances: 8.496000 Kernel 1: 0.020000 Kernel 2: 101.359001 Copyback: 0.018000 Sum: 0.036000 It 3,Best ac:0.003589 0.736842 fi:0.363131. Ave ac:0.010585,0.012485 Initialization: 6.923000 Memcpy Classifiers: 0.474000 Memcpy Instances: 8.659000 Kernel 1: 0.023000 Kernel 2: 99.968002 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.003589 0.666667 fi:0.433307. Ave ac:0.010328,0.009828 Initialization: 6.090000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.252000 Kernel 1: 0.023000 Kernel 2: 103.644997 Copyback: 0.018000 Sum: 0.038000 It 5,Best ac:0.005894 0.605263 fi:0.493606. Ave ac:0.009422,0.009882 Initialization: 6.717000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.789000 Kernel 1: 0.023000 Kernel 2: 105.885002 Copyback: 0.017000 Sum: 0.038000 It 6,Best ac:0.007945 0.673913 fi:0.423975. Ave ac:0.010733,0.010176 Initialization: 6.847000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.566000 Kernel 1: 0.022000 Kernel 2: 106.084999 Copyback: 0.019000 Sum: 0.035000 It 7,Best ac:0.004613 0.642857 fi:0.456626. Ave ac:0.008046,0.007052 Initialization: 6.945000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.812000 Kernel 1: 0.022000 Kernel 2: 104.026001 Copyback: 0.018000 Sum: 0.038000 It 8,Best ac:0.003589 0.666667 fi:0.433307. Ave ac:0.008442,0.008514 Initialization: 5.904000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.060000 Kernel 1: 0.022000 Kernel 2: 99.086998 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.004358 0.772727 fi:0.326878. Ave ac:0.007021,0.006034 Iteration 10:MDL fitness activated Error 0.326878 TL 0.031555 MDL Theory Length Weight: 3.4530333913 (1) Initialization: 6.050000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.198000 Kernel 1: 0.023000 Kernel 2: 97.481003 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.003845 0.882353 fi:0.318578. Ave ac:0.006140,0.007258 Initialization: 6.766000 Memcpy Classifiers: 0.421000 Memcpy Instances: 7.828000 Kernel 1: 0.022000 Kernel 2: 100.633003 Copyback: 0.019000 Sum: 0.034000 It 11,Best ac:0.003844 0.714286 fi:0.514690. Ave ac:0.006080,0.007907 Initialization: 6.386000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.044000 Kernel 1: 0.021000 Kernel 2: 100.385002 Copyback: 0.018000 Sum: 0.030000 It 12,Best ac:0.004103 0.695652 fi:0.492933. Ave ac:0.006115,0.006355 Initialization: 6.955000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.335000 Kernel 1: 0.022000 Kernel 2: 96.313004 Copyback: 0.018000 Sum: 0.050000 It 13,Best ac:0.006921 0.658537 fi:0.525003. Ave ac:0.007136,0.007279 Initialization: 5.922000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.256000 Kernel 1: 0.022000 Kernel 2: 96.100998 Copyback: 0.018000 Sum: 0.037000 It 14,Best ac:0.008459 0.717391 fi:0.450192. Ave ac:0.007343,0.007847 Initialization: 6.167000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.286000 Kernel 1: 0.022000 Kernel 2: 98.654999 Copyback: 0.017000 Sum: 0.037000 It 15,Best ac:0.005127 0.689655 fi:0.493472. Ave ac:0.009684,0.009962 Initialization: 6.515000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.967000 Kernel 1: 0.023000 Kernel 2: 97.098999 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.004102 0.615385 fi:0.568759. Ave ac:0.009280,0.009899 Initialization: 6.452000 Memcpy Classifiers: 0.381000 Memcpy Instances: 10.464000 Kernel 1: 0.022000 Kernel 2: 93.289001 Copyback: 0.021000 Sum: 0.039000 It 17,Best ac:0.004103 0.842105 fi:0.335196. Ave ac:0.010393,0.008319 Initialization: 6.118000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.037000 Kernel 1: 0.024000 Kernel 2: 92.866997 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.004102 0.842105 fi:0.364767. Ave ac:0.008787,0.009821 Initialization: 6.243000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.789000 Kernel 1: 0.023000 Kernel 2: 90.250000 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.003845 0.714286 fi:0.474166. Ave ac:0.006524,0.005097 MDL Theory Length Weight: 3.1077300521 (11) Initialization: 5.874000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.146000 Kernel 1: 0.022000 Kernel 2: 89.834999 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.003589 0.823529 fi:0.368183. Ave ac:0.006929,0.006143 Initialization: 6.217000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.848000 Kernel 1: 0.023000 Kernel 2: 93.612999 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.003844 0.681818 fi:0.480455. Ave ac:0.006467,0.005287 Initialization: 5.915000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.480000 Kernel 1: 0.022000 Kernel 2: 90.682999 Copyback: 0.023000 Sum: 0.037000 It 22,Best ac:0.005896 0.696970 fi:0.462299. Ave ac:0.005927,0.005793 Initialization: 7.020000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.305000 Kernel 1: 0.023000 Kernel 2: 92.910004 Copyback: 0.226000 Sum: 0.033000 It 23,Best ac:0.004102 0.695652 fi:0.474732. Ave ac:0.006056,0.005620 Initialization: 6.227000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.237000 Kernel 1: 0.022000 Kernel 2: 91.723000 Copyback: 0.018000 Sum: 0.037000 It 24,Best ac:0.004102 0.800000 fi:0.379469. Ave ac:0.009330,0.009555 Initialization: 6.289000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.633000 Kernel 1: 0.023000 Kernel 2: 93.389000 Copyback: 0.020000 Sum: 0.056000 It 25,Best ac:0.004871 0.730769 fi:0.451546. Ave ac:0.007348,0.006331 Initialization: 6.817000 Memcpy Classifiers: 0.349000 Memcpy Instances: 8.660000 Kernel 1: 0.022000 Kernel 2: 92.481003 Copyback: 0.018000 Sum: 0.036000 It 26,Best ac:0.005640 0.687500 fi:0.503704. Ave ac:0.006082,0.005857 Initialization: 8.334000 Memcpy Classifiers: 0.346000 Memcpy Instances: 7.850000 Kernel 1: 0.023000 Kernel 2: 91.785004 Copyback: 0.017000 Sum: 0.037000 It 27,Best ac:0.003332 0.722222 fi:0.489812. Ave ac:0.008135,0.007878 Initialization: 6.437000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.867000 Kernel 1: 0.023000 Kernel 2: 92.259003 Copyback: 0.018000 Sum: 0.033000 It 28,Best ac:0.003589 0.823529 fi:0.350440. Ave ac:0.008389,0.007528 Initialization: 7.143000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.949000 Kernel 1: 0.023000 Kernel 2: 92.505997 Copyback: 0.017000 Sum: 0.038000 It 29,Best ac:0.005127 0.714286 fi:0.435881. Ave ac:0.006262,0.005051 Initialization: 7.680000 Memcpy Classifiers: 0.343000 Memcpy Instances: 9.203000 Kernel 1: 0.022000 Kernel 2: 91.501999 Copyback: 0.018000 Sum: 0.033000 It 30,Best ac:0.004103 0.727273 fi:0.440590. Ave ac:0.007488,0.009101 Initialization: 5.964000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.848000 Kernel 1: 0.024000 Kernel 2: 90.762001 Copyback: 0.018000 Sum: 0.038000 It 31,Best ac:0.004102 0.761905 fi:0.400143. Ave ac:0.007547,0.006486 Initialization: 27.778000 Memcpy Classifiers: 0.312000 Memcpy Instances: 8.833000 Kernel 1: 0.022000 Kernel 2: 93.172997 Copyback: 0.017000 Sum: 0.036000 It 32,Best ac:0.004358 0.894737 fi:0.278358. Ave ac:0.008337,0.006448 Initialization: 5.954000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.749000 Kernel 1: 0.022000 Kernel 2: 94.234001 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.004871 0.826087 fi:0.345965. Ave ac:0.005644,0.007662 Initialization: 29.450001 Memcpy Instances: 391.097992 Memcpy Classifiers: 0.079000 Kernel 1: 0.022000 Kernel 2: 592.422974 Copyback: 0.022000 Sum: 0.015000 Memcpy Classifiers: 0.079000 Kernel 1: 0.020000 Kernel 2: 585.283020 Copyback: 0.019000 Sum: 0.003000 Memcpy Classifiers: 0.087000 Kernel 1: 0.015000 Kernel 2: 584.940979 Copyback: 0.017000 Sum: 0.005000 Memcpy Classifiers: 0.077000 Kernel 1: 0.017000 Kernel 2: 557.004028 Copyback: 0.020000 Sum: 0.007000 Memcpy Classifiers: 0.079000 Kernel 1: 0.018000 Kernel 2: 587.223999 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.079000 Kernel 1: 0.021000 Kernel 2: 589.708984 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.079000 Kernel 1: 0.018000 Kernel 2: 575.987976 Copyback: 0.023000 Sum: 0.008000 Memcpy Classifiers: 0.079000 Kernel 1: 0.020000 Kernel 2: 595.935974 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.079000 Kernel 1: 0.020000 Kernel 2: 564.557983 Copyback: 0.368000 Sum: 0.003000 Memcpy Classifiers: 0.059000 Kernel 1: 0.016000 Kernel 2: 261.097992 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005337 0.566685 fi:0.583381. Ave ac:0.006868,0.020016 Best acc 0.005337 0.566685 Rule:Att PSSM_-4_13 is [<7.040860]|Att PSSM_-2_6 is [-6.278801,-1.721199]|Att PSSM_0_2 is [-6.931765,-3.068235]|Att PSSM_0_5 is [-2.515186,7.327606]|Att PSSM_0_20 is [>-0.724244]|Att PSSM_1_6 is [-5.702940,4.823978]|1 Accuracy : 0.779767 0 1 152811 11269 40406 30152 Removed 1837 instances. 193217 Instances left. Acc of rule 0.005337-0.566685 Initialization: 7.969000 Memcpy Classifiers: 0.567000 Memcpy Instances: 9.326000 Kernel 1: 0.023000 Kernel 2: 95.481003 Copyback: 0.017000 Sum: 0.050000 Initial population average accuracy1:0.005539 accuracy2:0.196624 Initialization: 6.427000 Memcpy Classifiers: 0.492000 Memcpy Instances: 7.730000 Kernel 1: 0.022000 Kernel 2: 103.843002 Copyback: 0.017000 Sum: 0.058000 It 0,Best ac:0.008799 0.500000 fi:0.597412. Ave ac:0.010163,0.013351 Initialization: 5.893000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.772000 Kernel 1: 0.023000 Kernel 2: 103.406998 Copyback: 0.018000 Sum: 0.037000 It 1,Best ac:0.005692 0.500000 fi:0.598925. Ave ac:0.014312,0.015515 Initialization: 6.086000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.923000 Kernel 1: 0.023000 Kernel 2: 100.945000 Copyback: 0.018000 Sum: 0.037000 It 2,Best ac:0.006470 0.581395 fi:0.517149. Ave ac:0.012862,0.013421 Initialization: 6.030000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.769000 Kernel 1: 0.022000 Kernel 2: 100.290001 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.005435 0.636364 fi:0.462684. Ave ac:0.012737,0.012778 Initialization: 6.014000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.947000 Kernel 1: 0.022000 Kernel 2: 98.148003 Copyback: 0.018000 Sum: 0.036000 It 4,Best ac:0.005435 0.656250 fi:0.442798. Ave ac:0.010687,0.010029 Initialization: 5.868000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.970000 Kernel 1: 0.022000 Kernel 2: 97.978996 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.003623 0.583333 fi:0.516596. Ave ac:0.009781,0.008533 Initialization: 6.042000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.299000 Kernel 1: 0.022000 Kernel 2: 94.646004 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.005176 0.689655 fi:0.409519. Ave ac:0.009783,0.010073 Initialization: 6.202000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.921000 Kernel 1: 0.021000 Kernel 2: 96.101997 Copyback: 0.018000 Sum: 0.037000 It 7,Best ac:0.007245 0.636364 fi:0.461803. Ave ac:0.009340,0.009531 Initialization: 6.212000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.724000 Kernel 1: 0.022000 Kernel 2: 94.791000 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.004397 0.708333 fi:0.391221. Ave ac:0.009634,0.008727 Initialization: 5.822000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.801000 Kernel 1: 0.023000 Kernel 2: 94.487000 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.003364 0.928571 fi:0.200560. Ave ac:0.009034,0.008148 Iteration 10:MDL fitness activated Error 0.200560 TL 0.035304 MDL Theory Length Weight: 1.8936286125 (1) Initialization: 5.967000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.710000 Kernel 1: 0.023000 Kernel 2: 92.852997 Copyback: 0.018000 Sum: 0.033000 It 10,Best ac:0.004917 0.730769 fi:0.428680. Ave ac:0.006696,0.006166 Initialization: 6.271000 Memcpy Classifiers: 0.383000 Memcpy Instances: 7.716000 Kernel 1: 0.022000 Kernel 2: 92.165001 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.006210 0.750000 fi:0.402592. Ave ac:0.008195,0.008097 Initialization: 5.862000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.167000 Kernel 1: 0.021000 Kernel 2: 89.453003 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.004400 0.708333 fi:0.446133. Ave ac:0.006445,0.005720 Initialization: 6.323000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.015000 Kernel 1: 0.022000 Kernel 2: 89.739998 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.005952 0.741935 fi:0.400405. Ave ac:0.006445,0.005915 Initialization: 5.879000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.712000 Kernel 1: 0.024000 Kernel 2: 88.363998 Copyback: 0.020000 Sum: 0.036000 It 14,Best ac:0.004658 0.666667 fi:0.487969. Ave ac:0.006215,0.006001 Initialization: 6.191000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.056000 Kernel 1: 0.022000 Kernel 2: 87.070000 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.005951 0.696970 fi:0.447629. Ave ac:0.006038,0.005728 Initialization: 6.246000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.897000 Kernel 1: 0.022000 Kernel 2: 86.336998 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.003364 0.684211 fi:0.506107. Ave ac:0.005615,0.005158 Initialization: 5.894000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.989000 Kernel 1: 0.022000 Kernel 2: 87.957001 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.003364 0.764706 fi:0.415543. Ave ac:0.007083,0.005939 Initialization: 6.020000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.112000 Kernel 1: 0.023000 Kernel 2: 87.509003 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.004658 0.750000 fi:0.405897. Ave ac:0.006024,0.005872 Initialization: 6.054000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.096000 Kernel 1: 0.022000 Kernel 2: 87.324997 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.004916 0.730769 fi:0.419370. Ave ac:0.004664,0.005702 Initialization: 5.759000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.917000 Kernel 1: 0.022000 Kernel 2: 88.291000 Copyback: 0.018000 Sum: 0.032000 It 20,Best ac:0.003882 0.681818 fi:0.467229. Ave ac:0.006209,0.008914 Initialization: 6.009000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.982000 Kernel 1: 0.021000 Kernel 2: 88.865997 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.003623 0.777778 fi:0.380729. Ave ac:0.008349,0.009087 Initialization: 5.825000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.185000 Kernel 1: 0.023000 Kernel 2: 88.971001 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.004657 0.782609 fi:0.361870. Ave ac:0.008392,0.006036 Initialization: 5.862000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.957000 Kernel 1: 0.022000 Kernel 2: 89.014000 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.004400 0.809524 fi:0.356881. Ave ac:0.006523,0.004452 Initialization: 5.824000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.486000 Kernel 1: 0.023000 Kernel 2: 89.574997 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.004141 0.800000 fi:0.363138. Ave ac:0.006270,0.003770 Initialization: 6.359000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.143000 Kernel 1: 0.022000 Kernel 2: 89.264999 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.004400 0.739130 fi:0.414339. Ave ac:0.004579,0.003214 Initialization: 5.998000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.110000 Kernel 1: 0.022000 Kernel 2: 90.473999 Copyback: 0.018000 Sum: 0.029000 It 26,Best ac:0.003622 0.875000 fi:0.270975. Ave ac:0.005017,0.003444 Initialization: 5.875000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.323000 Kernel 1: 0.022000 Kernel 2: 89.172997 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.003881 0.833333 fi:0.308308. Ave ac:0.004738,0.003572 Initialization: 6.605000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.450000 Kernel 1: 0.022000 Kernel 2: 89.466003 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.003622 0.700000 fi:0.453847. Ave ac:0.004655,0.003307 Initialization: 5.886000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.203000 Kernel 1: 0.024000 Kernel 2: 90.626999 Copyback: 0.018000 Sum: 0.032000 It 29,Best ac:0.003882 0.789474 fi:0.362448. Ave ac:0.005614,0.004310 Initialization: 5.980000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.702000 Kernel 1: 0.022000 Kernel 2: 89.969002 Copyback: 0.018000 Sum: 0.034000 It 30,Best ac:0.003882 0.750000 fi:0.410265. Ave ac:0.006255,0.004353 Initialization: 5.848000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.053000 Kernel 1: 0.023000 Kernel 2: 88.413002 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.004658 0.720000 fi:0.422736. Ave ac:0.006075,0.006212 Initialization: 5.917000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.574000 Kernel 1: 0.022000 Kernel 2: 89.745003 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.003623 0.823529 fi:0.321554. Ave ac:0.008647,0.007650 Initialization: 5.819000 Memcpy Classifiers: 0.319000 Memcpy Instances: 8.259000 Kernel 1: 0.022000 Kernel 2: 89.537003 Copyback: 0.017000 Sum: 0.037000 It 33,Best ac:0.003882 0.714286 fi:0.434525. Ave ac:0.008311,0.007377 Initialization: 28.806999 Memcpy Instances: 387.233002 Memcpy Classifiers: 0.069000 Kernel 1: 0.025000 Kernel 2: 604.104980 Copyback: 0.020000 Sum: 0.014000 Memcpy Classifiers: 0.063000 Kernel 1: 0.019000 Kernel 2: 607.015015 Copyback: 0.018000 Sum: 0.006000 Memcpy Classifiers: 0.069000 Kernel 1: 0.017000 Kernel 2: 598.184998 Copyback: 0.015000 Sum: 0.004000 Memcpy Classifiers: 0.067000 Kernel 1: 0.016000 Kernel 2: 605.794006 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.068000 Kernel 1: 0.017000 Kernel 2: 614.872986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 581.030029 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 597.064026 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 593.036987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 600.705017 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 206.942001 Copyback: 0.016000 Sum: 0.002000 It 34,Best ac:0.003540 0.621253 fi:0.530835. Ave ac:0.007277,0.021420 Best acc 0.003540 0.621253 Initialization: 5.901000 Memcpy Classifiers: 0.594000 Memcpy Instances: 7.810000 Kernel 1: 0.024000 Kernel 2: 92.914001 Copyback: 0.371000 Sum: 0.045000 Initial population average accuracy1:0.005822 accuracy2:0.209917 Initialization: 6.238000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.710000 Kernel 1: 0.022000 Kernel 2: 97.041000 Copyback: 0.017000 Sum: 0.056000 It 0,Best ac:0.003882 0.600000 fi:0.499803. Ave ac:0.011300,0.013663 Initialization: 5.831000 Memcpy Classifiers: 0.797000 Memcpy Instances: 7.726000 Kernel 1: 0.022000 Kernel 2: 97.471001 Copyback: 0.018000 Sum: 0.038000 It 1,Best ac:0.003882 0.454545 fi:0.645258. Ave ac:0.014262,0.016029 Initialization: 5.897000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.220000 Kernel 1: 0.022000 Kernel 2: 95.468002 Copyback: 0.018000 Sum: 0.033000 It 2,Best ac:0.003622 0.500000 fi:0.599929. Ave ac:0.014381,0.017881 Initialization: 6.063000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.716000 Kernel 1: 0.023000 Kernel 2: 93.109001 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.004400 0.653846 fi:0.445705. Ave ac:0.012954,0.015228 Initialization: 6.084000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.906000 Kernel 1: 0.022000 Kernel 2: 93.616997 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.003623 0.583333 fi:0.516596. Ave ac:0.014819,0.017399 Initialization: 5.973000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.708000 Kernel 1: 0.024000 Kernel 2: 92.023003 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003882 0.652174 fi:0.447629. Ave ac:0.014966,0.017420 Initialization: 5.861000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.559000 Kernel 1: 0.021000 Kernel 2: 91.661003 Copyback: 0.018000 Sum: 0.033000 It 6,Best ac:0.003882 0.625000 fi:0.474803. Ave ac:0.015049,0.019448 Initialization: 7.042000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.942000 Kernel 1: 0.022000 Kernel 2: 91.197998 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.002329 1.000000 fi:0.397091. Ave ac:0.013764,0.015557 Initialization: 6.089000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.703000 Kernel 1: 0.022000 Kernel 2: 90.996002 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.003106 0.857143 fi:0.338979. Ave ac:0.011775,0.013703 Initialization: 6.304000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.707000 Kernel 1: 0.023000 Kernel 2: 89.403999 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.002847 0.846154 fi:0.416958. Ave ac:0.012801,0.014081 Iteration 10:MDL fitness activated Error 0.416958 TL 0.041352 MDL Theory Length Weight: 3.3610336282 (2) Initialization: 5.851000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.742000 Kernel 1: 0.026000 Kernel 2: 89.280998 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.004398 0.772727 fi:0.424014. Ave ac:0.009754,0.011121 Initialization: 6.051000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.735000 Kernel 1: 0.023000 Kernel 2: 86.174004 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.004141 0.666667 fi:0.553198. Ave ac:0.010577,0.012592 Initialization: 5.784000 Memcpy Classifiers: 0.338000 Memcpy Instances: 8.115000 Kernel 1: 0.022000 Kernel 2: 86.261002 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.008279 0.727273 fi:0.438210. Ave ac:0.014116,0.014567 Initialization: 5.878000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.048000 Kernel 1: 0.022000 Kernel 2: 86.163002 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.003622 0.736842 fi:0.436794. Ave ac:0.015153,0.016638 Initialization: 5.799000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.124000 Kernel 1: 0.022000 Kernel 2: 82.838997 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.006727 0.742857 fi:0.448564. Ave ac:0.014695,0.015949 Initialization: 5.874000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.546000 Kernel 1: 0.022000 Kernel 2: 81.285004 Copyback: 0.018000 Sum: 0.032000 It 15,Best ac:0.004917 0.730769 fi:0.448808. Ave ac:0.013406,0.014283 Initialization: 6.130000 Memcpy Classifiers: 0.344000 Memcpy Instances: 7.757000 Kernel 1: 0.021000 Kernel 2: 82.558998 Copyback: 0.020000 Sum: 0.029000 It 16,Best ac:0.005435 0.807692 fi:0.370719. Ave ac:0.010964,0.011439 Initialization: 5.887000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.697000 Kernel 1: 0.023000 Kernel 2: 82.703003 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.005176 0.740741 fi:0.412612. Ave ac:0.011346,0.010781 Initialization: 5.976000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.787000 Kernel 1: 0.022000 Kernel 2: 79.545998 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.003882 0.750000 fi:0.418143. Ave ac:0.008630,0.008797 Initialization: 5.798000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.951000 Kernel 1: 0.022000 Kernel 2: 79.782997 Copyback: 0.018000 Sum: 0.031000 It 19,Best ac:0.005435 0.875000 fi:0.303523. Ave ac:0.011048,0.010786 Initialization: 5.879000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.709000 Kernel 1: 0.023000 Kernel 2: 78.369003 Copyback: 0.018000 Sum: 0.030000 It 20,Best ac:0.003106 0.923077 fi:0.341094. Ave ac:0.008516,0.009345 Initialization: 6.049000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.783000 Kernel 1: 0.022000 Kernel 2: 80.105003 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.003623 0.700000 fi:0.484974. Ave ac:0.011693,0.011913 Initialization: 5.857000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.928000 Kernel 1: 0.023000 Kernel 2: 79.394997 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.006468 0.735294 fi:0.459955. Ave ac:0.009742,0.010031 Initialization: 6.034000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.262000 Kernel 1: 0.022000 Kernel 2: 79.362000 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.004141 0.888889 fi:0.286048. Ave ac:0.009800,0.009179 Initialization: 6.284000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.946000 Kernel 1: 0.022000 Kernel 2: 79.614998 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.003881 0.750000 fi:0.433035. Ave ac:0.009405,0.010022 Initialization: 5.850000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.968000 Kernel 1: 0.022000 Kernel 2: 77.652000 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.004658 0.782609 fi:0.393091. Ave ac:0.010598,0.013201 Initialization: 5.927000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.279000 Kernel 1: 0.023000 Kernel 2: 75.889000 Copyback: 0.018000 Sum: 0.032000 It 26,Best ac:0.006988 0.750000 fi:0.409429. Ave ac:0.010655,0.013339 Initialization: 5.919000 Memcpy Classifiers: 0.325000 Memcpy Instances: 7.895000 Kernel 1: 0.023000 Kernel 2: 77.723000 Copyback: 0.018000 Sum: 0.032000 It 27,Best ac:0.003882 0.882353 fi:0.291238. Ave ac:0.010462,0.011949 Initialization: 5.799000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.176000 Kernel 1: 0.021000 Kernel 2: 76.528999 Copyback: 0.018000 Sum: 0.029000 It 28,Best ac:0.003882 0.937500 fi:0.262167. Ave ac:0.008938,0.010536 Initialization: 6.279000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.711000 Kernel 1: 0.022000 Kernel 2: 76.748001 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.003882 0.833333 fi:0.341401. Ave ac:0.007857,0.008262 Initialization: 5.870000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.148000 Kernel 1: 0.022000 Kernel 2: 77.889000 Copyback: 0.018000 Sum: 0.030000 It 30,Best ac:0.004917 0.760000 fi:0.396809. Ave ac:0.008850,0.010225 Initialization: 6.247000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.821000 Kernel 1: 0.022000 Kernel 2: 78.190002 Copyback: 0.018000 Sum: 0.029000 It 31,Best ac:0.003364 0.722222 fi:0.462165. Ave ac:0.007146,0.007886 Initialization: 6.118000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.921000 Kernel 1: 0.023000 Kernel 2: 77.667000 Copyback: 0.018000 Sum: 0.029000 It 32,Best ac:0.004400 0.772727 fi:0.411390. Ave ac:0.008198,0.007139 Initialization: 5.899000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.709000 Kernel 1: 0.029000 Kernel 2: 80.024002 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.004141 0.761905 fi:0.419371. Ave ac:0.007459,0.007360 Initialization: 29.112000 Memcpy Instances: 389.287994 Memcpy Classifiers: 0.069000 Kernel 1: 0.023000 Kernel 2: 534.120972 Copyback: 0.022000 Sum: 0.015000 Memcpy Classifiers: 0.063000 Kernel 1: 0.019000 Kernel 2: 528.882019 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.068000 Kernel 1: 0.015000 Kernel 2: 537.203979 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 551.549988 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.068000 Kernel 1: 0.016000 Kernel 2: 526.312988 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 553.978027 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 539.955994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 547.867004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 558.614990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 184.126999 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003468 0.591873 fi:0.568106. Ave ac:0.009234,0.027753 Best acc 0.003468 0.591873 Rule:Att PSSM_-4_12 is [-5.032439,0.272736]|Att PSSM_-1_14 is [<3.674789]|Att PSSM_0_1 is [-1.032918,6.840402]|Att PSSM_0_3 is [<-1.647271]|Att PSSM_0_7 is [-5.901819,-2.098181]|Att PSSM_1_11 is [-1.990217,2.199366]|Att PSSM_2_15 is [-4.013868,0.013868]|Att PSSM_4_12 is [-6.084589,-1.881005]|1 Accuracy : 0.780905 0 1 152394 11686 39722 30836 Removed 1101 instances. 192116 Instances left. Acc of rule 0.003540-0.621253 Initialization: 5.830000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.718000 Kernel 1: 0.025000 Kernel 2: 94.007004 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.004930 accuracy2:0.192101 Initialization: 6.161000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.995000 Kernel 1: 0.021000 Kernel 2: 100.120003 Copyback: 0.017000 Sum: 0.049000 It 0,Best ac:0.004163 0.533333 fi:0.566311. Ave ac:0.008901,0.011130 Initialization: 5.875000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.674000 Kernel 1: 0.024000 Kernel 2: 103.741997 Copyback: 0.018000 Sum: 0.030000 It 1,Best ac:0.006247 0.470588 fi:0.628029. Ave ac:0.009806,0.012149 Initialization: 6.203000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.622000 Kernel 1: 0.022000 Kernel 2: 103.828003 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.004426 0.515152 fi:0.584362. Ave ac:0.012036,0.013700 Initialization: 6.246000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.687000 Kernel 1: 0.022000 Kernel 2: 101.677002 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.004163 0.571429 fi:0.528216. Ave ac:0.011178,0.013528 Initialization: 6.222000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.998000 Kernel 1: 0.022000 Kernel 2: 107.869003 Copyback: 0.019000 Sum: 0.031000 It 4,Best ac:0.004685 0.620690 fi:0.478696. Ave ac:0.012625,0.014570 Initialization: 6.258000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.833000 Kernel 1: 0.021000 Kernel 2: 109.067001 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.011192 0.605634 fi:0.490550. Ave ac:0.013112,0.012302 Initialization: 6.278000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.694000 Kernel 1: 0.023000 Kernel 2: 107.639000 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.003384 0.684211 fi:0.429566. Ave ac:0.010971,0.010205 Initialization: 6.121000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.668000 Kernel 1: 0.022000 Kernel 2: 109.892998 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004164 0.695652 fi:0.403989. Ave ac:0.010348,0.008871 Initialization: 5.894000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.656000 Kernel 1: 0.024000 Kernel 2: 104.797997 Copyback: 0.020000 Sum: 0.032000 It 8,Best ac:0.004163 0.727273 fi:0.372372. Ave ac:0.010144,0.006999 Initialization: 6.088000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.686000 Kernel 1: 0.023000 Kernel 2: 102.773003 Copyback: 0.020000 Sum: 0.031000 It 9,Best ac:0.004424 0.586207 fi:0.513309. Ave ac:0.007233,0.007241 Iteration 10:MDL fitness activated Error 0.513309 TL 0.033294 MDL Theory Length Weight: 5.1391798920 (2) Initialization: 5.877000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.652000 Kernel 1: 0.024000 Kernel 2: 105.666000 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.003384 0.650000 fi:0.589387. Ave ac:0.008401,0.006345 Initialization: 6.097000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.795000 Kernel 1: 0.022000 Kernel 2: 99.987000 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.002862 0.916667 fi:0.495373. Ave ac:0.008031,0.005802 Initialization: 5.852000 Memcpy Classifiers: 0.384000 Memcpy Instances: 7.934000 Kernel 1: 0.022000 Kernel 2: 98.741997 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.003123 1.000000 fi:0.365182. Ave ac:0.007793,0.005624 Initialization: 5.747000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.884000 Kernel 1: 0.024000 Kernel 2: 100.074997 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.002862 0.916667 fi:0.488800. Ave ac:0.008151,0.006441 Initialization: 5.955000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.167000 Kernel 1: 0.021000 Kernel 2: 99.516998 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.004425 0.708333 fi:0.521264. Ave ac:0.007701,0.006713 Initialization: 5.806000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.956000 Kernel 1: 0.022000 Kernel 2: 98.202003 Copyback: 0.017000 Sum: 0.040000 It 15,Best ac:0.004164 0.800000 fi:0.439421. Ave ac:0.009145,0.006559 Initialization: 6.216000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.672000 Kernel 1: 0.021000 Kernel 2: 93.400002 Copyback: 0.018000 Sum: 0.040000 It 16,Best ac:0.003123 0.857143 fi:0.467984. Ave ac:0.009931,0.007815 Initialization: 5.838000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.065000 Kernel 1: 0.021000 Kernel 2: 96.026001 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.003644 0.736842 fi:0.489296. Ave ac:0.006497,0.005711 Initialization: 5.873000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.728000 Kernel 1: 0.023000 Kernel 2: 93.833000 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.004164 0.800000 fi:0.454943. Ave ac:0.006679,0.005640 Initialization: 6.267000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.729000 Kernel 1: 0.023000 Kernel 2: 94.143997 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.003123 0.857143 fi:0.480238. Ave ac:0.007800,0.006035 Initialization: 5.950000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.080000 Kernel 1: 0.021000 Kernel 2: 93.523003 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004425 0.850000 fi:0.379210. Ave ac:0.007798,0.006758 Initialization: 5.857000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.163000 Kernel 1: 0.021000 Kernel 2: 90.099998 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.003905 0.833333 fi:0.416114. Ave ac:0.006092,0.004822 MDL Theory Length Weight: 4.6252619028 (10) Initialization: 6.136000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.761000 Kernel 1: 0.023000 Kernel 2: 91.177002 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.003904 0.833333 fi:0.388589. Ave ac:0.006005,0.005632 Initialization: 5.721000 Memcpy Classifiers: 0.561000 Memcpy Instances: 7.702000 Kernel 1: 0.021000 Kernel 2: 91.200996 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.003905 0.750000 fi:0.439752. Ave ac:0.005752,0.006603 Initialization: 5.959000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.532000 Kernel 1: 0.021000 Kernel 2: 90.233002 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.004425 0.809524 fi:0.433836. Ave ac:0.009366,0.007471 Initialization: 5.790000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.205000 Kernel 1: 0.022000 Kernel 2: 89.439003 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.004685 0.782609 fi:0.414915. Ave ac:0.006535,0.006724 Initialization: 6.062000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.675000 Kernel 1: 0.023000 Kernel 2: 83.308998 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.003643 0.777778 fi:0.435036. Ave ac:0.005928,0.005062 Initialization: 5.898000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.898000 Kernel 1: 0.022000 Kernel 2: 83.105003 Copyback: 0.018000 Sum: 0.035000 It 27,Best ac:0.004424 0.653846 fi:0.539276. Ave ac:0.005855,0.007143 Initialization: 5.833000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.330000 Kernel 1: 0.022000 Kernel 2: 83.174004 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.006505 0.735294 fi:0.445000. Ave ac:0.007994,0.009604 Initialization: 5.896000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.870000 Kernel 1: 0.023000 Kernel 2: 84.416000 Copyback: 0.017000 Sum: 0.037000 It 29,Best ac:0.004685 0.857143 fi:0.324044. Ave ac:0.008523,0.006894 Initialization: 6.470000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.010000 Kernel 1: 0.021000 Kernel 2: 82.949997 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.003384 0.812500 fi:0.408010. Ave ac:0.007400,0.006039 Initialization: 5.931000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.755000 Kernel 1: 0.022000 Kernel 2: 83.963997 Copyback: 0.017000 Sum: 0.207000 It 31,Best ac:0.006507 0.781250 fi:0.437457. Ave ac:0.006679,0.005846 Initialization: 5.849000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.055000 Kernel 1: 0.022000 Kernel 2: 80.972000 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.004424 0.629630 fi:0.535814. Ave ac:0.006037,0.004537 Initialization: 6.223000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.757000 Kernel 1: 0.023000 Kernel 2: 80.388000 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.005725 0.709677 fi:0.465947. Ave ac:0.007022,0.006624 Initialization: 31.556000 Memcpy Instances: 387.209015 Memcpy Classifiers: 0.072000 Kernel 1: 0.022000 Kernel 2: 542.578979 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 538.317017 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 529.044006 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.073000 Kernel 1: 0.023000 Kernel 2: 541.846985 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.071000 Kernel 1: 0.016000 Kernel 2: 508.657990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 533.935974 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.016000 Kernel 2: 518.879028 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 515.026001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 546.679993 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 132.981995 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004034 0.561188 fi:0.636658. Ave ac:0.007427,0.021517 Best acc 0.004034 0.561188 Initialization: 6.132000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.841000 Kernel 1: 0.024000 Kernel 2: 98.601997 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.004821 accuracy2:0.209589 Initialization: 6.146000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.682000 Kernel 1: 0.023000 Kernel 2: 99.220001 Copyback: 0.018000 Sum: 0.049000 It 0,Best ac:0.005204 0.487805 fi:0.611328. Ave ac:0.008201,0.010264 Initialization: 6.069000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.184000 Kernel 1: 0.022000 Kernel 2: 99.482002 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.003383 0.590909 fi:0.523982. Ave ac:0.011025,0.012755 Initialization: 6.111000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.197000 Kernel 1: 0.022000 Kernel 2: 99.461998 Copyback: 0.018000 Sum: 0.033000 It 2,Best ac:0.005206 0.625000 fi:0.474129. Ave ac:0.011605,0.013303 Initialization: 6.025000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.695000 Kernel 1: 0.023000 Kernel 2: 94.072998 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.005985 0.560976 fi:0.537773. Ave ac:0.011153,0.012304 Initialization: 7.057000 Memcpy Classifiers: 0.439000 Memcpy Instances: 7.749000 Kernel 1: 0.022000 Kernel 2: 89.907997 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.005725 0.578947 fi:0.519929. Ave ac:0.010985,0.012611 Initialization: 5.887000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.127000 Kernel 1: 0.022000 Kernel 2: 92.642998 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.003384 0.684211 fi:0.429566. Ave ac:0.009569,0.010250 Initialization: 5.835000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.675000 Kernel 1: 0.023000 Kernel 2: 89.834000 Copyback: 0.018000 Sum: 0.034000 It 6,Best ac:0.003383 0.812500 fi:0.302391. Ave ac:0.011034,0.011851 Initialization: 6.105000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.707000 Kernel 1: 0.023000 Kernel 2: 90.839996 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.003904 0.714286 fi:0.385484. Ave ac:0.010719,0.012397 Initialization: 6.206000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.024000 Kernel 1: 0.022000 Kernel 2: 84.444000 Copyback: 0.018000 Sum: 0.036000 It 8,Best ac:0.004163 0.640000 fi:0.459644. Ave ac:0.006598,0.009109 Initialization: 5.807000 Memcpy Classifiers: 0.369000 Memcpy Instances: 7.699000 Kernel 1: 0.023000 Kernel 2: 87.636002 Copyback: 0.020000 Sum: 0.036000 It 9,Best ac:0.003123 0.705882 fi:0.476065. Ave ac:0.007763,0.010495 Iteration 10:MDL fitness activated Error 0.476065 TL 0.027285 MDL Theory Length Weight: 5.8159609246 (4) Initialization: 6.890000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.037000 Kernel 1: 0.021000 Kernel 2: 85.355003 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.004166 0.640000 fi:0.590446. Ave ac:0.009266,0.014990 Initialization: 6.755000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.698000 Kernel 1: 0.023000 Kernel 2: 83.689003 Copyback: 0.019000 Sum: 0.040000 It 11,Best ac:0.003123 0.800000 fi:0.484700. Ave ac:0.007093,0.010379 Initialization: 6.013000 Memcpy Classifiers: 0.772000 Memcpy Instances: 9.188000 Kernel 1: 0.022000 Kernel 2: 79.127998 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.004163 0.727273 fi:0.518326. Ave ac:0.008362,0.014495 Initialization: 6.365000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.644000 Kernel 1: 0.023000 Kernel 2: 81.709000 Copyback: 0.018000 Sum: 0.034000 It 13,Best ac:0.004944 0.791667 fi:0.429306. Ave ac:0.008721,0.008188 Initialization: 5.895000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.163000 Kernel 1: 0.022000 Kernel 2: 82.181999 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.005466 0.677419 fi:0.508319. Ave ac:0.007998,0.009342 Initialization: 5.833000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.660000 Kernel 1: 0.024000 Kernel 2: 81.147003 Copyback: 0.017000 Sum: 0.027000 It 15,Best ac:0.006767 0.722222 fi:0.474901. Ave ac:0.005974,0.008545 Initialization: 5.821000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.924000 Kernel 1: 0.023000 Kernel 2: 79.593002 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.006245 0.600000 fi:0.557968. Ave ac:0.007382,0.010163 Initialization: 5.926000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.960000 Kernel 1: 0.023000 Kernel 2: 79.231003 Copyback: 0.017000 Sum: 0.021000 It 17,Best ac:0.003903 0.681818 fi:0.477270. Ave ac:0.010186,0.014366 Initialization: 6.228000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.828000 Kernel 1: 0.023000 Kernel 2: 79.138000 Copyback: 0.018000 Sum: 0.022000 It 18,Best ac:0.003384 0.812500 fi:0.365133. Ave ac:0.011019,0.018628 Initialization: 6.509000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.153000 Kernel 1: 0.022000 Kernel 2: 79.319000 Copyback: 0.018000 Sum: 0.023000 It 19,Best ac:0.004425 0.607143 fi:0.565047. Ave ac:0.008078,0.015821 Initialization: 6.081000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.668000 Kernel 1: 0.023000 Kernel 2: 78.975998 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.005206 0.645161 fi:0.534581. Ave ac:0.011017,0.022472 Initialization: 6.918000 Memcpy Classifiers: 0.235000 Memcpy Instances: 7.918000 Kernel 1: 0.022000 Kernel 2: 75.723999 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.004424 0.739130 fi:0.454279. Ave ac:0.011218,0.019449 Initialization: 5.889000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.734000 Kernel 1: 0.023000 Kernel 2: 76.651001 Copyback: 0.018000 Sum: 0.024000 It 22,Best ac:0.003645 0.700000 fi:0.481128. Ave ac:0.011751,0.018335 Initialization: 6.752000 Memcpy Classifiers: 0.251000 Memcpy Instances: 7.680000 Kernel 1: 0.023000 Kernel 2: 79.013000 Copyback: 0.018000 Sum: 0.023000 It 23,Best ac:0.005206 0.740741 fi:0.452871. Ave ac:0.013020,0.021874 Initialization: 5.883000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.081000 Kernel 1: 0.022000 Kernel 2: 77.661003 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.003383 0.722222 fi:0.485054. Ave ac:0.008592,0.020000 Initialization: 6.292000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.666000 Kernel 1: 0.022000 Kernel 2: 78.138000 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.004164 0.695652 fi:0.506742. Ave ac:0.011348,0.019501 Initialization: 5.890000 Memcpy Classifiers: 0.347000 Memcpy Instances: 8.072000 Kernel 1: 0.022000 Kernel 2: 73.898003 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.003643 0.666667 fi:0.500502. Ave ac:0.012282,0.020104 Initialization: 5.857000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.661000 Kernel 1: 0.023000 Kernel 2: 78.942001 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003904 0.750000 fi:0.421836. Ave ac:0.011980,0.022556 MDL Theory Length Weight: 5.2343648321 (10) Initialization: 5.826000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.140000 Kernel 1: 0.021000 Kernel 2: 75.027000 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.003903 0.750000 fi:0.419848. Ave ac:0.011976,0.023324 Initialization: 6.355000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.004000 Kernel 1: 0.021000 Kernel 2: 79.362000 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.003384 0.541667 fi:0.619211. Ave ac:0.008965,0.019858 Initialization: 5.906000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.656000 Kernel 1: 0.023000 Kernel 2: 76.150002 Copyback: 0.018000 Sum: 0.024000 It 30,Best ac:0.003383 0.812500 fi:0.372954. Ave ac:0.014505,0.026001 Initialization: 6.238000 Memcpy Classifiers: 0.249000 Memcpy Instances: 7.993000 Kernel 1: 0.021000 Kernel 2: 76.634003 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.003383 0.764706 fi:0.402896. Ave ac:0.011356,0.018945 Initialization: 5.848000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.888000 Kernel 1: 0.022000 Kernel 2: 77.288002 Copyback: 0.018000 Sum: 0.022000 It 32,Best ac:0.004684 0.782609 fi:0.364086. Ave ac:0.008448,0.016430 Initialization: 6.016000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.743000 Kernel 1: 0.023000 Kernel 2: 79.433998 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.003644 0.736842 fi:0.419112. Ave ac:0.007129,0.015109 Initialization: 29.554001 Memcpy Instances: 385.437012 Memcpy Classifiers: 0.062000 Kernel 1: 0.021000 Kernel 2: 520.718018 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 563.609985 Copyback: 0.369000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 516.546997 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.063000 Kernel 1: 0.016000 Kernel 2: 530.607971 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 520.091980 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 508.013000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 524.414978 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 521.908997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 526.284973 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.042000 Kernel 1: 0.013000 Kernel 2: 130.229004 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.037946 0.518271 fi:0.625300. Ave ac:0.010079,0.033793 Best acc 0.037946 0.518271 Rule:Att PSSM_-4_7 is [<-0.796897]|Att PSSM_-3_9 is [<5.246439]|Att PSSM_-2_8 is [<5.518838]|Att PSSM_-1_18 is [-4.135723,6.938678]|Att PSSM_0_6 is [<-2.086472]|Att PSSM_0_11 is [>-1.816650]|Att PSSM_3_20 is [-1.766235,3.833052]|Att PSSM_4_7 is [<-1.178046]|1 Accuracy : 0.781625 0 1 151788 12292 38947 31611 Removed 1381 instances. 190735 Instances left. Acc of rule 0.004034-0.561188 Initialization: 6.215000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.691000 Kernel 1: 0.023000 Kernel 2: 96.961998 Copyback: 0.017000 Sum: 0.053000 Initial population average accuracy1:0.005429 accuracy2:0.206552 Initialization: 5.834000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.596000 Kernel 1: 0.024000 Kernel 2: 100.442001 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.003932 0.483871 fi:0.615862. Ave ac:0.009781,0.012900 Initialization: 5.802000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.009000 Kernel 1: 0.021000 Kernel 2: 100.862999 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.003408 0.619048 fi:0.480946. Ave ac:0.011042,0.012851 Initialization: 5.805000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.969000 Kernel 1: 0.022000 Kernel 2: 106.429001 Copyback: 0.018000 Sum: 0.036000 It 2,Best ac:0.007341 0.549020 fi:0.549016. Ave ac:0.011501,0.013779 Initialization: 6.225000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.479000 Kernel 1: 0.027000 Kernel 2: 104.371002 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.003932 0.535714 fi:0.564018. Ave ac:0.011554,0.013137 Initialization: 6.214000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.730000 Kernel 1: 0.023000 Kernel 2: 100.900002 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.005505 0.636364 fi:0.462586. Ave ac:0.011174,0.012437 Initialization: 5.839000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.948000 Kernel 1: 0.022000 Kernel 2: 100.098999 Copyback: 0.018000 Sum: 0.031000 It 5,Best ac:0.003145 0.666667 fi:0.499529. Ave ac:0.011530,0.012540 Initialization: 5.944000 Memcpy Classifiers: 0.440000 Memcpy Instances: 8.789000 Kernel 1: 0.022000 Kernel 2: 99.261002 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.004194 0.761905 fi:0.337697. Ave ac:0.011187,0.013050 Initialization: 6.092000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.808000 Kernel 1: 0.023000 Kernel 2: 93.603996 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003670 0.700000 fi:0.399863. Ave ac:0.008964,0.010758 Initialization: 5.806000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.875000 Kernel 1: 0.023000 Kernel 2: 90.619003 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004194 0.888889 fi:0.210713. Ave ac:0.007745,0.006854 Initialization: 6.078000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.594000 Kernel 1: 0.023000 Kernel 2: 90.662003 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.003408 0.764706 fi:0.335288. Ave ac:0.007754,0.007094 Iteration 10:MDL fitness activated Error 0.335288 TL 0.037100 MDL Theory Length Weight: 3.0124327254 (2) Initialization: 6.009000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.667000 Kernel 1: 0.023000 Kernel 2: 93.885002 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.003145 0.857143 fi:0.418781. Ave ac:0.005613,0.005510 Initialization: 6.554000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.611000 Kernel 1: 0.023000 Kernel 2: 89.831001 Copyback: 0.371000 Sum: 0.035000 It 11,Best ac:0.003408 0.812500 fi:0.397222. Ave ac:0.007780,0.008124 Initialization: 5.800000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.304000 Kernel 1: 0.022000 Kernel 2: 83.999001 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.004719 0.720000 fi:0.497827. Ave ac:0.006368,0.005389 Initialization: 6.380000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.804000 Kernel 1: 0.023000 Kernel 2: 84.813004 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.003408 0.722222 fi:0.468340. Ave ac:0.005715,0.005364 Initialization: 6.245000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.707000 Kernel 1: 0.021000 Kernel 2: 81.948997 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.004982 0.730769 fi:0.475878. Ave ac:0.005221,0.005262 Initialization: 5.844000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.933000 Kernel 1: 0.022000 Kernel 2: 87.116997 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.004456 0.809524 fi:0.378622. Ave ac:0.006758,0.006082 Initialization: 5.910000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.604000 Kernel 1: 0.024000 Kernel 2: 84.654999 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.004194 0.666667 fi:0.519405. Ave ac:0.005839,0.005294 Initialization: 5.876000 Memcpy Classifiers: 0.354000 Memcpy Instances: 7.612000 Kernel 1: 0.024000 Kernel 2: 90.315002 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.003408 0.722222 fi:0.422774. Ave ac:0.006342,0.008294 Initialization: 5.907000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.014000 Kernel 1: 0.022000 Kernel 2: 84.017998 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.003670 0.875000 fi:0.319703. Ave ac:0.006668,0.009573 Initialization: 5.839000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.770000 Kernel 1: 0.030000 Kernel 2: 87.499001 Copyback: 0.018000 Sum: 0.032000 It 19,Best ac:0.005242 0.645161 fi:0.503406. Ave ac:0.008547,0.009870 Initialization: 6.251000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.603000 Kernel 1: 0.023000 Kernel 2: 84.099998 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.008915 0.693878 fi:0.470174. Ave ac:0.007908,0.007772 Initialization: 5.859000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.947000 Kernel 1: 0.022000 Kernel 2: 82.245003 Copyback: 0.017000 Sum: 0.038000 It 21,Best ac:0.003408 0.764706 fi:0.449872. Ave ac:0.008840,0.009139 Initialization: 5.832000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.673000 Kernel 1: 0.023000 Kernel 2: 81.741997 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.003933 0.750000 fi:0.415605. Ave ac:0.007775,0.006423 Initialization: 5.819000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.812000 Kernel 1: 0.022000 Kernel 2: 81.669998 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.006553 0.757576 fi:0.425467. Ave ac:0.008530,0.011289 Initialization: 6.004000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.863000 Kernel 1: 0.022000 Kernel 2: 82.132004 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.004194 0.695652 fi:0.485828. Ave ac:0.008495,0.012655 Initialization: 6.002000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.631000 Kernel 1: 0.023000 Kernel 2: 80.764000 Copyback: 0.018000 Sum: 0.032000 It 25,Best ac:0.004456 0.680000 fi:0.471728. Ave ac:0.008418,0.010543 Initialization: 5.863000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.377000 Kernel 1: 0.022000 Kernel 2: 78.563004 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.004980 0.791667 fi:0.413154. Ave ac:0.007836,0.007945 Initialization: 5.969000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.598000 Kernel 1: 0.024000 Kernel 2: 78.452003 Copyback: 0.018000 Sum: 0.031000 It 27,Best ac:0.011009 0.666667 fi:0.508337. Ave ac:0.008791,0.008388 MDL Theory Length Weight: 2.7111894529 (10) Initialization: 5.941000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.620000 Kernel 1: 0.028000 Kernel 2: 78.259003 Copyback: 0.018000 Sum: 0.030000 It 28,Best ac:0.007604 0.743590 fi:0.419456. Ave ac:0.008186,0.007174 Initialization: 6.020000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.136000 Kernel 1: 0.022000 Kernel 2: 77.626999 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.004718 0.750000 fi:0.418361. Ave ac:0.008349,0.008927 Initialization: 6.770000 Memcpy Classifiers: 0.326000 Memcpy Instances: 7.705000 Kernel 1: 0.023000 Kernel 2: 75.917999 Copyback: 0.018000 Sum: 0.039000 It 30,Best ac:0.004456 0.850000 fi:0.333521. Ave ac:0.008871,0.009725 Initialization: 5.787000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.592000 Kernel 1: 0.023000 Kernel 2: 74.057999 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.003670 0.700000 fi:0.446921. Ave ac:0.006604,0.007829 Initialization: 5.797000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.896000 Kernel 1: 0.022000 Kernel 2: 76.287003 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.004980 0.730769 fi:0.444595. Ave ac:0.009007,0.013019 Initialization: 5.750000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.636000 Kernel 1: 0.023000 Kernel 2: 74.436996 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.004457 0.809524 fi:0.375130. Ave ac:0.010051,0.011071 Initialization: 29.143999 Memcpy Instances: 387.722992 Memcpy Classifiers: 0.074000 Kernel 1: 0.022000 Kernel 2: 485.092010 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.072000 Kernel 1: 0.015000 Kernel 2: 488.661011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 499.184998 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.072000 Kernel 1: 0.016000 Kernel 2: 500.480011 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.074000 Kernel 1: 0.022000 Kernel 2: 495.174988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 497.386993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.015000 Kernel 2: 509.769012 Copyback: 0.021000 Sum: 0.007000 Memcpy Classifiers: 0.073000 Kernel 1: 0.020000 Kernel 2: 490.600006 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 503.744995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 128.623993 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.006763 0.567282 fi:0.591159. Ave ac:0.008430,0.024574 Best acc 0.006763 0.567282 Initialization: 6.054000 Memcpy Classifiers: 0.544000 Memcpy Instances: 7.623000 Kernel 1: 0.024000 Kernel 2: 93.976997 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005237 accuracy2:0.203080 Initialization: 5.823000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.982000 Kernel 1: 0.022000 Kernel 2: 97.355003 Copyback: 0.018000 Sum: 0.052000 It 0,Best ac:0.005507 0.420000 fi:0.678946. Ave ac:0.010805,0.015411 Initialization: 7.955000 Memcpy Classifiers: 0.510000 Memcpy Instances: 7.958000 Kernel 1: 0.022000 Kernel 2: 98.526001 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.004718 0.545455 fi:0.553887. Ave ac:0.010778,0.013160 Initialization: 5.853000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.052000 Kernel 1: 0.023000 Kernel 2: 96.517998 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003671 0.518519 fi:0.581345. Ave ac:0.010787,0.013216 Initialization: 6.947000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.736000 Kernel 1: 0.022000 Kernel 2: 96.320999 Copyback: 0.018000 Sum: 0.029000 It 3,Best ac:0.003408 0.590909 fi:0.509085. Ave ac:0.010662,0.012669 Initialization: 5.753000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.638000 Kernel 1: 0.023000 Kernel 2: 99.814003 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004719 0.720000 fi:0.379341. Ave ac:0.012578,0.013083 Initialization: 5.714000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.673000 Kernel 1: 0.023000 Kernel 2: 98.221001 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.009699 0.569231 fi:0.527630. Ave ac:0.010922,0.011560 Initialization: 6.148000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.833000 Kernel 1: 0.022000 Kernel 2: 98.781998 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.006815 0.619048 fi:0.479249. Ave ac:0.011381,0.013464 Initialization: 5.775000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.622000 Kernel 1: 0.023000 Kernel 2: 98.699997 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.003932 0.625000 fi:0.474733. Ave ac:0.009115,0.010215 Initialization: 5.801000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.118000 Kernel 1: 0.023000 Kernel 2: 95.972000 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.003408 0.722222 fi:0.377772. Ave ac:0.010140,0.010884 Initialization: 5.830000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.143000 Kernel 1: 0.022000 Kernel 2: 94.921997 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.003670 0.700000 fi:0.399863. Ave ac:0.007890,0.008580 Iteration 10:MDL fitness activated Error 0.399863 TL 0.027886 MDL Theory Length Weight: 4.7797610228 (2) Initialization: 5.841000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.639000 Kernel 1: 0.023000 Kernel 2: 91.737000 Copyback: 0.018000 Sum: 0.028000 It 10,Best ac:0.004194 0.727273 fi:0.536671. Ave ac:0.007051,0.007875 Initialization: 5.895000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.830000 Kernel 1: 0.022000 Kernel 2: 90.657997 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.003671 0.666667 fi:0.560032. Ave ac:0.008555,0.009093 Initialization: 6.290000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.617000 Kernel 1: 0.023000 Kernel 2: 90.292000 Copyback: 0.018000 Sum: 0.036000 It 12,Best ac:0.002359 0.900000 fi:0.603081. Ave ac:0.006648,0.007398 Initialization: 5.801000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.824000 Kernel 1: 0.023000 Kernel 2: 88.848000 Copyback: 0.018000 Sum: 0.034000 It 13,Best ac:0.006555 0.641026 fi:0.555131. Ave ac:0.008418,0.009064 Initialization: 5.781000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.901000 Kernel 1: 0.021000 Kernel 2: 93.431000 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.003408 0.866667 fi:0.417685. Ave ac:0.009302,0.012530 Initialization: 6.243000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.624000 Kernel 1: 0.023000 Kernel 2: 92.250000 Copyback: 0.017000 Sum: 0.038000 It 15,Best ac:0.005505 0.677419 fi:0.497398. Ave ac:0.010016,0.014119 Initialization: 5.827000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.716000 Kernel 1: 0.022000 Kernel 2: 89.478996 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.003933 0.833333 fi:0.374933. Ave ac:0.009015,0.011147 Initialization: 5.825000 Memcpy Classifiers: 0.677000 Memcpy Instances: 7.689000 Kernel 1: 0.023000 Kernel 2: 92.304001 Copyback: 0.018000 Sum: 0.034000 It 17,Best ac:0.003933 0.652174 fi:0.544742. Ave ac:0.008224,0.013122 Initialization: 5.776000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.978000 Kernel 1: 0.022000 Kernel 2: 87.378998 Copyback: 0.017000 Sum: 0.036000 It 18,Best ac:0.004456 0.708333 fi:0.491534. Ave ac:0.011284,0.014926 Initialization: 6.063000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.600000 Kernel 1: 0.022000 Kernel 2: 87.946999 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.002883 0.846154 fi:0.481729. Ave ac:0.009547,0.013246 Initialization: 5.854000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.609000 Kernel 1: 0.024000 Kernel 2: 82.733002 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.009961 0.703704 fi:0.501175. Ave ac:0.007548,0.008998 Initialization: 6.696000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.636000 Kernel 1: 0.023000 Kernel 2: 82.952003 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.004980 0.678571 fi:0.513601. Ave ac:0.009851,0.012211 Initialization: 5.706000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.344000 Kernel 1: 0.023000 Kernel 2: 85.991997 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.008912 0.723404 fi:0.476917. Ave ac:0.008191,0.011238 Initialization: 5.776000 Memcpy Classifiers: 0.334000 Memcpy Instances: 7.831000 Kernel 1: 0.022000 Kernel 2: 85.357002 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.004456 0.739130 fi:0.445063. Ave ac:0.009722,0.014237 Initialization: 5.859000 Memcpy Classifiers: 0.328000 Memcpy Instances: 7.626000 Kernel 1: 0.024000 Kernel 2: 85.459999 Copyback: 0.018000 Sum: 0.027000 It 24,Best ac:0.003408 0.722222 fi:0.481887. Ave ac:0.009252,0.011814 Initialization: 6.146000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.717000 Kernel 1: 0.024000 Kernel 2: 82.725998 Copyback: 0.018000 Sum: 0.028000 It 25,Best ac:0.003408 0.684211 fi:0.515551. Ave ac:0.009303,0.012717 MDL Theory Length Weight: 4.3017849205 (10) Initialization: 5.865000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.102000 Kernel 1: 0.022000 Kernel 2: 79.345001 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.003146 0.857143 fi:0.420670. Ave ac:0.009735,0.015733 Initialization: 5.784000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.954000 Kernel 1: 0.022000 Kernel 2: 78.754997 Copyback: 0.018000 Sum: 0.026000 It 27,Best ac:0.004456 0.809524 fi:0.380304. Ave ac:0.009692,0.016478 Initialization: 5.762000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.640000 Kernel 1: 0.023000 Kernel 2: 77.848999 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.004718 0.750000 fi:0.425591. Ave ac:0.009841,0.018349 Initialization: 5.822000 Memcpy Classifiers: 0.267000 Memcpy Instances: 7.911000 Kernel 1: 0.022000 Kernel 2: 74.047997 Copyback: 0.016000 Sum: 0.023000 It 29,Best ac:0.002622 1.000000 fi:0.373338. Ave ac:0.010619,0.017006 Initialization: 6.403000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.943000 Kernel 1: 0.022000 Kernel 2: 72.861000 Copyback: 0.018000 Sum: 0.027000 It 30,Best ac:0.005244 0.800000 fi:0.419039. Ave ac:0.009702,0.018681 Initialization: 5.911000 Memcpy Classifiers: 0.390000 Memcpy Instances: 7.983000 Kernel 1: 0.022000 Kernel 2: 74.646004 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.003670 0.666667 fi:0.492526. Ave ac:0.009490,0.015619 Initialization: 6.229000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.761000 Kernel 1: 0.022000 Kernel 2: 76.851997 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.005505 0.636364 fi:0.536510. Ave ac:0.010712,0.016618 Initialization: 5.899000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.587000 Kernel 1: 0.022000 Kernel 2: 75.147003 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.004194 0.666667 fi:0.505654. Ave ac:0.010844,0.018085 Initialization: 28.916000 Memcpy Instances: 382.795990 Memcpy Classifiers: 0.065000 Kernel 1: 0.023000 Kernel 2: 481.315002 Copyback: 0.369000 Sum: 0.013000 Memcpy Classifiers: 0.060000 Kernel 1: 0.016000 Kernel 2: 494.681000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 499.576996 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.016000 Kernel 2: 496.786987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 489.091003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 475.855011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 495.354004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 500.161987 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.064000 Kernel 1: 0.016000 Kernel 2: 492.983002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.042000 Kernel 1: 0.014000 Kernel 2: 124.676003 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.003392 0.537822 fi:0.639239. Ave ac:0.012476,0.041448 Best acc 0.003392 0.537822 Rule:Att PSSM_-3_7 is [<-2.390867]|Att PSSM_-2_17 is [<3.783863]|Att PSSM_0_2 is [<-2.732751]|Att PSSM_0_8 is [-6.698363,0.379013]|Att PSSM_1_4 is [<-1.027820]|Att PSSM_2_3 is [-5.320061,6.318174]|Att PSSM_2_13 is [>-2.749760]|Att PSSM_3_3 is [<7.683109]|Att PSSM_3_12 is [<-0.978207]|1 Accuracy : 0.782929 0 1 150804 13276 37657 32901 Removed 2274 instances. 188461 Instances left. Acc of rule 0.006763-0.567282 Initialization: 5.753000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.707000 Kernel 1: 0.024000 Kernel 2: 92.505997 Copyback: 0.017000 Sum: 0.050000 Initial population average accuracy1:0.005313 accuracy2:0.188761 Initialization: 5.958000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.716000 Kernel 1: 0.022000 Kernel 2: 99.046997 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.003714 0.583333 fi:0.516469. Ave ac:0.009688,0.012555 Initialization: 5.818000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.743000 Kernel 1: 0.023000 Kernel 2: 101.955002 Copyback: 0.018000 Sum: 0.037000 It 1,Best ac:0.003448 0.500000 fi:0.599938. Ave ac:0.012186,0.014345 Initialization: 7.008000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.568000 Kernel 1: 0.022000 Kernel 2: 98.223999 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.007958 0.555556 fi:0.542089. Ave ac:0.011149,0.012353 Initialization: 6.146000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.060000 Kernel 1: 0.022000 Kernel 2: 96.636002 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.003449 0.590909 fi:0.509026. Ave ac:0.010664,0.011344 Initialization: 5.987000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.680000 Kernel 1: 0.022000 Kernel 2: 97.649002 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.004776 0.580645 fi:0.518615. Ave ac:0.010464,0.011926 Initialization: 5.757000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.906000 Kernel 1: 0.022000 Kernel 2: 98.022003 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.005306 0.645161 fi:0.453829. Ave ac:0.010142,0.011788 Initialization: 5.714000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.831000 Kernel 1: 0.022000 Kernel 2: 95.725998 Copyback: 0.016000 Sum: 0.029000 It 6,Best ac:0.004510 0.772727 fi:0.326668. Ave ac:0.008920,0.009158 Initialization: 5.771000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.391000 Kernel 1: 0.021000 Kernel 2: 94.237999 Copyback: 0.018000 Sum: 0.028000 It 7,Best ac:0.006102 0.676471 fi:0.422114. Ave ac:0.007181,0.007492 Initialization: 6.074000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.553000 Kernel 1: 0.021000 Kernel 2: 93.114998 Copyback: 0.370000 Sum: 0.029000 It 8,Best ac:0.004510 0.680000 fi:0.419395. Ave ac:0.008750,0.009672 Initialization: 5.687000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.914000 Kernel 1: 0.022000 Kernel 2: 91.550003 Copyback: 0.018000 Sum: 0.032000 It 9,Best ac:0.006633 0.675676 fi:0.422639. Ave ac:0.008098,0.008416 Iteration 10:MDL fitness activated Error 0.422639 TL 0.026161 MDL Theory Length Weight: 5.3850276188 (4) Initialization: 6.057000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.593000 Kernel 1: 0.022000 Kernel 2: 90.223999 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.003449 0.684211 fi:0.564528. Ave ac:0.008490,0.010112 Initialization: 5.886000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.518000 Kernel 1: 0.024000 Kernel 2: 88.855003 Copyback: 0.018000 Sum: 0.034000 It 11,Best ac:0.003715 0.736842 fi:0.519806. Ave ac:0.009407,0.011917 Initialization: 6.219000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.820000 Kernel 1: 0.022000 Kernel 2: 91.399002 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.005836 0.758621 fi:0.493015. Ave ac:0.013090,0.014066 Initialization: 5.864000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.542000 Kernel 1: 0.022000 Kernel 2: 86.586998 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.003715 0.823529 fi:0.445770. Ave ac:0.009660,0.011339 Initialization: 5.845000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.698000 Kernel 1: 0.022000 Kernel 2: 87.378998 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.005040 0.633333 fi:0.610136. Ave ac:0.014537,0.015028 Initialization: 5.836000 Memcpy Classifiers: 0.356000 Memcpy Instances: 7.566000 Kernel 1: 0.023000 Kernel 2: 84.825996 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.003715 0.736842 fi:0.441367. Ave ac:0.013541,0.014500 Initialization: 5.966000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.508000 Kernel 1: 0.023000 Kernel 2: 83.678001 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.006102 0.676471 fi:0.566119. Ave ac:0.013930,0.014682 Initialization: 5.748000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.213000 Kernel 1: 0.032000 Kernel 2: 82.942001 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.003980 0.652174 fi:0.535457. Ave ac:0.013954,0.013633 Initialization: 5.765000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.713000 Kernel 1: 0.022000 Kernel 2: 79.545998 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.003449 0.866667 fi:0.322717. Ave ac:0.013450,0.013556 Initialization: 5.720000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.494000 Kernel 1: 0.023000 Kernel 2: 77.560997 Copyback: 0.018000 Sum: 0.031000 It 19,Best ac:0.008223 0.620000 fi:0.595484. Ave ac:0.013627,0.015993 Initialization: 5.979000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.558000 Kernel 1: 0.021000 Kernel 2: 75.933998 Copyback: 0.018000 Sum: 0.027000 It 20,Best ac:0.007694 0.659091 fi:0.534798. Ave ac:0.016860,0.018715 Initialization: 5.875000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.501000 Kernel 1: 0.024000 Kernel 2: 72.920998 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.003979 0.789474 fi:0.396268. Ave ac:0.014661,0.014403 Initialization: 6.123000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.509000 Kernel 1: 0.023000 Kernel 2: 74.704002 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.004245 0.888889 fi:0.331401. Ave ac:0.012785,0.015477 Initialization: 5.819000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.649000 Kernel 1: 0.022000 Kernel 2: 72.899002 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.004776 0.692308 fi:0.519194. Ave ac:0.011256,0.014608 Initialization: 5.812000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.528000 Kernel 1: 0.023000 Kernel 2: 74.151001 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.004245 0.888889 fi:0.327507. Ave ac:0.012502,0.013056 Initialization: 5.988000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.516000 Kernel 1: 0.022000 Kernel 2: 74.980003 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.005837 0.666667 fi:0.525225. Ave ac:0.011372,0.013507 Initialization: 5.774000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.610000 Kernel 1: 0.021000 Kernel 2: 74.272003 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.002388 1.000000 fi:0.451204. Ave ac:0.010919,0.011593 Initialization: 6.133000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.508000 Kernel 1: 0.023000 Kernel 2: 73.703003 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.007164 0.771429 fi:0.431243. Ave ac:0.012520,0.012885 MDL Theory Length Weight: 4.8465248569 (10) Initialization: 5.754000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.803000 Kernel 1: 0.021000 Kernel 2: 74.863998 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.006102 0.676471 fi:0.485442. Ave ac:0.010262,0.010940 Initialization: 6.001000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.094000 Kernel 1: 0.022000 Kernel 2: 74.829002 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.005572 0.807692 fi:0.460217. Ave ac:0.009981,0.011095 Initialization: 5.961000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.532000 Kernel 1: 0.023000 Kernel 2: 74.433998 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.006102 0.793103 fi:0.409022. Ave ac:0.011503,0.013848 Initialization: 5.815000 Memcpy Classifiers: 0.296000 Memcpy Instances: 7.739000 Kernel 1: 0.022000 Kernel 2: 72.556999 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.004775 0.620690 fi:0.572911. Ave ac:0.008151,0.008122 Initialization: 5.695000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.825000 Kernel 1: 0.023000 Kernel 2: 71.984001 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.003449 0.722222 fi:0.458386. Ave ac:0.011037,0.011501 Initialization: 5.709000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.654000 Kernel 1: 0.022000 Kernel 2: 72.195999 Copyback: 0.019000 Sum: 0.025000 It 33,Best ac:0.003715 0.823529 fi:0.365528. Ave ac:0.008703,0.008537 Initialization: 29.784000 Memcpy Instances: 381.183014 Memcpy Classifiers: 0.069000 Kernel 1: 0.022000 Kernel 2: 501.040985 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.062000 Kernel 1: 0.016000 Kernel 2: 492.278015 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 499.808014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 503.682007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 511.204010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 502.053986 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 491.532990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 502.459015 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 432.194000 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.005173 0.537190 fi:0.625196. Ave ac:0.008227,0.023673 Best acc 0.005173 0.537190 Initialization: 6.023000 Memcpy Classifiers: 0.609000 Memcpy Instances: 7.686000 Kernel 1: 0.025000 Kernel 2: 93.175003 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.005564 accuracy2:0.196618 Initialization: 6.688000 Memcpy Classifiers: 0.562000 Memcpy Instances: 7.878000 Kernel 1: 0.023000 Kernel 2: 97.802002 Copyback: 0.018000 Sum: 0.040000 It 0,Best ac:0.003449 0.464286 fi:0.635650. Ave ac:0.008988,0.012392 Initialization: 6.116000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.999000 Kernel 1: 0.022000 Kernel 2: 100.825996 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.004776 0.409091 fi:0.690169. Ave ac:0.011024,0.012352 Initialization: 6.018000 Memcpy Classifiers: 0.667000 Memcpy Instances: 7.499000 Kernel 1: 0.022000 Kernel 2: 102.578003 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.006102 0.522727 fi:0.575857. Ave ac:0.012177,0.013210 Initialization: 6.137000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.820000 Kernel 1: 0.022000 Kernel 2: 99.924004 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003980 0.625000 fi:0.474665. Ave ac:0.011900,0.013023 Initialization: 5.805000 Memcpy Classifiers: 0.816000 Memcpy Instances: 7.550000 Kernel 1: 0.022000 Kernel 2: 99.992996 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.003449 0.565217 fi:0.534718. Ave ac:0.014540,0.015729 Initialization: 6.443000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.729000 Kernel 1: 0.022000 Kernel 2: 100.070999 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.005305 0.625000 fi:0.473990. Ave ac:0.014810,0.014775 Initialization: 6.674000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.525000 Kernel 1: 0.022000 Kernel 2: 98.305000 Copyback: 0.018000 Sum: 0.034000 It 6,Best ac:0.002918 0.785714 fi:0.424623. Ave ac:0.011856,0.013337 Initialization: 6.059000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.164000 Kernel 1: 0.021000 Kernel 2: 96.676003 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.005041 0.612903 fi:0.486222. Ave ac:0.010045,0.009947 Initialization: 5.964000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.725000 Kernel 1: 0.022000 Kernel 2: 96.179001 Copyback: 0.020000 Sum: 0.032000 It 8,Best ac:0.004510 0.629630 fi:0.469765. Ave ac:0.009113,0.009394 Initialization: 5.988000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.502000 Kernel 1: 0.022000 Kernel 2: 93.413002 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003448 0.684211 fi:0.415727. Ave ac:0.008705,0.009083 Iteration 10:MDL fitness activated Error 0.415727 TL 0.038623 MDL Theory Length Weight: 3.5878843289 (1) Initialization: 5.893000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.501000 Kernel 1: 0.023000 Kernel 2: 92.692001 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.006897 0.684211 fi:0.530882. Ave ac:0.008429,0.009016 Initialization: 6.539000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.309000 Kernel 1: 0.021000 Kernel 2: 92.778000 Copyback: 0.018000 Sum: 0.039000 It 11,Best ac:0.003183 0.600000 fi:0.644560. Ave ac:0.009271,0.008727 Initialization: 6.064000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.720000 Kernel 1: 0.020000 Kernel 2: 91.286003 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.010348 0.619048 fi:0.541551. Ave ac:0.009871,0.009148 Initialization: 6.232000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.667000 Kernel 1: 0.022000 Kernel 2: 87.808998 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003978 0.714286 fi:0.491326. Ave ac:0.011772,0.013296 Initialization: 5.669000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.903000 Kernel 1: 0.022000 Kernel 2: 83.710999 Copyback: 0.018000 Sum: 0.035000 It 14,Best ac:0.004245 0.666667 fi:0.533342. Ave ac:0.012426,0.013112 Initialization: 5.886000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.500000 Kernel 1: 0.023000 Kernel 2: 82.176003 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.007160 0.613636 fi:0.554712. Ave ac:0.012472,0.015015 Initialization: 5.808000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.914000 Kernel 1: 0.022000 Kernel 2: 78.483002 Copyback: 0.018000 Sum: 0.033000 It 16,Best ac:0.003449 0.684211 fi:0.488422. Ave ac:0.014010,0.016629 Initialization: 6.346000 Memcpy Classifiers: 1.234000 Memcpy Instances: 8.385000 Kernel 1: 0.022000 Kernel 2: 79.015999 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.005306 0.740741 fi:0.464193. Ave ac:0.012985,0.014160 Initialization: 5.705000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.756000 Kernel 1: 0.023000 Kernel 2: 77.712997 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.004510 0.739130 fi:0.473535. Ave ac:0.012094,0.014956 Initialization: 6.188000 Memcpy Classifiers: 0.365000 Memcpy Instances: 7.560000 Kernel 1: 0.023000 Kernel 2: 75.203003 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.003184 0.705882 fi:0.516244. Ave ac:0.010239,0.015217 Initialization: 6.187000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.504000 Kernel 1: 0.022000 Kernel 2: 75.684998 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.003980 0.714286 fi:0.498093. Ave ac:0.009917,0.013378 Initialization: 6.111000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.519000 Kernel 1: 0.021000 Kernel 2: 73.307999 Copyback: 0.020000 Sum: 0.029000 It 21,Best ac:0.005570 0.700000 fi:0.469078. Ave ac:0.011283,0.013365 Initialization: 6.342000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.708000 Kernel 1: 0.022000 Kernel 2: 74.528999 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.004245 0.695652 fi:0.466540. Ave ac:0.010462,0.011704 Initialization: 5.723000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.507000 Kernel 1: 0.023000 Kernel 2: 73.184998 Copyback: 0.018000 Sum: 0.026000 It 23,Best ac:0.005041 0.633333 fi:0.524966. Ave ac:0.010857,0.016799 Initialization: 5.757000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.374000 Kernel 1: 0.021000 Kernel 2: 71.960999 Copyback: 0.018000 Sum: 0.026000 It 24,Best ac:0.005041 0.863636 fi:0.348759. Ave ac:0.012538,0.018592 Initialization: 9.216000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.857000 Kernel 1: 0.021000 Kernel 2: 72.330002 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.004245 0.727273 fi:0.440464. Ave ac:0.011110,0.016604 Initialization: 5.895000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.522000 Kernel 1: 0.023000 Kernel 2: 73.891998 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.003449 0.812500 fi:0.364948. Ave ac:0.010815,0.017790 Initialization: 5.994000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.533000 Kernel 1: 0.022000 Kernel 2: 73.780998 Copyback: 0.020000 Sum: 0.029000 It 27,Best ac:0.003715 0.736842 fi:0.468902. Ave ac:0.009392,0.014957 Initialization: 5.790000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.543000 Kernel 1: 0.024000 Kernel 2: 72.684998 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.004510 0.739130 fi:0.428869. Ave ac:0.010240,0.011922 Initialization: 6.083000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.978000 Kernel 1: 0.022000 Kernel 2: 71.905998 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.004776 0.818182 fi:0.367786. Ave ac:0.009613,0.010592 Initialization: 5.841000 Memcpy Classifiers: 0.337000 Memcpy Instances: 7.704000 Kernel 1: 0.021000 Kernel 2: 71.943001 Copyback: 0.018000 Sum: 0.031000 It 30,Best ac:0.004776 0.750000 fi:0.430338. Ave ac:0.009280,0.011135 Initialization: 5.717000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.577000 Kernel 1: 0.022000 Kernel 2: 71.839996 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.003980 0.750000 fi:0.437261. Ave ac:0.007073,0.010073 Initialization: 6.012000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.025000 Kernel 1: 0.021000 Kernel 2: 73.399002 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.005837 0.666667 fi:0.515926. Ave ac:0.008469,0.010937 Initialization: 6.337000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.527000 Kernel 1: 0.022000 Kernel 2: 71.116997 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.003183 0.705882 fi:0.522655. Ave ac:0.006536,0.007852 MDL Theory Length Weight: 3.2290958960 (10) Initialization: 30.018000 Memcpy Instances: 384.076996 Memcpy Classifiers: 0.072000 Kernel 1: 0.022000 Kernel 2: 506.957001 Copyback: 0.362000 Sum: 0.014000 Memcpy Classifiers: 0.075000 Kernel 1: 0.021000 Kernel 2: 512.245972 Copyback: 0.021000 Sum: 0.008000 Memcpy Classifiers: 0.073000 Kernel 1: 0.021000 Kernel 2: 505.750000 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.017000 Kernel 2: 492.612000 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.015000 Kernel 2: 507.973999 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.072000 Kernel 1: 0.017000 Kernel 2: 510.338013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.047000 Kernel 2: 511.559998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 490.492004 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.073000 Kernel 1: 0.017000 Kernel 2: 440.230011 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004128 0.544056 fi:0.634370. Ave ac:0.009751,0.028526 Best acc 0.004128 0.544056 Rule:Att PSSM_-4_7 is [<7.758491]|Att PSSM_-4_9 is [-6.080600,8.535649]|Att PSSM_-3_12 is [-4.187000,-1.171394]|Att PSSM_-1_4 is [-7.090330,-2.909670]|Att PSSM_0_4 is [-7.525355,-2.474645]|Att PSSM_0_7 is [-6.250614,-2.376349]|Att PSSM_1_2 is [-6.563525,4.563525]|Att PSSM_1_11 is [>-3.850276]|Att PSSM_4_6 is [-5.069327,-0.966967]|1 Accuracy : 0.783466 0 1 150152 13928 36879 33679 Removed 1430 instances. 187031 Instances left. Acc of rule 0.004128-0.544056 Initialization: 6.103000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.453000 Kernel 1: 0.024000 Kernel 2: 91.532997 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.004934 accuracy2:0.198606 Initialization: 5.820000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.094000 Kernel 1: 0.022000 Kernel 2: 95.070999 Copyback: 0.017000 Sum: 0.045000 It 0,Best ac:0.004813 0.450000 fi:0.649207. Ave ac:0.009007,0.012409 Initialization: 5.960000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.967000 Kernel 1: 0.022000 Kernel 2: 97.417999 Copyback: 0.019000 Sum: 0.037000 It 1,Best ac:0.004812 0.545455 fi:0.553756. Ave ac:0.010956,0.013591 Initialization: 6.224000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.535000 Kernel 1: 0.034000 Kernel 2: 98.689003 Copyback: 0.018000 Sum: 0.032000 It 2,Best ac:0.004277 0.421053 fi:0.678434. Ave ac:0.011145,0.012172 Initialization: 6.110000 Memcpy Classifiers: 0.472000 Memcpy Instances: 7.457000 Kernel 1: 0.022000 Kernel 2: 99.790001 Copyback: 0.826000 Sum: 0.032000 It 3,Best ac:0.003208 0.545455 fi:0.574419. Ave ac:0.010485,0.011340 Initialization: 6.030000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.501000 Kernel 1: 0.022000 Kernel 2: 101.814003 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.003208 0.545455 fi:0.574419. Ave ac:0.009271,0.009931 Initialization: 6.012000 Memcpy Classifiers: 0.475000 Memcpy Instances: 7.466000 Kernel 1: 0.023000 Kernel 2: 96.276001 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004011 0.555556 fi:0.544066. Ave ac:0.009871,0.010819 Initialization: 5.982000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.445000 Kernel 1: 0.023000 Kernel 2: 96.977997 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.012029 0.569620 fi:0.525870. Ave ac:0.008527,0.010771 Initialization: 5.961000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.498000 Kernel 1: 0.023000 Kernel 2: 95.142998 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.005881 0.578947 fi:0.519712. Ave ac:0.008978,0.009976 Initialization: 5.740000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.486000 Kernel 1: 0.022000 Kernel 2: 91.912003 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.005079 0.542857 fi:0.556216. Ave ac:0.010988,0.015555 Initialization: 5.893000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.430000 Kernel 1: 0.023000 Kernel 2: 88.737000 Copyback: 0.018000 Sum: 0.034000 It 9,Best ac:0.003476 0.650000 fi:0.449897. Ave ac:0.008759,0.011415 Iteration 10:MDL fitness activated Error 0.449897 TL 0.022007 MDL Theory Length Weight: 6.8144441928 (1) Initialization: 5.740000 Memcpy Classifiers: 1.139000 Memcpy Instances: 7.463000 Kernel 1: 0.022000 Kernel 2: 84.708000 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.011227 0.608696 fi:0.554296. Ave ac:0.009288,0.012937 Initialization: 5.800000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.462000 Kernel 1: 0.023000 Kernel 2: 77.760002 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.004277 0.695652 fi:0.554076. Ave ac:0.010401,0.015444 Initialization: 6.251000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.470000 Kernel 1: 0.023000 Kernel 2: 72.865997 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.003208 0.705882 fi:0.566477. Ave ac:0.010972,0.014419 Initialization: 5.710000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.934000 Kernel 1: 0.022000 Kernel 2: 68.916000 Copyback: 0.017000 Sum: 0.024000 It 13,Best ac:0.007487 0.595745 fi:0.620906. Ave ac:0.012156,0.016982 Initialization: 5.662000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.999000 Kernel 1: 0.023000 Kernel 2: 68.279999 Copyback: 0.017000 Sum: 0.025000 It 14,Best ac:0.003476 0.684211 fi:0.587102. Ave ac:0.013990,0.026119 Initialization: 6.429000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.482000 Kernel 1: 0.022000 Kernel 2: 66.884003 Copyback: 0.017000 Sum: 0.023000 It 15,Best ac:0.014698 0.591398 fi:0.619343. Ave ac:0.012042,0.021403 Initialization: 5.711000 Memcpy Classifiers: 0.225000 Memcpy Instances: 7.750000 Kernel 1: 0.021000 Kernel 2: 66.591003 Copyback: 0.017000 Sum: 0.024000 It 16,Best ac:0.004278 0.666667 fi:0.505557. Ave ac:0.018491,0.025027 Initialization: 6.122000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.863000 Kernel 1: 0.022000 Kernel 2: 67.161003 Copyback: 0.016000 Sum: 0.023000 It 17,Best ac:0.003475 0.812500 fi:0.432949. Ave ac:0.016112,0.025412 Initialization: 5.748000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.439000 Kernel 1: 0.024000 Kernel 2: 64.555000 Copyback: 0.018000 Sum: 0.023000 It 18,Best ac:0.003475 0.764706 fi:0.446921. Ave ac:0.020030,0.032112 Initialization: 5.698000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.468000 Kernel 1: 0.023000 Kernel 2: 65.974998 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.007752 0.674419 fi:0.474741. Ave ac:0.020489,0.030894 Initialization: 6.036000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.455000 Kernel 1: 0.022000 Kernel 2: 65.968002 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.015237 0.558824 fi:0.651642. Ave ac:0.017847,0.029777 Initialization: 6.223000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.613000 Kernel 1: 0.022000 Kernel 2: 62.823002 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.008021 0.666667 fi:0.491555. Ave ac:0.020289,0.032812 Initialization: 5.784000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.441000 Kernel 1: 0.023000 Kernel 2: 66.445000 Copyback: 0.018000 Sum: 0.020000 It 22,Best ac:0.004011 0.681818 fi:0.535613. Ave ac:0.020761,0.032037 Initialization: 5.926000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.560000 Kernel 1: 0.022000 Kernel 2: 69.333000 Copyback: 0.024000 Sum: 0.029000 It 23,Best ac:0.006415 0.727273 fi:0.476015. Ave ac:0.020665,0.029501 Initialization: 6.359000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.452000 Kernel 1: 0.022000 Kernel 2: 69.324997 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.004544 0.680000 fi:0.499450. Ave ac:0.019771,0.031945 Initialization: 5.962000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.642000 Kernel 1: 0.022000 Kernel 2: 68.500000 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.004812 0.818182 fi:0.368083. Ave ac:0.018691,0.029260 Initialization: 6.170000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.497000 Kernel 1: 0.022000 Kernel 2: 66.135002 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.004545 0.894737 fi:0.322419. Ave ac:0.014815,0.025906 Initialization: 5.946000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.718000 Kernel 1: 0.022000 Kernel 2: 65.605003 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.004813 0.666667 fi:0.516858. Ave ac:0.013858,0.023341 Initialization: 5.713000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.696000 Kernel 1: 0.022000 Kernel 2: 62.842999 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.003209 0.800000 fi:0.408037. Ave ac:0.011894,0.019240 Initialization: 5.732000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.640000 Kernel 1: 0.022000 Kernel 2: 63.827999 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.003475 0.764706 fi:0.445237. Ave ac:0.013492,0.022308 Initialization: 5.942000 Memcpy Classifiers: 0.190000 Memcpy Instances: 7.833000 Kernel 1: 0.022000 Kernel 2: 61.493000 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.002941 0.785714 fi:0.498406. Ave ac:0.017294,0.026448 Initialization: 5.710000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.825000 Kernel 1: 0.021000 Kernel 2: 63.193001 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.005346 0.666667 fi:0.535054. Ave ac:0.014545,0.024117 Initialization: 5.661000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.605000 Kernel 1: 0.021000 Kernel 2: 65.238998 Copyback: 0.016000 Sum: 0.021000 It 32,Best ac:0.005613 0.700000 fi:0.480262. Ave ac:0.010501,0.018059 Initialization: 5.674000 Memcpy Classifiers: 0.203000 Memcpy Instances: 7.429000 Kernel 1: 0.023000 Kernel 2: 66.146004 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.004011 0.652174 fi:0.555356. Ave ac:0.011711,0.019069 Initialization: 30.658001 Memcpy Instances: 379.674988 Memcpy Classifiers: 0.066000 Kernel 1: 0.023000 Kernel 2: 450.273010 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.060000 Kernel 1: 0.016000 Kernel 2: 455.864990 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 462.567993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 470.723999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 454.437988 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 449.309998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 466.223999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 461.157990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 342.494995 Copyback: 0.368000 Sum: 0.002000 It 34,Best ac:0.004406 0.517913 fi:0.665823. Ave ac:0.011131,0.034313 Best acc 0.004406 0.517913 Initialization: 6.108000 Memcpy Classifiers: 0.542000 Memcpy Instances: 7.776000 Kernel 1: 0.023000 Kernel 2: 91.351997 Copyback: 0.018000 Sum: 0.055000 Initial population average accuracy1:0.005068 accuracy2:0.199481 Initialization: 5.875000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.669000 Kernel 1: 0.021000 Kernel 2: 97.995003 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.003475 0.464286 fi:0.635614. Ave ac:0.008957,0.012770 Initialization: 5.695000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.210000 Kernel 1: 0.022000 Kernel 2: 96.936996 Copyback: 0.020000 Sum: 0.032000 It 1,Best ac:0.004278 0.695652 fi:0.403831. Ave ac:0.010196,0.012209 Initialization: 5.812000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.612000 Kernel 1: 0.021000 Kernel 2: 94.714996 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.003743 0.538462 fi:0.561298. Ave ac:0.010641,0.012618 Initialization: 6.012000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.480000 Kernel 1: 0.023000 Kernel 2: 96.511002 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.003209 0.631579 fi:0.487100. Ave ac:0.010054,0.009920 Initialization: 5.801000 Memcpy Classifiers: 0.427000 Memcpy Instances: 7.912000 Kernel 1: 0.023000 Kernel 2: 96.178001 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.004010 0.625000 fi:0.474624. Ave ac:0.008920,0.008356 Initialization: 5.817000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.442000 Kernel 1: 0.022000 Kernel 2: 98.498001 Copyback: 0.018000 Sum: 0.034000 It 5,Best ac:0.003475 0.684211 fi:0.415689. Ave ac:0.008519,0.008396 Initialization: 5.977000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.610000 Kernel 1: 0.023000 Kernel 2: 94.399002 Copyback: 0.018000 Sum: 0.034000 It 6,Best ac:0.007752 0.580000 fi:0.517695. Ave ac:0.008412,0.008329 Initialization: 5.666000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.761000 Kernel 1: 0.021000 Kernel 2: 95.511002 Copyback: 0.018000 Sum: 0.031000 It 7,Best ac:0.003208 0.631579 fi:0.488294. Ave ac:0.008470,0.007869 Initialization: 5.711000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.322000 Kernel 1: 0.020000 Kernel 2: 96.730003 Copyback: 0.017000 Sum: 0.097000 It 8,Best ac:0.003475 0.590909 fi:0.508990. Ave ac:0.007925,0.007541 Initialization: 5.765000 Memcpy Classifiers: 0.674000 Memcpy Instances: 7.442000 Kernel 1: 0.023000 Kernel 2: 94.598000 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.005080 0.760000 fi:0.339069. Ave ac:0.007973,0.007626 Iteration 10:MDL fitness activated Error 0.339069 TL 0.038457 MDL Theory Length Weight: 2.9389321655 (1) Initialization: 5.770000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.798000 Kernel 1: 0.021000 Kernel 2: 94.033997 Copyback: 0.017000 Sum: 0.039000 It 10,Best ac:0.005080 0.678571 fi:0.516034. Ave ac:0.006491,0.007337 Initialization: 5.766000 Memcpy Classifiers: 0.401000 Memcpy Instances: 7.448000 Kernel 1: 0.024000 Kernel 2: 94.570000 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.006415 0.615385 fi:0.578536. Ave ac:0.009196,0.008694 Initialization: 5.685000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.352000 Kernel 1: 0.022000 Kernel 2: 90.776001 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.005348 0.625000 fi:0.560954. Ave ac:0.007581,0.007269 Initialization: 5.806000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.638000 Kernel 1: 0.022000 Kernel 2: 91.999001 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.005346 0.800000 fi:0.389980. Ave ac:0.008243,0.008279 Initialization: 5.742000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.715000 Kernel 1: 0.021000 Kernel 2: 90.904999 Copyback: 0.018000 Sum: 0.032000 It 14,Best ac:0.005079 0.678571 fi:0.528267. Ave ac:0.009510,0.009111 Initialization: 6.131000 Memcpy Classifiers: 0.367000 Memcpy Instances: 7.440000 Kernel 1: 0.021000 Kernel 2: 89.945000 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.005881 0.733333 fi:0.434973. Ave ac:0.009127,0.010520 Initialization: 5.683000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.523000 Kernel 1: 0.021000 Kernel 2: 87.253998 Copyback: 0.017000 Sum: 0.037000 It 16,Best ac:0.007217 0.627907 fi:0.519894. Ave ac:0.008599,0.009056 Initialization: 5.617000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.911000 Kernel 1: 0.024000 Kernel 2: 86.772003 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.003743 0.700000 fi:0.472533. Ave ac:0.009560,0.010768 Initialization: 5.659000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.859000 Kernel 1: 0.022000 Kernel 2: 86.153000 Copyback: 0.017000 Sum: 0.036000 It 18,Best ac:0.003209 0.857143 fi:0.334310. Ave ac:0.009611,0.009570 Initialization: 6.095000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.500000 Kernel 1: 0.021000 Kernel 2: 85.740997 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.003743 0.700000 fi:0.459879. Ave ac:0.009471,0.011512 Initialization: 5.792000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.434000 Kernel 1: 0.023000 Kernel 2: 87.765999 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.003475 0.684211 fi:0.479631. Ave ac:0.010149,0.016842 Initialization: 6.104000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.491000 Kernel 1: 0.021000 Kernel 2: 85.584000 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.003207 0.800000 fi:0.419155. Ave ac:0.008879,0.014931 Initialization: 5.759000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.439000 Kernel 1: 0.023000 Kernel 2: 81.228996 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.003475 0.764706 fi:0.384855. Ave ac:0.010231,0.018412 Initialization: 6.105000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.537000 Kernel 1: 0.023000 Kernel 2: 82.405998 Copyback: 0.018000 Sum: 0.152000 It 23,Best ac:0.003475 0.650000 fi:0.513841. Ave ac:0.011117,0.025265 Initialization: 5.722000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.433000 Kernel 1: 0.024000 Kernel 2: 81.883003 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.003475 0.764706 fi:0.399135. Ave ac:0.012991,0.023207 Initialization: 5.792000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.953000 Kernel 1: 0.022000 Kernel 2: 76.799004 Copyback: 0.018000 Sum: 0.028000 It 25,Best ac:0.004545 0.653846 fi:0.497468. Ave ac:0.008410,0.009999 Initialization: 6.318000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.478000 Kernel 1: 0.022000 Kernel 2: 78.653000 Copyback: 0.018000 Sum: 0.030000 It 26,Best ac:0.004010 0.750000 fi:0.402377. Ave ac:0.010497,0.015675 Initialization: 5.994000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.472000 Kernel 1: 0.022000 Kernel 2: 77.274002 Copyback: 0.018000 Sum: 0.033000 It 27,Best ac:0.007217 0.627907 fi:0.523558. Ave ac:0.010057,0.014529 MDL Theory Length Weight: 2.6450389489 (10) Initialization: 5.687000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.701000 Kernel 1: 0.022000 Kernel 2: 74.396004 Copyback: 0.018000 Sum: 0.029000 It 28,Best ac:0.003476 0.619048 fi:0.537094. Ave ac:0.010061,0.016000 Initialization: 5.980000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.947000 Kernel 1: 0.022000 Kernel 2: 73.936996 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.004277 0.761905 fi:0.388674. Ave ac:0.008233,0.008917 Initialization: 5.710000 Memcpy Classifiers: 0.579000 Memcpy Instances: 7.460000 Kernel 1: 0.022000 Kernel 2: 74.589996 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.006683 0.833333 fi:0.334880. Ave ac:0.009170,0.011833 Initialization: 6.597000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.543000 Kernel 1: 0.022000 Kernel 2: 73.946999 Copyback: 0.018000 Sum: 0.030000 It 31,Best ac:0.003475 0.812500 fi:0.328777. Ave ac:0.007511,0.009875 Initialization: 6.175000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.488000 Kernel 1: 0.022000 Kernel 2: 74.403000 Copyback: 0.018000 Sum: 0.027000 It 32,Best ac:0.005346 0.800000 fi:0.374867. Ave ac:0.006576,0.007217 Initialization: 5.708000 Memcpy Classifiers: 0.714000 Memcpy Instances: 7.550000 Kernel 1: 0.022000 Kernel 2: 73.809998 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.006952 0.666667 fi:0.462839. Ave ac:0.005917,0.006206 Initialization: 30.202999 Memcpy Instances: 380.002014 Memcpy Classifiers: 0.074000 Kernel 1: 0.022000 Kernel 2: 549.463013 Copyback: 0.018000 Sum: 0.013000 Memcpy Classifiers: 0.074000 Kernel 1: 0.019000 Kernel 2: 558.164001 Copyback: 0.367000 Sum: 0.003000 Memcpy Classifiers: 0.074000 Kernel 1: 0.016000 Kernel 2: 545.765015 Copyback: 0.017000 Sum: 0.005000 Memcpy Classifiers: 0.073000 Kernel 1: 0.017000 Kernel 2: 575.656982 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 543.601013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 527.994995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 558.617004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 551.862000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 414.015991 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005293 0.528000 fi:0.615808. Ave ac:0.007613,0.022071 Best acc 0.005293 0.528000 Rule:Att PSSM_-4_16 is [-4.498917,2.242425]|Att PSSM_0_5 is [-4.530496,6.824194]|Att PSSM_0_6 is [-6.629367,-3.721188]|Att PSSM_0_7 is [<0.662179]|Att PSSM_1_11 is [>-2.619465]|Att PSSM_4_7 is [<-0.216778]|1 Accuracy : 0.783914 0 1 149267 14813 35889 34669 Removed 1875 instances. 185156 Instances left. Acc of rule 0.005293-0.528000 Initialization: 6.428000 Memcpy Classifiers: 0.561000 Memcpy Instances: 7.362000 Kernel 1: 0.024000 Kernel 2: 93.087997 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005050 accuracy2:0.190519 Initialization: 5.886000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.387000 Kernel 1: 0.022000 Kernel 2: 95.152000 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.004322 0.444444 fi:0.654977. Ave ac:0.008452,0.013318 Initialization: 5.642000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.616000 Kernel 1: 0.023000 Kernel 2: 95.739998 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.005401 0.465116 fi:0.633742. Ave ac:0.009945,0.011613 Initialization: 5.698000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.357000 Kernel 1: 0.023000 Kernel 2: 94.137001 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.004051 0.535714 fi:0.563852. Ave ac:0.010240,0.010865 Initialization: 5.692000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.362000 Kernel 1: 0.024000 Kernel 2: 92.832001 Copyback: 0.018000 Sum: 0.029000 It 3,Best ac:0.004052 0.600000 fi:0.499563. Ave ac:0.010905,0.011985 Initialization: 5.894000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.458000 Kernel 1: 0.022000 Kernel 2: 90.425003 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.006210 0.676471 fi:0.421963. Ave ac:0.009702,0.010596 Initialization: 5.919000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.365000 Kernel 1: 0.023000 Kernel 2: 87.958000 Copyback: 0.018000 Sum: 0.031000 It 5,Best ac:0.004051 0.625000 fi:0.474566. Ave ac:0.008504,0.009549 Initialization: 6.370000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.563000 Kernel 1: 0.021000 Kernel 2: 86.602997 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.003511 0.619048 fi:0.480802. Ave ac:0.008789,0.010184 Initialization: 5.656000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.801000 Kernel 1: 0.022000 Kernel 2: 84.308998 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003780 0.666667 fi:0.433041. Ave ac:0.010892,0.011633 Initialization: 5.999000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.384000 Kernel 1: 0.022000 Kernel 2: 85.595001 Copyback: 0.017000 Sum: 0.037000 It 8,Best ac:0.004591 0.629630 fi:0.469653. Ave ac:0.013040,0.013291 Initialization: 5.729000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.773000 Kernel 1: 0.022000 Kernel 2: 84.407997 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003241 0.631579 fi:0.468410. Ave ac:0.010706,0.011307 Iteration 10:MDL fitness activated Error 0.468410 TL 0.032498 MDL Theory Length Weight: 4.8045256368 (6) Initialization: 6.083000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.851000 Kernel 1: 0.022000 Kernel 2: 84.376999 Copyback: 0.018000 Sum: 0.032000 It 10,Best ac:0.004050 0.652174 fi:0.596675. Ave ac:0.010964,0.010995 Initialization: 5.680000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.697000 Kernel 1: 0.022000 Kernel 2: 83.594002 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.003511 0.722222 fi:0.500967. Ave ac:0.012005,0.012998 Initialization: 5.900000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.896000 Kernel 1: 0.022000 Kernel 2: 79.959000 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.003511 0.764706 fi:0.430411. Ave ac:0.012082,0.014096 Initialization: 5.740000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.714000 Kernel 1: 0.021000 Kernel 2: 78.144997 Copyback: 0.371000 Sum: 0.032000 It 13,Best ac:0.003510 0.812500 fi:0.441284. Ave ac:0.011653,0.011091 Initialization: 6.014000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.536000 Kernel 1: 0.021000 Kernel 2: 79.306999 Copyback: 0.019000 Sum: 0.034000 It 14,Best ac:0.004861 0.750000 fi:0.446852. Ave ac:0.010280,0.011151 Initialization: 6.100000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.759000 Kernel 1: 0.021000 Kernel 2: 78.273003 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.003241 0.857143 fi:0.337653. Ave ac:0.011040,0.013293 Initialization: 5.704000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.406000 Kernel 1: 0.023000 Kernel 2: 75.010002 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.005400 0.740741 fi:0.467659. Ave ac:0.010951,0.011765 Initialization: 5.675000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.602000 Kernel 1: 0.022000 Kernel 2: 70.836998 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.003240 0.705882 fi:0.530933. Ave ac:0.011926,0.013901 Initialization: 5.906000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.355000 Kernel 1: 0.023000 Kernel 2: 68.397003 Copyback: 0.018000 Sum: 0.023000 It 18,Best ac:0.003241 0.750000 fi:0.430212. Ave ac:0.010182,0.012570 Initialization: 5.637000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.355000 Kernel 1: 0.023000 Kernel 2: 68.615997 Copyback: 0.018000 Sum: 0.024000 It 19,Best ac:0.003241 0.666667 fi:0.523005. Ave ac:0.011639,0.015496 Initialization: 5.604000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.583000 Kernel 1: 0.023000 Kernel 2: 68.301003 Copyback: 0.016000 Sum: 0.020000 It 20,Best ac:0.003241 0.750000 fi:0.452336. Ave ac:0.012960,0.015280 Initialization: 5.698000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.416000 Kernel 1: 0.023000 Kernel 2: 67.491997 Copyback: 0.017000 Sum: 0.021000 It 21,Best ac:0.004590 0.653846 fi:0.531686. Ave ac:0.010508,0.011741 Initialization: 5.917000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.445000 Kernel 1: 0.024000 Kernel 2: 66.851997 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.005131 0.730769 fi:0.450406. Ave ac:0.010837,0.012509 Initialization: 5.664000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.594000 Kernel 1: 0.022000 Kernel 2: 70.150002 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.005131 0.703704 fi:0.487601. Ave ac:0.011377,0.011110 Initialization: 5.724000 Memcpy Classifiers: 0.247000 Memcpy Instances: 9.281000 Kernel 1: 0.022000 Kernel 2: 70.167999 Copyback: 0.018000 Sum: 0.024000 It 24,Best ac:0.004322 0.761905 fi:0.432666. Ave ac:0.011051,0.010263 MDL Theory Length Weight: 4.3240730731 (10) Initialization: 5.701000 Memcpy Classifiers: 0.243000 Memcpy Instances: 7.503000 Kernel 1: 0.023000 Kernel 2: 70.709999 Copyback: 0.018000 Sum: 0.025000 It 25,Best ac:0.007021 0.702703 fi:0.460784. Ave ac:0.009356,0.010209 Initialization: 6.016000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.448000 Kernel 1: 0.022000 Kernel 2: 70.663002 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.004861 0.818182 fi:0.364034. Ave ac:0.010510,0.012260 Initialization: 5.725000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.421000 Kernel 1: 0.023000 Kernel 2: 68.877998 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003781 0.777778 fi:0.427771. Ave ac:0.008065,0.008090 Initialization: 5.697000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.420000 Kernel 1: 0.022000 Kernel 2: 71.041000 Copyback: 0.018000 Sum: 0.026000 It 28,Best ac:0.004861 0.720000 fi:0.457812. Ave ac:0.008346,0.010055 Initialization: 6.604000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.380000 Kernel 1: 0.022000 Kernel 2: 69.733002 Copyback: 0.018000 Sum: 0.021000 It 29,Best ac:0.008102 0.714286 fi:0.461185. Ave ac:0.008919,0.009041 Initialization: 5.638000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.792000 Kernel 1: 0.021000 Kernel 2: 70.026001 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.003781 0.736842 fi:0.443578. Ave ac:0.007765,0.008886 Initialization: 7.727000 Memcpy Classifiers: 1.455000 Memcpy Instances: 7.402000 Kernel 1: 0.022000 Kernel 2: 70.586998 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.003511 0.722222 fi:0.463261. Ave ac:0.007437,0.009040 Initialization: 5.717000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.810000 Kernel 1: 0.021000 Kernel 2: 69.690002 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.003240 0.800000 fi:0.371383. Ave ac:0.006194,0.004746 Initialization: 5.676000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.854000 Kernel 1: 0.022000 Kernel 2: 69.996002 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.003240 0.750000 fi:0.452112. Ave ac:0.005880,0.005802 Initialization: 30.250000 Memcpy Instances: 374.045013 Memcpy Classifiers: 0.065000 Kernel 1: 0.023000 Kernel 2: 503.575989 Copyback: 0.019000 Sum: 0.017000 Memcpy Classifiers: 0.059000 Kernel 1: 0.018000 Kernel 2: 541.070984 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.067000 Kernel 1: 0.020000 Kernel 2: 537.531006 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.064000 Kernel 1: 0.017000 Kernel 2: 516.206970 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 526.434021 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 524.427979 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 527.107971 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 530.968994 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 244.880005 Copyback: 0.368000 Sum: 0.001000 It 34,Best ac:0.003521 0.605385 fi:0.600302. Ave ac:0.006576,0.018205 Best acc 0.003521 0.605385 Initialization: 6.865000 Memcpy Classifiers: 0.543000 Memcpy Instances: 7.678000 Kernel 1: 0.025000 Kernel 2: 90.981003 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.004698 accuracy2:0.180518 Initialization: 5.728000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.814000 Kernel 1: 0.022000 Kernel 2: 98.018997 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.003240 0.461538 fi:0.638453. Ave ac:0.008514,0.010504 Initialization: 5.994000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.561000 Kernel 1: 0.022000 Kernel 2: 95.834999 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.004591 0.447368 fi:0.651915. Ave ac:0.010863,0.012942 Initialization: 5.800000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.411000 Kernel 1: 0.022000 Kernel 2: 93.849998 Copyback: 0.018000 Sum: 0.036000 It 2,Best ac:0.004590 0.500000 fi:0.599283. Ave ac:0.011778,0.012414 Initialization: 5.673000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.705000 Kernel 1: 0.020000 Kernel 2: 90.196999 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.004861 0.529412 fi:0.569730. Ave ac:0.013099,0.014768 Initialization: 5.761000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.381000 Kernel 1: 0.023000 Kernel 2: 84.906998 Copyback: 0.020000 Sum: 0.031000 It 4,Best ac:0.004321 0.533333 fi:0.566091. Ave ac:0.011467,0.012545 Initialization: 5.880000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.018000 Kernel 1: 0.021000 Kernel 2: 85.294998 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.003240 0.600000 fi:0.499991. Ave ac:0.011767,0.012616 Initialization: 5.903000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.594000 Kernel 1: 0.022000 Kernel 2: 84.424004 Copyback: 0.018000 Sum: 0.030000 It 6,Best ac:0.005131 0.633333 fi:0.465667. Ave ac:0.010413,0.011202 Initialization: 5.932000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.402000 Kernel 1: 0.022000 Kernel 2: 85.511002 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.003241 0.666667 fi:0.433322. Ave ac:0.007996,0.008711 Initialization: 6.104000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.360000 Kernel 1: 0.023000 Kernel 2: 86.898003 Copyback: 0.018000 Sum: 0.036000 It 8,Best ac:0.005401 0.666667 fi:0.432192. Ave ac:0.008367,0.008269 Initialization: 6.105000 Memcpy Classifiers: 0.437000 Memcpy Instances: 7.374000 Kernel 1: 0.022000 Kernel 2: 89.184998 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.002700 0.909091 fi:0.337040. Ave ac:0.007855,0.009005 Iteration 10:MDL fitness activated Error 0.337040 TL 0.039823 MDL Theory Length Weight: 2.8211240114 (1) Initialization: 5.907000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.828000 Kernel 1: 0.023000 Kernel 2: 87.481003 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.003782 0.823529 fi:0.396662. Ave ac:0.007808,0.007784 Initialization: 6.813000 Memcpy Classifiers: 0.503000 Memcpy Instances: 8.195000 Kernel 1: 0.022000 Kernel 2: 89.327003 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.005401 0.714286 fi:0.467148. Ave ac:0.008376,0.009406 Initialization: 5.944000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.383000 Kernel 1: 0.021000 Kernel 2: 84.449997 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.004860 0.692308 fi:0.492933. Ave ac:0.010161,0.009647 Initialization: 5.688000 Memcpy Classifiers: 0.431000 Memcpy Instances: 7.359000 Kernel 1: 0.023000 Kernel 2: 84.151001 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003241 0.705882 fi:0.487561. Ave ac:0.011238,0.012299 Initialization: 5.633000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.390000 Kernel 1: 0.023000 Kernel 2: 81.542000 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.003240 0.705882 fi:0.471046. Ave ac:0.009844,0.011193 Initialization: 5.701000 Memcpy Classifiers: 0.404000 Memcpy Instances: 7.353000 Kernel 1: 0.024000 Kernel 2: 81.848999 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.003781 0.823529 fi:0.369134. Ave ac:0.010843,0.011861 Initialization: 6.046000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.442000 Kernel 1: 0.023000 Kernel 2: 79.287003 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004050 0.750000 fi:0.428832. Ave ac:0.010235,0.011421 Initialization: 5.665000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.666000 Kernel 1: 0.022000 Kernel 2: 78.462997 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.006211 0.793103 fi:0.407269. Ave ac:0.009699,0.010639 Initialization: 5.856000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.583000 Kernel 1: 0.021000 Kernel 2: 79.430000 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.003781 0.823529 fi:0.345319. Ave ac:0.010442,0.014191 Initialization: 5.871000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.826000 Kernel 1: 0.022000 Kernel 2: 74.265999 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.006210 0.920000 fi:0.252442. Ave ac:0.010014,0.010337 Initialization: 12.752000 Memcpy Classifiers: 0.374000 Memcpy Instances: 7.402000 Kernel 1: 0.025000 Kernel 2: 74.703003 Copyback: 0.018000 Sum: 0.039000 It 20,Best ac:0.003781 0.823529 fi:0.369410. Ave ac:0.008252,0.009786 Initialization: 5.656000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.755000 Kernel 1: 0.023000 Kernel 2: 78.388000 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.006751 0.833333 fi:0.327235. Ave ac:0.010004,0.010599 Initialization: 5.787000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.369000 Kernel 1: 0.023000 Kernel 2: 76.636002 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.005671 0.777778 fi:0.384068. Ave ac:0.010737,0.012012 Initialization: 5.925000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.380000 Kernel 1: 0.022000 Kernel 2: 75.433998 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.003241 0.750000 fi:0.398638. Ave ac:0.008329,0.010331 Initialization: 6.772000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.372000 Kernel 1: 0.024000 Kernel 2: 74.422997 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.004591 0.708333 fi:0.484178. Ave ac:0.007939,0.009274 Initialization: 5.653000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.435000 Kernel 1: 0.022000 Kernel 2: 73.712997 Copyback: 0.018000 Sum: 0.033000 It 25,Best ac:0.003241 0.750000 fi:0.433364. Ave ac:0.008825,0.010931 Initialization: 5.709000 Memcpy Classifiers: 0.332000 Memcpy Instances: 7.347000 Kernel 1: 0.024000 Kernel 2: 73.267998 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.003241 0.750000 fi:0.412583. Ave ac:0.010801,0.011231 Initialization: 6.121000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.359000 Kernel 1: 0.023000 Kernel 2: 71.623001 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.006479 0.685714 fi:0.480295. Ave ac:0.009788,0.012542 Initialization: 6.071000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.361000 Kernel 1: 0.022000 Kernel 2: 71.374001 Copyback: 0.018000 Sum: 0.032000 It 28,Best ac:0.004860 0.720000 fi:0.472373. Ave ac:0.008321,0.007782 MDL Theory Length Weight: 2.5390116103 (10) Initialization: 5.994000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.438000 Kernel 1: 0.022000 Kernel 2: 70.861000 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.007559 0.717949 fi:0.445591. Ave ac:0.009327,0.010484 Initialization: 5.669000 Memcpy Classifiers: 0.741000 Memcpy Instances: 7.393000 Kernel 1: 0.022000 Kernel 2: 72.480003 Copyback: 0.020000 Sum: 0.032000 It 30,Best ac:0.005670 0.677419 fi:0.478113. Ave ac:0.008501,0.008176 Initialization: 5.660000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.872000 Kernel 1: 0.022000 Kernel 2: 69.700996 Copyback: 0.018000 Sum: 0.035000 It 31,Best ac:0.005673 0.677419 fi:0.488288. Ave ac:0.008447,0.011159 Initialization: 5.665000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.215000 Kernel 1: 0.022000 Kernel 2: 71.399002 Copyback: 0.018000 Sum: 0.031000 It 32,Best ac:0.003511 0.764706 fi:0.401637. Ave ac:0.007748,0.007978 Initialization: 5.748000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.388000 Kernel 1: 0.021000 Kernel 2: 70.910004 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.003781 0.875000 fi:0.292836. Ave ac:0.009480,0.011042 Initialization: 31.122999 Memcpy Instances: 373.502991 Memcpy Classifiers: 0.072000 Kernel 1: 0.023000 Kernel 2: 520.531006 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 507.394012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 499.946014 Copyback: 0.481000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 509.929993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 500.342987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 496.346985 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 513.453979 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 512.867981 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 234.330002 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003889 0.532939 fi:0.622889. Ave ac:0.006462,0.017926 Best acc 0.003889 0.532939 Rule:Att PSSM_-3_7 is [<-0.601471]|Att PSSM_-2_12 is [<-1.567214]|Att PSSM_-1_7 is [-6.365725,-2.714372]|Att PSSM_0_12 is [-5.998596,-2.237228]|Att PSSM_1_5 is [-4.971744,10.216479]|Att PSSM_2_12 is [<-1.579590]|Att PSSM_4_11 is [-5.586832,0.867673]|Att PSSM_4_18 is [<6.474888]|1 Accuracy : 0.784881 0 1 148842 15238 35237 35321 Removed 1077 instances. 184079 Instances left. Acc of rule 0.003521-0.605385 Initialization: 5.597000 Memcpy Classifiers: 0.521000 Memcpy Instances: 8.024000 Kernel 1: 0.024000 Kernel 2: 92.067001 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005106 accuracy2:0.184870 Initialization: 5.932000 Memcpy Classifiers: 0.517000 Memcpy Instances: 7.360000 Kernel 1: 0.022000 Kernel 2: 94.703003 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.004345 0.500000 fi:0.599383. Ave ac:0.009510,0.012595 Initialization: 5.872000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.358000 Kernel 1: 0.023000 Kernel 2: 97.101997 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.004074 0.483871 fi:0.615656. Ave ac:0.012054,0.014056 Initialization: 5.676000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.559000 Kernel 1: 0.023000 Kernel 2: 95.555000 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.008691 0.470588 fi:0.626487. Ave ac:0.014217,0.015504 Initialization: 5.864000 Memcpy Classifiers: 0.489000 Memcpy Instances: 7.361000 Kernel 1: 0.023000 Kernel 2: 96.697998 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.008419 0.584906 fi:0.512314. Ave ac:0.015689,0.017222 Initialization: 5.747000 Memcpy Classifiers: 0.542000 Memcpy Instances: 7.445000 Kernel 1: 0.022000 Kernel 2: 90.925003 Copyback: 0.018000 Sum: 0.029000 It 4,Best ac:0.004076 0.625000 fi:0.474524. Ave ac:0.012810,0.015889 Initialization: 6.069000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.491000 Kernel 1: 0.022000 Kernel 2: 96.235001 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.002988 0.785714 fi:0.369738. Ave ac:0.012880,0.013242 Initialization: 6.109000 Memcpy Classifiers: 0.490000 Memcpy Instances: 7.350000 Kernel 1: 0.022000 Kernel 2: 95.533997 Copyback: 0.016000 Sum: 0.030000 It 6,Best ac:0.005160 0.791667 fi:0.307284. Ave ac:0.010035,0.010876 Initialization: 5.660000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.162000 Kernel 1: 0.022000 Kernel 2: 91.046997 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.003531 0.619048 fi:0.480768. Ave ac:0.008853,0.010106 Initialization: 6.448000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.345000 Kernel 1: 0.023000 Kernel 2: 96.514000 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.003803 0.700000 fi:0.399671. Ave ac:0.009365,0.010122 Initialization: 5.723000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.352000 Kernel 1: 0.022000 Kernel 2: 91.870003 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.006247 0.696970 fi:0.401404. Ave ac:0.007695,0.008666 Iteration 10:MDL fitness activated Error 0.401404 TL 0.036094 MDL Theory Length Weight: 3.7070205870 (4) Initialization: 5.972000 Memcpy Classifiers: 0.531000 Memcpy Instances: 7.311000 Kernel 1: 0.022000 Kernel 2: 92.360001 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.003803 0.700000 fi:0.490365. Ave ac:0.007523,0.007750 Initialization: 5.625000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.657000 Kernel 1: 0.022000 Kernel 2: 90.774002 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.002444 1.000000 fi:0.418676. Ave ac:0.007129,0.008691 Initialization: 6.639000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.822000 Kernel 1: 0.022000 Kernel 2: 88.334000 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.003532 0.684211 fi:0.510544. Ave ac:0.008484,0.010379 Initialization: 5.617000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.378000 Kernel 1: 0.023000 Kernel 2: 85.944000 Copyback: 0.017000 Sum: 0.039000 It 13,Best ac:0.005160 0.730769 fi:0.458744. Ave ac:0.010968,0.012541 Initialization: 6.446000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.376000 Kernel 1: 0.022000 Kernel 2: 82.900002 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.003533 0.650000 fi:0.539915. Ave ac:0.009718,0.013780 Initialization: 5.806000 Memcpy Classifiers: 0.585000 Memcpy Instances: 7.323000 Kernel 1: 0.023000 Kernel 2: 87.396004 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.003259 0.666667 fi:0.522797. Ave ac:0.011689,0.014065 Initialization: 5.612000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.535000 Kernel 1: 0.022000 Kernel 2: 86.957001 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.003531 0.722222 fi:0.456731. Ave ac:0.011714,0.017158 Initialization: 5.647000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.525000 Kernel 1: 0.022000 Kernel 2: 81.704002 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.003531 0.764706 fi:0.400139. Ave ac:0.014073,0.019086 Initialization: 6.687000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.345000 Kernel 1: 0.023000 Kernel 2: 80.318001 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.008965 0.673469 fi:0.469230. Ave ac:0.013322,0.020393 Initialization: 5.927000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.323000 Kernel 1: 0.029000 Kernel 2: 79.230003 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.003802 0.560000 fi:0.609635. Ave ac:0.009378,0.015752 Initialization: 5.877000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.583000 Kernel 1: 0.022000 Kernel 2: 78.641998 Copyback: 0.017000 Sum: 0.025000 It 20,Best ac:0.003802 0.608696 fi:0.525517. Ave ac:0.015079,0.024824 Initialization: 5.613000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.606000 Kernel 1: 0.022000 Kernel 2: 78.931000 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.005162 0.612903 fi:0.564089. Ave ac:0.014266,0.028251 Initialization: 7.338000 Memcpy Classifiers: 0.305000 Memcpy Instances: 7.356000 Kernel 1: 0.022000 Kernel 2: 78.843002 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.003259 0.666667 fi:0.533941. Ave ac:0.012745,0.022448 Initialization: 6.094000 Memcpy Classifiers: 0.329000 Memcpy Instances: 7.696000 Kernel 1: 0.022000 Kernel 2: 76.702003 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.003259 0.705882 fi:0.439814. Ave ac:0.017089,0.026569 Initialization: 5.615000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.568000 Kernel 1: 0.022000 Kernel 2: 74.910004 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.005163 0.593750 fi:0.538863. Ave ac:0.013060,0.025694 Initialization: 6.055000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.354000 Kernel 1: 0.022000 Kernel 2: 73.947998 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.003259 0.750000 fi:0.395696. Ave ac:0.016571,0.024672 Initialization: 5.673000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.677000 Kernel 1: 0.022000 Kernel 2: 74.046997 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.003802 0.777778 fi:0.374238. Ave ac:0.014768,0.020909 Initialization: 5.641000 Memcpy Classifiers: 0.289000 Memcpy Instances: 7.671000 Kernel 1: 0.022000 Kernel 2: 74.269997 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.005433 0.714286 fi:0.432525. Ave ac:0.018256,0.036439 Initialization: 6.085000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.358000 Kernel 1: 0.022000 Kernel 2: 75.055000 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.003531 0.684211 fi:0.451405. Ave ac:0.014256,0.027110 Initialization: 5.708000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.705000 Kernel 1: 0.022000 Kernel 2: 77.239998 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.003260 0.631579 fi:0.526232. Ave ac:0.010320,0.020133 Initialization: 6.266000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.335000 Kernel 1: 0.023000 Kernel 2: 75.393997 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.003259 0.923077 fi:0.236633. Ave ac:0.015691,0.029384 Initialization: 6.100000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.641000 Kernel 1: 0.022000 Kernel 2: 77.055000 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.003259 0.705882 fi:0.452126. Ave ac:0.010055,0.019743 Initialization: 5.604000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.583000 Kernel 1: 0.022000 Kernel 2: 77.475998 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.002988 0.687500 fi:0.514733. Ave ac:0.009479,0.016996 Initialization: 5.600000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.531000 Kernel 1: 0.022000 Kernel 2: 76.927002 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.004074 0.714286 fi:0.444398. Ave ac:0.008149,0.016639 Initialization: 30.337000 Memcpy Instances: 378.764008 Memcpy Classifiers: 0.073000 Kernel 1: 0.025000 Kernel 2: 548.851990 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 539.010010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 546.880005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 550.775024 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 559.669006 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 554.799988 Copyback: 0.021000 Sum: 0.008000 Memcpy Classifiers: 0.073000 Kernel 1: 0.019000 Kernel 2: 559.718018 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.015000 Kernel 2: 540.245972 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 218.330002 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003227 0.518777 fi:0.617000. Ave ac:0.007837,0.025237 Best acc 0.003227 0.518777 Initialization: 6.551000 Memcpy Classifiers: 0.562000 Memcpy Instances: 8.219000 Kernel 1: 0.023000 Kernel 2: 91.132004 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005511 accuracy2:0.188254 Initialization: 5.606000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.239000 Kernel 1: 0.022000 Kernel 2: 97.406998 Copyback: 0.017000 Sum: 0.030000 It 0,Best ac:0.003259 0.461538 fi:0.638421. Ave ac:0.009023,0.011747 Initialization: 5.797000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.309000 Kernel 1: 0.021000 Kernel 2: 96.096001 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.007878 0.420290 fi:0.677212. Ave ac:0.010188,0.012754 Initialization: 6.056000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.493000 Kernel 1: 0.021000 Kernel 2: 97.686996 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.003802 0.466667 fi:0.633005. Ave ac:0.011745,0.012540 Initialization: 5.981000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.332000 Kernel 1: 0.022000 Kernel 2: 97.327003 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.005432 0.625000 fi:0.473806. Ave ac:0.012046,0.014182 Initialization: 6.047000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.408000 Kernel 1: 0.022000 Kernel 2: 98.801003 Copyback: 0.018000 Sum: 0.035000 It 4,Best ac:0.003803 0.636364 fi:0.463308. Ave ac:0.009010,0.008837 Initialization: 6.032000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.334000 Kernel 1: 0.022000 Kernel 2: 94.575996 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.004075 0.555556 fi:0.543972. Ave ac:0.006767,0.008457 Initialization: 6.054000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.641000 Kernel 1: 0.021000 Kernel 2: 96.299004 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.004074 0.681818 fi:0.417709. Ave ac:0.008454,0.008548 Initialization: 5.644000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.695000 Kernel 1: 0.021000 Kernel 2: 94.396004 Copyback: 0.018000 Sum: 0.032000 It 7,Best ac:0.004345 0.666667 fi:0.432716. Ave ac:0.007715,0.008293 Initialization: 5.640000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.614000 Kernel 1: 0.022000 Kernel 2: 94.720001 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004074 0.652174 fi:0.447353. Ave ac:0.008048,0.008099 Initialization: 5.676000 Memcpy Classifiers: 0.473000 Memcpy Instances: 7.635000 Kernel 1: 0.022000 Kernel 2: 93.420998 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.003802 0.636364 fi:0.463308. Ave ac:0.008181,0.008529 Iteration 10:MDL fitness activated Error 0.463308 TL 0.023359 MDL Theory Length Weight: 6.6115308439 (4) Initialization: 5.891000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.408000 Kernel 1: 0.023000 Kernel 2: 92.626999 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.004889 0.642857 fi:0.651071. Ave ac:0.007951,0.009251 Initialization: 5.663000 Memcpy Classifiers: 0.437000 Memcpy Instances: 7.540000 Kernel 1: 0.022000 Kernel 2: 92.742996 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004075 0.652174 fi:0.647043. Ave ac:0.009047,0.010286 Initialization: 5.886000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.320000 Kernel 1: 0.023000 Kernel 2: 87.710999 Copyback: 0.018000 Sum: 0.035000 It 12,Best ac:0.003531 0.764706 fi:0.561299. Ave ac:0.013628,0.016262 Initialization: 6.122000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.552000 Kernel 1: 0.022000 Kernel 2: 83.082001 Copyback: 0.018000 Sum: 0.041000 It 13,Best ac:0.002988 0.785714 fi:0.580773. Ave ac:0.015354,0.017560 Initialization: 5.623000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.537000 Kernel 1: 0.022000 Kernel 2: 83.973000 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.002716 0.714286 fi:0.651025. Ave ac:0.014691,0.016673 Initialization: 6.124000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.357000 Kernel 1: 0.023000 Kernel 2: 77.477997 Copyback: 0.017000 Sum: 0.037000 It 15,Best ac:0.011407 0.666667 fi:0.643100. Ave ac:0.019144,0.021154 Initialization: 5.789000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.344000 Kernel 1: 0.023000 Kernel 2: 77.504997 Copyback: 0.019000 Sum: 0.029000 It 16,Best ac:0.005977 0.611111 fi:0.690226. Ave ac:0.018109,0.020207 Initialization: 5.708000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.342000 Kernel 1: 0.023000 Kernel 2: 75.455002 Copyback: 0.018000 Sum: 0.030000 It 17,Best ac:0.005703 0.807692 fi:0.435033. Ave ac:0.018936,0.020819 Initialization: 5.817000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.417000 Kernel 1: 0.023000 Kernel 2: 75.303001 Copyback: 0.018000 Sum: 0.033000 It 18,Best ac:0.002989 0.785714 fi:0.512133. Ave ac:0.019297,0.022462 Initialization: 5.590000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.659000 Kernel 1: 0.022000 Kernel 2: 75.073997 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.010867 0.597015 fi:0.645351. Ave ac:0.019890,0.021023 Initialization: 5.713000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.404000 Kernel 1: 0.022000 Kernel 2: 75.019997 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.006248 0.696970 fi:0.535375. Ave ac:0.020263,0.019740 Initialization: 5.618000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.401000 Kernel 1: 0.022000 Kernel 2: 73.838997 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.005433 0.625000 fi:0.536080. Ave ac:0.016214,0.017492 Initialization: 5.627000 Memcpy Classifiers: 0.726000 Memcpy Instances: 7.431000 Kernel 1: 0.022000 Kernel 2: 70.578003 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.003259 0.750000 fi:0.434462. Ave ac:0.019072,0.023915 Initialization: 5.606000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.645000 Kernel 1: 0.022000 Kernel 2: 69.230003 Copyback: 0.018000 Sum: 0.023000 It 23,Best ac:0.003802 0.666667 fi:0.571450. Ave ac:0.016525,0.021739 Initialization: 5.640000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.791000 Kernel 1: 0.023000 Kernel 2: 68.799004 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.003259 0.750000 fi:0.496474. Ave ac:0.021379,0.025029 Initialization: 5.941000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.398000 Kernel 1: 0.022000 Kernel 2: 68.726997 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.005432 0.740741 fi:0.512795. Ave ac:0.016890,0.021401 Initialization: 6.112000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.762000 Kernel 1: 0.022000 Kernel 2: 70.380997 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.008693 0.542373 fi:0.616929. Ave ac:0.013278,0.020794 Initialization: 6.108000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.402000 Kernel 1: 0.024000 Kernel 2: 66.231003 Copyback: 0.018000 Sum: 0.024000 It 27,Best ac:0.008965 0.702128 fi:0.514805. Ave ac:0.019693,0.028790 Initialization: 5.702000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.770000 Kernel 1: 0.021000 Kernel 2: 64.497002 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.011407 0.626866 fi:0.530682. Ave ac:0.018274,0.024738 Initialization: 5.847000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.376000 Kernel 1: 0.022000 Kernel 2: 61.580002 Copyback: 0.018000 Sum: 0.025000 It 29,Best ac:0.005160 0.703704 fi:0.459919. Ave ac:0.019303,0.033849 Initialization: 5.704000 Memcpy Classifiers: 0.266000 Memcpy Instances: 7.314000 Kernel 1: 0.024000 Kernel 2: 62.683998 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.003531 0.764706 fi:0.424577. Ave ac:0.018045,0.030978 Initialization: 5.652000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.333000 Kernel 1: 0.022000 Kernel 2: 61.966999 Copyback: 0.018000 Sum: 0.022000 It 31,Best ac:0.003259 0.750000 fi:0.400949. Ave ac:0.017374,0.034084 Initialization: 5.773000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.363000 Kernel 1: 0.022000 Kernel 2: 61.765999 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.004074 0.750000 fi:0.456814. Ave ac:0.014616,0.031195 Initialization: 5.674000 Memcpy Classifiers: 0.460000 Memcpy Instances: 7.303000 Kernel 1: 0.022000 Kernel 2: 60.925999 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.003261 0.705882 fi:0.548805. Ave ac:0.014742,0.030383 Initialization: 30.322001 Memcpy Instances: 373.602997 Memcpy Classifiers: 0.070000 Kernel 1: 0.022000 Kernel 2: 459.881012 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.076000 Kernel 1: 0.015000 Kernel 2: 452.071014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 447.220001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 448.651001 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 458.296997 Copyback: 0.014000 Sum: 0.003000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 458.881989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 457.135986 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 443.871002 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.052000 Kernel 1: 0.019000 Kernel 2: 187.695007 Copyback: 0.016000 Sum: 0.001000 It 34,Best ac:0.035794 0.470912 fi:0.659767. Ave ac:0.016347,0.052265 Best acc 0.035794 0.470912 Rule:Att PSSM_0_1 is [0.630304,4.733640]|Att PSSM_0_2 is [<4.448187]|Att PSSM_0_7 is [<7.243924]|Att PSSM_0_12 is [<-3.501739]|1 Accuracy : 0.785065 0 1 148291 15789 34643 35915 Removed 1145 instances. 182934 Instances left. Acc of rule 0.003227-0.518777 Initialization: 5.570000 Memcpy Classifiers: 0.568000 Memcpy Instances: 7.534000 Kernel 1: 0.024000 Kernel 2: 91.042999 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.005250 accuracy2:0.183053 Initialization: 5.831000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.286000 Kernel 1: 0.022000 Kernel 2: 98.662003 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.005193 0.500000 fi:0.598903. Ave ac:0.009837,0.012660 Initialization: 6.973000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.283000 Kernel 1: 0.024000 Kernel 2: 95.810997 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.003280 0.521739 fi:0.578191. Ave ac:0.010833,0.013486 Initialization: 5.889000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.394000 Kernel 1: 0.022000 Kernel 2: 93.546997 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.006832 0.471698 fi:0.626324. Ave ac:0.010810,0.013362 Initialization: 5.718000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.296000 Kernel 1: 0.023000 Kernel 2: 90.925003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.004101 0.625000 fi:0.474487. Ave ac:0.011112,0.012192 Initialization: 6.042000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.312000 Kernel 1: 0.022000 Kernel 2: 92.998001 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.004919 0.545455 fi:0.553595. Ave ac:0.011640,0.013508 Initialization: 5.654000 Memcpy Classifiers: 0.427000 Memcpy Instances: 7.639000 Kernel 1: 0.022000 Kernel 2: 88.709999 Copyback: 0.018000 Sum: 0.032000 It 5,Best ac:0.004374 0.592593 fi:0.506747. Ave ac:0.011558,0.013265 Initialization: 6.048000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.265000 Kernel 1: 0.022000 Kernel 2: 88.110001 Copyback: 0.019000 Sum: 0.033000 It 6,Best ac:0.004373 0.727273 fi:0.372070. Ave ac:0.011036,0.012232 Initialization: 5.992000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.024000 Kernel 1: 0.023000 Kernel 2: 84.492996 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003554 0.650000 fi:0.449783. Ave ac:0.010180,0.011265 Initialization: 5.618000 Memcpy Classifiers: 0.386000 Memcpy Instances: 7.563000 Kernel 1: 0.022000 Kernel 2: 82.389999 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.006559 0.648649 fi:0.449520. Ave ac:0.008049,0.008513 Initialization: 5.824000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.359000 Kernel 1: 0.021000 Kernel 2: 83.524002 Copyback: 0.018000 Sum: 0.032000 It 9,Best ac:0.004099 0.681818 fi:0.417672. Ave ac:0.009119,0.008370 Iteration 10:MDL fitness activated Error 0.417672 TL 0.019899 MDL Theory Length Weight: 6.9965284107 (4) Initialization: 5.637000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.265000 Kernel 1: 0.022000 Kernel 2: 85.913002 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.005193 0.678571 fi:0.571189. Ave ac:0.007712,0.007734 Initialization: 6.063000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.330000 Kernel 1: 0.022000 Kernel 2: 78.036003 Copyback: 0.018000 Sum: 0.030000 It 11,Best ac:0.005194 0.612903 fi:0.632637. Ave ac:0.008732,0.007988 Initialization: 5.621000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.252000 Kernel 1: 0.024000 Kernel 2: 76.357002 Copyback: 0.018000 Sum: 0.035000 It 12,Best ac:0.007654 0.538462 fi:0.668699. Ave ac:0.007664,0.008519 Initialization: 5.600000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.482000 Kernel 1: 0.023000 Kernel 2: 77.213997 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.003280 0.705882 fi:0.579588. Ave ac:0.010882,0.010617 Initialization: 5.841000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.302000 Kernel 1: 0.022000 Kernel 2: 72.344002 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.005741 0.636364 fi:0.615756. Ave ac:0.011166,0.011921 Initialization: 5.681000 Memcpy Classifiers: 0.458000 Memcpy Instances: 7.260000 Kernel 1: 0.021000 Kernel 2: 71.842003 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.004099 0.652174 fi:0.545039. Ave ac:0.011176,0.011748 Initialization: 5.839000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.332000 Kernel 1: 0.022000 Kernel 2: 69.674004 Copyback: 0.017000 Sum: 0.026000 It 16,Best ac:0.003280 0.750000 fi:0.535471. Ave ac:0.013170,0.013436 Initialization: 5.586000 Memcpy Classifiers: 0.297000 Memcpy Instances: 7.462000 Kernel 1: 0.023000 Kernel 2: 69.903000 Copyback: 0.024000 Sum: 0.025000 It 17,Best ac:0.003280 0.857143 fi:0.406895. Ave ac:0.012883,0.015242 Initialization: 5.769000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.263000 Kernel 1: 0.022000 Kernel 2: 68.432999 Copyback: 0.017000 Sum: 0.019000 It 18,Best ac:0.004647 0.653846 fi:0.597308. Ave ac:0.011490,0.014547 Initialization: 5.708000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.608000 Kernel 1: 0.022000 Kernel 2: 69.943001 Copyback: 0.016000 Sum: 0.024000 It 19,Best ac:0.003280 0.857143 fi:0.439461. Ave ac:0.013547,0.014632 Initialization: 5.764000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.354000 Kernel 1: 0.021000 Kernel 2: 69.398003 Copyback: 0.017000 Sum: 0.025000 It 20,Best ac:0.003826 0.700000 fi:0.571968. Ave ac:0.012265,0.015004 Initialization: 5.880000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.296000 Kernel 1: 0.022000 Kernel 2: 67.911003 Copyback: 0.019000 Sum: 0.030000 It 21,Best ac:0.005194 0.633333 fi:0.556976. Ave ac:0.008384,0.010953 Initialization: 5.600000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.166000 Kernel 1: 0.022000 Kernel 2: 68.824997 Copyback: 0.018000 Sum: 0.023000 It 22,Best ac:0.003280 0.857143 fi:0.422739. Ave ac:0.012581,0.013003 Initialization: 6.003000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.375000 Kernel 1: 0.022000 Kernel 2: 67.981003 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.003006 0.733333 fi:0.505867. Ave ac:0.014636,0.017673 Initialization: 5.662000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.682000 Kernel 1: 0.022000 Kernel 2: 69.402000 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.004373 0.761905 fi:0.470341. Ave ac:0.014319,0.017324 Initialization: 6.023000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.284000 Kernel 1: 0.022000 Kernel 2: 69.240997 Copyback: 0.018000 Sum: 0.024000 It 25,Best ac:0.003826 0.700000 fi:0.546121. Ave ac:0.012304,0.014538 Initialization: 5.613000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.675000 Kernel 1: 0.021000 Kernel 2: 69.737999 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.003553 0.812500 fi:0.413083. Ave ac:0.014826,0.018143 MDL Theory Length Weight: 6.2968755696 (10) Initialization: 5.600000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.613000 Kernel 1: 0.022000 Kernel 2: 69.413002 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.003826 0.736842 fi:0.459533. Ave ac:0.013076,0.019477 Initialization: 5.602000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.649000 Kernel 1: 0.021000 Kernel 2: 68.890999 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.002460 1.000000 fi:0.424400. Ave ac:0.011189,0.015807 Initialization: 5.932000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.615000 Kernel 1: 0.020000 Kernel 2: 68.074997 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.004373 0.761905 fi:0.461011. Ave ac:0.010267,0.017458 Initialization: 5.595000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.671000 Kernel 1: 0.022000 Kernel 2: 69.601997 Copyback: 0.372000 Sum: 0.024000 It 30,Best ac:0.003553 0.650000 fi:0.547334. Ave ac:0.011951,0.018201 Initialization: 6.079000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.290000 Kernel 1: 0.022000 Kernel 2: 69.179001 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.003006 0.733333 fi:0.503833. Ave ac:0.011671,0.018882 Initialization: 5.774000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.919000 Kernel 1: 0.022000 Kernel 2: 70.254997 Copyback: 0.018000 Sum: 0.023000 It 32,Best ac:0.003826 0.700000 fi:0.476878. Ave ac:0.009970,0.018205 Initialization: 5.873000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.704000 Kernel 1: 0.023000 Kernel 2: 68.831001 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.003006 0.785714 fi:0.451853. Ave ac:0.010145,0.019732 Initialization: 30.434999 Memcpy Instances: 364.270996 Memcpy Classifiers: 0.070000 Kernel 1: 0.022000 Kernel 2: 468.399994 Copyback: 0.040000 Sum: 0.017000 Memcpy Classifiers: 0.098000 Kernel 1: 0.016000 Kernel 2: 475.000000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 482.022003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 486.635010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 480.122986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 478.763000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 492.402008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 474.653015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 194.139999 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.045525 0.473585 fi:0.673537. Ave ac:0.011882,0.038839 Best acc 0.045525 0.473585 Initialization: 6.213000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.273000 Kernel 1: 0.023000 Kernel 2: 90.474998 Copyback: 0.019000 Sum: 0.050000 Initial population average accuracy1:0.005161 accuracy2:0.176177 Initialization: 6.043000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.308000 Kernel 1: 0.022000 Kernel 2: 93.970001 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.007926 0.345238 fi:0.752197. Ave ac:0.009087,0.011625 Initialization: 5.644000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.943000 Kernel 1: 0.022000 Kernel 2: 98.143997 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.002460 0.818182 fi:0.478860. Ave ac:0.010213,0.013172 Initialization: 5.614000 Memcpy Classifiers: 0.669000 Memcpy Instances: 7.290000 Kernel 1: 0.023000 Kernel 2: 97.429001 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.004099 0.681818 fi:0.417672. Ave ac:0.010437,0.011481 Initialization: 5.681000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.249000 Kernel 1: 0.023000 Kernel 2: 95.802002 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.003281 0.461538 fi:0.638389. Ave ac:0.009085,0.009661 Initialization: 5.784000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.301000 Kernel 1: 0.022000 Kernel 2: 96.499001 Copyback: 0.018000 Sum: 0.035000 It 4,Best ac:0.003280 0.500000 fi:0.599930. Ave ac:0.009199,0.009189 Initialization: 5.582000 Memcpy Classifiers: 1.562000 Memcpy Instances: 7.467000 Kernel 1: 0.022000 Kernel 2: 94.714996 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.006288 0.489362 fi:0.608954. Ave ac:0.009527,0.008987 Initialization: 6.150000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.515000 Kernel 1: 0.022000 Kernel 2: 95.878998 Copyback: 0.370000 Sum: 0.034000 It 6,Best ac:0.006286 0.522727 fi:0.575589. Ave ac:0.009943,0.010682 Initialization: 5.992000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.306000 Kernel 1: 0.023000 Kernel 2: 93.458000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.004099 0.625000 fi:0.474490. Ave ac:0.008950,0.009812 Initialization: 5.802000 Memcpy Classifiers: 0.438000 Memcpy Instances: 7.256000 Kernel 1: 0.022000 Kernel 2: 96.287003 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.003826 0.666667 fi:0.432970. Ave ac:0.009285,0.012743 Initialization: 6.070000 Memcpy Classifiers: 0.421000 Memcpy Instances: 7.610000 Kernel 1: 0.022000 Kernel 2: 91.876999 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.004921 0.666667 fi:0.432383. Ave ac:0.007496,0.008432 Iteration 10:MDL fitness activated Error 0.432383 TL 0.042404 MDL Theory Length Weight: 3.3988776690 (8) Initialization: 5.644000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.530000 Kernel 1: 0.022000 Kernel 2: 92.542000 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.004646 0.629630 fi:0.523173. Ave ac:0.007385,0.008262 Initialization: 6.398000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.723000 Kernel 1: 0.023000 Kernel 2: 91.289001 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.003826 0.560000 fi:0.622376. Ave ac:0.009982,0.011834 Initialization: 5.645000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.564000 Kernel 1: 0.023000 Kernel 2: 86.654999 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.004647 0.708333 fi:0.532031. Ave ac:0.009389,0.011180 Initialization: 5.630000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.650000 Kernel 1: 0.022000 Kernel 2: 89.751999 Copyback: 0.018000 Sum: 0.034000 It 13,Best ac:0.003828 0.666667 fi:0.500701. Ave ac:0.009981,0.011443 Initialization: 5.587000 Memcpy Classifiers: 0.428000 Memcpy Instances: 7.651000 Kernel 1: 0.022000 Kernel 2: 87.684998 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.003826 0.700000 fi:0.510612. Ave ac:0.008402,0.008774 Initialization: 5.879000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.765000 Kernel 1: 0.022000 Kernel 2: 86.616997 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.003280 0.666667 fi:0.530238. Ave ac:0.010168,0.011782 Initialization: 5.715000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.292000 Kernel 1: 0.022000 Kernel 2: 83.571999 Copyback: 0.016000 Sum: 0.032000 It 16,Best ac:0.004919 0.782609 fi:0.437046. Ave ac:0.008987,0.009918 Initialization: 5.807000 Memcpy Classifiers: 0.392000 Memcpy Instances: 7.339000 Kernel 1: 0.022000 Kernel 2: 81.135002 Copyback: 0.018000 Sum: 0.036000 It 17,Best ac:0.003553 0.764706 fi:0.388684. Ave ac:0.010181,0.014026 Initialization: 6.136000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.448000 Kernel 1: 0.022000 Kernel 2: 77.934998 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.004099 0.600000 fi:0.554648. Ave ac:0.007654,0.011680 Initialization: 5.925000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.302000 Kernel 1: 0.023000 Kernel 2: 78.876999 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.006013 0.687500 fi:0.470363. Ave ac:0.009282,0.015956 Initialization: 5.886000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.296000 Kernel 1: 0.022000 Kernel 2: 74.744003 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.004919 0.720000 fi:0.468299. Ave ac:0.008517,0.013914 Initialization: 5.886000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.259000 Kernel 1: 0.023000 Kernel 2: 74.942001 Copyback: 0.018000 Sum: 0.029000 It 21,Best ac:0.004919 0.620690 fi:0.516257. Ave ac:0.010662,0.015390 Initialization: 5.848000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.783000 Kernel 1: 0.021000 Kernel 2: 73.998001 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.004374 0.761905 fi:0.391429. Ave ac:0.010311,0.013320 Initialization: 5.672000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.500000 Kernel 1: 0.022000 Kernel 2: 72.788002 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.003826 0.608696 fi:0.531717. Ave ac:0.009680,0.015815 Initialization: 5.612000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.575000 Kernel 1: 0.021000 Kernel 2: 74.571999 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.003553 0.650000 fi:0.538338. Ave ac:0.013135,0.022096 Initialization: 5.577000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.494000 Kernel 1: 0.023000 Kernel 2: 73.667999 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.006013 0.611111 fi:0.516571. Ave ac:0.013663,0.024939 Initialization: 6.055000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.583000 Kernel 1: 0.021000 Kernel 2: 69.195999 Copyback: 0.020000 Sum: 0.023000 It 26,Best ac:0.003554 0.722222 fi:0.410239. Ave ac:0.012409,0.020773 MDL Theory Length Weight: 3.0589899021 (10) Initialization: 5.631000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.250000 Kernel 1: 0.023000 Kernel 2: 74.181000 Copyback: 0.018000 Sum: 0.025000 It 27,Best ac:0.006013 0.611111 fi:0.524050. Ave ac:0.016034,0.026343 Initialization: 6.125000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.748000 Kernel 1: 0.021000 Kernel 2: 74.612000 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.004099 0.652174 fi:0.503897. Ave ac:0.014414,0.023167 Initialization: 6.014000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.276000 Kernel 1: 0.021000 Kernel 2: 75.695000 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003006 0.846154 fi:0.344465. Ave ac:0.014987,0.023113 Initialization: 5.660000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.320000 Kernel 1: 0.022000 Kernel 2: 77.220001 Copyback: 0.018000 Sum: 0.026000 It 30,Best ac:0.004099 0.535714 fi:0.597883. Ave ac:0.011014,0.014775 Initialization: 6.013000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.263000 Kernel 1: 0.023000 Kernel 2: 78.427002 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.004646 0.850000 fi:0.307278. Ave ac:0.012963,0.017676 Initialization: 5.870000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.301000 Kernel 1: 0.022000 Kernel 2: 78.000999 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.003553 0.650000 fi:0.510744. Ave ac:0.010263,0.018308 Initialization: 5.573000 Memcpy Classifiers: 0.714000 Memcpy Instances: 7.261000 Kernel 1: 0.022000 Kernel 2: 74.569000 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.006013 0.611111 fi:0.531418. Ave ac:0.012345,0.021559 Initialization: 30.535999 Memcpy Instances: 368.332001 Memcpy Classifiers: 0.078000 Kernel 1: 0.022000 Kernel 2: 520.231018 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.076000 Kernel 1: 0.015000 Kernel 2: 533.580994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 519.906982 Copyback: 0.021000 Sum: 0.008000 Memcpy Classifiers: 0.078000 Kernel 1: 0.020000 Kernel 2: 530.335022 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 535.492981 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 524.586975 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 523.585022 Copyback: 0.366000 Sum: 0.004000 Memcpy Classifiers: 0.076000 Kernel 1: 0.016000 Kernel 2: 548.775024 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 211.485001 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003586 0.514107 fi:0.643740. Ave ac:0.009767,0.029344 Best acc 0.003586 0.514107 Rule:Att PSSM_-4_2 is [<-1.057238]|Att PSSM_-2_10 is [-5.117347,7.018613]|Att PSSM_-2_12 is [<-0.145094]|Att PSSM_0_7 is [-6.494147,-3.405753]|Att PSSM_0_12 is [-6.834009,-1.179096]|Att PSSM_1_7 is [-6.414198,-1.356622]|1 Accuracy : 0.785218 0 1 147671 16409 33987 36571 Removed 1276 instances. 181658 Instances left. Acc of rule 0.003586-0.514107 Initialization: 5.833000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.201000 Kernel 1: 0.023000 Kernel 2: 90.253998 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.004100 accuracy2:0.178345 Initialization: 5.507000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.503000 Kernel 1: 0.022000 Kernel 2: 91.820999 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.009361 0.346939 fi:0.749660. Ave ac:0.007966,0.010678 Initialization: 6.320000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.263000 Kernel 1: 0.023000 Kernel 2: 95.002998 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.007430 0.442623 fi:0.655030. Ave ac:0.009684,0.012561 Initialization: 5.859000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.204000 Kernel 1: 0.023000 Kernel 2: 95.864998 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.006054 0.488889 fi:0.609512. Ave ac:0.010081,0.012287 Initialization: 5.550000 Memcpy Classifiers: 0.479000 Memcpy Instances: 7.499000 Kernel 1: 0.023000 Kernel 2: 95.771004 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.006054 0.511628 fi:0.586773. Ave ac:0.009105,0.009643 Initialization: 6.296000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.237000 Kernel 1: 0.023000 Kernel 2: 95.488998 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004955 0.600000 fi:0.498999. Ave ac:0.009151,0.008999 Initialization: 6.046000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.817000 Kernel 1: 0.022000 Kernel 2: 91.806999 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.004128 0.535714 fi:0.563733. Ave ac:0.008582,0.008757 Initialization: 5.851000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.239000 Kernel 1: 0.023000 Kernel 2: 97.013000 Copyback: 0.018000 Sum: 0.030000 It 6,Best ac:0.003854 0.560000 fi:0.539594. Ave ac:0.009053,0.008818 Initialization: 5.958000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.016000 Kernel 1: 0.022000 Kernel 2: 97.063004 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.004404 0.695652 fi:0.403646. Ave ac:0.008711,0.008519 Initialization: 6.003000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.244000 Kernel 1: 0.022000 Kernel 2: 93.188004 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.004679 0.653846 fi:0.445302. Ave ac:0.008875,0.008988 Initialization: 5.680000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.204000 Kernel 1: 0.023000 Kernel 2: 92.136002 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.003578 0.650000 fi:0.449747. Ave ac:0.007344,0.006779 Iteration 10:MDL fitness activated Error 0.449747 TL 0.019855 MDL Theory Length Weight: 7.5505348487 (3) Initialization: 5.805000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.242000 Kernel 1: 0.021000 Kernel 2: 87.882004 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.002203 0.800000 fi:0.720201. Ave ac:0.006650,0.005651 Initialization: 5.654000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.350000 Kernel 1: 0.022000 Kernel 2: 81.887001 Copyback: 0.019000 Sum: 0.038000 It 11,Best ac:0.003854 0.560000 fi:0.697752. Ave ac:0.007966,0.007775 Initialization: 5.634000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.561000 Kernel 1: 0.022000 Kernel 2: 80.530998 Copyback: 0.018000 Sum: 0.038000 It 12,Best ac:0.004955 0.600000 fi:0.658548. Ave ac:0.013331,0.012807 Initialization: 5.600000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.378000 Kernel 1: 0.023000 Kernel 2: 77.109001 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.007707 0.636364 fi:0.594353. Ave ac:0.014559,0.014291 Initialization: 5.775000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.444000 Kernel 1: 0.022000 Kernel 2: 76.320000 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.004953 0.692308 fi:0.553443. Ave ac:0.014081,0.016535 Initialization: 5.561000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.426000 Kernel 1: 0.022000 Kernel 2: 74.653000 Copyback: 0.018000 Sum: 0.032000 It 15,Best ac:0.003579 0.650000 fi:0.590610. Ave ac:0.015660,0.016645 Initialization: 5.794000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.237000 Kernel 1: 0.023000 Kernel 2: 74.077003 Copyback: 0.019000 Sum: 0.026000 It 16,Best ac:0.003304 0.750000 fi:0.461312. Ave ac:0.018699,0.020767 Initialization: 5.558000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.613000 Kernel 1: 0.022000 Kernel 2: 73.128998 Copyback: 0.017000 Sum: 0.023000 It 17,Best ac:0.011007 0.533333 fi:0.645139. Ave ac:0.016028,0.016513 Initialization: 6.031000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.233000 Kernel 1: 0.023000 Kernel 2: 72.952003 Copyback: 0.017000 Sum: 0.022000 It 18,Best ac:0.003578 0.684211 fi:0.493906. Ave ac:0.018757,0.017448 Initialization: 5.744000 Memcpy Classifiers: 0.262000 Memcpy Instances: 7.465000 Kernel 1: 0.022000 Kernel 2: 70.211998 Copyback: 0.018000 Sum: 0.021000 It 19,Best ac:0.004405 0.727273 fi:0.489575. Ave ac:0.017622,0.018243 Initialization: 7.542000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.365000 Kernel 1: 0.022000 Kernel 2: 69.994003 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.003853 0.500000 fi:0.695582. Ave ac:0.011937,0.018110 Initialization: 5.611000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.206000 Kernel 1: 0.024000 Kernel 2: 69.726997 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.003303 0.666667 fi:0.544646. Ave ac:0.017527,0.020528 Initialization: 5.969000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.212000 Kernel 1: 0.023000 Kernel 2: 68.286003 Copyback: 0.018000 Sum: 0.023000 It 22,Best ac:0.004681 0.739130 fi:0.519567. Ave ac:0.019268,0.023530 Initialization: 5.658000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.281000 Kernel 1: 0.024000 Kernel 2: 69.739998 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.004955 0.666667 fi:0.536679. Ave ac:0.014260,0.015795 Initialization: 5.618000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.196000 Kernel 1: 0.023000 Kernel 2: 69.320000 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.005230 0.678571 fi:0.558730. Ave ac:0.017751,0.022828 Initialization: 5.959000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.272000 Kernel 1: 0.022000 Kernel 2: 68.754997 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.003028 0.647059 fi:0.577927. Ave ac:0.018220,0.022645 MDL Theory Length Weight: 6.7954813639 (10) Initialization: 5.648000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.203000 Kernel 1: 0.022000 Kernel 2: 66.759003 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.003854 0.777778 fi:0.446426. Ave ac:0.016870,0.020560 Initialization: 5.916000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.851000 Kernel 1: 0.022000 Kernel 2: 67.744003 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003027 0.647059 fi:0.545309. Ave ac:0.015009,0.019978 Initialization: 5.983000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.227000 Kernel 1: 0.022000 Kernel 2: 68.369003 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.003304 0.631579 fi:0.574113. Ave ac:0.012214,0.015434 Initialization: 5.988000 Memcpy Classifiers: 0.244000 Memcpy Instances: 7.221000 Kernel 1: 0.021000 Kernel 2: 65.738998 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.006057 0.628571 fi:0.543839. Ave ac:0.011323,0.020178 Initialization: 5.968000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.612000 Kernel 1: 0.021000 Kernel 2: 65.656998 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.005228 0.593750 fi:0.587446. Ave ac:0.014616,0.021523 Initialization: 5.536000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.694000 Kernel 1: 0.021000 Kernel 2: 66.683998 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.004679 0.653846 fi:0.530655. Ave ac:0.009295,0.012338 Initialization: 6.753000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.539000 Kernel 1: 0.021000 Kernel 2: 66.000000 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.003577 0.764706 fi:0.410465. Ave ac:0.009002,0.014078 Initialization: 5.575000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.203000 Kernel 1: 0.024000 Kernel 2: 69.091003 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003028 0.846154 fi:0.411657. Ave ac:0.008407,0.013627 Initialization: 30.552999 Memcpy Instances: 366.692993 Memcpy Classifiers: 0.070000 Kernel 1: 0.022000 Kernel 2: 592.245972 Copyback: 0.362000 Sum: 0.014000 Memcpy Classifiers: 0.065000 Kernel 1: 0.019000 Kernel 2: 482.062988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 583.583984 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.069000 Kernel 1: 0.016000 Kernel 2: 490.597992 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 570.005005 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 574.914001 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 584.784973 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.016000 Kernel 2: 488.415009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 150.983002 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004019 0.486342 fi:0.698517. Ave ac:0.010134,0.029116 Best acc 0.004019 0.486342 Initialization: 5.964000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.312000 Kernel 1: 0.023000 Kernel 2: 93.230003 Copyback: 0.020000 Sum: 0.054000 Initial population average accuracy1:0.005139 accuracy2:0.182705 Initialization: 5.516000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.460000 Kernel 1: 0.021000 Kernel 2: 94.584000 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.005505 0.454545 fi:0.644154. Ave ac:0.008133,0.010749 Initialization: 5.866000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.192000 Kernel 1: 0.023000 Kernel 2: 98.956001 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.005780 0.420000 fi:0.678550. Ave ac:0.010140,0.012309 Initialization: 5.659000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.204000 Kernel 1: 0.023000 Kernel 2: 98.049004 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.005228 0.413043 fi:0.685806. Ave ac:0.012154,0.013225 Initialization: 5.638000 Memcpy Classifiers: 0.648000 Memcpy Instances: 7.242000 Kernel 1: 0.024000 Kernel 2: 94.425003 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.003028 0.578947 fi:0.545456. Ave ac:0.012519,0.012471 Initialization: 6.072000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.702000 Kernel 1: 0.022000 Kernel 2: 91.736000 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.003303 0.480000 fi:0.619894. Ave ac:0.012208,0.014496 Initialization: 5.993000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.266000 Kernel 1: 0.022000 Kernel 2: 90.804001 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.006881 0.609756 fi:0.488191. Ave ac:0.011893,0.014628 Initialization: 5.635000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.429000 Kernel 1: 0.022000 Kernel 2: 92.214996 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004129 0.681818 fi:0.417629. Ave ac:0.010823,0.014655 Initialization: 5.561000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.483000 Kernel 1: 0.022000 Kernel 2: 91.930000 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.003028 0.733333 fi:0.391070. Ave ac:0.011218,0.011295 Initialization: 5.984000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.590000 Kernel 1: 0.022000 Kernel 2: 92.353996 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.004404 0.640000 fi:0.459298. Ave ac:0.009923,0.010006 Initialization: 5.704000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.494000 Kernel 1: 0.021000 Kernel 2: 88.547997 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.004128 0.750000 fi:0.349448. Ave ac:0.007182,0.007826 Iteration 10:MDL fitness activated Error 0.349448 TL 0.035480 MDL Theory Length Weight: 3.2830660726 (1) Initialization: 5.980000 Memcpy Classifiers: 0.439000 Memcpy Instances: 7.710000 Kernel 1: 0.022000 Kernel 2: 88.776001 Copyback: 0.018000 Sum: 0.031000 It 10,Best ac:0.003577 0.684211 fi:0.564770. Ave ac:0.007807,0.008970 Initialization: 5.741000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.669000 Kernel 1: 0.022000 Kernel 2: 90.556000 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.003304 0.800000 fi:0.374194. Ave ac:0.008838,0.009430 Initialization: 5.625000 Memcpy Classifiers: 0.429000 Memcpy Instances: 7.681000 Kernel 1: 0.023000 Kernel 2: 87.397003 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.003854 0.583333 fi:0.628648. Ave ac:0.008146,0.011113 Initialization: 6.847000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.230000 Kernel 1: 0.022000 Kernel 2: 85.113998 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.003028 0.687500 fi:0.547049. Ave ac:0.008859,0.009760 Initialization: 5.559000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.430000 Kernel 1: 0.022000 Kernel 2: 83.973000 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.003577 0.650000 fi:0.538511. Ave ac:0.008395,0.009223 Initialization: 5.552000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.505000 Kernel 1: 0.022000 Kernel 2: 82.884003 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.004130 0.625000 fi:0.539368. Ave ac:0.007295,0.008667 Initialization: 5.754000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.768000 Kernel 1: 0.021000 Kernel 2: 81.132004 Copyback: 0.018000 Sum: 0.037000 It 16,Best ac:0.003303 0.600000 fi:0.547563. Ave ac:0.007540,0.008477 Initialization: 5.849000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.454000 Kernel 1: 0.022000 Kernel 2: 82.971001 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.003854 0.583333 fi:0.559269. Ave ac:0.006175,0.008472 Initialization: 5.642000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.559000 Kernel 1: 0.022000 Kernel 2: 82.095001 Copyback: 0.024000 Sum: 0.042000 It 18,Best ac:0.003302 0.750000 fi:0.442191. Ave ac:0.008914,0.009839 Initialization: 5.607000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.273000 Kernel 1: 0.023000 Kernel 2: 84.365997 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.003854 0.666667 fi:0.534039. Ave ac:0.007238,0.008816 Initialization: 5.972000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.404000 Kernel 1: 0.022000 Kernel 2: 80.885002 Copyback: 0.020000 Sum: 0.029000 It 20,Best ac:0.003028 0.687500 fi:0.528111. Ave ac:0.007615,0.008356 MDL Theory Length Weight: 2.9547594653 (10) Initialization: 5.720000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.201000 Kernel 1: 0.024000 Kernel 2: 82.838997 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.004129 0.652174 fi:0.506524. Ave ac:0.007698,0.010224 Initialization: 5.618000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.521000 Kernel 1: 0.022000 Kernel 2: 82.882004 Copyback: 0.018000 Sum: 0.033000 It 22,Best ac:0.003579 0.812500 fi:0.363963. Ave ac:0.009333,0.009659 Initialization: 5.777000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.216000 Kernel 1: 0.023000 Kernel 2: 80.723999 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.003027 0.687500 fi:0.513705. Ave ac:0.008460,0.009901 Initialization: 5.968000 Memcpy Classifiers: 0.731000 Memcpy Instances: 7.238000 Kernel 1: 0.023000 Kernel 2: 83.778000 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.003028 0.733333 fi:0.465385. Ave ac:0.007805,0.009252 Initialization: 5.700000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.357000 Kernel 1: 0.022000 Kernel 2: 85.165001 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.003028 0.733333 fi:0.456630. Ave ac:0.008168,0.010797 Initialization: 6.113000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.272000 Kernel 1: 0.023000 Kernel 2: 82.758003 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.004129 0.714286 fi:0.440069. Ave ac:0.008038,0.009590 Initialization: 5.671000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.619000 Kernel 1: 0.022000 Kernel 2: 83.670998 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.004953 0.692308 fi:0.460818. Ave ac:0.009921,0.014882 Initialization: 6.139000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.218000 Kernel 1: 0.022000 Kernel 2: 84.247002 Copyback: 0.020000 Sum: 0.034000 It 28,Best ac:0.004678 0.772727 fi:0.394506. Ave ac:0.008052,0.014499 Initialization: 7.117000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.242000 Kernel 1: 0.023000 Kernel 2: 84.722000 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.003028 0.916667 fi:0.255909. Ave ac:0.008484,0.010415 Initialization: 5.715000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.661000 Kernel 1: 0.022000 Kernel 2: 85.893997 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.002753 0.909091 fi:0.350182. Ave ac:0.006201,0.010465 Initialization: 5.946000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.674000 Kernel 1: 0.021000 Kernel 2: 86.685997 Copyback: 0.017000 Sum: 0.036000 It 31,Best ac:0.004128 0.652174 fi:0.496819. Ave ac:0.006177,0.006198 Initialization: 5.653000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.214000 Kernel 1: 0.022000 Kernel 2: 87.088997 Copyback: 0.020000 Sum: 0.029000 It 32,Best ac:0.003028 0.733333 fi:0.445977. Ave ac:0.004903,0.007704 Initialization: 5.811000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.256000 Kernel 1: 0.022000 Kernel 2: 87.005997 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.003854 0.700000 fi:0.457977. Ave ac:0.005726,0.009101 Initialization: 31.156000 Memcpy Instances: 370.816010 Memcpy Classifiers: 0.073000 Kernel 1: 0.022000 Kernel 2: 712.991028 Copyback: 0.018000 Sum: 0.016000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 627.700989 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.071000 Kernel 1: 0.015000 Kernel 2: 711.799011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 720.729980 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.015000 Kernel 2: 720.655029 Copyback: 0.015000 Sum: 0.004000 Memcpy Classifiers: 0.071000 Kernel 1: 0.015000 Kernel 2: 612.265015 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 706.176025 Copyback: 0.023000 Sum: 0.009000 Memcpy Classifiers: 0.074000 Kernel 1: 0.021000 Kernel 2: 607.580994 Copyback: 0.022000 Sum: 0.009000 Memcpy Classifiers: 0.052000 Kernel 1: 0.021000 Kernel 2: 181.964996 Copyback: 0.023000 Sum: 0.002000 It 34,Best ac:0.003853 0.506879 fi:0.646844. Ave ac:0.006245,0.018006 Best acc 0.003853 0.506879 Rule:Att PSSM_-4_2 is [<3.071204]|Att PSSM_-4_7 is [<-0.001730]|Att PSSM_-3_7 is [<0.527458]|Att PSSM_-2_14 is [>-3.452198]|Att PSSM_0_9 is [-6.857703,9.155810]|Att PSSM_0_12 is [-6.655864,-3.353381]|Att PSSM_1_15 is [<-0.324018]|Att PSSM_3_18 is [<7.908453]|1 Accuracy : 0.785299 0 1 146990 17090 33287 37271 Removed 1381 instances. 180277 Instances left. Acc of rule 0.003853-0.506879 Initialization: 5.853000 Memcpy Classifiers: 0.542000 Memcpy Instances: 7.164000 Kernel 1: 0.023000 Kernel 2: 90.054001 Copyback: 0.018000 Sum: 0.042000 Initial population average accuracy1:0.005209 accuracy2:0.176326 Initialization: 5.810000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.147000 Kernel 1: 0.022000 Kernel 2: 95.228996 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.003882 0.437500 fi:0.662053. Ave ac:0.009166,0.012249 Initialization: 5.540000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.255000 Kernel 1: 0.022000 Kernel 2: 94.681999 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.002773 0.526316 fi:0.660954. Ave ac:0.010255,0.012343 Initialization: 6.663000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.415000 Kernel 1: 0.022000 Kernel 2: 93.903999 Copyback: 0.016000 Sum: 0.032000 It 2,Best ac:0.004161 0.454545 fi:0.644852. Ave ac:0.009037,0.010477 Initialization: 5.505000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.526000 Kernel 1: 0.022000 Kernel 2: 91.467003 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.002497 0.750000 fi:0.518543. Ave ac:0.009100,0.009557 Initialization: 5.543000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.050000 Kernel 1: 0.022000 Kernel 2: 92.898003 Copyback: 0.018000 Sum: 0.027000 It 4,Best ac:0.007488 0.540000 fi:0.557568. Ave ac:0.009822,0.010971 Initialization: 5.800000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.145000 Kernel 1: 0.022000 Kernel 2: 89.521004 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.003329 0.545455 fi:0.554401. Ave ac:0.009440,0.010057 Initialization: 5.816000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.178000 Kernel 1: 0.022000 Kernel 2: 89.469002 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.003050 0.647059 fi:0.458938. Ave ac:0.008915,0.010119 Initialization: 6.406000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.158000 Kernel 1: 0.022000 Kernel 2: 87.024002 Copyback: 0.017000 Sum: 0.038000 It 7,Best ac:0.004993 0.666667 fi:0.432276. Ave ac:0.008921,0.009773 Initialization: 5.979000 Memcpy Classifiers: 0.423000 Memcpy Instances: 9.610000 Kernel 1: 0.023000 Kernel 2: 85.906998 Copyback: 0.018000 Sum: 0.034000 It 8,Best ac:0.002774 0.714286 fi:0.471762. Ave ac:0.008636,0.008882 Initialization: 5.981000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.649000 Kernel 1: 0.021000 Kernel 2: 85.958000 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.003883 0.636364 fi:0.463190. Ave ac:0.009328,0.010672 Iteration 10:MDL fitness activated Error 0.463190 TL 0.031514 MDL Theory Length Weight: 4.8993669063 (3) Initialization: 5.583000 Memcpy Classifiers: 0.561000 Memcpy Instances: 7.188000 Kernel 1: 0.022000 Kernel 2: 86.638000 Copyback: 0.018000 Sum: 0.031000 It 10,Best ac:0.003329 0.571429 fi:0.636201. Ave ac:0.009130,0.009802 Initialization: 5.572000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.200000 Kernel 1: 0.023000 Kernel 2: 84.592003 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.001941 1.000000 fi:0.546461. Ave ac:0.010844,0.010979 Initialization: 5.834000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.642000 Kernel 1: 0.022000 Kernel 2: 84.077003 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004437 0.695652 fi:0.509308. Ave ac:0.010843,0.013498 Initialization: 5.530000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.210000 Kernel 1: 0.021000 Kernel 2: 81.984001 Copyback: 0.016000 Sum: 0.035000 It 13,Best ac:0.003050 0.733333 fi:0.562006. Ave ac:0.010963,0.011929 Initialization: 5.789000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.604000 Kernel 1: 0.022000 Kernel 2: 82.551003 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.003051 0.687500 fi:0.544419. Ave ac:0.013360,0.014491 Initialization: 6.048000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.246000 Kernel 1: 0.022000 Kernel 2: 79.112000 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.003883 0.608696 fi:0.598628. Ave ac:0.011434,0.013360 Initialization: 5.809000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.142000 Kernel 1: 0.022000 Kernel 2: 77.336998 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.005270 0.678571 fi:0.539585. Ave ac:0.014447,0.016589 Initialization: 5.527000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.212000 Kernel 1: 0.022000 Kernel 2: 78.012001 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.005270 0.593750 fi:0.620353. Ave ac:0.013553,0.014651 Initialization: 5.797000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.245000 Kernel 1: 0.023000 Kernel 2: 79.009003 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.003050 0.733333 fi:0.476499. Ave ac:0.014328,0.015268 Initialization: 5.528000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.196000 Kernel 1: 0.023000 Kernel 2: 80.504997 Copyback: 0.017000 Sum: 0.026000 It 19,Best ac:0.005824 0.636364 fi:0.539111. Ave ac:0.013234,0.016400 Initialization: 5.749000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.230000 Kernel 1: 0.022000 Kernel 2: 78.926003 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.003329 0.750000 fi:0.489544. Ave ac:0.015045,0.015022 Initialization: 5.991000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.126000 Kernel 1: 0.022000 Kernel 2: 77.476997 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.005548 0.606061 fi:0.605730. Ave ac:0.011926,0.014928 Initialization: 5.608000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.856000 Kernel 1: 0.022000 Kernel 2: 77.231003 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.003605 0.722222 fi:0.460207. Ave ac:0.013172,0.012895 Initialization: 6.447000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.509000 Kernel 1: 0.021000 Kernel 2: 78.970001 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.005546 0.714286 fi:0.498961. Ave ac:0.011518,0.012409 Initialization: 5.700000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.219000 Kernel 1: 0.022000 Kernel 2: 76.021004 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.002496 0.900000 fi:0.448613. Ave ac:0.012545,0.012018 Initialization: 5.853000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.153000 Kernel 1: 0.023000 Kernel 2: 74.334999 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.003605 0.684211 fi:0.497296. Ave ac:0.011703,0.011881 Initialization: 5.571000 Memcpy Classifiers: 0.289000 Memcpy Instances: 7.709000 Kernel 1: 0.021000 Kernel 2: 75.327003 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.005270 0.863636 fi:0.345061. Ave ac:0.012769,0.012550 Initialization: 5.583000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.506000 Kernel 1: 0.021000 Kernel 2: 74.507004 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.002774 0.769231 fi:0.533076. Ave ac:0.008626,0.009325 Initialization: 6.116000 Memcpy Classifiers: 0.324000 Memcpy Instances: 7.267000 Kernel 1: 0.022000 Kernel 2: 74.202003 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.006935 0.694444 fi:0.494946. Ave ac:0.010833,0.009856 Initialization: 5.672000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.143000 Kernel 1: 0.023000 Kernel 2: 73.720001 Copyback: 0.371000 Sum: 0.028000 It 29,Best ac:0.005272 0.730769 fi:0.465097. Ave ac:0.009776,0.010340 Initialization: 5.595000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.707000 Kernel 1: 0.023000 Kernel 2: 72.139000 Copyback: 0.018000 Sum: 0.026000 It 30,Best ac:0.004714 0.708333 fi:0.483526. Ave ac:0.008529,0.007639 Initialization: 5.549000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.546000 Kernel 1: 0.022000 Kernel 2: 71.443001 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.003050 0.687500 fi:0.526032. Ave ac:0.008123,0.010241 Initialization: 5.533000 Memcpy Classifiers: 0.519000 Memcpy Instances: 7.388000 Kernel 1: 0.022000 Kernel 2: 72.222000 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.006933 0.694444 fi:0.493608. Ave ac:0.010513,0.010233 Initialization: 5.596000 Memcpy Classifiers: 0.356000 Memcpy Instances: 7.152000 Kernel 1: 0.023000 Kernel 2: 72.031998 Copyback: 0.016000 Sum: 0.025000 It 33,Best ac:0.006380 0.920000 fi:0.267507. Ave ac:0.009707,0.009450 Initialization: 30.663000 Memcpy Instances: 359.901001 Memcpy Classifiers: 0.073000 Kernel 1: 0.023000 Kernel 2: 622.166992 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.071000 Kernel 1: 0.015000 Kernel 2: 633.955994 Copyback: 0.020000 Sum: 0.008000 Memcpy Classifiers: 0.074000 Kernel 1: 0.019000 Kernel 2: 611.385986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.016000 Kernel 2: 627.460022 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.073000 Kernel 1: 0.017000 Kernel 2: 620.442017 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 614.981018 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.072000 Kernel 1: 0.016000 Kernel 2: 606.820007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 620.982971 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.042000 Kernel 1: 0.014000 Kernel 2: 118.689003 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.003611 0.536686 fi:0.670551. Ave ac:0.007270,0.019916 Best acc 0.003611 0.536686 Initialization: 6.176000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.254000 Kernel 1: 0.024000 Kernel 2: 91.380997 Copyback: 0.018000 Sum: 0.044000 Initial population average accuracy1:0.005136 accuracy2:0.176945 Initialization: 5.564000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.861000 Kernel 1: 0.022000 Kernel 2: 95.321999 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.008597 0.430556 fi:0.666402. Ave ac:0.008568,0.011149 Initialization: 5.570000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.018000 Kernel 1: 0.023000 Kernel 2: 95.150002 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.005269 0.463415 fi:0.635375. Ave ac:0.009876,0.011857 Initialization: 6.462000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.968000 Kernel 1: 0.022000 Kernel 2: 93.082001 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.003607 0.722222 fi:0.377481. Ave ac:0.010598,0.012179 Initialization: 5.999000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.176000 Kernel 1: 0.022000 Kernel 2: 93.500000 Copyback: 0.018000 Sum: 0.028000 It 3,Best ac:0.003882 0.608696 fi:0.490858. Ave ac:0.009280,0.010468 Initialization: 5.558000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.652000 Kernel 1: 0.022000 Kernel 2: 93.690002 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.003328 0.545455 fi:0.554404. Ave ac:0.009844,0.011691 Initialization: 6.472000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.531000 Kernel 1: 0.021000 Kernel 2: 92.593002 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.003328 0.521739 fi:0.578119. Ave ac:0.009281,0.009929 Initialization: 5.521000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.563000 Kernel 1: 0.022000 Kernel 2: 91.834999 Copyback: 0.019000 Sum: 0.034000 It 6,Best ac:0.003606 0.650000 fi:0.449703. Ave ac:0.010102,0.010246 Initialization: 5.546000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.376000 Kernel 1: 0.022000 Kernel 2: 91.569000 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.003050 0.687500 fi:0.418497. Ave ac:0.008130,0.008050 Initialization: 5.991000 Memcpy Classifiers: 0.472000 Memcpy Instances: 8.758000 Kernel 1: 0.023000 Kernel 2: 92.779999 Copyback: 0.018000 Sum: 0.033000 It 8,Best ac:0.003605 0.650000 fi:0.449706. Ave ac:0.008782,0.008447 Initialization: 5.598000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.416000 Kernel 1: 0.022000 Kernel 2: 91.363998 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.004716 0.653846 fi:0.445245. Ave ac:0.008462,0.008741 Iteration 10:MDL fitness activated Error 0.445245 TL 0.036567 MDL Theory Length Weight: 4.0586689609 (8) Initialization: 6.065000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.328000 Kernel 1: 0.022000 Kernel 2: 93.080002 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.003328 0.631579 fi:0.613850. Ave ac:0.008047,0.008377 Initialization: 5.532000 Memcpy Classifiers: 0.460000 Memcpy Instances: 7.414000 Kernel 1: 0.022000 Kernel 2: 91.008003 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.004714 0.739130 fi:0.521293. Ave ac:0.009803,0.010100 Initialization: 5.523000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.196000 Kernel 1: 0.023000 Kernel 2: 86.875999 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.004716 0.708333 fi:0.525085. Ave ac:0.011135,0.011202 Initialization: 5.858000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.172000 Kernel 1: 0.021000 Kernel 2: 86.370003 Copyback: 0.018000 Sum: 0.035000 It 13,Best ac:0.006656 0.685714 fi:0.553087. Ave ac:0.012146,0.013458 Initialization: 7.503000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.417000 Kernel 1: 0.023000 Kernel 2: 86.295998 Copyback: 0.018000 Sum: 0.035000 It 14,Best ac:0.006378 0.718750 fi:0.478233. Ave ac:0.011037,0.011187 Initialization: 6.502000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.494000 Kernel 1: 0.022000 Kernel 2: 84.800003 Copyback: 0.018000 Sum: 0.035000 It 15,Best ac:0.003605 0.764706 fi:0.474146. Ave ac:0.011651,0.011572 Initialization: 5.970000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.225000 Kernel 1: 0.023000 Kernel 2: 84.400002 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.003328 0.631579 fi:0.575514. Ave ac:0.010297,0.011629 Initialization: 5.680000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.151000 Kernel 1: 0.020000 Kernel 2: 80.130997 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.003050 0.687500 fi:0.536663. Ave ac:0.009864,0.013505 Initialization: 5.514000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.229000 Kernel 1: 0.022000 Kernel 2: 81.191002 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.005824 0.750000 fi:0.466650. Ave ac:0.013815,0.014593 Initialization: 6.115000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.157000 Kernel 1: 0.022000 Kernel 2: 79.622002 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.003050 0.687500 fi:0.504884. Ave ac:0.010376,0.010939 Initialization: 5.927000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.328000 Kernel 1: 0.021000 Kernel 2: 77.403000 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.004994 0.692308 fi:0.522383. Ave ac:0.011112,0.012687 Initialization: 5.488000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.569000 Kernel 1: 0.021000 Kernel 2: 75.112000 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.007212 0.684211 fi:0.507932. Ave ac:0.011604,0.014050 Initialization: 5.520000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.479000 Kernel 1: 0.021000 Kernel 2: 75.813004 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.005546 0.740741 fi:0.445028. Ave ac:0.009455,0.013037 Initialization: 5.493000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.544000 Kernel 1: 0.022000 Kernel 2: 71.674004 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.004438 0.842105 fi:0.350238. Ave ac:0.010419,0.010006 Initialization: 5.586000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.214000 Kernel 1: 0.021000 Kernel 2: 73.294998 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.004993 0.750000 fi:0.460104. Ave ac:0.009003,0.010030 Initialization: 5.693000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.657000 Kernel 1: 0.022000 Kernel 2: 71.838997 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.003328 0.705882 fi:0.456433. Ave ac:0.009268,0.009513 Initialization: 5.558000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.801000 Kernel 1: 0.022000 Kernel 2: 72.559998 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.004161 0.681818 fi:0.488970. Ave ac:0.013924,0.013180 Initialization: 5.747000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.159000 Kernel 1: 0.022000 Kernel 2: 69.732002 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.004160 0.681818 fi:0.509464. Ave ac:0.011329,0.011645 Initialization: 6.030000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.230000 Kernel 1: 0.023000 Kernel 2: 69.060997 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.003605 0.812500 fi:0.356007. Ave ac:0.010193,0.011347 Initialization: 6.111000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.179000 Kernel 1: 0.023000 Kernel 2: 68.630997 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.005548 0.769231 fi:0.419415. Ave ac:0.008052,0.007954 Initialization: 6.078000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.391000 Kernel 1: 0.022000 Kernel 2: 70.836998 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.004716 0.607143 fi:0.547654. Ave ac:0.007587,0.009010 Initialization: 5.548000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.162000 Kernel 1: 0.022000 Kernel 2: 70.332001 Copyback: 0.018000 Sum: 0.031000 It 31,Best ac:0.002773 0.714286 fi:0.544375. Ave ac:0.008672,0.009474 Initialization: 5.696000 Memcpy Classifiers: 0.346000 Memcpy Instances: 7.140000 Kernel 1: 0.024000 Kernel 2: 68.028000 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.003050 0.785714 fi:0.399172. Ave ac:0.011928,0.011600 MDL Theory Length Weight: 3.6528020648 (10) Initialization: 5.544000 Memcpy Classifiers: 0.345000 Memcpy Instances: 7.184000 Kernel 1: 0.023000 Kernel 2: 66.387001 Copyback: 0.018000 Sum: 0.028000 It 33,Best ac:0.004993 0.750000 fi:0.429950. Ave ac:0.009585,0.010785 Initialization: 30.746000 Memcpy Instances: 362.140991 Memcpy Classifiers: 0.078000 Kernel 1: 0.023000 Kernel 2: 583.918030 Copyback: 0.019000 Sum: 0.014000 Memcpy Classifiers: 0.078000 Kernel 1: 0.017000 Kernel 2: 581.255981 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.015000 Kernel 2: 579.926025 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.077000 Kernel 1: 0.017000 Kernel 2: 586.111023 Copyback: 0.365000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 579.171021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 573.382996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 580.984009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 592.315002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.042000 Kernel 1: 0.014000 Kernel 2: 116.087997 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.003317 0.526408 fi:0.654468. Ave ac:0.010229,0.028105 Best acc 0.003317 0.526408 Rule:Att PSSM_-4_2 is [<-1.564970]|Att PSSM_-4_16 is [-5.527328,5.470323]|Att PSSM_-1_12 is [-4.270988,7.617121]|Att PSSM_0_1 is [-0.334989,5.264944]|Att PSSM_0_4 is [-7.965089,-2.034911]|Att PSSM_0_12 is [<-1.496789]|Att PSSM_1_10 is [-3.255375,7.719942]|Att PSSM_4_12 is [<-1.598450]|Att PSSM_4_15 is [<5.612768]|1 Accuracy : 0.785678 0 1 146428 17652 32636 37922 Removed 1213 instances. 179064 Instances left. Acc of rule 0.003611-0.536686 Initialization: 5.894000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.411000 Kernel 1: 0.025000 Kernel 2: 88.637001 Copyback: 0.021000 Sum: 0.048000 Initial population average accuracy1:0.004820 accuracy2:0.179069 Initialization: 5.779000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.177000 Kernel 1: 0.132000 Kernel 2: 92.371002 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.004189 0.405405 fi:0.693950. Ave ac:0.008623,0.010817 Initialization: 5.940000 Memcpy Classifiers: 0.472000 Memcpy Instances: 7.563000 Kernel 1: 0.021000 Kernel 2: 95.574997 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.003071 0.458333 fi:0.641644. Ave ac:0.011349,0.014563 Initialization: 5.780000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.374000 Kernel 1: 0.023000 Kernel 2: 96.070999 Copyback: 0.019000 Sum: 0.033000 It 2,Best ac:0.011725 0.471910 fi:0.623240. Ave ac:0.011287,0.014375 Initialization: 5.830000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.234000 Kernel 1: 0.022000 Kernel 2: 98.848999 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.002513 0.642857 fi:0.611124. Ave ac:0.010564,0.012250 Initialization: 5.530000 Memcpy Classifiers: 0.567000 Memcpy Instances: 7.082000 Kernel 1: 0.024000 Kernel 2: 99.307999 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.003910 0.666667 fi:0.432844. Ave ac:0.009373,0.010578 Initialization: 5.762000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.102000 Kernel 1: 0.022000 Kernel 2: 101.734001 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.004749 0.515152 fi:0.583888. Ave ac:0.009274,0.010261 Initialization: 5.762000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.150000 Kernel 1: 0.022000 Kernel 2: 109.796997 Copyback: 0.017000 Sum: 0.039000 It 6,Best ac:0.003908 0.666667 fi:0.432844. Ave ac:0.008867,0.007937 Initialization: 5.660000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.147000 Kernel 1: 0.023000 Kernel 2: 105.827003 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003911 0.560000 fi:0.539507. Ave ac:0.007721,0.008083 Initialization: 5.517000 Memcpy Classifiers: 0.485000 Memcpy Instances: 7.100000 Kernel 1: 0.333000 Kernel 2: 106.240997 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003630 0.684211 fi:0.415453. Ave ac:0.008257,0.008902 Initialization: 5.466000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.264000 Kernel 1: 0.021000 Kernel 2: 109.084000 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.005027 0.500000 fi:0.598888. Ave ac:0.007670,0.008393 Iteration 10:MDL fitness activated Error 0.598888 TL 0.031267 MDL Theory Length Weight: 6.3846658504 (2) Initialization: 7.212000 Memcpy Classifiers: 0.454000 Memcpy Instances: 7.108000 Kernel 1: 0.022000 Kernel 2: 107.068001 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.006421 0.605263 fi:0.683874. Ave ac:0.009022,0.009210 Initialization: 5.854000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.501000 Kernel 1: 0.021000 Kernel 2: 100.123001 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.003908 0.583333 fi:0.653726. Ave ac:0.010174,0.010801 Initialization: 5.919000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.442000 Kernel 1: 0.022000 Kernel 2: 91.569000 Copyback: 0.017000 Sum: 0.042000 It 12,Best ac:0.002793 0.909091 fi:0.435248. Ave ac:0.011951,0.012391 Initialization: 5.904000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.093000 Kernel 1: 0.023000 Kernel 2: 92.964996 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.003071 0.916667 fi:0.324433. Ave ac:0.013623,0.015134 Initialization: 5.563000 Memcpy Classifiers: 0.825000 Memcpy Instances: 7.121000 Kernel 1: 0.021000 Kernel 2: 96.122002 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.003071 0.733333 fi:0.504967. Ave ac:0.011119,0.012120 Initialization: 5.937000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.407000 Kernel 1: 0.022000 Kernel 2: 88.577003 Copyback: 0.018000 Sum: 0.035000 It 15,Best ac:0.003630 0.590909 fi:0.606500. Ave ac:0.010698,0.014542 Initialization: 5.630000 Memcpy Classifiers: 0.308000 Memcpy Instances: 7.096000 Kernel 1: 0.023000 Kernel 2: 87.088997 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.010329 0.578125 fi:0.640503. Ave ac:0.013958,0.015083 Initialization: 5.692000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.163000 Kernel 1: 0.022000 Kernel 2: 81.791000 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.003073 0.647059 fi:0.567690. Ave ac:0.012261,0.015552 Initialization: 5.518000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.303000 Kernel 1: 0.022000 Kernel 2: 76.653000 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.003908 0.736842 fi:0.452834. Ave ac:0.010604,0.013886 Initialization: 5.421000 Memcpy Classifiers: 0.388000 Memcpy Instances: 7.259000 Kernel 1: 0.022000 Kernel 2: 76.827003 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.003908 0.583333 fi:0.616776. Ave ac:0.011288,0.014768 Initialization: 5.733000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.190000 Kernel 1: 0.022000 Kernel 2: 71.761002 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.003910 0.736842 fi:0.452834. Ave ac:0.011238,0.013011 Initialization: 5.761000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.579000 Kernel 1: 0.022000 Kernel 2: 72.968002 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.003629 0.866667 fi:0.347774. Ave ac:0.008353,0.010963 Initialization: 5.547000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.351000 Kernel 1: 0.023000 Kernel 2: 74.148003 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.005027 0.782609 fi:0.501656. Ave ac:0.008753,0.011663 MDL Theory Length Weight: 5.7461992654 (10) Initialization: 5.716000 Memcpy Classifiers: 0.289000 Memcpy Instances: 7.083000 Kernel 1: 0.023000 Kernel 2: 72.809998 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.006425 0.621622 fi:0.565767. Ave ac:0.007103,0.009261 Initialization: 5.751000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.439000 Kernel 1: 0.022000 Kernel 2: 70.171997 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.003631 0.764706 fi:0.424615. Ave ac:0.010447,0.012032 Initialization: 6.418000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.116000 Kernel 1: 0.022000 Kernel 2: 69.787003 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.003911 0.666667 fi:0.507369. Ave ac:0.011111,0.013983 Initialization: 5.964000 Memcpy Classifiers: 0.249000 Memcpy Instances: 7.099000 Kernel 1: 0.022000 Kernel 2: 69.255997 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.003351 0.631579 fi:0.543190. Ave ac:0.013556,0.016631 Initialization: 5.531000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.329000 Kernel 1: 0.022000 Kernel 2: 68.918999 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003072 0.647059 fi:0.534068. Ave ac:0.011711,0.016366 Initialization: 5.928000 Memcpy Classifiers: 0.229000 Memcpy Instances: 7.144000 Kernel 1: 0.022000 Kernel 2: 66.781998 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.003072 0.550000 fi:0.625827. Ave ac:0.013498,0.016417 Initialization: 5.551000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.484000 Kernel 1: 0.022000 Kernel 2: 70.056000 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.003629 0.684211 fi:0.496605. Ave ac:0.011258,0.013246 Initialization: 5.484000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.482000 Kernel 1: 0.022000 Kernel 2: 69.723999 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.004467 0.727273 fi:0.465674. Ave ac:0.012002,0.018948 Initialization: 5.466000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.375000 Kernel 1: 0.022000 Kernel 2: 69.244003 Copyback: 0.020000 Sum: 0.024000 It 31,Best ac:0.002792 0.666667 fi:0.594082. Ave ac:0.007401,0.009263 Initialization: 5.523000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.960000 Kernel 1: 0.022000 Kernel 2: 69.720001 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.005304 0.703704 fi:0.469282. Ave ac:0.011585,0.015179 Initialization: 5.956000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.123000 Kernel 1: 0.022000 Kernel 2: 67.028000 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.003350 0.666667 fi:0.516857. Ave ac:0.008680,0.012468 MDL Theory Length Weight: 5.1715793388 (10) Initialization: 31.106001 Memcpy Instances: 360.824005 Memcpy Classifiers: 0.071000 Kernel 1: 0.023000 Kernel 2: 539.913025 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 546.942017 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 527.526978 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 527.771973 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.070000 Kernel 1: 0.017000 Kernel 2: 530.362000 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 533.995972 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 544.692017 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 428.787994 Copyback: 0.015000 Sum: 0.003000 It 34,Best ac:0.004015 0.465071 fi:0.701207. Ave ac:0.009691,0.028487 Best acc 0.004015 0.465071 Initialization: 5.406000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.566000 Kernel 1: 0.024000 Kernel 2: 89.837997 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.004427 accuracy2:0.183071 Initialization: 5.542000 Memcpy Classifiers: 0.858000 Memcpy Instances: 7.149000 Kernel 1: 0.023000 Kernel 2: 93.672997 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.002793 0.476190 fi:0.694900. Ave ac:0.007405,0.010126 Initialization: 5.493000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.406000 Kernel 1: 0.023000 Kernel 2: 95.561996 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.010612 0.475000 fi:0.620773. Ave ac:0.009822,0.012750 Initialization: 5.735000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.579000 Kernel 1: 0.022000 Kernel 2: 96.888000 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.003629 0.448276 fi:0.651391. Ave ac:0.011170,0.014005 Initialization: 5.763000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.100000 Kernel 1: 0.023000 Kernel 2: 92.516998 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.002513 0.642857 fi:0.611124. Ave ac:0.010762,0.013887 Initialization: 5.712000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.150000 Kernel 1: 0.023000 Kernel 2: 95.783997 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.007538 0.465517 fi:0.631969. Ave ac:0.009848,0.010299 Initialization: 5.817000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.085000 Kernel 1: 0.022000 Kernel 2: 88.676003 Copyback: 0.018000 Sum: 0.031000 It 5,Best ac:0.003910 0.666667 fi:0.432841. Ave ac:0.009424,0.010274 Initialization: 5.819000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.089000 Kernel 1: 0.022000 Kernel 2: 86.700996 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004746 0.548387 fi:0.550656. Ave ac:0.010331,0.011144 Initialization: 5.742000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.118000 Kernel 1: 0.023000 Kernel 2: 86.283997 Copyback: 0.020000 Sum: 0.031000 It 7,Best ac:0.004467 0.592593 fi:0.506607. Ave ac:0.010193,0.011839 Initialization: 6.670000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.299000 Kernel 1: 0.021000 Kernel 2: 81.319000 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.004747 0.607143 fi:0.491901. Ave ac:0.010882,0.011028 Initialization: 6.014000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.807000 Kernel 1: 0.023000 Kernel 2: 79.003998 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.002793 0.714286 fi:0.455533. Ave ac:0.007820,0.007228 Iteration 10:MDL fitness activated Error 0.455533 TL 0.026788 MDL Theory Length Weight: 5.6683503921 (5) Initialization: 5.705000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.207000 Kernel 1: 0.023000 Kernel 2: 81.198997 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.003630 0.684211 fi:0.531543. Ave ac:0.007481,0.007499 Initialization: 6.716000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.286000 Kernel 1: 0.022000 Kernel 2: 79.274002 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.005306 0.826087 fi:0.465516. Ave ac:0.010607,0.010556 Initialization: 5.572000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.101000 Kernel 1: 0.022000 Kernel 2: 75.324997 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.003072 0.687500 fi:0.549992. Ave ac:0.008622,0.008148 Initialization: 5.486000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.207000 Kernel 1: 0.021000 Kernel 2: 74.931999 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003350 0.666667 fi:0.557013. Ave ac:0.007741,0.007485 Initialization: 5.540000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.467000 Kernel 1: 0.022000 Kernel 2: 72.011002 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.004747 0.653846 fi:0.570214. Ave ac:0.010244,0.010890 Initialization: 5.723000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.714000 Kernel 1: 0.023000 Kernel 2: 70.532997 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.004749 0.772727 fi:0.487513. Ave ac:0.011538,0.014343 Initialization: 5.916000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.092000 Kernel 1: 0.022000 Kernel 2: 68.735001 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.003072 0.733333 fi:0.479124. Ave ac:0.009125,0.009241 Initialization: 5.946000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.123000 Kernel 1: 0.023000 Kernel 2: 70.625999 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.003072 0.578947 fi:0.598425. Ave ac:0.011555,0.013890 Initialization: 5.498000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.472000 Kernel 1: 0.021000 Kernel 2: 70.153999 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.002793 0.714286 fi:0.596974. Ave ac:0.015118,0.019624 Initialization: 6.804000 Memcpy Classifiers: 0.266000 Memcpy Instances: 7.144000 Kernel 1: 0.022000 Kernel 2: 69.181000 Copyback: 0.017000 Sum: 0.026000 It 19,Best ac:0.003072 0.733333 fi:0.483352. Ave ac:0.013426,0.013463 Initialization: 5.550000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.178000 Kernel 1: 0.022000 Kernel 2: 70.865997 Copyback: 0.017000 Sum: 0.026000 It 20,Best ac:0.008096 0.630435 fi:0.543027. Ave ac:0.012299,0.014156 MDL Theory Length Weight: 5.1015153529 (10) Initialization: 5.615000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.275000 Kernel 1: 0.022000 Kernel 2: 67.795998 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.003630 0.764706 fi:0.421460. Ave ac:0.011374,0.016276 Initialization: 5.836000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.246000 Kernel 1: 0.022000 Kernel 2: 72.033997 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.003071 0.611111 fi:0.558522. Ave ac:0.009626,0.012583 Initialization: 5.543000 Memcpy Classifiers: 0.305000 Memcpy Instances: 7.440000 Kernel 1: 0.022000 Kernel 2: 69.153000 Copyback: 0.020000 Sum: 0.024000 It 23,Best ac:0.003630 0.650000 fi:0.531047. Ave ac:0.012806,0.016030 Initialization: 5.737000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.241000 Kernel 1: 0.022000 Kernel 2: 67.513000 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.005306 0.678571 fi:0.478198. Ave ac:0.012935,0.014705 Initialization: 5.540000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.818000 Kernel 1: 0.021000 Kernel 2: 66.722000 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.004469 0.640000 fi:0.550007. Ave ac:0.011485,0.013272 Initialization: 5.756000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.135000 Kernel 1: 0.022000 Kernel 2: 66.247002 Copyback: 0.018000 Sum: 0.022000 It 26,Best ac:0.003910 0.736842 fi:0.476918. Ave ac:0.012255,0.014371 Initialization: 5.781000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.103000 Kernel 1: 0.022000 Kernel 2: 66.664001 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.006983 0.625000 fi:0.550537. Ave ac:0.011484,0.016889 Initialization: 5.724000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.552000 Kernel 1: 0.023000 Kernel 2: 64.971001 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.004749 0.566667 fi:0.586707. Ave ac:0.011792,0.014443 Initialization: 5.578000 Memcpy Classifiers: 0.270000 Memcpy Instances: 8.121000 Kernel 1: 0.023000 Kernel 2: 65.323997 Copyback: 0.018000 Sum: 0.022000 It 29,Best ac:0.003072 0.733333 fi:0.434818. Ave ac:0.010609,0.012860 Initialization: 5.552000 Memcpy Classifiers: 0.262000 Memcpy Instances: 7.098000 Kernel 1: 0.023000 Kernel 2: 68.079002 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.003071 0.846154 fi:0.382267. Ave ac:0.011983,0.014792 Initialization: 5.770000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.280000 Kernel 1: 0.023000 Kernel 2: 65.322998 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.003910 0.666667 fi:0.518514. Ave ac:0.009829,0.011076 Initialization: 5.855000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.136000 Kernel 1: 0.023000 Kernel 2: 67.742996 Copyback: 0.018000 Sum: 0.026000 It 32,Best ac:0.004188 0.833333 fi:0.349597. Ave ac:0.012653,0.016446 Initialization: 5.568000 Memcpy Classifiers: 0.248000 Memcpy Instances: 7.438000 Kernel 1: 0.023000 Kernel 2: 65.100998 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.003351 0.923077 fi:0.258439. Ave ac:0.009829,0.012540 Initialization: 32.242001 Memcpy Instances: 361.274994 Memcpy Classifiers: 0.066000 Kernel 1: 0.023000 Kernel 2: 543.729980 Copyback: 0.022000 Sum: 0.014000 Memcpy Classifiers: 0.061000 Kernel 1: 0.020000 Kernel 2: 551.883972 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 559.041016 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 555.164978 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 543.672974 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 543.633972 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 563.460999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 446.079010 Copyback: 0.018000 Sum: 0.004000 It 34,Best ac:0.004278 0.501637 fi:0.655704. Ave ac:0.010905,0.033876 Best acc 0.004278 0.501637 Rule:Att PSSM_-1_15 is [-6.946110,-0.565932]|Att PSSM_0_1 is [2.590624,6.347008]|Att PSSM_0_12 is [-6.916106,-2.412045]|Att PSSM_1_12 is [>-6.463863]|1 Accuracy : 0.785700 0 1 145667 18413 31870 38688 Removed 1527 instances. 177537 Instances left. Acc of rule 0.004278-0.501637 Initialization: 5.904000 Memcpy Classifiers: 0.613000 Memcpy Instances: 7.040000 Kernel 1: 0.023000 Kernel 2: 87.064003 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.004842 accuracy2:0.175475 Initialization: 5.948000 Memcpy Classifiers: 0.579000 Memcpy Instances: 7.130000 Kernel 1: 0.023000 Kernel 2: 89.955002 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.002534 0.562500 fi:0.673942. Ave ac:0.009276,0.012870 Initialization: 5.722000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.045000 Kernel 1: 0.023000 Kernel 2: 91.991997 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.005632 0.476190 fi:0.622308. Ave ac:0.011484,0.014607 Initialization: 5.473000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.381000 Kernel 1: 0.022000 Kernel 2: 90.790001 Copyback: 0.018000 Sum: 0.034000 It 2,Best ac:0.002253 0.727273 fi:0.592943. Ave ac:0.010149,0.014196 Initialization: 5.516000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.263000 Kernel 1: 0.022000 Kernel 2: 90.178001 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.005070 0.500000 fi:0.598817. Ave ac:0.008415,0.010405 Initialization: 5.478000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.524000 Kernel 1: 0.023000 Kernel 2: 91.422997 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.003379 0.631579 fi:0.468196. Ave ac:0.009705,0.011835 Initialization: 5.531000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.349000 Kernel 1: 0.022000 Kernel 2: 91.889000 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.006759 0.521739 fi:0.576126. Ave ac:0.009607,0.011671 Initialization: 5.467000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.311000 Kernel 1: 0.022000 Kernel 2: 89.509003 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.003380 0.705882 fi:0.393893. Ave ac:0.007896,0.009804 Initialization: 5.710000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.030000 Kernel 1: 0.023000 Kernel 2: 91.355003 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004225 0.681818 fi:0.417478. Ave ac:0.008576,0.010651 Initialization: 5.488000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.026000 Kernel 1: 0.022000 Kernel 2: 90.086998 Copyback: 0.018000 Sum: 0.028000 It 8,Best ac:0.003378 0.600000 fi:0.499778. Ave ac:0.007313,0.010035 Initialization: 5.488000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.869000 Kernel 1: 0.021000 Kernel 2: 90.307999 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003944 0.636364 fi:0.463092. Ave ac:0.007837,0.009739 Iteration 10:MDL fitness activated Error 0.463092 TL 0.038044 MDL Theory Length Weight: 4.0575500523 (4) Initialization: 5.899000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.029000 Kernel 1: 0.022000 Kernel 2: 87.992996 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.003099 0.647059 fi:0.555426. Ave ac:0.005965,0.007098 Initialization: 5.548000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.191000 Kernel 1: 0.021000 Kernel 2: 84.781998 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004225 0.555556 fi:0.652891. Ave ac:0.009755,0.011673 Initialization: 5.896000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.261000 Kernel 1: 0.022000 Kernel 2: 80.592003 Copyback: 0.016000 Sum: 0.033000 It 12,Best ac:0.003660 0.722222 fi:0.542844. Ave ac:0.011708,0.016131 Initialization: 5.490000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.381000 Kernel 1: 0.021000 Kernel 2: 78.526001 Copyback: 0.022000 Sum: 0.039000 It 13,Best ac:0.004224 0.535714 fi:0.665555. Ave ac:0.010250,0.012301 Initialization: 5.907000 Memcpy Classifiers: 0.346000 Memcpy Instances: 7.029000 Kernel 1: 0.021000 Kernel 2: 71.089996 Copyback: 0.018000 Sum: 0.037000 It 14,Best ac:0.003379 0.631579 fi:0.624872. Ave ac:0.011454,0.014116 Initialization: 5.463000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.091000 Kernel 1: 0.023000 Kernel 2: 70.905998 Copyback: 0.018000 Sum: 0.033000 It 15,Best ac:0.002816 0.714286 fi:0.548263. Ave ac:0.010967,0.013286 Initialization: 5.469000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.140000 Kernel 1: 0.022000 Kernel 2: 68.528000 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.003098 0.647059 fi:0.542454. Ave ac:0.013999,0.016699 Initialization: 5.478000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.378000 Kernel 1: 0.022000 Kernel 2: 66.855003 Copyback: 0.018000 Sum: 0.028000 It 17,Best ac:0.003097 0.647059 fi:0.541754. Ave ac:0.009487,0.010822 Initialization: 5.507000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.032000 Kernel 1: 0.023000 Kernel 2: 67.426003 Copyback: 0.018000 Sum: 0.023000 It 18,Best ac:0.003943 0.700000 fi:0.482399. Ave ac:0.014218,0.018223 Initialization: 5.728000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.072000 Kernel 1: 0.023000 Kernel 2: 65.081001 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.003097 0.733333 fi:0.468760. Ave ac:0.016270,0.019902 Initialization: 5.515000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.238000 Kernel 1: 0.022000 Kernel 2: 64.410004 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.007887 0.666667 fi:0.493972. Ave ac:0.012481,0.015580 Initialization: 5.467000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.266000 Kernel 1: 0.023000 Kernel 2: 65.675003 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.006477 0.741935 fi:0.431031. Ave ac:0.012224,0.013732 Initialization: 5.660000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.402000 Kernel 1: 0.023000 Kernel 2: 65.664001 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.003098 0.687500 fi:0.482009. Ave ac:0.011002,0.011244 Initialization: 5.476000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.018000 Kernel 1: 0.023000 Kernel 2: 65.142998 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.005069 0.720000 fi:0.461122. Ave ac:0.009778,0.012421 Initialization: 5.988000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.313000 Kernel 1: 0.022000 Kernel 2: 64.457001 Copyback: 0.017000 Sum: 0.020000 It 24,Best ac:0.003099 0.687500 fi:0.476395. Ave ac:0.010122,0.013565 Initialization: 5.414000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.082000 Kernel 1: 0.022000 Kernel 2: 63.865002 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.002815 0.769231 fi:0.477961. Ave ac:0.008787,0.011291 Initialization: 6.508000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.112000 Kernel 1: 0.023000 Kernel 2: 64.047997 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.003097 0.733333 fi:0.469228. Ave ac:0.009333,0.011639 Initialization: 5.499000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.254000 Kernel 1: 0.021000 Kernel 2: 67.180000 Copyback: 0.017000 Sum: 0.020000 It 27,Best ac:0.004224 0.750000 fi:0.435650. Ave ac:0.008318,0.008540 Initialization: 5.492000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.091000 Kernel 1: 0.021000 Kernel 2: 66.507004 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.002817 0.909091 fi:0.319394. Ave ac:0.006657,0.007892 Initialization: 5.391000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.091000 Kernel 1: 0.023000 Kernel 2: 67.785004 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.004789 0.680000 fi:0.488551. Ave ac:0.006691,0.007109 Initialization: 5.884000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.351000 Kernel 1: 0.022000 Kernel 2: 66.622002 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.003380 0.571429 fi:0.609375. Ave ac:0.005944,0.006419 Initialization: 6.698000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.035000 Kernel 1: 0.022000 Kernel 2: 66.830002 Copyback: 0.018000 Sum: 0.030000 It 31,Best ac:0.003098 0.550000 fi:0.632357. Ave ac:0.006772,0.010025 Initialization: 5.854000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.341000 Kernel 1: 0.021000 Kernel 2: 65.538002 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.004787 0.708333 fi:0.479373. Ave ac:0.008282,0.007162 Initialization: 5.507000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.346000 Kernel 1: 0.021000 Kernel 2: 66.627998 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.003379 0.631579 fi:0.550983. Ave ac:0.006326,0.005192 Initialization: 31.663000 Memcpy Instances: 375.826996 Memcpy Classifiers: 0.065000 Kernel 1: 0.022000 Kernel 2: 579.046021 Copyback: 0.017000 Sum: 0.015000 Memcpy Classifiers: 0.058000 Kernel 1: 0.016000 Kernel 2: 582.288025 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 570.437988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 563.979004 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 576.392029 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 580.169006 Copyback: 0.022000 Sum: 0.009000 Memcpy Classifiers: 0.065000 Kernel 1: 0.021000 Kernel 2: 575.320007 Copyback: 0.019000 Sum: 0.007000 Memcpy Classifiers: 0.073000 Kernel 1: 0.018000 Kernel 2: 421.755005 Copyback: 0.022000 Sum: 0.006000 It 34,Best ac:0.002929 0.502415 fi:0.695448. Ave ac:0.005942,0.015914 Best acc 0.002929 0.502415 Initialization: 5.701000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.037000 Kernel 1: 0.024000 Kernel 2: 88.106003 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.004727 accuracy2:0.180745 Initialization: 5.913000 Memcpy Classifiers: 0.489000 Memcpy Instances: 7.059000 Kernel 1: 0.021000 Kernel 2: 94.985001 Copyback: 0.018000 Sum: 0.031000 It 0,Best ac:0.003661 0.565217 fi:0.534401. Ave ac:0.008871,0.011319 Initialization: 5.953000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.084000 Kernel 1: 0.022000 Kernel 2: 95.320999 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.003380 0.400000 fi:0.699775. Ave ac:0.010403,0.013294 Initialization: 5.439000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.796000 Kernel 1: 0.022000 Kernel 2: 96.850998 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.007885 0.509091 fi:0.588137. Ave ac:0.010507,0.012242 Initialization: 5.541000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.276000 Kernel 1: 0.022000 Kernel 2: 95.970001 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003098 0.550000 fi:0.549935. Ave ac:0.009370,0.008989 Initialization: 5.650000 Memcpy Classifiers: 0.719000 Memcpy Instances: 7.220000 Kernel 1: 0.022000 Kernel 2: 94.696999 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.003662 0.565217 fi:0.534398. Ave ac:0.008757,0.008406 Initialization: 5.688000 Memcpy Classifiers: 0.494000 Memcpy Instances: 7.231000 Kernel 1: 0.022000 Kernel 2: 93.570000 Copyback: 0.024000 Sum: 0.038000 It 5,Best ac:0.003097 0.785714 fi:0.314223. Ave ac:0.009312,0.008662 Initialization: 5.851000 Memcpy Classifiers: 0.515000 Memcpy Instances: 7.248000 Kernel 1: 0.022000 Kernel 2: 95.282997 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.004505 0.666667 fi:0.432474. Ave ac:0.008333,0.008351 Initialization: 5.714000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.883000 Kernel 1: 0.041000 Kernel 2: 94.723999 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003943 0.636364 fi:0.463096. Ave ac:0.007183,0.006594 Initialization: 5.723000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.096000 Kernel 1: 0.022000 Kernel 2: 90.885002 Copyback: 0.370000 Sum: 0.035000 It 8,Best ac:0.003380 0.600000 fi:0.499775. Ave ac:0.006674,0.007669 Initialization: 5.427000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.245000 Kernel 1: 0.022000 Kernel 2: 87.772003 Copyback: 0.018000 Sum: 0.034000 It 9,Best ac:0.004507 0.592593 fi:0.506544. Ave ac:0.007802,0.007552 Iteration 10:MDL fitness activated Error 0.506544 TL 0.032311 MDL Theory Length Weight: 5.2256571183 (5) Initialization: 5.873000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.120000 Kernel 1: 0.022000 Kernel 2: 89.839996 Copyback: 0.018000 Sum: 0.029000 It 10,Best ac:0.003662 0.684211 fi:0.616854. Ave ac:0.008726,0.008507 Initialization: 5.509000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.334000 Kernel 1: 0.022000 Kernel 2: 86.272003 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004507 0.666667 fi:0.553431. Ave ac:0.009396,0.010024 Initialization: 5.461000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.302000 Kernel 1: 0.022000 Kernel 2: 82.244003 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.005912 0.583333 fi:0.648444. Ave ac:0.010595,0.011540 Initialization: 5.481000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.041000 Kernel 1: 0.023000 Kernel 2: 82.681000 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.002254 1.000000 fi:0.529179. Ave ac:0.012579,0.013153 Initialization: 5.508000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.392000 Kernel 1: 0.021000 Kernel 2: 80.077003 Copyback: 0.018000 Sum: 0.033000 It 14,Best ac:0.002534 0.818182 fi:0.540514. Ave ac:0.014224,0.015755 Initialization: 5.610000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.043000 Kernel 1: 0.023000 Kernel 2: 78.396004 Copyback: 0.018000 Sum: 0.034000 It 15,Best ac:0.004507 0.666667 fi:0.527746. Ave ac:0.014669,0.015416 Initialization: 6.121000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.063000 Kernel 1: 0.022000 Kernel 2: 77.030998 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.005915 0.913043 fi:0.296890. Ave ac:0.014395,0.015711 Initialization: 5.455000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.096000 Kernel 1: 0.022000 Kernel 2: 77.363998 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.002817 0.714286 fi:0.531502. Ave ac:0.012328,0.016502 Initialization: 5.889000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.076000 Kernel 1: 0.021000 Kernel 2: 75.380997 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.003099 0.523810 fi:0.638667. Ave ac:0.009959,0.013274 Initialization: 6.446000 Memcpy Classifiers: 0.324000 Memcpy Instances: 7.094000 Kernel 1: 0.021000 Kernel 2: 74.193001 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.004224 0.714286 fi:0.526599. Ave ac:0.016048,0.020404 Initialization: 5.450000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.335000 Kernel 1: 0.023000 Kernel 2: 73.623001 Copyback: 0.017000 Sum: 0.026000 It 20,Best ac:0.003662 0.684211 fi:0.521788. Ave ac:0.015245,0.018620 Initialization: 5.463000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.327000 Kernel 1: 0.022000 Kernel 2: 72.741997 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.003380 0.631579 fi:0.532248. Ave ac:0.010039,0.012847 Initialization: 5.763000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.117000 Kernel 1: 0.022000 Kernel 2: 69.501999 Copyback: 0.017000 Sum: 0.021000 It 22,Best ac:0.005914 0.677419 fi:0.510782. Ave ac:0.013895,0.016188 Initialization: 5.714000 Memcpy Classifiers: 0.347000 Memcpy Instances: 7.170000 Kernel 1: 0.022000 Kernel 2: 69.765999 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.006195 0.666667 fi:0.518780. Ave ac:0.012228,0.014782 Initialization: 5.456000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.354000 Kernel 1: 0.022000 Kernel 2: 70.195999 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.003661 0.650000 fi:0.551099. Ave ac:0.011028,0.017198 Initialization: 5.538000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.069000 Kernel 1: 0.023000 Kernel 2: 69.633003 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.004225 0.714286 fi:0.501866. Ave ac:0.009710,0.014922 MDL Theory Length Weight: 4.7030914065 (10) Initialization: 5.474000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.212000 Kernel 1: 0.022000 Kernel 2: 70.455002 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.003099 0.611111 fi:0.553537. Ave ac:0.010727,0.012892 Initialization: 5.635000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.105000 Kernel 1: 0.023000 Kernel 2: 66.961998 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.003941 0.823529 fi:0.357693. Ave ac:0.011364,0.012738 Initialization: 5.520000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.207000 Kernel 1: 0.022000 Kernel 2: 68.787003 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.001972 1.000000 fi:0.497759. Ave ac:0.012247,0.015091 Initialization: 5.442000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.662000 Kernel 1: 0.021000 Kernel 2: 67.038002 Copyback: 0.028000 Sum: 0.024000 It 29,Best ac:0.003098 0.647059 fi:0.544361. Ave ac:0.013107,0.018414 Initialization: 5.490000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.029000 Kernel 1: 0.022000 Kernel 2: 68.541000 Copyback: 0.018000 Sum: 0.024000 It 30,Best ac:0.003099 0.785714 fi:0.379004. Ave ac:0.010199,0.015849 Initialization: 5.406000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.289000 Kernel 1: 0.022000 Kernel 2: 67.355003 Copyback: 0.018000 Sum: 0.024000 It 31,Best ac:0.003099 0.916667 fi:0.264258. Ave ac:0.010519,0.015300 Initialization: 5.527000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.444000 Kernel 1: 0.022000 Kernel 2: 66.719002 Copyback: 0.018000 Sum: 0.024000 It 32,Best ac:0.002252 0.800000 fi:0.585132. Ave ac:0.009333,0.016998 Initialization: 5.859000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.058000 Kernel 1: 0.023000 Kernel 2: 65.902000 Copyback: 0.018000 Sum: 0.026000 It 33,Best ac:0.003097 0.611111 fi:0.554137. Ave ac:0.012685,0.021660 Initialization: 31.865000 Memcpy Instances: 356.076996 Memcpy Classifiers: 0.061000 Kernel 1: 0.023000 Kernel 2: 570.783020 Copyback: 0.017000 Sum: 0.014000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 567.401001 Copyback: 0.017000 Sum: 0.005000 Memcpy Classifiers: 0.061000 Kernel 1: 0.017000 Kernel 2: 562.104004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 562.775024 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 564.557983 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 563.052002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 563.309021 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 416.868988 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.043281 0.424296 fi:0.696305. Ave ac:0.013939,0.041465 Best acc 0.043281 0.424296 Rule:Att PSSM_-1_11 is [-2.517404,2.517404]|Att PSSM_0_12 is [<-2.995277]|Att PSSM_0_13 is [-1.190526,5.993001]|Att PSSM_1_4 is [-6.278681,-0.971259]|Att PSSM_3_12 is [<-2.306063]|Att PSSM_3_19 is [-5.383867,7.769369]|Att PSSM_4_4 is [>-7.382038]|1 Accuracy : 0.785721 0 1 145152 18928 31350 39208 Removed 1035 instances. 176502 Instances left. Acc of rule 0.002929-0.502415 Initialization: 5.940000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.460000 Kernel 1: 0.022000 Kernel 2: 88.912003 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.005131 accuracy2:0.178828 Initialization: 5.735000 Memcpy Classifiers: 0.489000 Memcpy Instances: 7.020000 Kernel 1: 0.021000 Kernel 2: 95.816002 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.003682 0.419355 fi:0.680228. Ave ac:0.009506,0.014227 Initialization: 5.659000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.067000 Kernel 1: 0.022000 Kernel 2: 96.719002 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.003683 0.433333 fi:0.666249. Ave ac:0.010808,0.013110 Initialization: 6.233000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.054000 Kernel 1: 0.022000 Kernel 2: 91.796997 Copyback: 0.016000 Sum: 0.030000 It 2,Best ac:0.003116 0.478261 fi:0.621646. Ave ac:0.010505,0.012755 Initialization: 5.501000 Memcpy Classifiers: 0.433000 Memcpy Instances: 6.983000 Kernel 1: 0.023000 Kernel 2: 90.974998 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.004533 0.551724 fi:0.547372. Ave ac:0.009345,0.011765 Initialization: 5.396000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.175000 Kernel 1: 0.023000 Kernel 2: 88.022003 Copyback: 0.016000 Sum: 0.029000 It 4,Best ac:0.005382 0.452381 fi:0.646228. Ave ac:0.008314,0.011081 Initialization: 5.705000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.025000 Kernel 1: 0.023000 Kernel 2: 87.036003 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.002266 0.800000 fi:0.509374. Ave ac:0.008991,0.011417 Initialization: 7.146000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.377000 Kernel 1: 0.021000 Kernel 2: 86.337997 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.002833 0.588235 fi:0.548482. Ave ac:0.009022,0.009021 Initialization: 5.638000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.061000 Kernel 1: 0.023000 Kernel 2: 88.372002 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.003116 0.550000 fi:0.549907. Ave ac:0.009071,0.010894 Initialization: 5.427000 Memcpy Classifiers: 0.466000 Memcpy Instances: 8.506000 Kernel 1: 0.021000 Kernel 2: 87.021004 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.003683 0.619048 fi:0.480535. Ave ac:0.009201,0.011673 Initialization: 5.849000 Memcpy Classifiers: 0.435000 Memcpy Instances: 6.993000 Kernel 1: 0.021000 Kernel 2: 87.348999 Copyback: 0.018000 Sum: 0.028000 It 9,Best ac:0.003966 0.666667 fi:0.432754. Ave ac:0.009046,0.009452 Iteration 10:MDL fitness activated Error 0.432754 TL 0.035020 MDL Theory Length Weight: 4.1191109084 (1) Initialization: 5.645000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.090000 Kernel 1: 0.022000 Kernel 2: 83.358002 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.003966 0.583333 fi:0.611706. Ave ac:0.007396,0.010980 Initialization: 5.797000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.059000 Kernel 1: 0.021000 Kernel 2: 84.808998 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004249 0.600000 fi:0.586257. Ave ac:0.008195,0.010039 Initialization: 5.533000 Memcpy Classifiers: 0.380000 Memcpy Instances: 6.984000 Kernel 1: 0.022000 Kernel 2: 81.022003 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.004249 0.576923 fi:0.630723. Ave ac:0.008696,0.010736 Initialization: 5.409000 Memcpy Classifiers: 0.782000 Memcpy Instances: 7.538000 Kernel 1: 0.022000 Kernel 2: 80.669998 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.003399 0.631579 fi:0.568839. Ave ac:0.011188,0.013719 Initialization: 5.887000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.033000 Kernel 1: 0.023000 Kernel 2: 79.897003 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.005099 0.580645 fi:0.610902. Ave ac:0.013886,0.016783 Initialization: 6.251000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.293000 Kernel 1: 0.022000 Kernel 2: 77.778999 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.003116 0.846154 fi:0.348157. Ave ac:0.013637,0.016904 Initialization: 5.540000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.357000 Kernel 1: 0.023000 Kernel 2: 76.280998 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.003399 0.750000 fi:0.431227. Ave ac:0.010014,0.013735 Initialization: 5.417000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.053000 Kernel 1: 0.022000 Kernel 2: 77.358002 Copyback: 0.017000 Sum: 0.026000 It 17,Best ac:0.003683 0.722222 fi:0.437140. Ave ac:0.008743,0.012792 Initialization: 5.689000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.017000 Kernel 1: 0.022000 Kernel 2: 76.847000 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.004248 0.600000 fi:0.596380. Ave ac:0.005732,0.006650 Initialization: 5.675000 Memcpy Classifiers: 0.283000 Memcpy Instances: 6.985000 Kernel 1: 0.023000 Kernel 2: 79.401001 Copyback: 0.018000 Sum: 0.029000 It 19,Best ac:0.002833 0.909091 fi:0.311853. Ave ac:0.010941,0.012581 Initialization: 5.492000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.202000 Kernel 1: 0.022000 Kernel 2: 77.319000 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.003116 0.647059 fi:0.521271. Ave ac:0.006180,0.007270 Initialization: 7.033000 Memcpy Classifiers: 0.304000 Memcpy Instances: 6.994000 Kernel 1: 0.023000 Kernel 2: 79.300003 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.003399 0.857143 fi:0.349286. Ave ac:0.005761,0.005803 Initialization: 5.423000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.249000 Kernel 1: 0.022000 Kernel 2: 76.391998 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.003966 0.518519 fi:0.682709. Ave ac:0.003488,0.004523 Initialization: 5.755000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.103000 Kernel 1: 0.023000 Kernel 2: 76.167999 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.004816 0.772727 fi:0.401355. Ave ac:0.007819,0.013314 Initialization: 5.586000 Memcpy Classifiers: 0.341000 Memcpy Instances: 6.986000 Kernel 1: 0.023000 Kernel 2: 73.754997 Copyback: 0.018000 Sum: 0.021000 It 24,Best ac:0.004533 0.640000 fi:0.523622. Ave ac:0.010220,0.011638 Initialization: 5.686000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.005000 Kernel 1: 0.022000 Kernel 2: 74.892998 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.003116 0.647059 fi:0.519609. Ave ac:0.008483,0.009723 Initialization: 5.539000 Memcpy Classifiers: 0.352000 Memcpy Instances: 6.983000 Kernel 1: 0.023000 Kernel 2: 73.289001 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.004249 0.652174 fi:0.515507. Ave ac:0.007789,0.007905 Initialization: 5.459000 Memcpy Classifiers: 0.270000 Memcpy Instances: 7.597000 Kernel 1: 0.022000 Kernel 2: 72.212997 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.003116 0.687500 fi:0.473079. Ave ac:0.006138,0.006229 Initialization: 5.473000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.785000 Kernel 1: 0.022000 Kernel 2: 71.933998 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.004816 0.607143 fi:0.554642. Ave ac:0.007734,0.009660 MDL Theory Length Weight: 3.7071998175 (10) Initialization: 6.248000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.021000 Kernel 1: 0.022000 Kernel 2: 71.308998 Copyback: 0.016000 Sum: 0.023000 It 29,Best ac:0.003683 0.541667 fi:0.586245. Ave ac:0.008233,0.010121 Initialization: 5.938000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.933000 Kernel 1: 0.022000 Kernel 2: 73.035004 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.003116 0.550000 fi:0.607596. Ave ac:0.008580,0.010821 Initialization: 5.410000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.322000 Kernel 1: 0.021000 Kernel 2: 70.822998 Copyback: 0.016000 Sum: 0.019000 It 31,Best ac:0.003683 0.619048 fi:0.555164. Ave ac:0.008324,0.010171 Initialization: 5.947000 Memcpy Classifiers: 0.284000 Memcpy Instances: 6.983000 Kernel 1: 0.024000 Kernel 2: 71.982002 Copyback: 0.020000 Sum: 0.023000 It 32,Best ac:0.005666 0.645161 fi:0.535535. Ave ac:0.013506,0.016586 Initialization: 5.446000 Memcpy Classifiers: 0.290000 Memcpy Instances: 7.355000 Kernel 1: 0.022000 Kernel 2: 71.737000 Copyback: 0.016000 Sum: 0.024000 It 33,Best ac:0.006232 0.578947 fi:0.577551. Ave ac:0.007829,0.008168 Initialization: 31.981001 Memcpy Instances: 356.096008 Memcpy Classifiers: 0.077000 Kernel 1: 0.022000 Kernel 2: 578.896973 Copyback: 0.201000 Sum: 0.016000 Memcpy Classifiers: 0.077000 Kernel 1: 0.015000 Kernel 2: 601.482971 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 584.987976 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 580.659973 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.076000 Kernel 1: 0.016000 Kernel 2: 592.661987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 600.427979 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 613.614014 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.073000 Kernel 1: 0.016000 Kernel 2: 397.976013 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003286 0.469256 fi:0.685159. Ave ac:0.010112,0.027534 Best acc 0.003286 0.469256 Initialization: 5.588000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.203000 Kernel 1: 0.023000 Kernel 2: 89.189003 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005345 accuracy2:0.173607 Initialization: 5.690000 Memcpy Classifiers: 0.506000 Memcpy Instances: 6.982000 Kernel 1: 0.022000 Kernel 2: 91.612999 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.003116 0.423077 fi:0.676830. Ave ac:0.009432,0.012205 Initialization: 6.212000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.044000 Kernel 1: 0.024000 Kernel 2: 93.412003 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.004816 0.447368 fi:0.651565. Ave ac:0.011457,0.013764 Initialization: 5.597000 Memcpy Classifiers: 0.503000 Memcpy Instances: 7.203000 Kernel 1: 0.023000 Kernel 2: 88.931999 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.003966 0.583333 fi:0.516087. Ave ac:0.011610,0.012581 Initialization: 5.443000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.535000 Kernel 1: 0.022000 Kernel 2: 87.248001 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.004531 0.500000 fi:0.599096. Ave ac:0.010725,0.010666 Initialization: 5.416000 Memcpy Classifiers: 0.397000 Memcpy Instances: 6.974000 Kernel 1: 0.023000 Kernel 2: 87.108002 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.003116 0.578947 fi:0.520959. Ave ac:0.010677,0.013563 Initialization: 5.413000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.595000 Kernel 1: 0.022000 Kernel 2: 88.916000 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.003116 0.578947 fi:0.520959. Ave ac:0.010505,0.013150 Initialization: 5.471000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.269000 Kernel 1: 0.023000 Kernel 2: 85.500999 Copyback: 0.018000 Sum: 0.031000 It 6,Best ac:0.007649 0.529412 fi:0.567900. Ave ac:0.010625,0.013406 Initialization: 5.457000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.196000 Kernel 1: 0.022000 Kernel 2: 88.281998 Copyback: 0.024000 Sum: 0.033000 It 7,Best ac:0.005947 0.512195 fi:0.586090. Ave ac:0.010500,0.012703 Initialization: 6.230000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.084000 Kernel 1: 0.022000 Kernel 2: 85.956001 Copyback: 0.018000 Sum: 0.032000 It 8,Best ac:0.003399 0.571429 fi:0.528316. Ave ac:0.010631,0.011547 Initialization: 5.528000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.404000 Kernel 1: 0.021000 Kernel 2: 83.823997 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.003683 0.650000 fi:0.449582. Ave ac:0.009684,0.010805 Iteration 10:MDL fitness activated Error 0.449582 TL 0.043395 MDL Theory Length Weight: 3.4534201843 (1) Initialization: 5.462000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.543000 Kernel 1: 0.022000 Kernel 2: 84.968002 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.007365 0.565217 fi:0.643620. Ave ac:0.008333,0.009885 Initialization: 5.456000 Memcpy Classifiers: 0.396000 Memcpy Instances: 7.806000 Kernel 1: 0.022000 Kernel 2: 83.373001 Copyback: 0.018000 Sum: 0.037000 It 11,Best ac:0.003683 0.565217 fi:0.623316. Ave ac:0.010829,0.011982 Initialization: 6.820000 Memcpy Classifiers: 0.394000 Memcpy Instances: 7.061000 Kernel 1: 0.023000 Kernel 2: 81.851997 Copyback: 0.018000 Sum: 0.035000 It 12,Best ac:0.004533 0.666667 fi:0.535873. Ave ac:0.011068,0.012110 Initialization: 5.912000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.053000 Kernel 1: 0.022000 Kernel 2: 79.188004 Copyback: 0.370000 Sum: 0.035000 It 13,Best ac:0.005949 0.677419 fi:0.503640. Ave ac:0.011302,0.012182 Initialization: 5.485000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.039000 Kernel 1: 0.023000 Kernel 2: 76.078003 Copyback: 0.018000 Sum: 0.035000 It 14,Best ac:0.005099 0.666667 fi:0.492130. Ave ac:0.009205,0.009863 Initialization: 6.310000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.535000 Kernel 1: 0.022000 Kernel 2: 76.480003 Copyback: 0.018000 Sum: 0.032000 It 15,Best ac:0.009348 0.702128 fi:0.469568. Ave ac:0.010747,0.010913 Initialization: 5.491000 Memcpy Classifiers: 0.341000 Memcpy Instances: 6.991000 Kernel 1: 0.023000 Kernel 2: 76.011002 Copyback: 0.018000 Sum: 0.031000 It 16,Best ac:0.005382 0.633333 fi:0.545851. Ave ac:0.007993,0.009767 Initialization: 5.424000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.169000 Kernel 1: 0.022000 Kernel 2: 76.639999 Copyback: 0.017000 Sum: 0.037000 It 17,Best ac:0.006799 0.685714 fi:0.491706. Ave ac:0.009805,0.009999 Initialization: 5.429000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.494000 Kernel 1: 0.022000 Kernel 2: 75.778999 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.003116 0.785714 fi:0.402856. Ave ac:0.007853,0.006923 Initialization: 5.474000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.516000 Kernel 1: 0.022000 Kernel 2: 74.876999 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.004816 0.566667 fi:0.604853. Ave ac:0.006063,0.006024 Initialization: 5.964000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.009000 Kernel 1: 0.022000 Kernel 2: 73.329002 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.003399 0.750000 fi:0.413401. Ave ac:0.009611,0.009908 Initialization: 5.910000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.261000 Kernel 1: 0.022000 Kernel 2: 74.978996 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.003116 0.846154 fi:0.377732. Ave ac:0.007403,0.007686 Initialization: 5.425000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.613000 Kernel 1: 0.022000 Kernel 2: 76.574997 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.003966 0.736842 fi:0.431094. Ave ac:0.005685,0.007004 Initialization: 5.450000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.177000 Kernel 1: 0.022000 Kernel 2: 77.161003 Copyback: 0.018000 Sum: 0.031000 It 23,Best ac:0.003966 0.583333 fi:0.586634. Ave ac:0.007825,0.009420 Initialization: 5.590000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.993000 Kernel 1: 0.022000 Kernel 2: 74.866997 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.003399 0.857143 fi:0.313149. Ave ac:0.007888,0.008040 Initialization: 5.529000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.301000 Kernel 1: 0.022000 Kernel 2: 76.161003 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.003116 0.785714 fi:0.407647. Ave ac:0.007950,0.007556 Initialization: 5.891000 Memcpy Classifiers: 0.321000 Memcpy Instances: 6.993000 Kernel 1: 0.022000 Kernel 2: 75.733002 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.003116 0.785714 fi:0.390385. Ave ac:0.005868,0.005155 Initialization: 5.841000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.011000 Kernel 1: 0.022000 Kernel 2: 75.526001 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.003399 0.631579 fi:0.538109. Ave ac:0.006773,0.006853 Initialization: 5.841000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.011000 Kernel 1: 0.021000 Kernel 2: 76.918999 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.004249 0.714286 fi:0.476029. Ave ac:0.006161,0.005167 Initialization: 5.456000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.377000 Kernel 1: 0.021000 Kernel 2: 77.630997 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.008215 0.537037 fi:0.604023. Ave ac:0.005933,0.004889 Initialization: 5.403000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.398000 Kernel 1: 0.022000 Kernel 2: 76.405998 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.004533 0.666667 fi:0.523021. Ave ac:0.007823,0.007335 Initialization: 5.812000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.056000 Kernel 1: 0.023000 Kernel 2: 75.911003 Copyback: 0.018000 Sum: 0.030000 It 31,Best ac:0.002833 0.833333 fi:0.391435. Ave ac:0.008208,0.007023 Initialization: 5.460000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.052000 Kernel 1: 0.022000 Kernel 2: 74.329002 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.006516 0.575000 fi:0.597441. Ave ac:0.005790,0.005229 Initialization: 5.622000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.023000 Kernel 1: 0.022000 Kernel 2: 73.848999 Copyback: 0.018000 Sum: 0.025000 It 33,Best ac:0.003116 0.687500 fi:0.472432. Ave ac:0.006675,0.007469 MDL Theory Length Weight: 3.1080781659 (10) Initialization: 32.008999 Memcpy Instances: 357.778015 Memcpy Classifiers: 0.073000 Kernel 1: 0.024000 Kernel 2: 640.312012 Copyback: 0.017000 Sum: 0.014000 Memcpy Classifiers: 0.073000 Kernel 1: 0.016000 Kernel 2: 619.534973 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.015000 Kernel 2: 618.049988 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 628.200012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 618.504028 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 636.859009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.015000 Kernel 2: 632.067017 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 412.079010 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.033297 0.483306 fi:0.665438. Ave ac:0.006913,0.018381 Best acc 0.033297 0.483306 Initialization: 6.651000 Memcpy Classifiers: 0.542000 Memcpy Instances: 7.033000 Kernel 1: 0.023000 Kernel 2: 87.042000 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.004676 accuracy2:0.179607 Initialization: 5.422000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.055000 Kernel 1: 0.022000 Kernel 2: 94.773003 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.003966 0.437500 fi:0.661920. Ave ac:0.008680,0.012439 Initialization: 5.776000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.007000 Kernel 1: 0.022000 Kernel 2: 95.366997 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.002833 0.476190 fi:0.660527. Ave ac:0.010165,0.012168 Initialization: 5.477000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.032000 Kernel 1: 0.022000 Kernel 2: 98.641998 Copyback: 0.018000 Sum: 0.034000 It 2,Best ac:0.003966 0.482759 fi:0.616662. Ave ac:0.009176,0.011349 Initialization: 5.736000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.009000 Kernel 1: 0.022000 Kernel 2: 95.217003 Copyback: 0.018000 Sum: 0.030000 It 3,Best ac:0.006799 0.521739 fi:0.576059. Ave ac:0.008997,0.011455 Initialization: 5.492000 Memcpy Classifiers: 0.530000 Memcpy Instances: 7.000000 Kernel 1: 0.022000 Kernel 2: 93.916000 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.003116 0.500000 fi:0.599907. Ave ac:0.008985,0.012106 Initialization: 5.750000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.005000 Kernel 1: 0.021000 Kernel 2: 92.639000 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.003683 0.541667 fi:0.557916. Ave ac:0.011047,0.012104 Initialization: 5.539000 Memcpy Classifiers: 0.491000 Memcpy Instances: 7.036000 Kernel 1: 0.022000 Kernel 2: 96.570000 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.003116 0.687500 fi:0.412407. Ave ac:0.009010,0.009923 Initialization: 5.515000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.007000 Kernel 1: 0.022000 Kernel 2: 93.075996 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.002833 0.588235 fi:0.548482. Ave ac:0.007987,0.010154 Initialization: 5.528000 Memcpy Classifiers: 0.975000 Memcpy Instances: 7.306000 Kernel 1: 0.021000 Kernel 2: 90.516998 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.003683 0.764706 fi:0.334877. Ave ac:0.009125,0.012791 Initialization: 5.850000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.028000 Kernel 1: 0.021000 Kernel 2: 89.865997 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003966 0.777778 fi:0.321642. Ave ac:0.007609,0.013128 Iteration 10:MDL fitness activated Error 0.321642 TL 0.031403 MDL Theory Length Weight: 3.4141696624 (1) Initialization: 5.423000 Memcpy Classifiers: 0.451000 Memcpy Instances: 6.990000 Kernel 1: 0.023000 Kernel 2: 88.425003 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.006232 0.500000 fi:0.678779. Ave ac:0.005778,0.009940 Initialization: 5.509000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.278000 Kernel 1: 0.021000 Kernel 2: 88.137001 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.003399 0.600000 fi:0.598170. Ave ac:0.009529,0.014742 Initialization: 5.819000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.461000 Kernel 1: 0.022000 Kernel 2: 87.829002 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.003116 0.611111 fi:0.559205. Ave ac:0.011178,0.015895 Initialization: 5.431000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.015000 Kernel 1: 0.023000 Kernel 2: 83.808998 Copyback: 0.018000 Sum: 0.034000 It 13,Best ac:0.002833 0.555556 fi:0.637099. Ave ac:0.011034,0.016217 Initialization: 5.493000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.319000 Kernel 1: 0.022000 Kernel 2: 82.223999 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.003966 0.608696 fi:0.574146. Ave ac:0.011330,0.021503 Initialization: 5.466000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.216000 Kernel 1: 0.021000 Kernel 2: 80.956001 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.003116 0.611111 fi:0.533364. Ave ac:0.010682,0.020165 Initialization: 5.502000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.240000 Kernel 1: 0.022000 Kernel 2: 78.738998 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.002833 0.769231 fi:0.465593. Ave ac:0.010095,0.017481 Initialization: 5.442000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.038000 Kernel 1: 0.022000 Kernel 2: 80.963997 Copyback: 0.018000 Sum: 0.023000 It 17,Best ac:0.005099 0.580645 fi:0.571272. Ave ac:0.008540,0.016955 Initialization: 5.713000 Memcpy Classifiers: 0.340000 Memcpy Instances: 6.976000 Kernel 1: 0.022000 Kernel 2: 77.714996 Copyback: 0.017000 Sum: 0.021000 It 18,Best ac:0.002833 0.666667 fi:0.513526. Ave ac:0.012231,0.019797 Initialization: 5.727000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.172000 Kernel 1: 0.022000 Kernel 2: 77.991997 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.003398 0.800000 fi:0.373322. Ave ac:0.010954,0.020457 Initialization: 5.498000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.459000 Kernel 1: 0.023000 Kernel 2: 77.819000 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.005382 0.513514 fi:0.634852. Ave ac:0.011827,0.024877 Initialization: 5.495000 Memcpy Classifiers: 0.370000 Memcpy Instances: 7.370000 Kernel 1: 0.023000 Kernel 2: 75.089996 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.003116 0.611111 fi:0.562373. Ave ac:0.012500,0.024421 Initialization: 5.801000 Memcpy Classifiers: 0.283000 Memcpy Instances: 6.980000 Kernel 1: 0.022000 Kernel 2: 76.203003 Copyback: 0.018000 Sum: 0.023000 It 22,Best ac:0.004249 0.789474 fi:0.366765. Ave ac:0.016010,0.028533 Initialization: 5.868000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.493000 Kernel 1: 0.021000 Kernel 2: 73.695999 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.003399 0.571429 fi:0.572994. Ave ac:0.012921,0.024084 Initialization: 6.437000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.299000 Kernel 1: 0.022000 Kernel 2: 74.630997 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.003682 0.619048 fi:0.545010. Ave ac:0.012753,0.023641 Initialization: 5.404000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.342000 Kernel 1: 0.022000 Kernel 2: 76.502998 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.001983 0.875000 fi:0.600650. Ave ac:0.012266,0.026927 Initialization: 5.404000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.001000 Kernel 1: 0.023000 Kernel 2: 75.209999 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.003116 0.687500 fi:0.452296. Ave ac:0.012164,0.021938 Initialization: 5.478000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.368000 Kernel 1: 0.022000 Kernel 2: 73.713997 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.003399 0.666667 fi:0.493572. Ave ac:0.011406,0.024274 Initialization: 5.396000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.760000 Kernel 1: 0.022000 Kernel 2: 72.668999 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.005382 0.558824 fi:0.591827. Ave ac:0.008657,0.018912 Initialization: 5.415000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.080000 Kernel 1: 0.024000 Kernel 2: 70.211998 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003399 0.631579 fi:0.513081. Ave ac:0.015535,0.026391 Initialization: 5.405000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.135000 Kernel 1: 0.023000 Kernel 2: 70.601997 Copyback: 0.018000 Sum: 0.023000 It 30,Best ac:0.003683 0.722222 fi:0.414959. Ave ac:0.013718,0.027493 Initialization: 5.432000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.580000 Kernel 1: 0.022000 Kernel 2: 69.150002 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.004816 0.653846 fi:0.470802. Ave ac:0.010507,0.023516 MDL Theory Length Weight: 3.0727526962 (10) Initialization: 5.433000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.212000 Kernel 1: 0.022000 Kernel 2: 65.516998 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.004249 0.652174 fi:0.491865. Ave ac:0.011510,0.020458 Initialization: 5.523000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.620000 Kernel 1: 0.023000 Kernel 2: 68.093002 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.002833 0.769231 fi:0.414515. Ave ac:0.013530,0.023805 Initialization: 32.931000 Memcpy Instances: 356.765015 Memcpy Classifiers: 0.070000 Kernel 1: 0.022000 Kernel 2: 581.893982 Copyback: 0.015000 Sum: 0.018000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 580.440979 Copyback: 0.367000 Sum: 0.004000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 559.806030 Copyback: 0.017000 Sum: 0.005000 Memcpy Classifiers: 0.070000 Kernel 1: 0.017000 Kernel 2: 580.445007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 586.539001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 579.169983 Copyback: 0.015000 Sum: 0.004000 Memcpy Classifiers: 0.069000 Kernel 1: 0.017000 Kernel 2: 577.693970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 402.404999 Copyback: 0.015000 Sum: 0.003000 It 34,Best ac:0.003422 0.408660 fi:0.714214. Ave ac:0.010434,0.032428 Best acc 0.003422 0.408660 Initialization: 5.457000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.394000 Kernel 1: 0.023000 Kernel 2: 88.908997 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.004829 accuracy2:0.172419 Initialization: 5.453000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.378000 Kernel 1: 0.022000 Kernel 2: 95.144997 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.005099 0.439024 fi:0.659747. Ave ac:0.008437,0.011491 Initialization: 5.439000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.944000 Kernel 1: 0.022000 Kernel 2: 95.292000 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.008215 0.391892 fi:0.705096. Ave ac:0.009950,0.012511 Initialization: 5.659000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.016000 Kernel 1: 0.023000 Kernel 2: 95.024002 Copyback: 0.018000 Sum: 0.030000 It 2,Best ac:0.005949 0.552632 fi:0.545653. Ave ac:0.010296,0.012260 Initialization: 5.801000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.017000 Kernel 1: 0.023000 Kernel 2: 93.140999 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.010482 0.552239 fi:0.543451. Ave ac:0.010687,0.011919 Initialization: 5.480000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.440000 Kernel 1: 0.022000 Kernel 2: 89.078003 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003683 0.520000 fi:0.579582. Ave ac:0.010826,0.012287 Initialization: 6.877000 Memcpy Classifiers: 0.472000 Memcpy Instances: 7.022000 Kernel 1: 0.022000 Kernel 2: 85.004997 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.002833 0.666667 fi:0.470051. Ave ac:0.011446,0.012673 Initialization: 5.877000 Memcpy Classifiers: 0.398000 Memcpy Instances: 6.988000 Kernel 1: 0.022000 Kernel 2: 81.716003 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.004533 0.666667 fi:0.432429. Ave ac:0.011945,0.014928 Initialization: 5.861000 Memcpy Classifiers: 1.505000 Memcpy Instances: 6.992000 Kernel 1: 0.023000 Kernel 2: 79.848999 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.004816 0.629630 fi:0.469304. Ave ac:0.011997,0.015015 Initialization: 5.568000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.294000 Kernel 1: 0.022000 Kernel 2: 77.370003 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.004816 0.680000 fi:0.418934. Ave ac:0.010384,0.012692 Initialization: 5.458000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.004000 Kernel 1: 0.024000 Kernel 2: 75.054001 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.005666 0.689655 fi:0.408792. Ave ac:0.009877,0.013260 Iteration 10:MDL fitness activated Error 0.408792 TL 0.018634 MDL Theory Length Weight: 7.3124929977 (1) Initialization: 5.869000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.343000 Kernel 1: 0.021000 Kernel 2: 73.264000 Copyback: 0.016000 Sum: 0.027000 It 10,Best ac:0.003116 0.611111 fi:0.562025. Ave ac:0.009153,0.014048 Initialization: 5.411000 Memcpy Classifiers: 0.592000 Memcpy Instances: 7.008000 Kernel 1: 0.022000 Kernel 2: 71.043999 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.003399 0.631579 fi:0.623452. Ave ac:0.009889,0.013613 Initialization: 5.453000 Memcpy Classifiers: 0.281000 Memcpy Instances: 7.497000 Kernel 1: 0.022000 Kernel 2: 69.609001 Copyback: 0.017000 Sum: 0.020000 It 12,Best ac:0.004533 0.727273 fi:0.581179. Ave ac:0.011892,0.014934 Initialization: 5.705000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.004000 Kernel 1: 0.022000 Kernel 2: 68.958000 Copyback: 0.017000 Sum: 0.020000 It 13,Best ac:0.009065 0.551724 fi:0.669910. Ave ac:0.009726,0.015154 Initialization: 5.445000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.122000 Kernel 1: 0.022000 Kernel 2: 65.806000 Copyback: 0.018000 Sum: 0.024000 It 14,Best ac:0.003683 0.619048 fi:0.634605. Ave ac:0.016623,0.023735 Initialization: 5.415000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.023000 Kernel 1: 0.022000 Kernel 2: 64.746002 Copyback: 0.017000 Sum: 0.022000 It 15,Best ac:0.016997 0.508475 fi:0.658304. Ave ac:0.022697,0.027521 Initialization: 5.486000 Memcpy Classifiers: 0.245000 Memcpy Instances: 6.984000 Kernel 1: 0.022000 Kernel 2: 62.826000 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.003116 0.647059 fi:0.535469. Ave ac:0.022820,0.028600 Initialization: 5.467000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.012000 Kernel 1: 0.023000 Kernel 2: 61.403000 Copyback: 0.017000 Sum: 0.021000 It 17,Best ac:0.006799 0.615385 fi:0.608086. Ave ac:0.019572,0.025383 Initialization: 5.703000 Memcpy Classifiers: 0.247000 Memcpy Instances: 6.975000 Kernel 1: 0.023000 Kernel 2: 61.063999 Copyback: 0.018000 Sum: 0.020000 It 18,Best ac:0.006232 0.523810 fi:0.641058. Ave ac:0.015220,0.024482 Initialization: 6.249000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.205000 Kernel 1: 0.022000 Kernel 2: 60.255001 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.003116 0.785714 fi:0.469479. Ave ac:0.027334,0.033520 Initialization: 5.688000 Memcpy Classifiers: 0.273000 Memcpy Instances: 6.984000 Kernel 1: 0.022000 Kernel 2: 59.745998 Copyback: 0.018000 Sum: 0.020000 It 20,Best ac:0.002266 0.888889 fi:0.486941. Ave ac:0.025541,0.033731 Initialization: 5.534000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.033000 Kernel 1: 0.022000 Kernel 2: 60.477001 Copyback: 0.017000 Sum: 0.021000 It 21,Best ac:0.004533 0.592593 fi:0.585013. Ave ac:0.019722,0.030587 Initialization: 5.413000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.861000 Kernel 1: 0.022000 Kernel 2: 59.646000 Copyback: 0.017000 Sum: 0.020000 It 22,Best ac:0.005666 0.833333 fi:0.369371. Ave ac:0.021913,0.029927 Initialization: 5.794000 Memcpy Classifiers: 0.206000 Memcpy Instances: 6.999000 Kernel 1: 0.021000 Kernel 2: 62.501999 Copyback: 0.018000 Sum: 0.021000 It 23,Best ac:0.005382 0.703704 fi:0.548976. Ave ac:0.016169,0.022908 Initialization: 5.366000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.347000 Kernel 1: 0.021000 Kernel 2: 59.112999 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.005099 0.580645 fi:0.582791. Ave ac:0.018841,0.027062 Initialization: 5.445000 Memcpy Classifiers: 0.230000 Memcpy Instances: 7.381000 Kernel 1: 0.022000 Kernel 2: 57.366001 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.004533 0.695652 fi:0.483832. Ave ac:0.018031,0.025486 Initialization: 5.711000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.419000 Kernel 1: 0.021000 Kernel 2: 57.070000 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.002833 0.625000 fi:0.588604. Ave ac:0.014819,0.027400 Initialization: 5.989000 Memcpy Classifiers: 0.228000 Memcpy Instances: 6.982000 Kernel 1: 0.021000 Kernel 2: 56.089001 Copyback: 0.018000 Sum: 0.024000 It 27,Best ac:0.003116 0.611111 fi:0.571417. Ave ac:0.013018,0.020717 Initialization: 5.525000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.306000 Kernel 1: 0.021000 Kernel 2: 58.636002 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.003116 0.611111 fi:0.562025. Ave ac:0.023320,0.034683 Initialization: 5.873000 Memcpy Classifiers: 0.228000 Memcpy Instances: 6.978000 Kernel 1: 0.022000 Kernel 2: 59.231998 Copyback: 0.017000 Sum: 0.020000 It 29,Best ac:0.003116 0.647059 fi:0.532758. Ave ac:0.025175,0.035748 Initialization: 5.920000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.038000 Kernel 1: 1.190000 Kernel 2: 58.907001 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.004249 0.652174 fi:0.503181. Ave ac:0.021183,0.030577 Initialization: 6.364000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.019000 Kernel 1: 0.021000 Kernel 2: 58.650002 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.001700 1.000000 fi:0.568078. Ave ac:0.017793,0.026753 MDL Theory Length Weight: 6.5812436979 (10) Initialization: 5.464000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.376000 Kernel 1: 0.022000 Kernel 2: 59.700001 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.004249 0.576923 fi:0.581604. Ave ac:0.013875,0.021078 Initialization: 5.863000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.011000 Kernel 1: 0.022000 Kernel 2: 59.730000 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.002550 0.750000 fi:0.531848. Ave ac:0.011293,0.018316 Initialization: 31.730000 Memcpy Instances: 353.045990 Memcpy Classifiers: 0.065000 Kernel 1: 0.022000 Kernel 2: 517.659973 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 536.895020 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 534.085999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 531.895996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 528.588989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 534.429016 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.066000 Kernel 1: 0.021000 Kernel 2: 535.562012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 356.157990 Copyback: 0.016000 Sum: 0.001000 It 34,Best ac:0.003394 0.424522 fi:0.725713. Ave ac:0.012328,0.036268 Best acc 0.003394 0.424522 Initialization: 5.504000 Memcpy Classifiers: 0.487000 Memcpy Instances: 6.978000 Kernel 1: 0.024000 Kernel 2: 90.734001 Copyback: 0.018000 Sum: 0.050000 Initial population average accuracy1:0.005071 accuracy2:0.174034 Initialization: 5.577000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.290000 Kernel 1: 0.022000 Kernel 2: 96.544998 Copyback: 0.371000 Sum: 0.036000 It 0,Best ac:0.003116 0.523810 fi:0.576097. Ave ac:0.010083,0.012989 Initialization: 5.463000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.436000 Kernel 1: 0.022000 Kernel 2: 93.456001 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.005666 0.425532 fi:0.672915. Ave ac:0.012083,0.014964 Initialization: 5.867000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.019000 Kernel 1: 0.022000 Kernel 2: 93.174004 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.003399 0.521739 fi:0.578005. Ave ac:0.012529,0.015314 Initialization: 5.432000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.227000 Kernel 1: 0.023000 Kernel 2: 91.424004 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003399 0.600000 fi:0.499745. Ave ac:0.009723,0.011047 Initialization: 6.185000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.212000 Kernel 1: 0.021000 Kernel 2: 90.211998 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003966 0.500000 fi:0.599420. Ave ac:0.009645,0.010195 Initialization: 8.448000 Memcpy Classifiers: 0.474000 Memcpy Instances: 8.106000 Kernel 1: 0.022000 Kernel 2: 91.411003 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.002550 0.600000 fi:0.623046. Ave ac:0.008644,0.010495 Initialization: 5.685000 Memcpy Classifiers: 0.470000 Memcpy Instances: 6.988000 Kernel 1: 0.022000 Kernel 2: 88.940002 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004533 0.551724 fi:0.547372. Ave ac:0.008246,0.009837 Initialization: 6.340000 Memcpy Classifiers: 0.454000 Memcpy Instances: 7.162000 Kernel 1: 0.022000 Kernel 2: 90.155998 Copyback: 0.023000 Sum: 0.036000 It 7,Best ac:0.003116 0.647059 fi:0.452848. Ave ac:0.006970,0.007105 Initialization: 5.927000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.234000 Kernel 1: 0.022000 Kernel 2: 90.767998 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.005382 0.593750 fi:0.504859. Ave ac:0.005682,0.006013 Initialization: 5.522000 Memcpy Classifiers: 0.454000 Memcpy Instances: 7.478000 Kernel 1: 0.023000 Kernel 2: 92.992996 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.004533 0.592593 fi:0.506503. Ave ac:0.007615,0.007010 Iteration 10:MDL fitness activated Error 0.506503 TL 0.042187 MDL Theory Length Weight: 4.0020619241 (3) Initialization: 5.592000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.229000 Kernel 1: 0.021000 Kernel 2: 95.121002 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.003116 0.647059 fi:0.603583. Ave ac:0.005618,0.005419 Initialization: 5.875000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.205000 Kernel 1: 0.022000 Kernel 2: 94.896004 Copyback: 0.020000 Sum: 0.031000 It 11,Best ac:0.002833 0.666667 fi:0.622207. Ave ac:0.006792,0.005509 Initialization: 5.534000 Memcpy Classifiers: 0.433000 Memcpy Instances: 6.978000 Kernel 1: 0.023000 Kernel 2: 90.391998 Copyback: 0.017000 Sum: 0.038000 It 12,Best ac:0.005949 0.538462 fi:0.653849. Ave ac:0.006104,0.006445 Initialization: 5.484000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.058000 Kernel 1: 0.022000 Kernel 2: 88.130997 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.008782 0.492063 fi:0.691949. Ave ac:0.007818,0.008163 Initialization: 5.554000 Memcpy Classifiers: 0.844000 Memcpy Instances: 7.013000 Kernel 1: 0.022000 Kernel 2: 84.024002 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.004816 0.653846 fi:0.575945. Ave ac:0.010780,0.012346 Initialization: 5.588000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.496000 Kernel 1: 0.022000 Kernel 2: 84.339996 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.003399 0.600000 fi:0.638117. Ave ac:0.010307,0.011243 Initialization: 5.656000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.089000 Kernel 1: 0.022000 Kernel 2: 83.425003 Copyback: 0.017000 Sum: 0.247000 It 16,Best ac:0.004533 0.592593 fi:0.620244. Ave ac:0.010008,0.012273 Initialization: 6.639000 Memcpy Classifiers: 0.366000 Memcpy Instances: 7.519000 Kernel 1: 0.022000 Kernel 2: 78.079002 Copyback: 0.017000 Sum: 0.039000 It 17,Best ac:0.001983 1.000000 fi:0.468775. Ave ac:0.012247,0.014719 Initialization: 5.820000 Memcpy Classifiers: 0.352000 Memcpy Instances: 6.982000 Kernel 1: 0.021000 Kernel 2: 79.822998 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.003116 0.611111 fi:0.597627. Ave ac:0.010074,0.014539 Initialization: 6.155000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.291000 Kernel 1: 0.022000 Kernel 2: 77.838997 Copyback: 0.022000 Sum: 0.033000 It 19,Best ac:0.002833 0.588235 fi:0.611474. Ave ac:0.011075,0.013326 Initialization: 5.653000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.041000 Kernel 1: 0.021000 Kernel 2: 75.577003 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.006232 0.578947 fi:0.593290. Ave ac:0.011218,0.013204 Initialization: 5.949000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.067000 Kernel 1: 0.022000 Kernel 2: 75.446999 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.003115 0.647059 fi:0.559598. Ave ac:0.009248,0.011435 Initialization: 6.619000 Memcpy Classifiers: 0.322000 Memcpy Instances: 6.997000 Kernel 1: 0.022000 Kernel 2: 74.355003 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.004249 0.600000 fi:0.575955. Ave ac:0.011908,0.014137 Initialization: 5.503000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.540000 Kernel 1: 0.022000 Kernel 2: 72.579002 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.003683 0.722222 fi:0.546195. Ave ac:0.012335,0.014183 Initialization: 6.005000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.411000 Kernel 1: 0.022000 Kernel 2: 72.390999 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.004249 0.517241 fi:0.658714. Ave ac:0.013042,0.015967 Initialization: 5.449000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.571000 Kernel 1: 0.023000 Kernel 2: 70.619003 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.007932 0.583333 fi:0.603856. Ave ac:0.013176,0.013661 Initialization: 6.160000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.002000 Kernel 1: 0.022000 Kernel 2: 71.031998 Copyback: 0.022000 Sum: 0.023000 It 26,Best ac:0.003966 0.636364 fi:0.540018. Ave ac:0.010802,0.011183 MDL Theory Length Weight: 3.6018557317 (10) Initialization: 6.147000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.000000 Kernel 1: 0.021000 Kernel 2: 71.049004 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003116 0.647059 fi:0.517599. Ave ac:0.010405,0.010865 Initialization: 6.160000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.554000 Kernel 1: 0.022000 Kernel 2: 71.584000 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.003116 0.578947 fi:0.612538. Ave ac:0.010822,0.013715 Initialization: 12.006000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.517000 Kernel 1: 0.023000 Kernel 2: 68.709000 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.003399 0.750000 fi:0.394868. Ave ac:0.012651,0.016395 Initialization: 5.527000 Memcpy Classifiers: 0.407000 Memcpy Instances: 7.326000 Kernel 1: 0.021000 Kernel 2: 68.072998 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.003399 0.800000 fi:0.333539. Ave ac:0.009229,0.010897 Initialization: 5.438000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.234000 Kernel 1: 0.022000 Kernel 2: 67.296997 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.004249 0.681818 fi:0.478331. Ave ac:0.008467,0.011660 Initialization: 5.826000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.407000 Kernel 1: 0.021000 Kernel 2: 66.958000 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.003116 0.687500 fi:0.459300. Ave ac:0.007901,0.010694 Initialization: 5.459000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.382000 Kernel 1: 0.022000 Kernel 2: 66.153999 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.003115 0.647059 fi:0.507292. Ave ac:0.006098,0.007475 Initialization: 32.062000 Memcpy Instances: 356.631989 Memcpy Classifiers: 0.073000 Kernel 1: 0.023000 Kernel 2: 555.273010 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.072000 Kernel 1: 0.017000 Kernel 2: 566.247009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 569.611023 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 577.443970 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 568.577026 Copyback: 0.366000 Sum: 0.004000 Memcpy Classifiers: 0.071000 Kernel 1: 0.016000 Kernel 2: 568.474976 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 576.854004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 386.673004 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.003501 0.458797 fi:0.705640. Ave ac:0.007742,0.022494 Best acc 0.003501 0.458797 Initialization: 5.870000 Memcpy Classifiers: 0.505000 Memcpy Instances: 6.984000 Kernel 1: 0.023000 Kernel 2: 90.683998 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.004364 accuracy2:0.174420 Initialization: 5.466000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.296000 Kernel 1: 0.022000 Kernel 2: 96.883003 Copyback: 0.018000 Sum: 0.036000 It 0,Best ac:0.005099 0.600000 fi:0.498771. Ave ac:0.007717,0.010632 Initialization: 5.410000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.623000 Kernel 1: 0.023000 Kernel 2: 98.082001 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.003966 0.538462 fi:0.560959. Ave ac:0.009249,0.011723 Initialization: 5.454000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.406000 Kernel 1: 0.022000 Kernel 2: 94.969002 Copyback: 0.018000 Sum: 0.037000 It 2,Best ac:0.004816 0.548387 fi:0.550547. Ave ac:0.009958,0.011768 Initialization: 5.945000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.256000 Kernel 1: 0.022000 Kernel 2: 92.800003 Copyback: 0.016000 Sum: 0.029000 It 3,Best ac:0.006799 0.571429 fi:0.526370. Ave ac:0.009725,0.011724 Initialization: 5.888000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.131000 Kernel 1: 0.021000 Kernel 2: 94.136002 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.002833 0.666667 fi:0.470051. Ave ac:0.008301,0.008962 Initialization: 5.697000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.251000 Kernel 1: 0.022000 Kernel 2: 96.163002 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.007082 0.675676 fi:0.421961. Ave ac:0.007988,0.007160 Initialization: 5.483000 Memcpy Classifiers: 0.799000 Memcpy Instances: 7.064000 Kernel 1: 0.023000 Kernel 2: 95.503998 Copyback: 0.018000 Sum: 0.031000 It 6,Best ac:0.004533 0.551724 fi:0.547372. Ave ac:0.005652,0.005935 Initialization: 5.440000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.221000 Kernel 1: 0.023000 Kernel 2: 93.325996 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003116 0.611111 fi:0.488796. Ave ac:0.005860,0.006750 Initialization: 5.706000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.369000 Kernel 1: 0.022000 Kernel 2: 94.133003 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.003683 0.590909 fi:0.508673. Ave ac:0.005960,0.005780 Initialization: 5.748000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.006000 Kernel 1: 0.022000 Kernel 2: 96.886002 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.003116 0.611111 fi:0.488796. Ave ac:0.006776,0.007097 Iteration 10:MDL fitness activated Error 0.488796 TL 0.051534 MDL Theory Length Weight: 3.1616476428 (5) Initialization: 5.714000 Memcpy Classifiers: 0.451000 Memcpy Instances: 14.996000 Kernel 1: 0.023000 Kernel 2: 95.821999 Copyback: 0.021000 Sum: 0.034000 It 10,Best ac:0.003116 0.733333 fi:0.512367. Ave ac:0.005821,0.005738 Initialization: 5.406000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.017000 Kernel 1: 0.023000 Kernel 2: 94.597000 Copyback: 0.020000 Sum: 0.032000 It 11,Best ac:0.003116 0.647059 fi:0.582473. Ave ac:0.004867,0.005055 Initialization: 5.521000 Memcpy Classifiers: 0.416000 Memcpy Instances: 6.979000 Kernel 1: 0.023000 Kernel 2: 93.641998 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.003116 0.611111 fi:0.600560. Ave ac:0.005311,0.004941 Initialization: 5.471000 Memcpy Classifiers: 0.415000 Memcpy Instances: 6.987000 Kernel 1: 0.023000 Kernel 2: 93.392998 Copyback: 0.018000 Sum: 0.034000 It 13,Best ac:0.004249 0.681818 fi:0.537733. Ave ac:0.005965,0.005507 Initialization: 5.453000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.405000 Kernel 1: 0.021000 Kernel 2: 90.473999 Copyback: 0.017000 Sum: 0.039000 It 14,Best ac:0.006232 0.550000 fi:0.633005. Ave ac:0.005678,0.005115 Initialization: 5.665000 Memcpy Classifiers: 0.416000 Memcpy Instances: 6.982000 Kernel 1: 0.023000 Kernel 2: 87.540001 Copyback: 0.017000 Sum: 0.039000 It 15,Best ac:0.003399 0.750000 fi:0.455306. Ave ac:0.007121,0.007052 Initialization: 6.130000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.234000 Kernel 1: 0.023000 Kernel 2: 86.982002 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004249 0.714286 fi:0.492193. Ave ac:0.005201,0.006608 Initialization: 5.956000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.034000 Kernel 1: 0.022000 Kernel 2: 84.563004 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.003399 0.600000 fi:0.606965. Ave ac:0.007275,0.005856 Initialization: 5.847000 Memcpy Classifiers: 0.380000 Memcpy Instances: 6.983000 Kernel 1: 0.022000 Kernel 2: 80.380997 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.005666 0.689655 fi:0.479595. Ave ac:0.008601,0.008129 Initialization: 5.951000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.335000 Kernel 1: 0.021000 Kernel 2: 81.441002 Copyback: 0.018000 Sum: 0.033000 It 19,Best ac:0.004816 0.739130 fi:0.429408. Ave ac:0.005669,0.005616 Initialization: 5.415000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.203000 Kernel 1: 0.022000 Kernel 2: 80.685997 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.004249 0.625000 fi:0.557833. Ave ac:0.005042,0.004175 Initialization: 5.502000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.271000 Kernel 1: 0.022000 Kernel 2: 80.036003 Copyback: 0.017000 Sum: 0.038000 It 21,Best ac:0.004816 0.607143 fi:0.590446. Ave ac:0.006247,0.005593 Initialization: 5.737000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.004000 Kernel 1: 0.022000 Kernel 2: 79.737999 Copyback: 0.018000 Sum: 0.033000 It 22,Best ac:0.004249 0.600000 fi:0.576246. Ave ac:0.005586,0.004845 Initialization: 5.432000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.194000 Kernel 1: 0.022000 Kernel 2: 79.205002 Copyback: 0.018000 Sum: 0.032000 It 23,Best ac:0.003399 0.600000 fi:0.570548. Ave ac:0.006631,0.005874 Initialization: 5.746000 Memcpy Classifiers: 0.398000 Memcpy Instances: 6.980000 Kernel 1: 0.039000 Kernel 2: 79.660004 Copyback: 0.018000 Sum: 0.035000 It 24,Best ac:0.003399 0.705882 fi:0.478321. Ave ac:0.009045,0.008157 Initialization: 5.483000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.237000 Kernel 1: 0.021000 Kernel 2: 78.328003 Copyback: 0.018000 Sum: 0.032000 It 25,Best ac:0.005382 0.542857 fi:0.657518. Ave ac:0.006074,0.005615 Initialization: 5.454000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.256000 Kernel 1: 0.022000 Kernel 2: 75.603996 Copyback: 0.141000 Sum: 0.029000 It 26,Best ac:0.003115 0.647059 fi:0.512767. Ave ac:0.009308,0.008347 Initialization: 6.362000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.912000 Kernel 1: 0.021000 Kernel 2: 75.648003 Copyback: 0.018000 Sum: 0.033000 It 27,Best ac:0.019547 0.600000 fi:0.536584. Ave ac:0.008385,0.007275 Initialization: 5.646000 Memcpy Classifiers: 0.379000 Memcpy Instances: 6.975000 Kernel 1: 0.022000 Kernel 2: 74.572998 Copyback: 0.018000 Sum: 0.031000 It 28,Best ac:0.003116 0.733333 fi:0.486867. Ave ac:0.007521,0.007080 MDL Theory Length Weight: 2.8454828785 (10) Initialization: 5.762000 Memcpy Classifiers: 0.368000 Memcpy Instances: 6.979000 Kernel 1: 0.022000 Kernel 2: 74.287003 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.003116 0.687500 fi:0.480638. Ave ac:0.006460,0.005884 Initialization: 5.404000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.407000 Kernel 1: 0.021000 Kernel 2: 73.646004 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.003116 0.785714 fi:0.407816. Ave ac:0.007036,0.005699 Initialization: 5.843000 Memcpy Classifiers: 0.378000 Memcpy Instances: 6.990000 Kernel 1: 0.022000 Kernel 2: 78.228996 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.003966 0.666667 fi:0.547618. Ave ac:0.004769,0.006712 Initialization: 5.478000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.896000 Kernel 1: 0.021000 Kernel 2: 75.902000 Copyback: 0.022000 Sum: 0.032000 It 32,Best ac:0.002833 0.833333 fi:0.361080. Ave ac:0.006711,0.006142 Initialization: 6.010000 Memcpy Classifiers: 0.354000 Memcpy Instances: 6.993000 Kernel 1: 0.022000 Kernel 2: 78.947998 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.003399 0.666667 fi:0.532653. Ave ac:0.005233,0.005339 Initialization: 32.036999 Memcpy Instances: 353.779999 Memcpy Classifiers: 0.097000 Kernel 1: 0.023000 Kernel 2: 643.963989 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.095000 Kernel 1: 0.014000 Kernel 2: 648.395020 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.095000 Kernel 1: 0.014000 Kernel 2: 631.564026 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.094000 Kernel 1: 0.014000 Kernel 2: 643.366028 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.095000 Kernel 1: 0.015000 Kernel 2: 634.086975 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.013000 Kernel 2: 650.950012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.013000 Kernel 2: 651.140015 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.084000 Kernel 1: 0.014000 Kernel 2: 443.700012 Copyback: 0.015000 Sum: 0.003000 It 34,Best ac:0.037773 0.468517 fi:0.682146. Ave ac:0.005873,0.015399 Best acc 0.037773 0.468517 Phenotype: 0:Att PSSM_-2_7 is [<-0.959406]|Att PSSM_-1_4 is [<-2.695024]|Att PSSM_-1_15 is [<2.193115]|Att PSSM_0_1 is [-4.126698,4.451097]|Att PSSM_0_12 is [<-4.522309]|Att PSSM_1_4 is [<-3.022692]|Att PSSM_1_12 is [<-2.527443]|Att PSSM_3_7 is [-5.044794,-0.955206]|Att PSSM_4_7 is [<0.736822]|Att PSSM_4_17 is [>-5.055668]|1 1:Att PSSM_-1_12 is [<-1.918976]|Att PSSM_0_2 is [-6.051702,-4.911155]|Att PSSM_0_20 is [>-0.767418]|Att PSSM_1_2 is [<-3.020463]|Att PSSM_2_4 is [<4.911258]|Att PSSM_2_7 is [<-2.280704]|1 2:Att PSSM_-3_14 is [-6.400002,3.778623]|Att PSSM_-3_15 is [-6.113602,2.959962]|Att PSSM_-3_20 is [>-3.693657]|Att PSSM_-2_7 is [-6.325356,-1.674644]|Att PSSM_-1_7 is [-6.633945,-2.878178]|Att PSSM_0_5 is [-2.894918,4.972651]|Att PSSM_0_12 is [<-3.592242]|Att PSSM_1_4 is [<4.383872]|Att PSSM_2_6 is [-6.178724,-1.549566]|1 3:Att PSSM_-4_7 is [-6.819615,-1.520339]|Att PSSM_-1_3 is [<2.031608]|Att PSSM_0_1 is [>1.431650]|Att PSSM_0_2 is [<-3.965863]|Att PSSM_0_6 is [-6.339639,-3.399182]|Att PSSM_0_12 is [<-1.329788]|Att PSSM_1_4 is [<-1.596300]|Att PSSM_3_12 is [-5.473049,4.095140]|1 4:Att PSSM_-1_12 is [<-3.717690]|Att PSSM_0_3 is [<6.625593]|Att PSSM_0_12 is [<-3.227691]|Att PSSM_1_8 is [>-5.326639]|Att PSSM_1_12 is [<-3.535127]|Att PSSM_4_12 is [<-1.845426]|1 5:Att PSSM_-1_12 is [-5.654357,-0.345643]|Att PSSM_0_2 is [<-2.913313]|Att PSSM_0_6 is [<-3.512279]|Att PSSM_2_6 is [-6.441956,1.904806]|Att PSSM_2_12 is [<-2.292843]|Att PSSM_3_4 is [<2.765939]|Att PSSM_3_12 is [<-2.827331]|Att PSSM_4_2 is [<7.137925]|Att PSSM_4_7 is [<-0.792307]|Att PSSM_4_12 is [<2.911359]|1 6:Att PSSM_-1_5 is [-0.951796,11.065751]|Att PSSM_0_2 is [-6.936525,-3.063475]|Att PSSM_0_5 is [-2.915274,6.915274]|Att PSSM_0_12 is [<-1.414198]|Att PSSM_1_3 is [<-0.219321]|Att PSSM_2_5 is [<11.022454]|Att PSSM_3_15 is [<4.683952]|Att PSSM_4_6 is [-5.353922,0.479624]|1 7:Att PSSM_0_12 is [<-3.595786]|Att PSSM_1_5 is [-0.576406,8.944185]|Att PSSM_1_12 is [<-2.403747]|Att PSSM_2_6 is [-6.149584,2.874193]|Att PSSM_2_18 is [<12.640791]|Att PSSM_3_2 is [<-0.388254]|1 8:Att PSSM_0_1 is [>1.027606]|Att PSSM_0_5 is [>-2.354802]|Att PSSM_0_7 is [<-2.641429]|Att PSSM_0_12 is [-5.925612,-2.074388]|Att PSSM_0_13 is [<7.330389]|Att PSSM_1_11 is [-3.946135,3.946135]|Att PSSM_1_16 is [<0.388901]|Att PSSM_4_7 is [<-1.526115]|1 9:Att PSSM_-3_7 is [<-1.012403]|Att PSSM_-1_12 is [<-3.537691]|Att PSSM_0_12 is [<-3.872114]|Att PSSM_0_19 is [<6.649608]|Att PSSM_2_15 is [>-6.000182]|Att PSSM_4_3 is [<6.985819]|Att PSSM_4_12 is [-6.439013,-1.734206]|1 10:Att PSSM_0_12 is [<-3.219848]|Att PSSM_1_7 is [-6.301258,-2.397474]|Att PSSM_3_10 is [-1.063861,5.849299]|Att PSSM_4_2 is [<-2.605946]|1 11:Att PSSM_-4_18 is [>-6.780278]|Att PSSM_0_12 is [<-4.076348]|Att PSSM_1_18 is [>-2.020661]|Att PSSM_2_14 is [-6.357732,8.603631]|Att PSSM_2_15 is [<-1.799755]|1 12:Att PSSM_-3_7 is [<-0.026287]|Att PSSM_-2_3 is [<6.863636]|Att PSSM_-1_7 is [<-1.001672]|Att PSSM_-1_15 is [-6.123815,4.040958]|Att PSSM_0_5 is [0.067407,6.893706]|Att PSSM_0_12 is [<-2.136800]|Att PSSM_1_10 is [-2.404613,6.404613]|1 13:Att PSSM_-2_3 is [<8.713185]|Att PSSM_-2_12 is [<-2.926152]|Att PSSM_-1_3 is [<-0.468391]|Att PSSM_-1_7 is [-6.705855,-0.414324]|Att PSSM_0_7 is [-5.982261,-2.017739]|Att PSSM_0_12 is [<-2.185540]|Att PSSM_1_5 is [-3.466051,7.959405]|Att PSSM_1_7 is [<-1.366912]|Att PSSM_3_6 is [<-0.619058]|1 14:Att PSSM_-1_5 is [>-3.799573]|Att PSSM_0_7 is [<-3.787573]|Att PSSM_0_8 is [-5.691984,5.389717]|Att PSSM_1_12 is [<-1.456991]|Att PSSM_2_6 is [<-1.172494]|Att PSSM_2_15 is [<2.166696]|Att PSSM_4_6 is [<-0.222922]|Att PSSM_4_18 is [<6.224465]|1 15:Att PSSM_-4_12 is [<-2.441162]|Att PSSM_-4_17 is [>-4.975065]|Att PSSM_-2_1 is [-2.328556,5.424604]|Att PSSM_0_11 is [-1.538943,5.538943]|Att PSSM_0_12 is [<-3.726930]|Att PSSM_1_4 is [-7.368210,1.814485]|Att PSSM_1_13 is [<6.185226]|Att PSSM_1_17 is [<7.437353]|Att PSSM_1_20 is [-3.160598,4.971409]|Att PSSM_4_7 is [-6.603640,-2.304215]|Att PSSM_4_17 is [<3.562914]|1 16:Att PSSM_-3_7 is [-6.107862,1.626577]|Att PSSM_-2_13 is [<3.705563]|Att PSSM_-1_3 is [<-0.816272]|Att PSSM_0_5 is [<3.259275]|Att PSSM_0_7 is [<-4.511847]|Att PSSM_0_12 is [-6.405311,-3.216165]|Att PSSM_1_20 is [>-3.643488]|Att PSSM_3_12 is [-5.326508,-0.505492]|Att PSSM_4_3 is [<6.828684]|Att PSSM_4_10 is [>-4.542319]|1 17:Att PSSM_-4_3 is [>-4.414360]|Att PSSM_-4_6 is [-5.448416,-1.682088]|Att PSSM_-3_17 is [-4.317313,6.421199]|Att PSSM_0_1 is [>3.718874]|Att PSSM_0_4 is [-6.872870,3.785521]|Att PSSM_0_7 is [<-2.137276]|Att PSSM_2_16 is [-5.018929,2.437343]|1 18:Att PSSM_-4_6 is [<-1.947508]|Att PSSM_-4_7 is [-5.586970,-2.571081]|Att PSSM_-4_13 is [>-3.905191]|Att PSSM_-3_7 is [-6.822948,-1.177051]|Att PSSM_-3_12 is [<-1.470324]|Att PSSM_-3_17 is [-5.225086,7.391129]|Att PSSM_-2_12 is [<-2.547786]|Att PSSM_-1_12 is [-6.412675,-1.587325]|Att PSSM_0_4 is [<-0.173845]|Att PSSM_0_12 is [-5.869463,-1.170637]|Att PSSM_2_16 is [>-5.071127]|Att PSSM_3_12 is [<-1.302076]|1 19:Att PSSM_-3_4 is [<-0.621964]|Att PSSM_-1_19 is [-2.445541,8.599380]|Att PSSM_0_1 is [0.077390,6.868629]|Att PSSM_0_7 is [<-3.777854]|Att PSSM_1_14 is [-6.899562,3.747606]|1 20:Att PSSM_-4_8 is [-1.430575,7.202016]|Att PSSM_-2_7 is [<-1.486092]|Att PSSM_-1_5 is [-2.439881,8.334182]|Att PSSM_0_4 is [<3.863314]|Att PSSM_0_12 is [<-2.063928]|Att PSSM_1_12 is [-5.288379,-1.682487]|1 21:Att PSSM_-3_7 is [<-1.304235]|Att PSSM_-2_12 is [<-1.974138]|Att PSSM_-1_4 is [<-1.504020]|Att PSSM_0_10 is [0.915769,5.558305]|Att PSSM_0_12 is [-6.550906,-2.783388]|Att PSSM_4_6 is [<-0.965154]|1 22:Att PSSM_-2_12 is [-6.856888,-3.594428]|Att PSSM_-1_12 is [-6.363996,-1.636004]|Att PSSM_-1_15 is [-5.911495,-0.088505]|Att PSSM_0_7 is [-6.061887,-2.031666]|Att PSSM_2_6 is [<-2.731526]|1 23:Att PSSM_-3_7 is [-4.929411,4.318759]|Att PSSM_-3_12 is [-5.304714,3.304714]|Att PSSM_0_6 is [-6.449338,-2.797635]|Att PSSM_0_12 is [-6.847326,-3.704101]|Att PSSM_0_20 is [0.119463,6.297797]|Att PSSM_3_15 is [-5.783991,-0.207376]|Att PSSM_4_7 is [<0.196672]|Att PSSM_4_12 is [<-2.602140]|1 24:Att PSSM_-3_3 is [-5.923497,8.138967]|Att PSSM_-1_13 is [-1.940580,10.071190]|Att PSSM_0_7 is [<-4.818082]|Att PSSM_1_10 is [>-2.953256]|1 25:Att PSSM_-4_11 is [-3.905262,2.510666]|Att PSSM_-3_7 is [<-1.698320]|Att PSSM_-1_6 is [-6.753270,-0.402040]|Att PSSM_-1_10 is [>-4.322298]|Att PSSM_0_12 is [<-3.277207]|Att PSSM_1_19 is [>-3.328808]|1 26:Att PSSM_0_4 is [<-2.277801]|Att PSSM_0_6 is [-6.072656,-2.792237]|Att PSSM_1_3 is [-6.928478,0.928478]|Att PSSM_1_4 is [-7.515718,-3.750358]|Att PSSM_2_15 is [<-0.030259]|Att PSSM_2_20 is [>0.957034]|1 27:Att PSSM_-4_13 is [<7.040860]|Att PSSM_-2_6 is [-6.278801,-1.721199]|Att PSSM_0_2 is [-6.931765,-3.068235]|Att PSSM_0_5 is [-2.515186,7.327606]|Att PSSM_0_20 is [>-0.724244]|Att PSSM_1_6 is [-5.702940,4.823978]|1 28:Att PSSM_-4_12 is [-5.032439,0.272736]|Att PSSM_-1_14 is [<3.674789]|Att PSSM_0_1 is [-1.032918,6.840402]|Att PSSM_0_3 is [<-1.647271]|Att PSSM_0_7 is [-5.901819,-2.098181]|Att PSSM_1_11 is [-1.990217,2.199366]|Att PSSM_2_15 is [-4.013868,0.013868]|Att PSSM_4_12 is [-6.084589,-1.881005]|1 29:Att PSSM_-4_7 is [<-0.796897]|Att PSSM_-3_9 is [<5.246439]|Att PSSM_-2_8 is [<5.518838]|Att PSSM_-1_18 is [-4.135723,6.938678]|Att PSSM_0_6 is [<-2.086472]|Att PSSM_0_11 is [>-1.816650]|Att PSSM_3_20 is [-1.766235,3.833052]|Att PSSM_4_7 is [<-1.178046]|1 30:Att PSSM_-3_7 is [<-2.390867]|Att PSSM_-2_17 is [<3.783863]|Att PSSM_0_2 is [<-2.732751]|Att PSSM_0_8 is [-6.698363,0.379013]|Att PSSM_1_4 is [<-1.027820]|Att PSSM_2_3 is [-5.320061,6.318174]|Att PSSM_2_13 is [>-2.749760]|Att PSSM_3_3 is [<7.683109]|Att PSSM_3_12 is [<-0.978207]|1 31:Att PSSM_-4_7 is [<7.758491]|Att PSSM_-4_9 is [-6.080600,8.535649]|Att PSSM_-3_12 is [-4.187000,-1.171394]|Att PSSM_-1_4 is [-7.090330,-2.909670]|Att PSSM_0_4 is [-7.525355,-2.474645]|Att PSSM_0_7 is [-6.250614,-2.376349]|Att PSSM_1_2 is [-6.563525,4.563525]|Att PSSM_1_11 is [>-3.850276]|Att PSSM_4_6 is [-5.069327,-0.966967]|1 32:Att PSSM_-4_16 is [-4.498917,2.242425]|Att PSSM_0_5 is [-4.530496,6.824194]|Att PSSM_0_6 is [-6.629367,-3.721188]|Att PSSM_0_7 is [<0.662179]|Att PSSM_1_11 is [>-2.619465]|Att PSSM_4_7 is [<-0.216778]|1 33:Att PSSM_-3_7 is [<-0.601471]|Att PSSM_-2_12 is [<-1.567214]|Att PSSM_-1_7 is [-6.365725,-2.714372]|Att PSSM_0_12 is [-5.998596,-2.237228]|Att PSSM_1_5 is [-4.971744,10.216479]|Att PSSM_2_12 is [<-1.579590]|Att PSSM_4_11 is [-5.586832,0.867673]|Att PSSM_4_18 is [<6.474888]|1 34:Att PSSM_0_1 is [0.630304,4.733640]|Att PSSM_0_2 is [<4.448187]|Att PSSM_0_7 is [<7.243924]|Att PSSM_0_12 is [<-3.501739]|1 35:Att PSSM_-4_2 is [<-1.057238]|Att PSSM_-2_10 is [-5.117347,7.018613]|Att PSSM_-2_12 is [<-0.145094]|Att PSSM_0_7 is [-6.494147,-3.405753]|Att PSSM_0_12 is [-6.834009,-1.179096]|Att PSSM_1_7 is [-6.414198,-1.356622]|1 36:Att PSSM_-4_2 is [<3.071204]|Att PSSM_-4_7 is [<-0.001730]|Att PSSM_-3_7 is [<0.527458]|Att PSSM_-2_14 is [>-3.452198]|Att PSSM_0_9 is [-6.857703,9.155810]|Att PSSM_0_12 is [-6.655864,-3.353381]|Att PSSM_1_15 is [<-0.324018]|Att PSSM_3_18 is [<7.908453]|1 37:Att PSSM_-4_2 is [<-1.564970]|Att PSSM_-4_16 is [-5.527328,5.470323]|Att PSSM_-1_12 is [-4.270988,7.617121]|Att PSSM_0_1 is [-0.334989,5.264944]|Att PSSM_0_4 is [-7.965089,-2.034911]|Att PSSM_0_12 is [<-1.496789]|Att PSSM_1_10 is [-3.255375,7.719942]|Att PSSM_4_12 is [<-1.598450]|Att PSSM_4_15 is [<5.612768]|1 38:Att PSSM_-1_15 is [-6.946110,-0.565932]|Att PSSM_0_1 is [2.590624,6.347008]|Att PSSM_0_12 is [-6.916106,-2.412045]|Att PSSM_1_12 is [>-6.463863]|1 39:Att PSSM_-1_11 is [-2.517404,2.517404]|Att PSSM_0_12 is [<-2.995277]|Att PSSM_0_13 is [-1.190526,5.993001]|Att PSSM_1_4 is [-6.278681,-0.971259]|Att PSSM_3_12 is [<-2.306063]|Att PSSM_3_19 is [-5.383867,7.769369]|Att PSSM_4_4 is [>-7.382038]|1 40:Default rule -> 0 Train accuracy : 0.785721 Train error : 0.214279 Train not classified : 0.000000 Train For each class: 0: accuracy : 145152 0: error : 18928 0: not classified : 0 1: accuracy : 39208 1: error : 31350 1: not classified : 0 Train Confusion Matrix. Row real class, Column predicted class 0 1 145152 18928 31350 39208 Performance of each classifier: Classifier 0: 1329/1449=91.718427% Classifier 1: 1486/1647=90.224651% Classifier 2: 1198/1409=85.024840% Classifier 3: 1135/1301=87.240584% Classifier 4: 1237/1501=82.411726% Classifier 5: 1662/2082=79.827089% Classifier 6: 1214/1579=76.884104% Classifier 7: 1416/1848=76.623377% Classifier 8: 1205/1509=79.854208% Classifier 9: 1225/1630=75.153374% Classifier 10: 1345/1855=72.506739% Classifier 11: 1389/1991=69.763938% Classifier 12: 970/1309=74.102368% Classifier 13: 1252/1694=73.907910% Classifier 14: 996/1396=71.346705% Classifier 15: 866/1239=69.895077% Classifier 16: 856/1241=68.976632% Classifier 17: 853/1199=71.142619% Classifier 18: 887/1212=73.184818% Classifier 19: 796/1230=64.715447% Classifier 20: 893/1346=66.344725% Classifier 21: 817/1212=67.409241% Classifier 22: 735/1140=64.473684% Classifier 23: 965/1561=61.819347% Classifier 24: 893/1520=58.750000% Classifier 25: 716/1200=59.666667% Classifier 26: 775/1284=60.358255% Classifier 27: 1041/1837=56.668481% Classifier 28: 684/1101=62.125341% Classifier 29: 775/1381=56.118755% Classifier 30: 1290/2274=56.728232% Classifier 31: 778/1430=54.405594% Classifier 32: 990/1875=52.800000% Classifier 33: 652/1077=60.538533% Classifier 34: 594/1145=51.877729% Classifier 35: 656/1276=51.410658% Classifier 36: 700/1381=50.687907% Classifier 37: 651/1213=53.668590% Classifier 38: 766/1527=50.163720% Classifier 39: 520/1035=50.241546% Classifier 40: 145152/176502=82.238162% Test accuracy : 0.792426 Test error : 0.207574 Test not classified : 0.000000 Test For each class: 0: accuracy : 14467 0: error : 1912 0: not classified : 0 1: accuracy : 3697 1: error : 2846 1: not classified : 0 Test Confusion Matrix. Row real class, Column predicted class 0 1 14467 1912 2846 3697 Performance of each classifier: Classifier 0: 158/174=90.804598% Classifier 1: 163/181=90.055249% Classifier 2: 132/153=86.274510% Classifier 3: 119/134=88.805970% Classifier 4: 128/160=80.000000% Classifier 5: 149/190=78.421053% Classifier 6: 108/133=81.203008% Classifier 7: 134/179=74.860335% Classifier 8: 90/118=76.271186% Classifier 9: 126/180=70.000000% Classifier 10: 137/193=70.984456% Classifier 11: 160/222=72.072072% Classifier 12: 75/112=66.964286% Classifier 13: 101/143=70.629371% Classifier 14: 104/149=69.798658% Classifier 15: 74/124=59.677419% Classifier 16: 85/136=62.500000% Classifier 17: 59/97=60.824742% Classifier 18: 77/119=64.705882% Classifier 19: 81/124=65.322581% Classifier 20: 76/118=64.406780% Classifier 21: 78/109=71.559633% Classifier 22: 59/111=53.153153% Classifier 23: 96/154=62.337662% Classifier 24: 110/165=66.666667% Classifier 25: 69/121=57.024793% Classifier 26: 62/108=57.407407% Classifier 27: 93/160=58.125000% Classifier 28: 56/91=61.538462% Classifier 29: 68/118=57.627119% Classifier 30: 86/195=44.102564% Classifier 31: 67/137=48.905109% Classifier 32: 92/169=54.437870% Classifier 33: 57/103=55.339806% Classifier 34: 53/121=43.801653% Classifier 35: 58/126=46.031746% Classifier 36: 75/129=58.139535% Classifier 37: 52/97=53.608247% Classifier 38: 63/142=44.366197% Classifier 39: 67/114=58.771930% Classifier 40: 14467/17313=83.561486% Total time: 1000.06 1029.66