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 2301186336 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: 40.169998 Memcpy Classifiers: 0.922000 Memcpy Instances: 9.251000 Kernel 1: 0.070000 Kernel 2: 112.497002 Copyback: 0.024000 Sum: 0.016000 Initial population average accuracy1:0.005417 accuracy2:0.269297 Initialization: 6.891000 Memcpy Classifiers: 0.528000 Memcpy Instances: 9.416000 Kernel 1: 0.021000 Kernel 2: 120.207001 Copyback: 0.017000 Sum: 0.025000 It 0,Best ac:0.005966 0.608696 fi:0.490977. Ave ac:0.011610,0.015091 Initialization: 7.822000 Memcpy Classifiers: 0.538000 Memcpy Instances: 9.232000 Kernel 1: 0.022000 Kernel 2: 122.973999 Copyback: 0.017000 Sum: 0.024000 It 1,Best ac:0.006606 0.794872 fi:0.304585. Ave ac:0.015947,0.018117 Initialization: 7.074000 Memcpy Classifiers: 0.564000 Memcpy Instances: 10.094000 Kernel 1: 0.021000 Kernel 2: 120.832001 Copyback: 0.017000 Sum: 0.026000 It 2,Best ac:0.008097 0.678571 fi:0.420381. Ave ac:0.014012,0.016158 Initialization: 6.804000 Memcpy Classifiers: 0.507000 Memcpy Instances: 9.550000 Kernel 1: 0.021000 Kernel 2: 121.592003 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.004688 0.846154 fi:0.309897. Ave ac:0.016216,0.020416 Initialization: 6.917000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.510000 Kernel 1: 0.021000 Kernel 2: 120.456001 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.005540 0.866667 fi:0.233152. Ave ac:0.015466,0.018596 Initialization: 7.062000 Memcpy Classifiers: 0.483000 Memcpy Instances: 9.275000 Kernel 1: 0.022000 Kernel 2: 119.725998 Copyback: 0.020000 Sum: 0.027000 It 5,Best ac:0.014919 0.813953 fi:0.282692. Ave ac:0.016676,0.020787 Initialization: 6.758000 Memcpy Classifiers: 0.466000 Memcpy Instances: 9.818000 Kernel 1: 0.045000 Kernel 2: 115.760002 Copyback: 0.018000 Sum: 0.027000 It 6,Best ac:0.008951 0.893617 fi:0.205047. Ave ac:0.015780,0.019771 Initialization: 7.035000 Memcpy Classifiers: 0.442000 Memcpy Instances: 9.450000 Kernel 1: 0.021000 Kernel 2: 115.957001 Copyback: 0.018000 Sum: 0.030000 It 7,Best ac:0.005754 0.870968 fi:0.228777. Ave ac:0.016088,0.019134 Initialization: 6.948000 Memcpy Classifiers: 0.446000 Memcpy Instances: 9.603000 Kernel 1: 0.022000 Kernel 2: 115.857002 Copyback: 0.025000 Sum: 0.029000 It 8,Best ac:0.007671 0.900000 fi:0.199096. Ave ac:0.014045,0.021561 Initialization: 7.212000 Memcpy Classifiers: 0.405000 Memcpy Instances: 9.598000 Kernel 1: 0.022000 Kernel 2: 113.487000 Copyback: 0.018000 Sum: 0.033000 It 9,Best ac:0.007033 0.916667 fi:0.182646. Ave ac:0.013604,0.017156 Iteration 10:MDL fitness activated Error 0.182646 TL 0.026643 MDL Theory Length Weight: 2.2851228306 (1) Initialization: 7.197000 Memcpy Classifiers: 0.408000 Memcpy Instances: 9.283000 Kernel 1: 0.021000 Kernel 2: 111.426003 Copyback: 0.019000 Sum: 0.032000 It 10,Best ac:0.004901 0.958333 fi:0.202398. Ave ac:0.011423,0.014919 Initialization: 7.319000 Memcpy Classifiers: 0.455000 Memcpy Instances: 9.522000 Kernel 1: 0.022000 Kernel 2: 113.464996 Copyback: 0.023000 Sum: 0.035000 It 11,Best ac:0.005114 1.000000 fi:0.159295. Ave ac:0.013705,0.014676 Initialization: 7.265000 Memcpy Classifiers: 0.437000 Memcpy Instances: 10.195000 Kernel 1: 0.022000 Kernel 2: 106.074997 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.009589 1.000000 fi:0.154741. Ave ac:0.010004,0.010601 Initialization: 10.339000 Memcpy Classifiers: 0.439000 Memcpy Instances: 9.815000 Kernel 1: 0.022000 Kernel 2: 105.921997 Copyback: 0.018000 Sum: 0.033000 It 13,Best ac:0.005968 0.875000 fi:0.266194. Ave ac:0.010943,0.013382 Initialization: 7.433000 Memcpy Classifiers: 0.473000 Memcpy Instances: 9.752000 Kernel 1: 0.022000 Kernel 2: 105.653999 Copyback: 0.019000 Sum: 0.032000 It 14,Best ac:0.005753 1.000000 fi:0.149560. Ave ac:0.012137,0.013753 Initialization: 7.091000 Memcpy Classifiers: 0.458000 Memcpy Instances: 10.415000 Kernel 1: 0.022000 Kernel 2: 108.625999 Copyback: 0.018000 Sum: 0.031000 It 15,Best ac:0.005328 1.000000 fi:0.170180. Ave ac:0.012947,0.017853 Initialization: 6.755000 Memcpy Classifiers: 0.403000 Memcpy Instances: 9.263000 Kernel 1: 0.023000 Kernel 2: 107.231003 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.009374 0.956522 fi:0.186069. Ave ac:0.010223,0.011838 Initialization: 6.770000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.488000 Kernel 1: 0.022000 Kernel 2: 106.862999 Copyback: 0.018000 Sum: 0.030000 It 17,Best ac:0.008949 0.954545 fi:0.199416. Ave ac:0.011492,0.010982 Initialization: 6.894000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.712000 Kernel 1: 0.023000 Kernel 2: 102.817001 Copyback: 0.018000 Sum: 0.035000 It 18,Best ac:0.005968 0.965517 fi:0.194579. Ave ac:0.009950,0.008908 Initialization: 7.280000 Memcpy Classifiers: 0.419000 Memcpy Instances: 9.558000 Kernel 1: 0.022000 Kernel 2: 104.148003 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.006392 0.967742 fi:0.182715. Ave ac:0.009796,0.008737 Initialization: 7.258000 Memcpy Classifiers: 0.439000 Memcpy Instances: 9.586000 Kernel 1: 0.022000 Kernel 2: 104.526001 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004900 0.958333 fi:0.205542. Ave ac:0.008461,0.008090 Initialization: 7.242000 Memcpy Classifiers: 0.410000 Memcpy Instances: 9.696000 Kernel 1: 0.024000 Kernel 2: 103.380997 Copyback: 0.023000 Sum: 0.031000 It 21,Best ac:0.005541 0.962963 fi:0.187783. Ave ac:0.009599,0.011581 Initialization: 7.069000 Memcpy Classifiers: 0.411000 Memcpy Instances: 9.648000 Kernel 1: 0.023000 Kernel 2: 103.699997 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.006179 0.935484 fi:0.213734. Ave ac:0.009465,0.010052 Initialization: 7.144000 Memcpy Classifiers: 0.386000 Memcpy Instances: 9.977000 Kernel 1: 0.024000 Kernel 2: 105.278000 Copyback: 0.018000 Sum: 0.033000 It 23,Best ac:0.010015 1.000000 fi:0.143764. Ave ac:0.011021,0.011457 Initialization: 7.312000 Memcpy Classifiers: 0.411000 Memcpy Instances: 9.543000 Kernel 1: 0.022000 Kernel 2: 101.808998 Copyback: 0.020000 Sum: 0.035000 It 24,Best ac:0.008097 0.974359 fi:0.166114. Ave ac:0.009731,0.008590 Initialization: 7.031000 Memcpy Classifiers: 0.410000 Memcpy Instances: 9.787000 Kernel 1: 0.023000 Kernel 2: 99.992996 Copyback: 0.371000 Sum: 0.035000 It 25,Best ac:0.004902 1.000000 fi:0.175226. Ave ac:0.007672,0.007145 Initialization: 6.924000 Memcpy Classifiers: 0.409000 Memcpy Instances: 9.289000 Kernel 1: 0.022000 Kernel 2: 100.445000 Copyback: 0.018000 Sum: 0.032000 It 26,Best ac:0.007458 1.000000 fi:0.154355. Ave ac:0.010830,0.009405 Initialization: 7.109000 Memcpy Classifiers: 0.438000 Memcpy Instances: 9.875000 Kernel 1: 0.024000 Kernel 2: 100.115997 Copyback: 0.023000 Sum: 0.033000 It 27,Best ac:0.005966 0.965517 fi:0.177837. Ave ac:0.008567,0.011751 Initialization: 6.995000 Memcpy Classifiers: 0.437000 Memcpy Instances: 9.241000 Kernel 1: 0.023000 Kernel 2: 99.540001 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.005968 1.000000 fi:0.133550. Ave ac:0.009651,0.008968 Initialization: 7.108000 Memcpy Classifiers: 0.438000 Memcpy Instances: 9.397000 Kernel 1: 0.024000 Kernel 2: 97.047997 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.005114 0.960000 fi:0.190910. Ave ac:0.008316,0.006927 Initialization: 6.893000 Memcpy Classifiers: 0.820000 Memcpy Instances: 9.739000 Kernel 1: 0.022000 Kernel 2: 94.871002 Copyback: 0.022000 Sum: 0.030000 It 30,Best ac:0.004901 1.000000 fi:0.172444. Ave ac:0.007419,0.006552 Initialization: 6.797000 Memcpy Classifiers: 0.411000 Memcpy Instances: 9.996000 Kernel 1: 0.022000 Kernel 2: 96.070000 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.006392 1.000000 fi:0.140150. Ave ac:0.009227,0.007701 Initialization: 7.235000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.452000 Kernel 1: 0.021000 Kernel 2: 95.848999 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.007460 1.000000 fi:0.128041. Ave ac:0.009614,0.008077 Initialization: 6.836000 Memcpy Classifiers: 0.387000 Memcpy Instances: 9.561000 Kernel 1: 0.025000 Kernel 2: 96.440002 Copyback: 0.018000 Sum: 0.034000 It 33,Best ac:0.005114 1.000000 fi:0.154524. Ave ac:0.009054,0.008186 Initialization: 22.528999 Memcpy Instances: 478.868988 Memcpy Classifiers: 0.071000 Kernel 1: 0.021000 Kernel 2: 500.320007 Copyback: 0.016000 Sum: 0.009000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 495.807007 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 471.782013 Copyback: 0.218000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 482.417999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 508.050995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 495.829010 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 502.067993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.018000 Kernel 2: 498.380005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 502.019989 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 485.612000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 480.562988 Copyback: 0.368000 Sum: 0.000000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 498.609985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 500.792999 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 488.023010 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.065000 Kernel 1: 0.012000 Kernel 2: 291.834015 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.006943 0.882927 fi:0.250293. Ave ac:0.009248,0.033914 Best acc 0.006943 0.882927 Initialization: 8.189000 Memcpy Classifiers: 0.603000 Memcpy Instances: 9.459000 Kernel 1: 0.024000 Kernel 2: 112.058998 Copyback: 0.017000 Sum: 0.036000 Initial population average accuracy1:0.006565 accuracy2:0.299779 Initialization: 7.080000 Memcpy Classifiers: 0.563000 Memcpy Instances: 9.407000 Kernel 1: 0.023000 Kernel 2: 119.788002 Copyback: 0.018000 Sum: 0.037000 It 0,Best ac:0.004689 0.709677 fi:0.446374. Ave ac:0.015118,0.022837 Initialization: 7.507000 Memcpy Classifiers: 0.500000 Memcpy Instances: 9.270000 Kernel 1: 0.022000 Kernel 2: 124.693001 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.011506 0.642857 fi:0.454942. Ave ac:0.019284,0.022816 Initialization: 6.863000 Memcpy Classifiers: 0.522000 Memcpy Instances: 9.409000 Kernel 1: 0.023000 Kernel 2: 121.625000 Copyback: 0.018000 Sum: 0.033000 It 2,Best ac:0.011720 0.743243 fi:0.354484. Ave ac:0.020185,0.024974 Initialization: 6.923000 Memcpy Classifiers: 0.547000 Memcpy Instances: 9.543000 Kernel 1: 0.022000 Kernel 2: 122.507004 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.005328 0.781250 fi:0.318639. Ave ac:0.019020,0.021819 Initialization: 6.905000 Memcpy Classifiers: 0.562000 Memcpy Instances: 9.623000 Kernel 1: 0.021000 Kernel 2: 115.363998 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.012995 0.792208 fi:0.305090. Ave ac:0.015394,0.018102 Initialization: 7.723000 Memcpy Classifiers: 0.542000 Memcpy Instances: 10.066000 Kernel 1: 0.023000 Kernel 2: 119.236000 Copyback: 0.018000 Sum: 0.034000 It 5,Best ac:0.007033 0.825000 fi:0.274313. Ave ac:0.017115,0.018941 Initialization: 7.250000 Memcpy Classifiers: 0.557000 Memcpy Instances: 9.764000 Kernel 1: 0.023000 Kernel 2: 113.435997 Copyback: 0.018000 Sum: 0.034000 It 6,Best ac:0.006392 0.882353 fi:0.217176. Ave ac:0.017958,0.024512 Initialization: 7.169000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.250000 Kernel 1: 0.022000 Kernel 2: 116.167999 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.005115 0.857143 fi:0.242818. Ave ac:0.018506,0.024830 Initialization: 6.847000 Memcpy Classifiers: 0.804000 Memcpy Instances: 9.236000 Kernel 1: 0.024000 Kernel 2: 112.053001 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.005327 0.892857 fi:0.207032. Ave ac:0.016828,0.021887 Initialization: 7.111000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.550000 Kernel 1: 0.020000 Kernel 2: 109.844002 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.007033 0.891892 fi:0.207421. Ave ac:0.013606,0.019521 Iteration 10:MDL fitness activated Error 0.207421 TL 0.022889 MDL Theory Length Weight: 3.0206374671 (2) Initialization: 6.826000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.339000 Kernel 1: 0.022000 Kernel 2: 107.795998 Copyback: 0.276000 Sum: 0.031000 It 10,Best ac:0.005327 1.000000 fi:0.168947. Ave ac:0.012308,0.017514 Initialization: 6.823000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.624000 Kernel 1: 0.022000 Kernel 2: 104.088997 Copyback: 0.018000 Sum: 0.030000 It 11,Best ac:0.005540 0.928571 fi:0.223482. Ave ac:0.012367,0.013812 Initialization: 7.084000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.399000 Kernel 1: 0.021000 Kernel 2: 103.466003 Copyback: 0.018000 Sum: 0.029000 It 12,Best ac:0.005753 1.000000 fi:0.165125. Ave ac:0.011116,0.010866 Initialization: 7.229000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.405000 Kernel 1: 0.021000 Kernel 2: 96.151001 Copyback: 0.018000 Sum: 0.031000 It 13,Best ac:0.005753 0.964286 fi:0.201688. Ave ac:0.010019,0.013270 Initialization: 6.995000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.381000 Kernel 1: 0.022000 Kernel 2: 101.246002 Copyback: 0.016000 Sum: 0.025000 It 14,Best ac:0.007032 0.942857 fi:0.224076. Ave ac:0.012419,0.017650 Initialization: 6.840000 Memcpy Classifiers: 0.348000 Memcpy Instances: 9.435000 Kernel 1: 0.022000 Kernel 2: 97.348000 Copyback: 0.018000 Sum: 0.026000 It 15,Best ac:0.006604 0.911765 fi:0.244769. Ave ac:0.011882,0.011625 Initialization: 6.876000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.410000 Kernel 1: 0.024000 Kernel 2: 93.371002 Copyback: 0.018000 Sum: 0.029000 It 16,Best ac:0.006394 0.967742 fi:0.177903. Ave ac:0.011477,0.012578 Initialization: 7.261000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.248000 Kernel 1: 0.022000 Kernel 2: 94.345001 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.005540 1.000000 fi:0.145072. Ave ac:0.010175,0.009795 Initialization: 7.339000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.512000 Kernel 1: 0.022000 Kernel 2: 91.341003 Copyback: 0.017000 Sum: 0.024000 It 18,Best ac:0.006606 1.000000 fi:0.158136. Ave ac:0.010735,0.014145 Initialization: 6.867000 Memcpy Classifiers: 0.265000 Memcpy Instances: 10.023000 Kernel 1: 0.023000 Kernel 2: 89.522003 Copyback: 0.017000 Sum: 0.020000 It 19,Best ac:0.006392 0.967742 fi:0.177903. Ave ac:0.008505,0.008471 Initialization: 7.158000 Memcpy Classifiers: 0.266000 Memcpy Instances: 9.537000 Kernel 1: 0.022000 Kernel 2: 86.000999 Copyback: 0.018000 Sum: 0.025000 It 20,Best ac:0.006820 1.000000 fi:0.172442. Ave ac:0.008521,0.007920 Initialization: 7.276000 Memcpy Classifiers: 0.253000 Memcpy Instances: 9.510000 Kernel 1: 0.021000 Kernel 2: 86.540001 Copyback: 0.017000 Sum: 0.020000 It 21,Best ac:0.005541 0.962963 fi:0.214107. Ave ac:0.008264,0.008008 Initialization: 7.539000 Memcpy Classifiers: 0.249000 Memcpy Instances: 9.546000 Kernel 1: 0.023000 Kernel 2: 86.940002 Copyback: 0.017000 Sum: 0.020000 It 22,Best ac:0.005541 1.000000 fi:0.154568. Ave ac:0.009005,0.007527 Initialization: 7.384000 Memcpy Classifiers: 0.286000 Memcpy Instances: 9.202000 Kernel 1: 0.022000 Kernel 2: 85.115997 Copyback: 0.018000 Sum: 0.026000 It 23,Best ac:0.007245 1.000000 fi:0.141236. Ave ac:0.008756,0.009740 Initialization: 6.860000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.631000 Kernel 1: 0.021000 Kernel 2: 85.796997 Copyback: 0.370000 Sum: 0.026000 It 24,Best ac:0.006391 1.000000 fi:0.149620. Ave ac:0.008498,0.011120 Initialization: 6.907000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.398000 Kernel 1: 0.023000 Kernel 2: 85.146004 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.008312 0.975000 fi:0.169135. Ave ac:0.008244,0.007307 Initialization: 6.839000 Memcpy Classifiers: 0.227000 Memcpy Instances: 9.305000 Kernel 1: 0.024000 Kernel 2: 84.262001 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.004901 1.000000 fi:0.166072. Ave ac:0.008486,0.006585 Initialization: 7.391000 Memcpy Classifiers: 0.230000 Memcpy Instances: 9.417000 Kernel 1: 0.022000 Kernel 2: 85.319000 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.006606 1.000000 fi:0.140823. Ave ac:0.008472,0.007004 Initialization: 7.202000 Memcpy Classifiers: 0.247000 Memcpy Instances: 9.376000 Kernel 1: 0.022000 Kernel 2: 84.598000 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.005968 1.000000 fi:0.146017. Ave ac:0.009023,0.006556 Initialization: 6.874000 Memcpy Classifiers: 0.247000 Memcpy Instances: 9.898000 Kernel 1: 0.022000 Kernel 2: 86.383003 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.005114 1.000000 fi:0.147954. Ave ac:0.008459,0.008219 Initialization: 7.635000 Memcpy Classifiers: 0.248000 Memcpy Instances: 9.379000 Kernel 1: 0.023000 Kernel 2: 85.558998 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.005541 1.000000 fi:0.137300. Ave ac:0.008370,0.005566 Initialization: 6.862000 Memcpy Classifiers: 0.247000 Memcpy Instances: 9.427000 Kernel 1: 0.022000 Kernel 2: 85.905998 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.007456 0.972222 fi:0.172309. Ave ac:0.009267,0.006829 Initialization: 6.889000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.587000 Kernel 1: 0.022000 Kernel 2: 83.750000 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.005327 1.000000 fi:0.152964. Ave ac:0.006837,0.004744 Initialization: 7.499000 Memcpy Classifiers: 0.249000 Memcpy Instances: 9.254000 Kernel 1: 0.021000 Kernel 2: 82.760002 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.007460 0.945946 fi:0.199338. Ave ac:0.006466,0.004409 Initialization: 22.375000 Memcpy Instances: 472.368988 Memcpy Classifiers: 0.049000 Kernel 1: 0.023000 Kernel 2: 447.071014 Copyback: 0.015000 Sum: 0.010000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 447.325012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 436.071991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.012000 Kernel 2: 457.083008 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 447.864990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 447.364014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 450.980011 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 439.708008 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 450.968994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 440.679993 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 448.410004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 446.315002 Copyback: 0.201000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 452.309998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.012000 Kernel 2: 451.134003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 264.721008 Copyback: 0.017000 Sum: 0.001000 It 34,Best ac:0.005519 0.908772 fi:0.236413. Ave ac:0.008031,0.028850 Best acc 0.005519 0.908772 Rule:Att PSSM_-2_11 is [>-1.250307]|Att PSSM_-1_7 is [<-3.869181]|Att PSSM_0_12 is [<-4.392047]|Att PSSM_2_7 is [<-2.124244]|1 Accuracy : 0.704255 0 1 163950 130 69263 1295 Removed 1425 instances. 233213 Instances left. Acc of rule 0.005519-0.908772 Initialization: 6.783000 Memcpy Classifiers: 0.595000 Memcpy Instances: 9.540000 Kernel 1: 0.024000 Kernel 2: 111.376999 Copyback: 0.018000 Sum: 0.033000 Initial population average accuracy1:0.005870 accuracy2:0.296684 Initialization: 6.816000 Memcpy Classifiers: 0.541000 Memcpy Instances: 9.609000 Kernel 1: 0.025000 Kernel 2: 116.591003 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.007290 0.739130 fi:0.360064. Ave ac:0.012517,0.016042 Initialization: 6.789000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.631000 Kernel 1: 0.023000 Kernel 2: 121.043999 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.009861 0.766667 fi:0.331649. Ave ac:0.017646,0.020012 Initialization: 6.607000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.357000 Kernel 1: 0.022000 Kernel 2: 117.168999 Copyback: 0.018000 Sum: 0.033000 It 2,Best ac:0.004716 0.880000 fi:0.260828. Ave ac:0.018078,0.019541 Initialization: 7.144000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.369000 Kernel 1: 0.022000 Kernel 2: 114.060997 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.007503 0.853659 fi:0.245464. Ave ac:0.016187,0.018464 Initialization: 6.672000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.400000 Kernel 1: 0.021000 Kernel 2: 108.538002 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.009005 0.954545 fi:0.144062. Ave ac:0.015864,0.016529 Initialization: 7.616000 Memcpy Classifiers: 0.420000 Memcpy Instances: 9.353000 Kernel 1: 0.023000 Kernel 2: 105.290001 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.007290 0.850000 fi:0.249194. Ave ac:0.012869,0.014868 Initialization: 7.972000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.349000 Kernel 1: 0.024000 Kernel 2: 105.031998 Copyback: 0.020000 Sum: 0.031000 It 6,Best ac:0.005575 0.866667 fi:0.233115. Ave ac:0.011153,0.011825 Initialization: 7.224000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.935000 Kernel 1: 0.024000 Kernel 2: 111.225998 Copyback: 0.018000 Sum: 0.026000 It 7,Best ac:0.007717 0.878049 fi:0.221001. Ave ac:0.011470,0.011863 Initialization: 6.836000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.548000 Kernel 1: 0.022000 Kernel 2: 107.750999 Copyback: 0.018000 Sum: 0.030000 It 8,Best ac:0.005360 0.961538 fi:0.138317. Ave ac:0.011520,0.012202 Initialization: 7.219000 Memcpy Classifiers: 0.392000 Memcpy Instances: 9.202000 Kernel 1: 0.022000 Kernel 2: 107.288002 Copyback: 0.018000 Sum: 0.028000 It 9,Best ac:0.005360 0.961538 fi:0.138317. Ave ac:0.010801,0.011328 Iteration 10:MDL fitness activated Error 0.138317 TL 0.043559 MDL Theory Length Weight: 1.0584564151 (2) Initialization: 7.327000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.564000 Kernel 1: 0.021000 Kernel 2: 104.518997 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.004716 0.956522 fi:0.213786. Ave ac:0.007320,0.006256 Initialization: 7.232000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.477000 Kernel 1: 0.022000 Kernel 2: 101.468002 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.006647 1.000000 fi:0.129323. Ave ac:0.010499,0.011200 Initialization: 6.760000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.524000 Kernel 1: 0.023000 Kernel 2: 95.667000 Copyback: 0.020000 Sum: 0.034000 It 12,Best ac:0.006647 0.939394 fi:0.200974. Ave ac:0.006861,0.007109 Initialization: 7.322000 Memcpy Classifiers: 0.405000 Memcpy Instances: 9.479000 Kernel 1: 0.022000 Kernel 2: 99.000999 Copyback: 0.018000 Sum: 0.032000 It 13,Best ac:0.004931 0.958333 fi:0.164538. Ave ac:0.005831,0.006637 Initialization: 6.834000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.555000 Kernel 1: 0.022000 Kernel 2: 100.629997 Copyback: 0.018000 Sum: 0.032000 It 14,Best ac:0.006003 0.933333 fi:0.199711. Ave ac:0.008554,0.010774 Initialization: 6.815000 Memcpy Classifiers: 0.389000 Memcpy Instances: 9.784000 Kernel 1: 0.023000 Kernel 2: 102.117996 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.005360 1.000000 fi:0.130618. Ave ac:0.008788,0.009206 Initialization: 7.077000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.302000 Kernel 1: 0.022000 Kernel 2: 104.499001 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.005146 0.960000 fi:0.167213. Ave ac:0.005966,0.006329 Initialization: 7.247000 Memcpy Classifiers: 0.356000 Memcpy Instances: 9.677000 Kernel 1: 0.024000 Kernel 2: 107.160004 Copyback: 0.018000 Sum: 0.032000 It 17,Best ac:0.004930 1.000000 fi:0.132312. Ave ac:0.006897,0.005872 Initialization: 7.067000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.161000 Kernel 1: 0.022000 Kernel 2: 103.463997 Copyback: 0.018000 Sum: 0.030000 It 18,Best ac:0.006647 0.939394 fi:0.196863. Ave ac:0.007530,0.006423 Initialization: 7.063000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.253000 Kernel 1: 0.024000 Kernel 2: 102.778999 Copyback: 0.018000 Sum: 0.034000 It 19,Best ac:0.005788 0.964286 fi:0.162245. Ave ac:0.008025,0.006641 Initialization: 6.794000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.723000 Kernel 1: 0.024000 Kernel 2: 101.004997 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.007504 0.972222 fi:0.153788. Ave ac:0.007043,0.006143 MDL Theory Length Weight: 0.9526107736 (10) Initialization: 6.767000 Memcpy Classifiers: 0.322000 Memcpy Instances: 10.107000 Kernel 1: 0.022000 Kernel 2: 98.486000 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.007933 0.973684 fi:0.145301. Ave ac:0.008128,0.007687 Initialization: 6.880000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.430000 Kernel 1: 0.022000 Kernel 2: 97.740997 Copyback: 0.018000 Sum: 0.030000 It 22,Best ac:0.006861 1.000000 fi:0.136199. Ave ac:0.008465,0.006608 Initialization: 7.321000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.171000 Kernel 1: 0.024000 Kernel 2: 101.773003 Copyback: 0.018000 Sum: 0.033000 It 23,Best ac:0.005360 1.000000 fi:0.124811. Ave ac:0.007256,0.005528 Initialization: 7.188000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.606000 Kernel 1: 0.023000 Kernel 2: 96.549004 Copyback: 0.018000 Sum: 0.030000 It 24,Best ac:0.004931 0.958333 fi:0.174308. Ave ac:0.006801,0.005389 Initialization: 8.051000 Memcpy Classifiers: 0.345000 Memcpy Instances: 9.466000 Kernel 1: 0.023000 Kernel 2: 96.228996 Copyback: 0.019000 Sum: 0.028000 It 25,Best ac:0.004931 0.958333 fi:0.179651. Ave ac:0.006461,0.006790 Initialization: 7.091000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.591000 Kernel 1: 0.026000 Kernel 2: 101.683998 Copyback: 0.018000 Sum: 0.029000 It 26,Best ac:0.005575 0.962963 fi:0.154913. Ave ac:0.007346,0.008088 Initialization: 7.034000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.533000 Kernel 1: 0.021000 Kernel 2: 97.910004 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.004930 0.884615 fi:0.239920. Ave ac:0.006622,0.004993 Initialization: 7.291000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.252000 Kernel 1: 0.021000 Kernel 2: 96.677002 Copyback: 0.370000 Sum: 0.031000 It 28,Best ac:0.007075 0.970588 fi:0.156196. Ave ac:0.009000,0.009694 Initialization: 7.106000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.965000 Kernel 1: 0.024000 Kernel 2: 97.481003 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.005573 1.000000 fi:0.128000. Ave ac:0.007552,0.007243 Initialization: 6.825000 Memcpy Classifiers: 0.342000 Memcpy Instances: 10.493000 Kernel 1: 0.025000 Kernel 2: 95.100998 Copyback: 0.018000 Sum: 0.030000 It 30,Best ac:0.005146 0.960000 fi:0.161382. Ave ac:0.005460,0.005239 Initialization: 7.090000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.387000 Kernel 1: 0.023000 Kernel 2: 95.369003 Copyback: 0.026000 Sum: 0.039000 It 31,Best ac:0.006860 1.000000 fi:0.125084. Ave ac:0.007389,0.006063 Initialization: 7.009000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.143000 Kernel 1: 0.024000 Kernel 2: 93.785004 Copyback: 0.018000 Sum: 0.035000 It 32,Best ac:0.006647 0.968750 fi:0.156183. Ave ac:0.008016,0.006560 MDL Theory Length Weight: 0.8573496962 (10) Initialization: 6.826000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.416000 Kernel 1: 0.024000 Kernel 2: 93.252998 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.006647 0.968750 fi:0.145465. Ave ac:0.007689,0.007177 Initialization: 22.655001 Memcpy Instances: 471.980011 Memcpy Classifiers: 0.060000 Kernel 1: 0.024000 Kernel 2: 483.756989 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 453.065002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 461.748993 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 453.817993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 467.450012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 475.734985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 459.759003 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 472.319000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 471.114990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 460.615997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 480.138000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 468.002991 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 473.161987 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 449.239990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 281.216003 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005064 0.879375 fi:0.253755. Ave ac:0.006813,0.024461 Best acc 0.005064 0.879375 Initialization: 7.635000 Memcpy Classifiers: 0.554000 Memcpy Instances: 9.260000 Kernel 1: 0.024000 Kernel 2: 113.490997 Copyback: 0.018000 Sum: 0.032000 Initial population average accuracy1:0.006828 accuracy2:0.289943 Initialization: 6.856000 Memcpy Classifiers: 0.506000 Memcpy Instances: 10.833000 Kernel 1: 0.021000 Kernel 2: 121.099998 Copyback: 0.017000 Sum: 0.051000 It 0,Best ac:0.006003 0.717949 fi:0.381686. Ave ac:0.014024,0.020647 Initialization: 7.179000 Memcpy Classifiers: 0.437000 Memcpy Instances: 9.354000 Kernel 1: 0.024000 Kernel 2: 122.691002 Copyback: 0.019000 Sum: 0.030000 It 1,Best ac:0.004930 0.676471 fi:0.425305. Ave ac:0.016415,0.020180 Initialization: 7.107000 Memcpy Classifiers: 0.455000 Memcpy Instances: 9.176000 Kernel 1: 0.022000 Kernel 2: 115.203003 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.006431 0.750000 fi:0.349490. Ave ac:0.016582,0.019194 Initialization: 6.921000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.317000 Kernel 1: 0.023000 Kernel 2: 113.570999 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.008362 0.735849 fi:0.362978. Ave ac:0.016033,0.019532 Initialization: 6.827000 Memcpy Classifiers: 0.411000 Memcpy Instances: 9.379000 Kernel 1: 0.024000 Kernel 2: 109.613998 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.007933 0.840909 fi:0.258065. Ave ac:0.014187,0.016550 Initialization: 6.771000 Memcpy Classifiers: 0.382000 Memcpy Instances: 10.129000 Kernel 1: 0.022000 Kernel 2: 106.026001 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.010720 0.909091 fi:0.188929. Ave ac:0.013927,0.014608 Initialization: 7.307000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.219000 Kernel 1: 0.022000 Kernel 2: 105.509003 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.011149 0.852459 fi:0.245414. Ave ac:0.013089,0.013790 Initialization: 6.828000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.351000 Kernel 1: 0.023000 Kernel 2: 103.828003 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004503 1.000000 fi:0.179290. Ave ac:0.012753,0.011939 Initialization: 6.944000 Memcpy Classifiers: 0.426000 Memcpy Instances: 9.164000 Kernel 1: 0.023000 Kernel 2: 104.924004 Copyback: 0.018000 Sum: 0.033000 It 8,Best ac:0.005359 0.892857 fi:0.206999. Ave ac:0.013821,0.014393 Initialization: 6.852000 Memcpy Classifiers: 0.403000 Memcpy Instances: 9.605000 Kernel 1: 0.022000 Kernel 2: 103.879997 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.006861 0.969697 fi:0.129644. Ave ac:0.011916,0.011934 Iteration 10:MDL fitness activated Error 0.129644 TL 0.028118 MDL Theory Length Weight: 1.5368855832 (1) Initialization: 7.075000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.921000 Kernel 1: 0.023000 Kernel 2: 105.522003 Copyback: 0.018000 Sum: 0.035000 It 10,Best ac:0.005145 0.923077 fi:0.214457. Ave ac:0.013266,0.015219 Initialization: 6.867000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.509000 Kernel 1: 0.022000 Kernel 2: 100.750999 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.007075 0.916667 fi:0.232538. Ave ac:0.010142,0.010553 Initialization: 6.848000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.539000 Kernel 1: 0.023000 Kernel 2: 98.599998 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.006217 0.966667 fi:0.166425. Ave ac:0.009841,0.008071 Initialization: 7.298000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.146000 Kernel 1: 0.029000 Kernel 2: 94.170998 Copyback: 0.018000 Sum: 0.035000 It 13,Best ac:0.005360 0.961538 fi:0.176690. Ave ac:0.009323,0.009710 Initialization: 6.767000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.187000 Kernel 1: 0.023000 Kernel 2: 94.911003 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.005789 0.931034 fi:0.206021. Ave ac:0.008559,0.007436 Initialization: 8.658000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.156000 Kernel 1: 0.023000 Kernel 2: 93.134003 Copyback: 0.018000 Sum: 0.034000 It 15,Best ac:0.009863 0.920000 fi:0.215216. Ave ac:0.010343,0.010646 Initialization: 6.932000 Memcpy Classifiers: 0.891000 Memcpy Instances: 9.158000 Kernel 1: 0.021000 Kernel 2: 91.685997 Copyback: 0.017000 Sum: 0.037000 It 16,Best ac:0.005575 1.000000 fi:0.136180. Ave ac:0.011178,0.009012 Initialization: 7.569000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.154000 Kernel 1: 0.022000 Kernel 2: 92.750999 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.005360 0.925926 fi:0.207681. Ave ac:0.008344,0.007049 Initialization: 7.054000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.172000 Kernel 1: 0.022000 Kernel 2: 94.654999 Copyback: 0.018000 Sum: 0.031000 It 18,Best ac:0.007290 0.944444 fi:0.181516. Ave ac:0.010264,0.009262 Initialization: 7.045000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.899000 Kernel 1: 0.023000 Kernel 2: 93.533997 Copyback: 0.018000 Sum: 0.032000 It 19,Best ac:0.004930 0.958333 fi:0.177764. Ave ac:0.008206,0.007585 Initialization: 6.896000 Memcpy Classifiers: 0.284000 Memcpy Instances: 10.434000 Kernel 1: 0.022000 Kernel 2: 94.404999 Copyback: 0.018000 Sum: 0.031000 It 20,Best ac:0.006002 0.875000 fi:0.262273. Ave ac:0.006309,0.005699 Initialization: 7.090000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.857000 Kernel 1: 0.023000 Kernel 2: 92.116997 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.005145 0.923077 fi:0.211008. Ave ac:0.008252,0.009150 Initialization: 7.054000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.852000 Kernel 1: 0.022000 Kernel 2: 92.883003 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.009005 0.954545 fi:0.173787. Ave ac:0.009893,0.010889 Initialization: 7.088000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.200000 Kernel 1: 0.025000 Kernel 2: 91.348000 Copyback: 0.018000 Sum: 0.030000 It 23,Best ac:0.005575 0.928571 fi:0.213427. Ave ac:0.009141,0.007720 Initialization: 6.911000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.412000 Kernel 1: 0.024000 Kernel 2: 92.112999 Copyback: 0.018000 Sum: 0.030000 It 24,Best ac:0.006003 0.875000 fi:0.254735. Ave ac:0.006360,0.010089 Initialization: 6.798000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.240000 Kernel 1: 0.022000 Kernel 2: 91.525002 Copyback: 0.018000 Sum: 0.033000 It 25,Best ac:0.005360 0.925926 fi:0.205839. Ave ac:0.009630,0.009413 MDL Theory Length Weight: 1.3831970249 (10) Initialization: 6.883000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.935000 Kernel 1: 0.023000 Kernel 2: 94.105003 Copyback: 0.018000 Sum: 0.031000 It 26,Best ac:0.006217 0.966667 fi:0.159844. Ave ac:0.008733,0.009954 Initialization: 6.908000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.139000 Kernel 1: 0.024000 Kernel 2: 95.179001 Copyback: 0.019000 Sum: 0.029000 It 27,Best ac:0.007504 0.921053 fi:0.206451. Ave ac:0.009518,0.007444 Initialization: 7.281000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.347000 Kernel 1: 0.024000 Kernel 2: 93.227997 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.005573 0.962963 fi:0.161951. Ave ac:0.007874,0.006672 Initialization: 7.062000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.242000 Kernel 1: 0.022000 Kernel 2: 91.787003 Copyback: 0.018000 Sum: 0.029000 It 29,Best ac:0.005575 0.928571 fi:0.198770. Ave ac:0.006112,0.005094 Initialization: 6.753000 Memcpy Classifiers: 0.284000 Memcpy Instances: 10.355000 Kernel 1: 0.022000 Kernel 2: 91.681000 Copyback: 0.371000 Sum: 0.031000 It 30,Best ac:0.007504 0.921053 fi:0.212604. Ave ac:0.009418,0.010014 Initialization: 8.071000 Memcpy Classifiers: 0.306000 Memcpy Instances: 9.355000 Kernel 1: 0.025000 Kernel 2: 90.855003 Copyback: 0.018000 Sum: 0.030000 It 31,Best ac:0.007075 0.970588 fi:0.162073. Ave ac:0.007160,0.005333 Initialization: 6.814000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.387000 Kernel 1: 0.022000 Kernel 2: 91.665001 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.005360 1.000000 fi:0.144313. Ave ac:0.007877,0.009016 Initialization: 7.575000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.203000 Kernel 1: 0.024000 Kernel 2: 93.825996 Copyback: 0.020000 Sum: 0.030000 It 33,Best ac:0.005788 0.931034 fi:0.197408. Ave ac:0.007675,0.008261 Initialization: 22.070999 Memcpy Instances: 470.653992 Memcpy Classifiers: 0.053000 Kernel 1: 0.024000 Kernel 2: 464.191010 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.051000 Kernel 1: 0.015000 Kernel 2: 457.165985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 460.299011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 458.265015 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 467.415009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 472.834991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 466.330994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 472.772003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 456.395996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 450.299011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 468.287994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 475.403992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 465.497009 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 466.653992 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 281.006989 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.006432 0.855188 fi:0.271860. Ave ac:0.007368,0.026232 Best acc 0.006432 0.855188 Rule:Att PSSM_-4_3 is [<3.902554]|Att PSSM_-2_12 is [-6.518408,2.738065]|Att PSSM_-1_4 is [<0.548038]|Att PSSM_-1_7 is [-6.199277,3.358099]|Att PSSM_0_4 is [<7.018625]|Att PSSM_0_9 is [<-4.152702]|Att PSSM_0_17 is [-5.413825,3.413825]|Att PSSM_0_18 is [-6.548143,2.623749]|Att PSSM_1_2 is [<-3.125147]|Att PSSM_1_14 is [-3.146560,7.137150]|Att PSSM_2_3 is [-6.377772,2.377772]|Att PSSM_2_6 is [-5.445529,4.896894]|Att PSSM_3_6 is [<1.289307]|Att PSSM_3_12 is [-5.456995,-0.543005]|Att PSSM_4_12 is [<-0.083673]|1 Accuracy : 0.708598 0 1 163788 292 68082 2476 Removed 1343 instances. 231870 Instances left. Acc of rule 0.005064-0.879375 Initialization: 6.732000 Memcpy Classifiers: 0.525000 Memcpy Instances: 9.505000 Kernel 1: 0.025000 Kernel 2: 112.992996 Copyback: 0.017000 Sum: 0.037000 Initial population average accuracy1:0.006173 accuracy2:0.292123 Initialization: 7.141000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.636000 Kernel 1: 0.024000 Kernel 2: 121.688004 Copyback: 0.018000 Sum: 0.036000 It 0,Best ac:0.006470 0.681818 fi:0.417631. Ave ac:0.012077,0.016696 Initialization: 6.685000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.617000 Kernel 1: 0.022000 Kernel 2: 117.570999 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.031048 0.688995 fi:0.404241. Ave ac:0.015292,0.019861 Initialization: 7.162000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.765000 Kernel 1: 0.024000 Kernel 2: 117.206001 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.012290 0.721519 fi:0.375916. Ave ac:0.015512,0.016862 Initialization: 6.830000 Memcpy Classifiers: 0.435000 Memcpy Instances: 10.362000 Kernel 1: 0.022000 Kernel 2: 117.107002 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.005606 0.838710 fi:0.261040. Ave ac:0.018386,0.019449 Initialization: 7.206000 Memcpy Classifiers: 0.384000 Memcpy Instances: 9.140000 Kernel 1: 0.023000 Kernel 2: 114.499001 Copyback: 0.018000 Sum: 0.032000 It 4,Best ac:0.006684 0.861111 fi:0.238265. Ave ac:0.017251,0.021753 Initialization: 6.860000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.327000 Kernel 1: 0.023000 Kernel 2: 112.129997 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.008195 0.844444 fi:0.254409. Ave ac:0.017465,0.018703 Initialization: 6.833000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.596000 Kernel 1: 0.024000 Kernel 2: 110.414001 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.007332 0.829268 fi:0.269884. Ave ac:0.013163,0.014318 Initialization: 7.078000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.280000 Kernel 1: 0.024000 Kernel 2: 107.130997 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.008624 0.869565 fi:0.229139. Ave ac:0.012199,0.011917 Initialization: 6.759000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.386000 Kernel 1: 0.025000 Kernel 2: 103.528000 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.009707 0.882353 fi:0.215976. Ave ac:0.012924,0.011421 Initialization: 7.317000 Memcpy Classifiers: 0.382000 Memcpy Instances: 10.267000 Kernel 1: 0.023000 Kernel 2: 102.617996 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.009705 0.900000 fi:0.198329. Ave ac:0.012021,0.012523 Iteration 10:MDL fitness activated Error 0.198329 TL 0.029493 MDL Theory Length Weight: 2.2415125956 (1) Initialization: 7.059000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.277000 Kernel 1: 0.024000 Kernel 2: 102.138000 Copyback: 0.018000 Sum: 0.029000 It 10,Best ac:0.007117 0.916667 fi:0.265140. Ave ac:0.011756,0.012365 Initialization: 7.291000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.499000 Kernel 1: 0.024000 Kernel 2: 102.321999 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.006038 0.933333 fi:0.257851. Ave ac:0.010441,0.011275 Initialization: 7.203000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.391000 Kernel 1: 0.023000 Kernel 2: 101.021004 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.005606 0.928571 fi:0.256582. Ave ac:0.011799,0.011560 Initialization: 6.785000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.359000 Kernel 1: 0.023000 Kernel 2: 98.878998 Copyback: 0.018000 Sum: 0.031000 It 13,Best ac:0.005390 1.000000 fi:0.187150. Ave ac:0.010027,0.009643 Initialization: 6.802000 Memcpy Classifiers: 2.241000 Memcpy Instances: 9.100000 Kernel 1: 0.025000 Kernel 2: 97.192001 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.005606 0.838710 fi:0.319981. Ave ac:0.009971,0.009468 Initialization: 6.720000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.451000 Kernel 1: 0.023000 Kernel 2: 97.304001 Copyback: 0.018000 Sum: 0.034000 It 15,Best ac:0.006687 0.939394 fi:0.225149. Ave ac:0.009472,0.009356 Initialization: 7.241000 Memcpy Classifiers: 0.383000 Memcpy Instances: 9.592000 Kernel 1: 0.023000 Kernel 2: 97.615997 Copyback: 0.018000 Sum: 0.028000 It 16,Best ac:0.006468 1.000000 fi:0.174531. Ave ac:0.010329,0.010447 Initialization: 6.826000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.414000 Kernel 1: 0.023000 Kernel 2: 97.167000 Copyback: 0.017000 Sum: 0.026000 It 17,Best ac:0.005175 0.923077 fi:0.270926. Ave ac:0.008384,0.007090 Initialization: 7.146000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.632000 Kernel 1: 0.024000 Kernel 2: 97.278999 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.005390 0.925926 fi:0.224070. Ave ac:0.009743,0.008173 Initialization: 6.892000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.375000 Kernel 1: 0.022000 Kernel 2: 99.064003 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.006254 0.966667 fi:0.220232. Ave ac:0.010952,0.011130 Initialization: 7.395000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.228000 Kernel 1: 0.025000 Kernel 2: 98.271004 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.005607 0.962963 fi:0.224111. Ave ac:0.008502,0.006989 Initialization: 6.789000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.079000 Kernel 1: 0.025000 Kernel 2: 95.390999 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.005390 1.000000 fi:0.169661. Ave ac:0.008220,0.010353 Initialization: 6.886000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.316000 Kernel 1: 0.024000 Kernel 2: 98.700996 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.005390 1.000000 fi:0.166271. Ave ac:0.009167,0.007637 Initialization: 7.027000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.291000 Kernel 1: 0.024000 Kernel 2: 99.143997 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.005607 0.962963 fi:0.207476. Ave ac:0.009017,0.007665 Initialization: 6.985000 Memcpy Classifiers: 0.831000 Memcpy Instances: 10.099000 Kernel 1: 0.024000 Kernel 2: 98.188004 Copyback: 0.018000 Sum: 0.033000 It 24,Best ac:0.005390 0.925926 fi:0.246267. Ave ac:0.009119,0.007151 Initialization: 6.766000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.146000 Kernel 1: 0.024000 Kernel 2: 97.286003 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.008626 0.909091 fi:0.250313. Ave ac:0.007935,0.007811 Initialization: 6.765000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.459000 Kernel 1: 0.023000 Kernel 2: 95.279999 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.005606 1.000000 fi:0.174761. Ave ac:0.008323,0.006789 Initialization: 6.992000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.244000 Kernel 1: 0.023000 Kernel 2: 96.593002 Copyback: 0.018000 Sum: 0.034000 It 27,Best ac:0.006468 0.937500 fi:0.222817. Ave ac:0.009672,0.008797 Initialization: 7.177000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.429000 Kernel 1: 0.024000 Kernel 2: 96.071999 Copyback: 0.017000 Sum: 0.036000 It 28,Best ac:0.006038 1.000000 fi:0.155454. Ave ac:0.008823,0.007205 Initialization: 6.747000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.889000 Kernel 1: 0.025000 Kernel 2: 94.250000 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.006040 0.965517 fi:0.199562. Ave ac:0.007466,0.006161 Initialization: 6.784000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.098000 Kernel 1: 0.025000 Kernel 2: 94.207001 Copyback: 0.018000 Sum: 0.032000 It 30,Best ac:0.006038 0.933333 fi:0.232712. Ave ac:0.008829,0.006458 Initialization: 6.855000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.128000 Kernel 1: 0.026000 Kernel 2: 92.677002 Copyback: 0.018000 Sum: 0.033000 It 31,Best ac:0.005821 0.964286 fi:0.213795. Ave ac:0.008806,0.007490 Initialization: 6.985000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.091000 Kernel 1: 0.026000 Kernel 2: 93.366997 Copyback: 0.371000 Sum: 0.030000 It 32,Best ac:0.007331 0.971429 fi:0.183576. Ave ac:0.008697,0.006707 Initialization: 6.921000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.151000 Kernel 1: 0.024000 Kernel 2: 88.725998 Copyback: 0.018000 Sum: 0.031000 It 33,Best ac:0.004959 1.000000 fi:0.171790. Ave ac:0.008211,0.005859 Initialization: 22.363001 Memcpy Instances: 461.855988 Memcpy Classifiers: 0.063000 Kernel 1: 0.023000 Kernel 2: 460.470001 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 474.816986 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.017000 Kernel 2: 467.708008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 463.812012 Copyback: 0.022000 Sum: 0.005000 Memcpy Classifiers: 0.063000 Kernel 1: 0.023000 Kernel 2: 465.053986 Copyback: 0.022000 Sum: 0.005000 Memcpy Classifiers: 0.062000 Kernel 1: 0.023000 Kernel 2: 463.691010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 464.292999 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 465.846985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 473.196014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 464.524994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 476.153015 Copyback: 0.020000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.019000 Kernel 2: 467.858002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 469.066986 Copyback: 0.366000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.016000 Kernel 2: 463.540985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 190.112000 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004938 0.879416 fi:0.298970. Ave ac:0.007489,0.026123 Best acc 0.004938 0.879416 Initialization: 7.033000 Memcpy Classifiers: 0.565000 Memcpy Instances: 9.319000 Kernel 1: 0.024000 Kernel 2: 115.402000 Copyback: 0.017000 Sum: 0.038000 Initial population average accuracy1:0.006481 accuracy2:0.290553 Initialization: 7.132000 Memcpy Classifiers: 0.542000 Memcpy Instances: 9.372000 Kernel 1: 0.024000 Kernel 2: 120.870003 Copyback: 0.018000 Sum: 0.061000 It 0,Best ac:0.005176 0.615385 fi:0.484514. Ave ac:0.012845,0.018190 Initialization: 6.795000 Memcpy Classifiers: 0.715000 Memcpy Instances: 10.473000 Kernel 1: 0.024000 Kernel 2: 122.198997 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.005391 0.757576 fi:0.342249. Ave ac:0.016716,0.022186 Initialization: 7.188000 Memcpy Classifiers: 0.543000 Memcpy Instances: 9.362000 Kernel 1: 0.024000 Kernel 2: 118.398003 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.004743 0.666667 fi:0.459022. Ave ac:0.017530,0.022203 Initialization: 6.865000 Memcpy Classifiers: 0.525000 Memcpy Instances: 9.583000 Kernel 1: 0.025000 Kernel 2: 117.737999 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.009487 0.771930 fi:0.326476. Ave ac:0.018116,0.019943 Initialization: 7.293000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.083000 Kernel 1: 0.025000 Kernel 2: 117.398003 Copyback: 0.018000 Sum: 0.033000 It 4,Best ac:0.007117 0.825000 fi:0.274225. Ave ac:0.015781,0.018245 Initialization: 6.931000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.414000 Kernel 1: 0.024000 Kernel 2: 108.017998 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.009487 0.814815 fi:0.283591. Ave ac:0.012708,0.015027 Initialization: 7.673000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.408000 Kernel 1: 0.025000 Kernel 2: 106.685997 Copyback: 0.018000 Sum: 0.153000 It 6,Best ac:0.020052 0.801724 fi:0.293023. Ave ac:0.011238,0.011164 Initialization: 6.853000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.594000 Kernel 1: 0.026000 Kernel 2: 105.991997 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.008626 0.888889 fi:0.209813. Ave ac:0.011559,0.010075 Initialization: 6.981000 Memcpy Classifiers: 0.623000 Memcpy Instances: 10.199000 Kernel 1: 0.026000 Kernel 2: 103.273003 Copyback: 0.018000 Sum: 0.028000 It 8,Best ac:0.012505 0.865672 fi:0.231689. Ave ac:0.011510,0.010176 Initialization: 6.969000 Memcpy Classifiers: 0.903000 Memcpy Instances: 9.177000 Kernel 1: 0.024000 Kernel 2: 106.580002 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.012290 0.890625 fi:0.206810. Ave ac:0.011271,0.009243 Iteration 10:MDL fitness activated Error 0.206810 TL 0.036907 MDL Theory Length Weight: 1.8678302168 (1) Initialization: 7.055000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.309000 Kernel 1: 0.024000 Kernel 2: 109.912003 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.007979 0.902439 fi:0.252133. Ave ac:0.009089,0.006304 Initialization: 6.994000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.101000 Kernel 1: 0.025000 Kernel 2: 107.027000 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.005607 0.928571 fi:0.241465. Ave ac:0.009174,0.006792 Initialization: 6.805000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.126000 Kernel 1: 0.024000 Kernel 2: 104.947998 Copyback: 0.018000 Sum: 0.029000 It 12,Best ac:0.006037 0.965517 fi:0.217080. Ave ac:0.008373,0.006636 Initialization: 8.086000 Memcpy Classifiers: 0.383000 Memcpy Instances: 10.313000 Kernel 1: 0.025000 Kernel 2: 104.927002 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.009918 0.920000 fi:0.238493. Ave ac:0.009594,0.007308 Initialization: 6.838000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.908000 Kernel 1: 0.024000 Kernel 2: 103.908997 Copyback: 0.018000 Sum: 0.031000 It 14,Best ac:0.005821 0.931034 fi:0.228799. Ave ac:0.009915,0.006525 Initialization: 7.321000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.177000 Kernel 1: 0.028000 Kernel 2: 107.561996 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.007332 0.918919 fi:0.237866. Ave ac:0.008314,0.005587 Initialization: 7.196000 Memcpy Classifiers: 0.383000 Memcpy Instances: 9.375000 Kernel 1: 0.024000 Kernel 2: 103.763000 Copyback: 0.018000 Sum: 0.028000 It 16,Best ac:0.006038 0.933333 fi:0.228927. Ave ac:0.008158,0.005888 Initialization: 6.788000 Memcpy Classifiers: 0.410000 Memcpy Instances: 9.502000 Kernel 1: 0.023000 Kernel 2: 99.625000 Copyback: 0.019000 Sum: 0.031000 It 17,Best ac:0.009271 0.934783 fi:0.214336. Ave ac:0.008089,0.006401 Initialization: 7.370000 Memcpy Classifiers: 0.384000 Memcpy Instances: 9.121000 Kernel 1: 0.025000 Kernel 2: 97.780998 Copyback: 0.018000 Sum: 0.037000 It 18,Best ac:0.009705 0.957447 fi:0.205036. Ave ac:0.008148,0.005513 Initialization: 6.898000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.098000 Kernel 1: 0.025000 Kernel 2: 95.260002 Copyback: 0.019000 Sum: 0.034000 It 19,Best ac:0.004743 0.916667 fi:0.261744. Ave ac:0.007406,0.005138 Initialization: 7.217000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.359000 Kernel 1: 0.024000 Kernel 2: 99.125999 Copyback: 0.018000 Sum: 0.028000 It 20,Best ac:0.008409 0.928571 fi:0.222581. Ave ac:0.009585,0.006903 Initialization: 7.328000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.372000 Kernel 1: 0.024000 Kernel 2: 96.153999 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.006684 0.968750 fi:0.193050. Ave ac:0.009028,0.007708 Initialization: 7.079000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.248000 Kernel 1: 0.024000 Kernel 2: 97.456001 Copyback: 0.018000 Sum: 0.034000 It 22,Best ac:0.005390 0.961538 fi:0.199351. Ave ac:0.009299,0.006903 Initialization: 6.901000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.146000 Kernel 1: 0.024000 Kernel 2: 97.359001 Copyback: 0.018000 Sum: 0.035000 It 23,Best ac:0.005176 1.000000 fi:0.161166. Ave ac:0.008729,0.008231 Initialization: 7.067000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.131000 Kernel 1: 0.026000 Kernel 2: 94.723999 Copyback: 0.018000 Sum: 0.032000 It 24,Best ac:0.006254 0.935484 fi:0.216236. Ave ac:0.007688,0.006300 Initialization: 7.092000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.261000 Kernel 1: 0.024000 Kernel 2: 94.404999 Copyback: 0.018000 Sum: 0.032000 It 25,Best ac:0.005175 1.000000 fi:0.164609. Ave ac:0.008472,0.007468 Initialization: 7.083000 Memcpy Classifiers: 0.353000 Memcpy Instances: 10.326000 Kernel 1: 0.025000 Kernel 2: 95.692001 Copyback: 0.018000 Sum: 0.033000 It 26,Best ac:0.005175 0.960000 fi:0.200133. Ave ac:0.007705,0.008785 Initialization: 7.023000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.332000 Kernel 1: 0.024000 Kernel 2: 92.403999 Copyback: 0.018000 Sum: 0.032000 It 27,Best ac:0.007981 0.902439 fi:0.243723. Ave ac:0.009008,0.006874 Initialization: 7.236000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.488000 Kernel 1: 0.024000 Kernel 2: 97.375999 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.004744 1.000000 fi:0.173623. Ave ac:0.008951,0.008413 Initialization: 6.897000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.766000 Kernel 1: 0.026000 Kernel 2: 92.588997 Copyback: 0.019000 Sum: 0.033000 It 29,Best ac:0.004743 1.000000 fi:0.171292. Ave ac:0.008199,0.006105 Initialization: 6.850000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.430000 Kernel 1: 0.025000 Kernel 2: 92.204002 Copyback: 0.018000 Sum: 0.034000 It 30,Best ac:0.004743 0.956522 fi:0.234827. Ave ac:0.009127,0.006880 Initialization: 6.792000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.257000 Kernel 1: 0.024000 Kernel 2: 94.611000 Copyback: 0.018000 Sum: 0.032000 It 31,Best ac:0.004960 0.958333 fi:0.188497. Ave ac:0.009371,0.007781 Initialization: 6.762000 Memcpy Classifiers: 0.673000 Memcpy Instances: 9.260000 Kernel 1: 0.025000 Kernel 2: 94.182999 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.008628 0.909091 fi:0.236186. Ave ac:0.008740,0.007194 MDL Theory Length Weight: 1.6810471952 (10) Initialization: 7.143000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.411000 Kernel 1: 0.040000 Kernel 2: 93.917000 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.006900 0.969697 fi:0.178844. Ave ac:0.007806,0.005713 Initialization: 23.540001 Memcpy Instances: 464.924011 Memcpy Classifiers: 0.062000 Kernel 1: 0.026000 Kernel 2: 477.200012 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 486.824005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 495.423004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 481.598999 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 499.151001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 481.481995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 489.747986 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 488.914001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 487.165985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 489.026001 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.016000 Kernel 2: 480.115997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 492.411011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 486.481995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 473.912994 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 189.391998 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.006659 0.844639 fi:0.301721. Ave ac:0.008894,0.032108 Best acc 0.006659 0.844639 Rule:Att PSSM_-2_7 is [-6.783632,-1.216368]|Att PSSM_-1_6 is [<-2.643021]|Att PSSM_0_2 is [-6.955458,-3.044542]|Att PSSM_0_4 is [-7.461999,-4.819323]|Att PSSM_0_12 is [<-3.571591]|Att PSSM_0_13 is [<10.703155]|Att PSSM_1_6 is [<-1.357820]|Att PSSM_1_15 is [<-1.764399]|Att PSSM_2_7 is [<5.895735]|Att PSSM_3_13 is [<10.920753]|Att PSSM_4_2 is [<-1.639561]|Att PSSM_4_9 is [-5.211311,4.325068]|1 Accuracy : 0.712809 0 1 163631 449 66937 3621 Removed 1302 instances. 230568 Instances left. Acc of rule 0.004938-0.879416 Initialization: 6.968000 Memcpy Classifiers: 0.541000 Memcpy Instances: 9.841000 Kernel 1: 0.026000 Kernel 2: 111.649002 Copyback: 0.018000 Sum: 0.035000 Initial population average accuracy1:0.006528 accuracy2:0.276716 Initialization: 7.329000 Memcpy Classifiers: 0.527000 Memcpy Instances: 9.038000 Kernel 1: 0.028000 Kernel 2: 115.915001 Copyback: 0.018000 Sum: 0.063000 It 0,Best ac:0.006506 0.714286 fi:0.385127. Ave ac:0.014010,0.017503 Initialization: 6.733000 Memcpy Classifiers: 0.454000 Memcpy Instances: 9.228000 Kernel 1: 0.025000 Kernel 2: 117.973000 Copyback: 0.018000 Sum: 0.030000 It 1,Best ac:0.006723 0.794872 fi:0.304465. Ave ac:0.017545,0.020158 Initialization: 7.703000 Memcpy Classifiers: 0.454000 Memcpy Instances: 9.360000 Kernel 1: 0.023000 Kernel 2: 116.063004 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.006072 0.875000 fi:0.224564. Ave ac:0.017682,0.024061 Initialization: 7.135000 Memcpy Classifiers: 0.419000 Memcpy Instances: 9.374000 Kernel 1: 0.025000 Kernel 2: 110.443001 Copyback: 0.018000 Sum: 0.028000 It 3,Best ac:0.009540 0.785714 fi:0.312635. Ave ac:0.014448,0.016480 Initialization: 7.447000 Memcpy Classifiers: 0.472000 Memcpy Instances: 9.364000 Kernel 1: 0.022000 Kernel 2: 108.695000 Copyback: 0.018000 Sum: 0.030000 It 4,Best ac:0.009107 0.823529 fi:0.274972. Ave ac:0.013748,0.014357 Initialization: 7.593000 Memcpy Classifiers: 0.455000 Memcpy Instances: 9.058000 Kernel 1: 0.023000 Kernel 2: 109.677002 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.006938 0.864865 fi:0.234396. Ave ac:0.012431,0.011253 Initialization: 7.102000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.300000 Kernel 1: 0.022000 Kernel 2: 109.876999 Copyback: 0.018000 Sum: 0.035000 It 6,Best ac:0.007158 0.891892 fi:0.207291. Ave ac:0.008909,0.008203 Initialization: 7.191000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.080000 Kernel 1: 0.026000 Kernel 2: 106.691002 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.005204 0.857143 fi:0.242725. Ave ac:0.010423,0.010802 Initialization: 6.969000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.043000 Kernel 1: 0.025000 Kernel 2: 107.315002 Copyback: 0.018000 Sum: 0.031000 It 8,Best ac:0.005639 1.000000 fi:0.099716. Ave ac:0.009374,0.009700 Initialization: 6.985000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.171000 Kernel 1: 0.024000 Kernel 2: 107.656998 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.007809 0.878049 fi:0.220906. Ave ac:0.009407,0.008579 Iteration 10:MDL fitness activated Error 0.220906 TL 0.045263 MDL Theory Length Weight: 1.6268214517 (2) Initialization: 6.752000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.272000 Kernel 1: 0.024000 Kernel 2: 106.330002 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.005421 0.961538 fi:0.204030. Ave ac:0.009036,0.008793 Initialization: 6.983000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.318000 Kernel 1: 0.024000 Kernel 2: 104.792999 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004771 0.916667 fi:0.268828. Ave ac:0.009871,0.008726 Initialization: 6.730000 Memcpy Classifiers: 0.585000 Memcpy Instances: 9.082000 Kernel 1: 0.025000 Kernel 2: 103.003998 Copyback: 0.018000 Sum: 0.028000 It 12,Best ac:0.007157 0.916667 fi:0.214457. Ave ac:0.008376,0.008190 Initialization: 7.184000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.121000 Kernel 1: 0.024000 Kernel 2: 105.404999 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.005421 0.961538 fi:0.200354. Ave ac:0.011324,0.009042 Initialization: 7.169000 Memcpy Classifiers: 0.437000 Memcpy Instances: 9.417000 Kernel 1: 0.024000 Kernel 2: 106.593002 Copyback: 0.020000 Sum: 0.028000 It 14,Best ac:0.005639 0.896552 fi:0.257792. Ave ac:0.008616,0.007197 Initialization: 6.809000 Memcpy Classifiers: 0.437000 Memcpy Instances: 9.411000 Kernel 1: 0.025000 Kernel 2: 106.736000 Copyback: 0.017000 Sum: 0.027000 It 15,Best ac:0.005856 0.964286 fi:0.187089. Ave ac:0.009000,0.006853 Initialization: 6.774000 Memcpy Classifiers: 0.437000 Memcpy Instances: 9.442000 Kernel 1: 0.023000 Kernel 2: 106.290001 Copyback: 0.018000 Sum: 0.032000 It 16,Best ac:0.006289 1.000000 fi:0.152756. Ave ac:0.009669,0.008756 Initialization: 6.745000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.314000 Kernel 1: 0.024000 Kernel 2: 104.714996 Copyback: 0.018000 Sum: 0.030000 It 17,Best ac:0.006288 0.906250 fi:0.252453. Ave ac:0.008974,0.008770 Initialization: 7.266000 Memcpy Classifiers: 0.419000 Memcpy Instances: 9.415000 Kernel 1: 0.023000 Kernel 2: 101.592003 Copyback: 0.020000 Sum: 0.034000 It 18,Best ac:0.008892 0.911111 fi:0.243836. Ave ac:0.009556,0.008632 Initialization: 6.685000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.441000 Kernel 1: 0.024000 Kernel 2: 102.459999 Copyback: 0.018000 Sum: 0.031000 It 19,Best ac:0.005637 0.962963 fi:0.196960. Ave ac:0.009709,0.007560 Initialization: 6.811000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.466000 Kernel 1: 0.023000 Kernel 2: 106.728996 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.006725 0.968750 fi:0.196981. Ave ac:0.010666,0.008359 Initialization: 7.485000 Memcpy Classifiers: 0.402000 Memcpy Instances: 9.082000 Kernel 1: 0.025000 Kernel 2: 104.996002 Copyback: 0.018000 Sum: 0.030000 It 21,Best ac:0.004987 0.958333 fi:0.206792. Ave ac:0.008849,0.007868 Initialization: 6.716000 Memcpy Classifiers: 0.420000 Memcpy Instances: 9.050000 Kernel 1: 0.025000 Kernel 2: 107.421997 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.005206 0.960000 fi:0.204568. Ave ac:0.008779,0.006447 Initialization: 7.007000 Memcpy Classifiers: 0.419000 Memcpy Instances: 9.195000 Kernel 1: 0.024000 Kernel 2: 104.315002 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.004770 1.000000 fi:0.166611. Ave ac:0.009265,0.006370 Initialization: 7.438000 Memcpy Classifiers: 0.439000 Memcpy Instances: 9.263000 Kernel 1: 0.024000 Kernel 2: 108.081001 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.005856 0.964286 fi:0.187849. Ave ac:0.008052,0.005852 Initialization: 6.959000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.734000 Kernel 1: 0.025000 Kernel 2: 106.320999 Copyback: 0.018000 Sum: 0.033000 It 25,Best ac:0.007592 0.945946 fi:0.215474. Ave ac:0.008704,0.005707 MDL Theory Length Weight: 1.4641393065 (10) Initialization: 6.997000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.225000 Kernel 1: 0.024000 Kernel 2: 104.349998 Copyback: 0.018000 Sum: 0.033000 It 26,Best ac:0.004987 1.000000 fi:0.151079. Ave ac:0.006353,0.004190 Initialization: 6.721000 Memcpy Classifiers: 0.736000 Memcpy Instances: 9.040000 Kernel 1: 0.025000 Kernel 2: 104.190002 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.007157 1.000000 fi:0.146488. Ave ac:0.008527,0.005151 Initialization: 7.145000 Memcpy Classifiers: 0.419000 Memcpy Instances: 9.303000 Kernel 1: 0.025000 Kernel 2: 101.143997 Copyback: 0.018000 Sum: 0.028000 It 28,Best ac:0.005422 1.000000 fi:0.154560. Ave ac:0.006000,0.003933 Initialization: 6.795000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.089000 Kernel 1: 0.024000 Kernel 2: 101.403999 Copyback: 0.018000 Sum: 0.028000 It 29,Best ac:0.004987 0.958333 fi:0.200450. Ave ac:0.006829,0.005182 Initialization: 6.769000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.847000 Kernel 1: 0.025000 Kernel 2: 101.974998 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.006288 0.966667 fi:0.180615. Ave ac:0.005987,0.003848 Initialization: 7.704000 Memcpy Classifiers: 0.402000 Memcpy Instances: 9.328000 Kernel 1: 0.024000 Kernel 2: 102.327003 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.004988 1.000000 fi:0.165244. Ave ac:0.008623,0.004168 Initialization: 7.090000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.335000 Kernel 1: 0.023000 Kernel 2: 103.537003 Copyback: 0.018000 Sum: 0.029000 It 32,Best ac:0.008023 0.948718 fi:0.202822. Ave ac:0.006796,0.002945 Initialization: 6.729000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.639000 Kernel 1: 0.025000 Kernel 2: 105.816002 Copyback: 0.371000 Sum: 0.028000 It 33,Best ac:0.005205 0.923077 fi:0.234440. Ave ac:0.005901,0.003055 Initialization: 22.354000 Memcpy Instances: 461.451996 Memcpy Classifiers: 0.069000 Kernel 1: 0.026000 Kernel 2: 530.557983 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.060000 Kernel 1: 0.015000 Kernel 2: 532.036011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 564.184021 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 540.903992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 530.880005 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 539.239990 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.016000 Kernel 2: 526.000977 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.020000 Kernel 2: 540.245972 Copyback: 0.022000 Sum: 0.006000 Memcpy Classifiers: 0.069000 Kernel 1: 0.023000 Kernel 2: 535.802002 Copyback: 0.019000 Sum: 0.004000 Memcpy Classifiers: 0.068000 Kernel 1: 0.020000 Kernel 2: 523.427979 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 542.088989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 527.093018 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 527.401978 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 529.937988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 204.798996 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005799 0.867056 fi:0.279909. Ave ac:0.007094,0.024716 Best acc 0.005799 0.867056 Initialization: 7.068000 Memcpy Classifiers: 0.528000 Memcpy Instances: 9.895000 Kernel 1: 0.025000 Kernel 2: 113.190002 Copyback: 0.017000 Sum: 0.037000 Initial population average accuracy1:0.005837 accuracy2:0.279523 Initialization: 7.400000 Memcpy Classifiers: 0.494000 Memcpy Instances: 9.047000 Kernel 1: 0.024000 Kernel 2: 117.848000 Copyback: 0.018000 Sum: 0.048000 It 0,Best ac:0.015828 0.618644 fi:0.477503. Ave ac:0.012284,0.018152 Initialization: 6.986000 Memcpy Classifiers: 0.444000 Memcpy Instances: 11.223000 Kernel 1: 0.023000 Kernel 2: 120.902000 Copyback: 0.018000 Sum: 0.036000 It 1,Best ac:0.008239 0.703704 fi:0.395101. Ave ac:0.017819,0.022795 Initialization: 6.837000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.096000 Kernel 1: 0.023000 Kernel 2: 116.902000 Copyback: 0.018000 Sum: 0.033000 It 2,Best ac:0.007589 0.760870 fi:0.338163. Ave ac:0.017822,0.020671 Initialization: 6.765000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.073000 Kernel 1: 0.024000 Kernel 2: 120.984001 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.008675 0.833333 fi:0.265317. Ave ac:0.018550,0.019590 Initialization: 6.712000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.178000 Kernel 1: 0.025000 Kernel 2: 117.169998 Copyback: 0.018000 Sum: 0.033000 It 4,Best ac:0.005639 0.866667 fi:0.233048. Ave ac:0.017927,0.017934 Initialization: 6.952000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.192000 Kernel 1: 0.023000 Kernel 2: 110.722000 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.005204 0.857143 fi:0.242725. Ave ac:0.014118,0.013849 Initialization: 7.286000 Memcpy Classifiers: 0.419000 Memcpy Instances: 9.266000 Kernel 1: 0.022000 Kernel 2: 110.154999 Copyback: 0.018000 Sum: 0.033000 It 6,Best ac:0.004987 0.851852 fi:0.248092. Ave ac:0.014915,0.015799 Initialization: 7.281000 Memcpy Classifiers: 0.446000 Memcpy Instances: 9.059000 Kernel 1: 0.024000 Kernel 2: 107.573997 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.005637 0.812500 fi:0.287216. Ave ac:0.014781,0.016025 Initialization: 7.267000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.583000 Kernel 1: 0.021000 Kernel 2: 110.139000 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.007591 0.853659 fi:0.245374. Ave ac:0.013809,0.014062 Initialization: 6.803000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.071000 Kernel 1: 0.026000 Kernel 2: 107.122002 Copyback: 0.018000 Sum: 0.028000 It 9,Best ac:0.005639 0.838710 fi:0.261007. Ave ac:0.013507,0.013087 Iteration 10:MDL fitness activated Error 0.261007 TL 0.038327 MDL Theory Length Weight: 2.2700112792 (6) Initialization: 7.222000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.412000 Kernel 1: 0.024000 Kernel 2: 109.041000 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.009540 0.785714 fi:0.352226. Ave ac:0.011819,0.012752 Initialization: 7.191000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.306000 Kernel 1: 0.025000 Kernel 2: 106.628998 Copyback: 0.018000 Sum: 0.030000 It 11,Best ac:0.005854 0.931034 fi:0.239497. Ave ac:0.010745,0.010734 Initialization: 7.192000 Memcpy Classifiers: 0.412000 Memcpy Instances: 9.278000 Kernel 1: 0.024000 Kernel 2: 104.036003 Copyback: 0.018000 Sum: 0.033000 It 12,Best ac:0.004988 0.958333 fi:0.244548. Ave ac:0.011063,0.010073 Initialization: 6.722000 Memcpy Classifiers: 0.369000 Memcpy Instances: 9.408000 Kernel 1: 0.025000 Kernel 2: 103.210999 Copyback: 0.018000 Sum: 0.034000 It 13,Best ac:0.004987 0.884615 fi:0.274973. Ave ac:0.011836,0.009440 Initialization: 6.693000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.504000 Kernel 1: 0.024000 Kernel 2: 106.954002 Copyback: 0.017000 Sum: 0.026000 It 14,Best ac:0.005640 0.962963 fi:0.213013. Ave ac:0.011698,0.009696 Initialization: 6.768000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.574000 Kernel 1: 0.025000 Kernel 2: 101.839996 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.008024 0.902439 fi:0.274880. Ave ac:0.010719,0.008731 Initialization: 7.016000 Memcpy Classifiers: 0.403000 Memcpy Instances: 9.019000 Kernel 1: 0.024000 Kernel 2: 100.419998 Copyback: 0.018000 Sum: 0.030000 It 16,Best ac:0.005856 0.964286 fi:0.221484. Ave ac:0.012010,0.009212 Initialization: 6.832000 Memcpy Classifiers: 0.425000 Memcpy Instances: 9.275000 Kernel 1: 0.023000 Kernel 2: 98.653000 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.004987 0.958333 fi:0.226071. Ave ac:0.010367,0.009387 Initialization: 6.675000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.023000 Kernel 1: 0.025000 Kernel 2: 94.873001 Copyback: 0.018000 Sum: 0.030000 It 18,Best ac:0.006072 0.903226 fi:0.275040. Ave ac:0.009852,0.010027 Initialization: 6.764000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.193000 Kernel 1: 0.025000 Kernel 2: 94.129997 Copyback: 0.018000 Sum: 0.032000 It 19,Best ac:0.004771 0.916667 fi:0.258011. Ave ac:0.012306,0.011205 Initialization: 6.744000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.214000 Kernel 1: 0.025000 Kernel 2: 91.363998 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.006723 0.968750 fi:0.196421. Ave ac:0.009166,0.007374 Initialization: 7.665000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.123000 Kernel 1: 0.025000 Kernel 2: 92.560997 Copyback: 0.018000 Sum: 0.028000 It 21,Best ac:0.006940 0.864865 fi:0.306395. Ave ac:0.008337,0.006935 Initialization: 7.181000 Memcpy Classifiers: 0.366000 Memcpy Instances: 9.029000 Kernel 1: 0.023000 Kernel 2: 96.932999 Copyback: 0.018000 Sum: 0.030000 It 22,Best ac:0.005857 0.900000 fi:0.274456. Ave ac:0.009683,0.007481 Initialization: 7.016000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.189000 Kernel 1: 0.024000 Kernel 2: 95.563004 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.005205 0.960000 fi:0.210846. Ave ac:0.010069,0.008258 Initialization: 6.703000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.022000 Kernel 1: 0.027000 Kernel 2: 94.148003 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.005205 0.960000 fi:0.234648. Ave ac:0.009433,0.007529 Initialization: 7.116000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.309000 Kernel 1: 0.025000 Kernel 2: 97.697998 Copyback: 0.018000 Sum: 0.023000 It 25,Best ac:0.007374 0.971429 fi:0.190724. Ave ac:0.008544,0.007190 Initialization: 6.765000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.567000 Kernel 1: 0.023000 Kernel 2: 94.422997 Copyback: 0.018000 Sum: 0.034000 It 26,Best ac:0.005204 0.923077 fi:0.247188. Ave ac:0.009235,0.007241 Initialization: 7.177000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.315000 Kernel 1: 0.024000 Kernel 2: 91.494003 Copyback: 0.018000 Sum: 0.035000 It 27,Best ac:0.006505 0.967742 fi:0.191049. Ave ac:0.008878,0.007207 Initialization: 6.795000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.028000 Kernel 1: 0.026000 Kernel 2: 89.212997 Copyback: 0.018000 Sum: 0.034000 It 28,Best ac:0.005205 0.923077 fi:0.253870. Ave ac:0.008827,0.007779 Initialization: 7.271000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.163000 Kernel 1: 0.025000 Kernel 2: 87.925003 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.004770 0.956522 fi:0.212452. Ave ac:0.006979,0.004840 Initialization: 6.906000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.053000 Kernel 1: 0.022000 Kernel 2: 86.739998 Copyback: 0.018000 Sum: 0.034000 It 30,Best ac:0.005422 0.961538 fi:0.222726. Ave ac:0.006644,0.004992 Initialization: 7.009000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.184000 Kernel 1: 0.024000 Kernel 2: 92.728996 Copyback: 0.021000 Sum: 0.031000 It 31,Best ac:0.005857 1.000000 fi:0.172462. Ave ac:0.007613,0.006013 Initialization: 6.955000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.264000 Kernel 1: 0.022000 Kernel 2: 85.466003 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.007155 0.942857 fi:0.223304. Ave ac:0.006508,0.005148 Initialization: 6.986000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.236000 Kernel 1: 0.025000 Kernel 2: 84.406998 Copyback: 0.018000 Sum: 0.034000 It 33,Best ac:0.004771 1.000000 fi:0.185198. Ave ac:0.007762,0.004449 Initialization: 22.513000 Memcpy Instances: 464.023010 Memcpy Classifiers: 0.063000 Kernel 1: 0.024000 Kernel 2: 448.709015 Copyback: 0.019000 Sum: 0.014000 Memcpy Classifiers: 0.056000 Kernel 1: 0.017000 Kernel 2: 463.213989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.015000 Kernel 2: 465.063995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 452.701996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 466.511993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 467.862000 Copyback: 0.021000 Sum: 0.005000 Memcpy Classifiers: 0.063000 Kernel 1: 0.022000 Kernel 2: 448.165985 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.063000 Kernel 1: 0.017000 Kernel 2: 457.856995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 451.519012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 455.264008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 470.850006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 462.988007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 453.417999 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 442.096008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 183.067001 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.005773 0.876812 fi:0.295680. Ave ac:0.007594,0.026703 Best acc 0.005773 0.876812 Rule:Att PSSM_-3_4 is [<-3.828955]|Att PSSM_-2_15 is [<-3.217184]|Att PSSM_-1_12 is [<-3.884357]|Att PSSM_0_2 is [<-3.723974]|Att PSSM_0_12 is [<-2.019654]|Att PSSM_0_15 is [<3.026627]|Att PSSM_1_12 is [-5.589892,-1.256443]|Att PSSM_2_12 is [-6.116144,-1.883856]|Att PSSM_3_12 is [<4.587985]|1 Accuracy : 0.717684 0 1 163444 636 65606 4952 Removed 1518 instances. 229050 Instances left. Acc of rule 0.005773-0.876812 Initialization: 6.839000 Memcpy Classifiers: 0.561000 Memcpy Instances: 9.364000 Kernel 1: 0.024000 Kernel 2: 113.842003 Copyback: 0.017000 Sum: 0.035000 Initial population average accuracy1:0.007150 accuracy2:0.272120 Initialization: 7.162000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.343000 Kernel 1: 0.024000 Kernel 2: 119.499001 Copyback: 0.017000 Sum: 0.061000 It 0,Best ac:0.030779 0.674641 fi:0.418595. Ave ac:0.014346,0.018844 Initialization: 7.214000 Memcpy Classifiers: 0.454000 Memcpy Instances: 9.267000 Kernel 1: 0.021000 Kernel 2: 120.594002 Copyback: 0.019000 Sum: 0.034000 It 1,Best ac:0.005021 0.718750 fi:0.381158. Ave ac:0.016934,0.021612 Initialization: 6.644000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.371000 Kernel 1: 0.023000 Kernel 2: 116.050003 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.006987 0.800000 fi:0.299211. Ave ac:0.016858,0.022055 Initialization: 6.702000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.535000 Kernel 1: 0.023000 Kernel 2: 114.314003 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.004802 0.814815 fi:0.285171. Ave ac:0.017084,0.022429 Initialization: 7.178000 Memcpy Classifiers: 0.418000 Memcpy Instances: 10.234000 Kernel 1: 0.021000 Kernel 2: 111.420998 Copyback: 0.017000 Sum: 0.038000 It 4,Best ac:0.008950 0.788462 fi:0.310051. Ave ac:0.021276,0.024687 Initialization: 6.817000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.168000 Kernel 1: 0.023000 Kernel 2: 108.643997 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.010696 0.816667 fi:0.281226. Ave ac:0.018135,0.022281 Initialization: 7.471000 Memcpy Classifiers: 0.364000 Memcpy Instances: 10.137000 Kernel 1: 0.024000 Kernel 2: 108.369003 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.006769 0.775000 fi:0.324288. Ave ac:0.017049,0.024327 Initialization: 6.697000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.175000 Kernel 1: 0.024000 Kernel 2: 108.134003 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.009168 0.857143 fi:0.241293. Ave ac:0.017596,0.022104 Initialization: 6.698000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.199000 Kernel 1: 0.023000 Kernel 2: 107.897003 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.009825 0.803571 fi:0.294632. Ave ac:0.017610,0.021931 Initialization: 6.734000 Memcpy Classifiers: 0.403000 Memcpy Instances: 9.860000 Kernel 1: 0.023000 Kernel 2: 107.977997 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.005457 0.806452 fi:0.293302. Ave ac:0.016396,0.019584 Iteration 10:MDL fitness activated Error 0.293302 TL 0.030980 MDL Theory Length Weight: 3.1557764889 (3) Initialization: 6.741000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.140000 Kernel 1: 0.021000 Kernel 2: 106.305000 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.006330 0.966667 fi:0.196103. Ave ac:0.015315,0.017519 Initialization: 6.663000 Memcpy Classifiers: 0.399000 Memcpy Instances: 10.622000 Kernel 1: 0.030000 Kernel 2: 102.712997 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.006769 0.815789 fi:0.335585. Ave ac:0.015119,0.016896 Initialization: 7.109000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.976000 Kernel 1: 0.023000 Kernel 2: 101.218002 Copyback: 0.018000 Sum: 0.038000 It 12,Best ac:0.005676 0.866667 fi:0.303918. Ave ac:0.015339,0.020241 Initialization: 7.146000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.446000 Kernel 1: 0.023000 Kernel 2: 97.122002 Copyback: 0.019000 Sum: 0.034000 It 13,Best ac:0.005894 0.931034 fi:0.245247. Ave ac:0.014534,0.017959 Initialization: 7.162000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.327000 Kernel 1: 0.021000 Kernel 2: 94.386002 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.004801 0.916667 fi:0.253360. Ave ac:0.012793,0.013855 Initialization: 7.196000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.237000 Kernel 1: 0.022000 Kernel 2: 94.240997 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.005239 0.857143 fi:0.311106. Ave ac:0.012661,0.012870 Initialization: 6.804000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.507000 Kernel 1: 0.023000 Kernel 2: 91.863998 Copyback: 0.021000 Sum: 0.035000 It 16,Best ac:0.004584 1.000000 fi:0.187897. Ave ac:0.011587,0.011682 Initialization: 7.101000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.294000 Kernel 1: 0.022000 Kernel 2: 91.516998 Copyback: 0.019000 Sum: 0.033000 It 17,Best ac:0.007640 0.921053 fi:0.232275. Ave ac:0.010184,0.013499 Initialization: 7.111000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.452000 Kernel 1: 0.023000 Kernel 2: 93.214996 Copyback: 0.018000 Sum: 0.033000 It 18,Best ac:0.005239 0.960000 fi:0.222543. Ave ac:0.011038,0.011360 Initialization: 6.864000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.007000 Kernel 1: 0.023000 Kernel 2: 93.443001 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.005021 1.000000 fi:0.184576. Ave ac:0.010341,0.010700 Initialization: 7.017000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.970000 Kernel 1: 0.025000 Kernel 2: 93.028000 Copyback: 0.019000 Sum: 0.032000 It 20,Best ac:0.005457 0.925926 fi:0.243264. Ave ac:0.007792,0.006448 Initialization: 7.053000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.143000 Kernel 1: 0.024000 Kernel 2: 91.335999 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.006330 0.935484 fi:0.227631. Ave ac:0.007165,0.005914 Initialization: 7.295000 Memcpy Classifiers: 0.304000 Memcpy Instances: 10.156000 Kernel 1: 0.025000 Kernel 2: 89.293999 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.004802 1.000000 fi:0.168526. Ave ac:0.006670,0.006372 Initialization: 6.682000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.239000 Kernel 1: 0.024000 Kernel 2: 89.681000 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.005894 0.931034 fi:0.229975. Ave ac:0.007975,0.006313 Initialization: 7.006000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.165000 Kernel 1: 0.024000 Kernel 2: 90.863998 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.004802 0.956522 fi:0.214373. Ave ac:0.007089,0.004086 Initialization: 6.963000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.171000 Kernel 1: 0.025000 Kernel 2: 85.944000 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.005020 0.851852 fi:0.312637. Ave ac:0.006808,0.004166 Initialization: 7.675000 Memcpy Classifiers: 0.286000 Memcpy Instances: 9.314000 Kernel 1: 0.023000 Kernel 2: 84.070000 Copyback: 0.018000 Sum: 0.032000 It 26,Best ac:0.007205 0.785714 fi:0.379035. Ave ac:0.005852,0.004803 Initialization: 7.142000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.578000 Kernel 1: 0.023000 Kernel 2: 84.874001 Copyback: 0.018000 Sum: 0.030000 It 27,Best ac:0.006985 0.888889 fi:0.259645. Ave ac:0.008103,0.006982 Initialization: 6.753000 Memcpy Classifiers: 0.534000 Memcpy Instances: 8.992000 Kernel 1: 0.023000 Kernel 2: 84.322998 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.004802 0.916667 fi:0.242637. Ave ac:0.007473,0.004743 Initialization: 7.146000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.314000 Kernel 1: 0.022000 Kernel 2: 82.079002 Copyback: 0.018000 Sum: 0.035000 It 29,Best ac:0.004583 1.000000 fi:0.199996. Ave ac:0.006367,0.004429 Initialization: 7.254000 Memcpy Classifiers: 0.266000 Memcpy Instances: 9.304000 Kernel 1: 0.024000 Kernel 2: 83.254997 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.004802 0.785714 fi:0.377943. Ave ac:0.005623,0.005193 Initialization: 6.679000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.138000 Kernel 1: 0.023000 Kernel 2: 80.542999 Copyback: 0.018000 Sum: 0.031000 It 31,Best ac:0.004366 0.952381 fi:0.282447. Ave ac:0.009443,0.010786 MDL Theory Length Weight: 2.8401988400 (10) Initialization: 7.229000 Memcpy Classifiers: 0.325000 Memcpy Instances: 9.230000 Kernel 1: 0.022000 Kernel 2: 79.494003 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.004802 0.916667 fi:0.236692. Ave ac:0.008748,0.009637 Initialization: 6.766000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.308000 Kernel 1: 0.023000 Kernel 2: 80.469002 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.005021 0.821429 fi:0.315987. Ave ac:0.010087,0.009838 Initialization: 22.940001 Memcpy Instances: 459.742004 Memcpy Classifiers: 0.060000 Kernel 1: 0.023000 Kernel 2: 427.385010 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 446.087006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 425.292999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 433.949005 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 432.447998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 430.216003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 418.691010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 427.984009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 427.614014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 424.541992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 426.217987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.267000 Kernel 1: 0.013000 Kernel 2: 432.436005 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.054000 Kernel 1: 0.015000 Kernel 2: 429.023010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 395.351013 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.006361 0.813966 fi:0.344521. Ave ac:0.011387,0.040848 Best acc 0.006361 0.813966 Initialization: 7.141000 Memcpy Classifiers: 0.628000 Memcpy Instances: 9.286000 Kernel 1: 0.026000 Kernel 2: 110.480003 Copyback: 0.020000 Sum: 0.036000 Initial population average accuracy1:0.006282 accuracy2:0.274137 Initialization: 6.749000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.094000 Kernel 1: 0.023000 Kernel 2: 117.589996 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.006549 0.750000 fi:0.349366. Ave ac:0.012486,0.017944 Initialization: 6.663000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.994000 Kernel 1: 0.024000 Kernel 2: 118.929001 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.007859 0.800000 fi:0.298901. Ave ac:0.016362,0.019598 Initialization: 6.754000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.187000 Kernel 1: 0.022000 Kernel 2: 114.705002 Copyback: 0.019000 Sum: 0.033000 It 2,Best ac:0.008295 0.775510 fi:0.323235. Ave ac:0.016506,0.018928 Initialization: 7.097000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.018000 Kernel 1: 0.023000 Kernel 2: 110.564003 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.004147 0.950000 fi:0.266734. Ave ac:0.018313,0.018991 Initialization: 6.886000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.153000 Kernel 1: 0.024000 Kernel 2: 111.050003 Copyback: 0.020000 Sum: 0.031000 It 4,Best ac:0.005676 0.787879 fi:0.311797. Ave ac:0.016909,0.018378 Initialization: 6.709000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.036000 Kernel 1: 0.024000 Kernel 2: 105.391998 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.004802 0.846154 fi:0.253832. Ave ac:0.016134,0.016466 Initialization: 6.804000 Memcpy Classifiers: 0.355000 Memcpy Instances: 9.092000 Kernel 1: 0.024000 Kernel 2: 104.866997 Copyback: 0.018000 Sum: 0.033000 It 6,Best ac:0.005239 0.960000 fi:0.139831. Ave ac:0.013058,0.013452 Initialization: 6.725000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.302000 Kernel 1: 0.024000 Kernel 2: 102.785004 Copyback: 0.018000 Sum: 0.034000 It 7,Best ac:0.005894 0.870968 fi:0.228630. Ave ac:0.009640,0.010124 Initialization: 7.837000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.986000 Kernel 1: 0.025000 Kernel 2: 99.996002 Copyback: 0.018000 Sum: 0.035000 It 8,Best ac:0.004366 0.909091 fi:0.265790. Ave ac:0.007221,0.007904 Initialization: 6.780000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.290000 Kernel 1: 0.023000 Kernel 2: 102.460999 Copyback: 0.020000 Sum: 0.035000 It 9,Best ac:0.006985 0.888889 fi:0.210322. Ave ac:0.010306,0.009073 Iteration 10:MDL fitness activated Error 0.210322 TL 0.025575 MDL Theory Length Weight: 2.7412361981 (4) Initialization: 7.094000 Memcpy Classifiers: 0.343000 Memcpy Instances: 9.741000 Kernel 1: 0.023000 Kernel 2: 97.857002 Copyback: 0.018000 Sum: 0.035000 It 10,Best ac:0.004802 0.956522 fi:0.212862. Ave ac:0.008921,0.008277 Initialization: 6.698000 Memcpy Classifiers: 0.552000 Memcpy Instances: 9.446000 Kernel 1: 0.024000 Kernel 2: 97.931999 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.004583 0.954545 fi:0.262669. Ave ac:0.009311,0.008687 Initialization: 6.845000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.378000 Kernel 1: 0.022000 Kernel 2: 97.891998 Copyback: 0.019000 Sum: 0.036000 It 12,Best ac:0.006549 0.882353 fi:0.277030. Ave ac:0.010376,0.008581 Initialization: 6.735000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.496000 Kernel 1: 0.022000 Kernel 2: 99.571999 Copyback: 0.024000 Sum: 0.034000 It 13,Best ac:0.005021 0.920000 fi:0.247517. Ave ac:0.009271,0.009063 Initialization: 6.976000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.998000 Kernel 1: 0.024000 Kernel 2: 98.824997 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.005021 0.851852 fi:0.297430. Ave ac:0.009556,0.008377 Initialization: 6.928000 Memcpy Classifiers: 0.291000 Memcpy Instances: 9.890000 Kernel 1: 0.022000 Kernel 2: 100.095001 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.005894 1.000000 fi:0.170635. Ave ac:0.011054,0.010412 Initialization: 7.233000 Memcpy Classifiers: 0.306000 Memcpy Instances: 9.212000 Kernel 1: 0.022000 Kernel 2: 98.489998 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.004802 0.916667 fi:0.242228. Ave ac:0.009216,0.007848 Initialization: 6.808000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.974000 Kernel 1: 0.024000 Kernel 2: 99.100998 Copyback: 0.018000 Sum: 0.032000 It 17,Best ac:0.005457 1.000000 fi:0.175056. Ave ac:0.007968,0.007225 Initialization: 6.659000 Memcpy Classifiers: 0.303000 Memcpy Instances: 10.396000 Kernel 1: 0.022000 Kernel 2: 97.467003 Copyback: 0.018000 Sum: 0.032000 It 18,Best ac:0.007204 0.916667 fi:0.249943. Ave ac:0.008299,0.006871 Initialization: 7.224000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.039000 Kernel 1: 0.022000 Kernel 2: 95.249001 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.005239 0.960000 fi:0.203254. Ave ac:0.008127,0.007855 Initialization: 6.708000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.970000 Kernel 1: 0.025000 Kernel 2: 94.976997 Copyback: 0.018000 Sum: 0.034000 It 20,Best ac:0.005021 0.884615 fi:0.262675. Ave ac:0.009594,0.009381 Initialization: 7.550000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.044000 Kernel 1: 0.024000 Kernel 2: 93.712997 Copyback: 0.018000 Sum: 0.032000 It 21,Best ac:0.005894 0.964286 fi:0.200067. Ave ac:0.009249,0.008787 Initialization: 7.324000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.967000 Kernel 1: 0.046000 Kernel 2: 93.695999 Copyback: 0.018000 Sum: 0.033000 It 22,Best ac:0.006987 0.914286 fi:0.239636. Ave ac:0.009248,0.009579 Initialization: 6.605000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.318000 Kernel 1: 0.023000 Kernel 2: 93.041000 Copyback: 0.018000 Sum: 0.035000 It 23,Best ac:0.005457 0.961538 fi:0.200074. Ave ac:0.011764,0.011896 Initialization: 7.135000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.235000 Kernel 1: 0.021000 Kernel 2: 89.707001 Copyback: 0.018000 Sum: 0.033000 It 24,Best ac:0.005239 0.888889 fi:0.262595. Ave ac:0.009854,0.010387 MDL Theory Length Weight: 2.4671125783 (10) Initialization: 7.205000 Memcpy Classifiers: 0.286000 Memcpy Instances: 9.274000 Kernel 1: 0.022000 Kernel 2: 89.058998 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.005677 0.928571 fi:0.215214. Ave ac:0.011220,0.009641 Initialization: 7.072000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.050000 Kernel 1: 0.023000 Kernel 2: 88.511002 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.006985 0.914286 fi:0.238066. Ave ac:0.008956,0.007975 Initialization: 7.252000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.248000 Kernel 1: 0.022000 Kernel 2: 88.223999 Copyback: 0.019000 Sum: 0.035000 It 27,Best ac:0.005020 0.920000 fi:0.237276. Ave ac:0.010102,0.008361 Initialization: 6.758000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.838000 Kernel 1: 0.024000 Kernel 2: 88.193001 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.007424 0.944444 fi:0.207191. Ave ac:0.009880,0.008408 Initialization: 7.189000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.115000 Kernel 1: 0.024000 Kernel 2: 89.106003 Copyback: 0.018000 Sum: 0.028000 It 29,Best ac:0.005457 0.961538 fi:0.194615. Ave ac:0.010116,0.009518 Initialization: 7.065000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.256000 Kernel 1: 0.024000 Kernel 2: 86.987000 Copyback: 0.018000 Sum: 0.031000 It 30,Best ac:0.005238 0.960000 fi:0.201605. Ave ac:0.011084,0.010347 Initialization: 6.705000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.416000 Kernel 1: 0.024000 Kernel 2: 89.535004 Copyback: 0.018000 Sum: 0.033000 It 31,Best ac:0.008077 0.902439 fi:0.242174. Ave ac:0.010169,0.008772 Initialization: 6.779000 Memcpy Classifiers: 0.292000 Memcpy Instances: 9.246000 Kernel 1: 0.024000 Kernel 2: 88.366997 Copyback: 0.018000 Sum: 0.027000 It 32,Best ac:0.007422 0.918919 fi:0.240865. Ave ac:0.009069,0.008568 Initialization: 6.874000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.188000 Kernel 1: 0.023000 Kernel 2: 87.028999 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.005676 0.962963 fi:0.199617. Ave ac:0.012954,0.011434 Initialization: 22.591999 Memcpy Instances: 460.643005 Memcpy Classifiers: 0.053000 Kernel 1: 0.023000 Kernel 2: 454.033997 Copyback: 0.015000 Sum: 0.010000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 443.196014 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 453.300995 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 443.385010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 442.313995 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.015000 Kernel 2: 453.963989 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.016000 Kernel 2: 457.630005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 441.015015 Copyback: 0.021000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.020000 Kernel 2: 458.485992 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.015000 Kernel 2: 452.135010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 459.558014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 453.816010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 461.062012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 317.954987 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005654 0.805348 fi:0.338772. Ave ac:0.009541,0.034230 Best acc 0.005654 0.805348 Rule:Att PSSM_-4_17 is [-5.794721,5.881728]|Att PSSM_-1_12 is [-4.434017,1.242148]|Att PSSM_0_2 is [<-3.485890]|Att PSSM_0_5 is [>-0.414527]|Att PSSM_0_7 is [-5.066551,-2.229742]|Att PSSM_1_10 is [>-0.823821]|Att PSSM_4_6 is [<-0.922327]|1 Accuracy : 0.722475 0 1 163111 969 64149 6409 Removed 1790 instances. 227260 Instances left. Acc of rule 0.006361-0.813966 Initialization: 6.884000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.262000 Kernel 1: 0.025000 Kernel 2: 118.670998 Copyback: 0.370000 Sum: 0.035000 Initial population average accuracy1:0.006419 accuracy2:0.261257 Initialization: 6.665000 Memcpy Classifiers: 0.489000 Memcpy Instances: 10.422000 Kernel 1: 0.024000 Kernel 2: 122.247002 Copyback: 0.018000 Sum: 0.034000 It 0,Best ac:0.007701 0.603448 fi:0.495468. Ave ac:0.012327,0.016234 Initialization: 6.819000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.274000 Kernel 1: 0.023000 Kernel 2: 122.549004 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.005721 0.702703 fi:0.396927. Ave ac:0.015485,0.017209 Initialization: 6.647000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.233000 Kernel 1: 0.027000 Kernel 2: 125.609001 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.005719 0.787879 fi:0.311751. Ave ac:0.015919,0.016726 Initialization: 7.113000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.222000 Kernel 1: 0.024000 Kernel 2: 126.577003 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.005941 0.870968 fi:0.228583. Ave ac:0.016956,0.017020 Initialization: 6.743000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.179000 Kernel 1: 0.023000 Kernel 2: 123.086998 Copyback: 0.018000 Sum: 0.030000 It 4,Best ac:0.004620 0.913043 fi:0.200999. Ave ac:0.014587,0.015294 Initialization: 8.849000 Memcpy Classifiers: 0.405000 Memcpy Instances: 9.587000 Kernel 1: 0.023000 Kernel 2: 121.185997 Copyback: 0.018000 Sum: 0.032000 It 5,Best ac:0.004620 0.840000 fi:0.274042. Ave ac:0.013349,0.012420 Initialization: 7.020000 Memcpy Classifiers: 0.456000 Memcpy Instances: 9.211000 Kernel 1: 0.022000 Kernel 2: 117.475998 Copyback: 0.018000 Sum: 0.032000 It 6,Best ac:0.004619 0.875000 fi:0.239042. Ave ac:0.014919,0.014921 Initialization: 6.617000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.073000 Kernel 1: 0.023000 Kernel 2: 112.452003 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.009681 0.814815 fi:0.283389. Ave ac:0.013586,0.012488 Initialization: 6.968000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.047000 Kernel 1: 0.022000 Kernel 2: 109.205002 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.008579 0.866667 fi:0.231933. Ave ac:0.011959,0.012050 Initialization: 6.666000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.974000 Kernel 1: 0.023000 Kernel 2: 105.496002 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.005061 0.958333 fi:0.141535. Ave ac:0.011260,0.010997 Iteration 10:MDL fitness activated Error 0.141535 TL 0.022593 MDL Theory Length Weight: 2.0882225371 (1) Initialization: 8.123000 Memcpy Classifiers: 0.402000 Memcpy Instances: 8.917000 Kernel 1: 0.024000 Kernel 2: 107.273003 Copyback: 0.018000 Sum: 0.029000 It 10,Best ac:0.009019 0.976190 fi:0.188394. Ave ac:0.010120,0.009727 Initialization: 6.635000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.140000 Kernel 1: 0.023000 Kernel 2: 101.780998 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004840 0.916667 fi:0.266273. Ave ac:0.010211,0.009664 Initialization: 7.005000 Memcpy Classifiers: 0.371000 Memcpy Instances: 8.911000 Kernel 1: 0.023000 Kernel 2: 101.300003 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.004619 0.954545 fi:0.231574. Ave ac:0.010085,0.010064 Initialization: 6.786000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.230000 Kernel 1: 0.023000 Kernel 2: 96.406998 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.007041 0.941176 fi:0.216815. Ave ac:0.010950,0.012434 Initialization: 6.690000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.400000 Kernel 1: 0.020000 Kernel 2: 94.795998 Copyback: 0.018000 Sum: 0.036000 It 14,Best ac:0.006381 0.878788 fi:0.284986. Ave ac:0.010518,0.011164 Initialization: 6.766000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.976000 Kernel 1: 0.022000 Kernel 2: 95.549004 Copyback: 0.018000 Sum: 0.037000 It 15,Best ac:0.007261 0.891892 fi:0.268580. Ave ac:0.009725,0.007880 Initialization: 7.643000 Memcpy Classifiers: 0.345000 Memcpy Instances: 10.106000 Kernel 1: 0.023000 Kernel 2: 93.653999 Copyback: 0.018000 Sum: 0.034000 It 16,Best ac:0.005281 0.888889 fi:0.266467. Ave ac:0.010406,0.009340 Initialization: 6.812000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.997000 Kernel 1: 0.023000 Kernel 2: 96.386002 Copyback: 0.018000 Sum: 0.032000 It 17,Best ac:0.007261 0.916667 fi:0.240326. Ave ac:0.010242,0.010608 Initialization: 7.055000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.191000 Kernel 1: 0.024000 Kernel 2: 97.768997 Copyback: 0.018000 Sum: 0.034000 It 18,Best ac:0.007701 0.921053 fi:0.242716. Ave ac:0.009620,0.009179 Initialization: 7.038000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.060000 Kernel 1: 0.024000 Kernel 2: 95.452003 Copyback: 0.020000 Sum: 0.033000 It 19,Best ac:0.005061 0.920000 fi:0.243029. Ave ac:0.008812,0.006820 MDL Theory Length Weight: 1.8794002834 (11) Initialization: 6.997000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.078000 Kernel 1: 0.024000 Kernel 2: 91.495003 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.005721 0.962963 fi:0.178716. Ave ac:0.008767,0.007424 Initialization: 7.344000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.980000 Kernel 1: 0.024000 Kernel 2: 94.064003 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.007041 0.914286 fi:0.243963. Ave ac:0.007662,0.007293 Initialization: 6.719000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.259000 Kernel 1: 0.022000 Kernel 2: 96.871002 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.006819 0.885714 fi:0.271023. Ave ac:0.009938,0.010587 Initialization: 6.914000 Memcpy Classifiers: 0.763000 Memcpy Instances: 8.911000 Kernel 1: 0.025000 Kernel 2: 95.253998 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.007259 0.916667 fi:0.217860. Ave ac:0.009849,0.009381 Initialization: 6.949000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.073000 Kernel 1: 0.023000 Kernel 2: 92.066002 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.005941 0.870968 fi:0.264104. Ave ac:0.009615,0.010284 Initialization: 6.662000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.925000 Kernel 1: 0.024000 Kernel 2: 92.763000 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.006379 0.906250 fi:0.227789. Ave ac:0.009043,0.009801 Initialization: 7.301000 Memcpy Classifiers: 0.344000 Memcpy Instances: 9.054000 Kernel 1: 0.023000 Kernel 2: 89.342003 Copyback: 0.018000 Sum: 0.028000 It 26,Best ac:0.004620 0.954545 fi:0.201054. Ave ac:0.010882,0.014602 Initialization: 6.667000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.185000 Kernel 1: 0.023000 Kernel 2: 89.155998 Copyback: 0.018000 Sum: 0.030000 It 27,Best ac:0.005061 1.000000 fi:0.144978. Ave ac:0.010358,0.010894 Initialization: 6.715000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.103000 Kernel 1: 0.023000 Kernel 2: 89.950996 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.006381 0.935484 fi:0.212902. Ave ac:0.009859,0.009968 Initialization: 6.680000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.335000 Kernel 1: 0.022000 Kernel 2: 89.274002 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.005061 1.000000 fi:0.138905. Ave ac:0.010988,0.011674 Initialization: 7.090000 Memcpy Classifiers: 0.324000 Memcpy Instances: 8.955000 Kernel 1: 0.024000 Kernel 2: 87.908997 Copyback: 0.018000 Sum: 0.030000 It 30,Best ac:0.004840 0.956522 fi:0.190618. Ave ac:0.010684,0.013556 Initialization: 7.015000 Memcpy Classifiers: 0.286000 Memcpy Instances: 8.897000 Kernel 1: 0.024000 Kernel 2: 88.735001 Copyback: 0.018000 Sum: 0.027000 It 31,Best ac:0.007261 0.868421 fi:0.281684. Ave ac:0.010234,0.009329 Initialization: 6.731000 Memcpy Classifiers: 0.303000 Memcpy Instances: 10.957000 Kernel 1: 0.024000 Kernel 2: 88.070999 Copyback: 0.018000 Sum: 0.029000 It 32,Best ac:0.004840 0.916667 fi:0.219239. Ave ac:0.009894,0.009802 Initialization: 7.195000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.199000 Kernel 1: 0.024000 Kernel 2: 90.859001 Copyback: 0.018000 Sum: 0.028000 It 33,Best ac:0.004619 1.000000 fi:0.160980. Ave ac:0.012592,0.016195 Initialization: 25.076000 Memcpy Instances: 455.511993 Memcpy Classifiers: 0.064000 Kernel 1: 0.024000 Kernel 2: 453.355011 Copyback: 0.017000 Sum: 0.009000 Memcpy Classifiers: 0.062000 Kernel 1: 0.016000 Kernel 2: 452.549011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 451.196991 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 449.386993 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 450.751007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 451.058990 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 459.054993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 457.127991 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.016000 Kernel 2: 455.869995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 454.190002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 454.056000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 445.894989 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 466.119995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 224.707993 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004713 0.821949 fi:0.323154. Ave ac:0.009540,0.033595 Best acc 0.004713 0.821949 Initialization: 7.001000 Memcpy Classifiers: 0.580000 Memcpy Instances: 8.973000 Kernel 1: 0.024000 Kernel 2: 111.315002 Copyback: 0.017000 Sum: 0.033000 Initial population average accuracy1:0.006394 accuracy2:0.290381 Initialization: 6.627000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.908000 Kernel 1: 0.025000 Kernel 2: 118.103996 Copyback: 0.018000 Sum: 0.036000 It 0,Best ac:0.007701 0.593220 fi:0.505696. Ave ac:0.012877,0.018602 Initialization: 6.692000 Memcpy Classifiers: 0.445000 Memcpy Instances: 9.093000 Kernel 1: 0.024000 Kernel 2: 119.403999 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.011441 0.684211 fi:0.413359. Ave ac:0.016125,0.021736 Initialization: 6.669000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.107000 Kernel 1: 0.024000 Kernel 2: 121.880997 Copyback: 0.018000 Sum: 0.031000 It 2,Best ac:0.006159 0.682927 fi:0.416545. Ave ac:0.015023,0.019004 Initialization: 6.651000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.604000 Kernel 1: 0.024000 Kernel 2: 120.439003 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.004839 0.785714 fi:0.314233. Ave ac:0.013046,0.014221 Initialization: 6.676000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.049000 Kernel 1: 0.025000 Kernel 2: 117.924004 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.005279 0.827586 fi:0.272202. Ave ac:0.013666,0.014199 Initialization: 6.872000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.036000 Kernel 1: 0.024000 Kernel 2: 119.218002 Copyback: 0.371000 Sum: 0.032000 It 5,Best ac:0.004840 0.846154 fi:0.253793. Ave ac:0.013711,0.013069 Initialization: 6.989000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.941000 Kernel 1: 0.024000 Kernel 2: 118.691002 Copyback: 0.018000 Sum: 0.030000 It 6,Best ac:0.005501 0.862069 fi:0.237640. Ave ac:0.012439,0.013379 Initialization: 6.873000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.882000 Kernel 1: 0.023000 Kernel 2: 115.042999 Copyback: 0.018000 Sum: 0.031000 It 7,Best ac:0.007041 0.820513 fi:0.278642. Ave ac:0.011446,0.010656 Initialization: 6.649000 Memcpy Classifiers: 0.486000 Memcpy Instances: 9.267000 Kernel 1: 0.024000 Kernel 2: 112.834000 Copyback: 0.019000 Sum: 0.032000 It 8,Best ac:0.004840 0.916667 fi:0.183280. Ave ac:0.011185,0.011965 Initialization: 7.336000 Memcpy Classifiers: 0.455000 Memcpy Instances: 9.348000 Kernel 1: 0.025000 Kernel 2: 111.431000 Copyback: 0.018000 Sum: 0.030000 It 9,Best ac:0.005501 0.892857 fi:0.206852. Ave ac:0.012980,0.012092 Iteration 10:MDL fitness activated Error 0.206852 TL 0.028441 MDL Theory Length Weight: 2.4243032760 (2) Initialization: 7.213000 Memcpy Classifiers: 0.438000 Memcpy Instances: 8.890000 Kernel 1: 0.025000 Kernel 2: 107.693001 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.010561 0.888889 fi:0.263095. Ave ac:0.010711,0.011619 Initialization: 7.019000 Memcpy Classifiers: 0.437000 Memcpy Instances: 9.379000 Kernel 1: 0.024000 Kernel 2: 106.927002 Copyback: 0.021000 Sum: 0.545000 It 11,Best ac:0.005501 0.925926 fi:0.255006. Ave ac:0.012290,0.011618 Initialization: 6.634000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.236000 Kernel 1: 0.024000 Kernel 2: 103.828003 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.006161 0.903226 fi:0.248195. Ave ac:0.012834,0.012245 Initialization: 6.845000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.113000 Kernel 1: 0.024000 Kernel 2: 103.497002 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.007921 0.923077 fi:0.233250. Ave ac:0.012596,0.010195 Initialization: 6.650000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.244000 Kernel 1: 0.024000 Kernel 2: 100.285004 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.006381 0.935484 fi:0.245362. Ave ac:0.010368,0.010449 Initialization: 6.682000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.872000 Kernel 1: 0.026000 Kernel 2: 102.345001 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.004619 0.913043 fi:0.276544. Ave ac:0.010589,0.011415 Initialization: 6.702000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.881000 Kernel 1: 0.025000 Kernel 2: 104.763000 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.005059 0.920000 fi:0.257907. Ave ac:0.010466,0.008815 Initialization: 7.399000 Memcpy Classifiers: 0.419000 Memcpy Instances: 9.406000 Kernel 1: 0.025000 Kernel 2: 105.852997 Copyback: 0.018000 Sum: 0.026000 It 17,Best ac:0.005059 0.920000 fi:0.263167. Ave ac:0.009043,0.006910 Initialization: 6.734000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.876000 Kernel 1: 0.026000 Kernel 2: 103.787003 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.004620 0.913043 fi:0.285545. Ave ac:0.008820,0.008090 Initialization: 6.818000 Memcpy Classifiers: 0.437000 Memcpy Instances: 9.143000 Kernel 1: 0.024000 Kernel 2: 102.271004 Copyback: 0.019000 Sum: 0.031000 It 19,Best ac:0.012321 0.918033 fi:0.242534. Ave ac:0.010329,0.008390 Initialization: 7.071000 Memcpy Classifiers: 0.423000 Memcpy Instances: 9.185000 Kernel 1: 0.024000 Kernel 2: 100.295998 Copyback: 0.018000 Sum: 0.028000 It 20,Best ac:0.005719 0.928571 fi:0.246166. Ave ac:0.009128,0.008488 Initialization: 7.021000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.562000 Kernel 1: 0.025000 Kernel 2: 96.149002 Copyback: 0.021000 Sum: 0.029000 It 21,Best ac:0.005941 0.964286 fi:0.214068. Ave ac:0.007635,0.005871 Initialization: 6.649000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.341000 Kernel 1: 0.022000 Kernel 2: 94.349998 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.006161 0.848485 fi:0.345126. Ave ac:0.008981,0.007952 Initialization: 7.115000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.876000 Kernel 1: 0.025000 Kernel 2: 94.211998 Copyback: 0.026000 Sum: 0.038000 It 23,Best ac:0.005061 0.851852 fi:0.289035. Ave ac:0.010555,0.010336 Initialization: 7.064000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.536000 Kernel 1: 0.022000 Kernel 2: 90.980003 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.005281 0.923077 fi:0.282777. Ave ac:0.011141,0.011414 Initialization: 7.877000 Memcpy Classifiers: 0.402000 Memcpy Instances: 10.840000 Kernel 1: 0.023000 Kernel 2: 92.038002 Copyback: 0.018000 Sum: 0.249000 It 25,Best ac:0.005721 0.928571 fi:0.263855. Ave ac:0.009121,0.009221 Initialization: 6.744000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.917000 Kernel 1: 0.024000 Kernel 2: 90.419998 Copyback: 0.018000 Sum: 0.035000 It 26,Best ac:0.007261 0.891892 fi:0.281569. Ave ac:0.011137,0.012662 Initialization: 7.187000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.646000 Kernel 1: 0.025000 Kernel 2: 90.588997 Copyback: 0.018000 Sum: 0.035000 It 27,Best ac:0.006159 0.933333 fi:0.234433. Ave ac:0.011938,0.011643 Initialization: 6.950000 Memcpy Classifiers: 0.385000 Memcpy Instances: 9.257000 Kernel 1: 0.023000 Kernel 2: 86.663002 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.005501 0.892857 fi:0.264127. Ave ac:0.010630,0.012024 Initialization: 6.914000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.089000 Kernel 1: 0.024000 Kernel 2: 98.692001 Copyback: 0.018000 Sum: 0.033000 It 29,Best ac:0.005282 0.960000 fi:0.226423. Ave ac:0.009312,0.010707 Initialization: 6.731000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.779000 Kernel 1: 0.025000 Kernel 2: 88.781998 Copyback: 0.018000 Sum: 0.030000 It 30,Best ac:0.004620 0.954545 fi:0.202430. Ave ac:0.009830,0.010566 Initialization: 6.679000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.147000 Kernel 1: 0.024000 Kernel 2: 87.426003 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.005061 0.920000 fi:0.231779. Ave ac:0.009307,0.008745 Initialization: 6.931000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.064000 Kernel 1: 0.024000 Kernel 2: 90.100998 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.004620 1.000000 fi:0.178992. Ave ac:0.008453,0.008380 Initialization: 6.761000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.045000 Kernel 1: 0.024000 Kernel 2: 87.657997 Copyback: 0.018000 Sum: 0.029000 It 33,Best ac:0.006381 0.935484 fi:0.206812. Ave ac:0.009985,0.010156 Initialization: 24.101000 Memcpy Instances: 456.561005 Memcpy Classifiers: 0.065000 Kernel 1: 0.023000 Kernel 2: 448.717010 Copyback: 0.017000 Sum: 0.009000 Memcpy Classifiers: 0.060000 Kernel 1: 0.017000 Kernel 2: 431.677002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 444.039001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 443.773987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 441.424988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 439.095001 Copyback: 0.347000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 444.388000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 451.420990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 425.360992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 437.546997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 447.376007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 448.544006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 445.161987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 224.871994 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.072472 0.772768 fi:0.372005. Ave ac:0.008051,0.028283 Best acc 0.072472 0.772768 Rule:Att PSSM_-3_6 is [-6.206226,-0.241686]|Att PSSM_-2_18 is [<9.124354]|Att PSSM_-1_3 is [-6.940167,-2.172482]|Att PSSM_0_2 is [<-4.394466]|Att PSSM_0_7 is [<-2.079861]|Att PSSM_0_13 is [>-1.472366]|Att PSSM_3_7 is [<2.309583]|Att PSSM_4_12 is [<-1.328482]|1 Accuracy : 0.726050 0 1 162879 1201 63078 7480 Removed 1303 instances. 225957 Instances left. Acc of rule 0.004713-0.821949 Initialization: 6.823000 Memcpy Classifiers: 0.613000 Memcpy Instances: 9.101000 Kernel 1: 0.024000 Kernel 2: 108.080002 Copyback: 0.017000 Sum: 0.034000 Initial population average accuracy1:0.006994 accuracy2:0.267222 Initialization: 6.649000 Memcpy Classifiers: 0.488000 Memcpy Instances: 10.713000 Kernel 1: 0.024000 Kernel 2: 119.095001 Copyback: 0.017000 Sum: 0.054000 It 0,Best ac:0.019256 0.572368 fi:0.522306. Ave ac:0.014212,0.017662 Initialization: 7.147000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.858000 Kernel 1: 0.023000 Kernel 2: 116.693001 Copyback: 0.019000 Sum: 0.035000 It 1,Best ac:0.009292 0.700000 fi:0.398307. Ave ac:0.018561,0.022484 Initialization: 7.039000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.557000 Kernel 1: 0.023000 Kernel 2: 116.213997 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.010403 0.701493 fi:0.396408. Ave ac:0.017646,0.020524 Initialization: 6.610000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.207000 Kernel 1: 0.023000 Kernel 2: 113.338997 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.005090 0.793103 fi:0.306734. Ave ac:0.014688,0.015209 Initialization: 6.647000 Memcpy Classifiers: 0.541000 Memcpy Instances: 9.154000 Kernel 1: 0.024000 Kernel 2: 108.943001 Copyback: 0.018000 Sum: 0.035000 It 4,Best ac:0.004868 0.785714 fi:0.314204. Ave ac:0.016746,0.016881 Initialization: 7.042000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.109000 Kernel 1: 0.023000 Kernel 2: 109.170998 Copyback: 0.018000 Sum: 0.030000 It 5,Best ac:0.008630 0.795918 fi:0.302627. Ave ac:0.015171,0.014173 Initialization: 6.656000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.729000 Kernel 1: 0.023000 Kernel 2: 106.539001 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.004426 0.952381 fi:0.189129. Ave ac:0.014920,0.014151 Initialization: 6.743000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.000000 Kernel 1: 0.023000 Kernel 2: 103.792000 Copyback: 0.019000 Sum: 0.034000 It 7,Best ac:0.007965 0.837209 fi:0.261581. Ave ac:0.013494,0.013107 Initialization: 6.902000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.096000 Kernel 1: 0.025000 Kernel 2: 104.502998 Copyback: 0.018000 Sum: 0.028000 It 8,Best ac:0.007745 0.875000 fi:0.223868. Ave ac:0.011931,0.011318 Initialization: 6.841000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.542000 Kernel 1: 0.023000 Kernel 2: 104.914001 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.006419 0.878788 fi:0.220564. Ave ac:0.012642,0.012671 Iteration 10:MDL fitness activated Error 0.220564 TL 0.032462 MDL Theory Length Weight: 2.2648732810 (4) Initialization: 7.148000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.149000 Kernel 1: 0.021000 Kernel 2: 108.679001 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.007524 0.918919 fi:0.246845. Ave ac:0.011580,0.011453 Initialization: 7.225000 Memcpy Classifiers: 0.622000 Memcpy Instances: 8.952000 Kernel 1: 0.022000 Kernel 2: 109.666000 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.005531 0.862069 fi:0.313194. Ave ac:0.011622,0.012443 Initialization: 6.671000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.133000 Kernel 1: 0.025000 Kernel 2: 110.233002 Copyback: 0.018000 Sum: 0.028000 It 12,Best ac:0.005310 0.857143 fi:0.326669. Ave ac:0.009958,0.010223 Initialization: 6.916000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.325000 Kernel 1: 0.023000 Kernel 2: 113.138000 Copyback: 0.203000 Sum: 0.031000 It 13,Best ac:0.008628 0.906977 fi:0.241485. Ave ac:0.010890,0.010973 Initialization: 7.096000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.886000 Kernel 1: 0.024000 Kernel 2: 108.257004 Copyback: 0.018000 Sum: 0.031000 It 14,Best ac:0.005312 0.888889 fi:0.261691. Ave ac:0.010884,0.011219 Initialization: 6.844000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.031000 Kernel 1: 0.024000 Kernel 2: 108.998001 Copyback: 0.018000 Sum: 0.033000 It 15,Best ac:0.007303 0.846154 fi:0.312227. Ave ac:0.009935,0.009686 Initialization: 7.012000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.654000 Kernel 1: 0.022000 Kernel 2: 107.523003 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.008632 0.847826 fi:0.295529. Ave ac:0.011627,0.013609 Initialization: 7.499000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.069000 Kernel 1: 0.023000 Kernel 2: 103.681999 Copyback: 0.018000 Sum: 0.036000 It 17,Best ac:0.007745 0.813953 fi:0.334946. Ave ac:0.010574,0.010438 Initialization: 6.876000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.640000 Kernel 1: 0.024000 Kernel 2: 101.445000 Copyback: 0.018000 Sum: 0.034000 It 18,Best ac:0.005975 0.931034 fi:0.226563. Ave ac:0.012116,0.012303 Initialization: 6.631000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.250000 Kernel 1: 0.022000 Kernel 2: 99.489998 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.005090 0.884615 fi:0.260055. Ave ac:0.010207,0.014408 Initialization: 7.125000 Memcpy Classifiers: 0.366000 Memcpy Instances: 9.367000 Kernel 1: 0.022000 Kernel 2: 95.889999 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.005531 1.000000 fi:0.141622. Ave ac:0.009642,0.009550 Initialization: 6.632000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.171000 Kernel 1: 0.024000 Kernel 2: 95.987000 Copyback: 0.024000 Sum: 0.031000 It 21,Best ac:0.005975 0.900000 fi:0.257803. Ave ac:0.009396,0.007104 Initialization: 6.644000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.593000 Kernel 1: 0.024000 Kernel 2: 92.309998 Copyback: 0.018000 Sum: 0.034000 It 22,Best ac:0.005088 0.851852 fi:0.300646. Ave ac:0.009919,0.007922 Initialization: 7.192000 Memcpy Classifiers: 0.329000 Memcpy Instances: 9.513000 Kernel 1: 0.023000 Kernel 2: 92.754997 Copyback: 0.018000 Sum: 0.036000 It 23,Best ac:0.004647 0.954545 fi:0.209317. Ave ac:0.008935,0.007351 Initialization: 6.817000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.941000 Kernel 1: 0.024000 Kernel 2: 92.107002 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.006416 0.935484 fi:0.226701. Ave ac:0.010062,0.008991 Initialization: 7.863000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.770000 Kernel 1: 0.025000 Kernel 2: 92.252998 Copyback: 0.018000 Sum: 0.032000 It 25,Best ac:0.006196 0.933333 fi:0.221565. Ave ac:0.010128,0.006520 Initialization: 6.654000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.062000 Kernel 1: 0.025000 Kernel 2: 91.267998 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.005753 0.896552 fi:0.246303. Ave ac:0.009765,0.006679 Initialization: 6.640000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.075000 Kernel 1: 0.024000 Kernel 2: 92.817001 Copyback: 0.018000 Sum: 0.033000 It 27,Best ac:0.004646 0.954545 fi:0.193002. Ave ac:0.008251,0.006436 Initialization: 6.705000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.186000 Kernel 1: 0.023000 Kernel 2: 93.241997 Copyback: 0.018000 Sum: 0.031000 It 28,Best ac:0.005752 0.896552 fi:0.256284. Ave ac:0.009010,0.006301 Initialization: 6.752000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.651000 Kernel 1: 0.025000 Kernel 2: 95.569000 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.004426 0.952381 fi:0.232954. Ave ac:0.008970,0.005814 MDL Theory Length Weight: 2.0383859529 (10) Initialization: 6.992000 Memcpy Classifiers: 0.324000 Memcpy Instances: 9.290000 Kernel 1: 0.024000 Kernel 2: 97.202003 Copyback: 0.018000 Sum: 0.030000 It 30,Best ac:0.006860 0.968750 fi:0.168946. Ave ac:0.007832,0.006791 Initialization: 7.112000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.176000 Kernel 1: 0.025000 Kernel 2: 99.153999 Copyback: 0.018000 Sum: 0.030000 It 31,Best ac:0.004646 0.954545 fi:0.194737. Ave ac:0.007490,0.004737 Initialization: 6.740000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.261000 Kernel 1: 0.025000 Kernel 2: 97.613998 Copyback: 0.018000 Sum: 0.031000 It 32,Best ac:0.006637 0.882353 fi:0.259305. Ave ac:0.007153,0.005147 Initialization: 7.085000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.193000 Kernel 1: 0.025000 Kernel 2: 96.345001 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.004648 0.954545 fi:0.187066. Ave ac:0.008602,0.006828 Initialization: 22.971001 Memcpy Instances: 452.834991 Memcpy Classifiers: 0.062000 Kernel 1: 0.024000 Kernel 2: 487.036987 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.054000 Kernel 1: 0.015000 Kernel 2: 482.760986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.015000 Kernel 2: 482.277008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 494.183990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 485.759003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.308000 Kernel 2: 486.303986 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 485.320007 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 487.902008 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 496.079010 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 491.785004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 492.597992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 486.480988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 503.699005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 231.813004 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005213 0.800816 fi:0.337911. Ave ac:0.007216,0.024788 Best acc 0.005213 0.800816 Initialization: 6.959000 Memcpy Classifiers: 0.544000 Memcpy Instances: 9.051000 Kernel 1: 0.026000 Kernel 2: 109.612999 Copyback: 0.017000 Sum: 0.036000 Initial population average accuracy1:0.006683 accuracy2:0.260857 Initialization: 6.834000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.534000 Kernel 1: 0.023000 Kernel 2: 118.521004 Copyback: 0.019000 Sum: 0.045000 It 0,Best ac:0.004425 0.833333 fi:0.308857. Ave ac:0.012146,0.016118 Initialization: 6.917000 Memcpy Classifiers: 0.462000 Memcpy Instances: 9.000000 Kernel 1: 0.024000 Kernel 2: 118.580002 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.008630 0.709091 fi:0.389455. Ave ac:0.014964,0.019229 Initialization: 6.606000 Memcpy Classifiers: 0.575000 Memcpy Instances: 9.567000 Kernel 1: 0.024000 Kernel 2: 115.510002 Copyback: 0.019000 Sum: 0.032000 It 2,Best ac:0.007525 0.829268 fi:0.269681. Ave ac:0.016309,0.019624 Initialization: 6.824000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.020000 Kernel 1: 0.022000 Kernel 2: 118.186996 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.005091 0.851852 fi:0.247984. Ave ac:0.013015,0.014137 Initialization: 6.600000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.406000 Kernel 1: 0.021000 Kernel 2: 114.683998 Copyback: 0.018000 Sum: 0.033000 It 4,Best ac:0.009515 0.796296 fi:0.301930. Ave ac:0.013222,0.014736 Initialization: 6.559000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.292000 Kernel 1: 0.022000 Kernel 2: 113.092003 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.005090 0.884615 fi:0.215221. Ave ac:0.011117,0.012258 Initialization: 6.666000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.669000 Kernel 1: 0.024000 Kernel 2: 111.612999 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.005531 0.862069 fi:0.237607. Ave ac:0.009859,0.010474 Initialization: 6.655000 Memcpy Classifiers: 0.447000 Memcpy Instances: 8.864000 Kernel 1: 0.024000 Kernel 2: 111.815002 Copyback: 0.018000 Sum: 0.032000 It 7,Best ac:0.005752 0.812500 fi:0.287096. Ave ac:0.010698,0.012845 Initialization: 7.102000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.100000 Kernel 1: 0.021000 Kernel 2: 112.990997 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.005531 0.862069 fi:0.237607. Ave ac:0.010599,0.008261 Initialization: 7.071000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.151000 Kernel 1: 0.022000 Kernel 2: 116.093002 Copyback: 0.018000 Sum: 0.029000 It 9,Best ac:0.008409 0.863636 fi:0.234990. Ave ac:0.009594,0.008339 Iteration 10:MDL fitness activated Error 0.234990 TL 0.021256 MDL Theory Length Weight: 3.6850295357 (5) Initialization: 8.152000 Memcpy Classifiers: 0.367000 Memcpy Instances: 9.851000 Kernel 1: 0.022000 Kernel 2: 110.026001 Copyback: 0.018000 Sum: 0.040000 It 10,Best ac:0.005310 0.888889 fi:0.296450. Ave ac:0.009320,0.008361 Initialization: 6.899000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.113000 Kernel 1: 0.023000 Kernel 2: 104.052002 Copyback: 0.017000 Sum: 0.039000 It 11,Best ac:0.005755 0.896552 fi:0.296453. Ave ac:0.011234,0.010365 Initialization: 6.666000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.067000 Kernel 1: 0.022000 Kernel 2: 100.070999 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.009960 0.818182 fi:0.361401. Ave ac:0.009270,0.010637 Initialization: 6.611000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.161000 Kernel 1: 0.021000 Kernel 2: 99.366997 Copyback: 0.018000 Sum: 0.038000 It 13,Best ac:0.005090 0.920000 fi:0.309362. Ave ac:0.009372,0.008769 Initialization: 6.614000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.879000 Kernel 1: 0.025000 Kernel 2: 100.448997 Copyback: 0.021000 Sum: 0.033000 It 14,Best ac:0.008630 0.928571 fi:0.257864. Ave ac:0.010823,0.009128 Initialization: 6.570000 Memcpy Classifiers: 0.658000 Memcpy Instances: 11.172000 Kernel 1: 0.023000 Kernel 2: 99.223999 Copyback: 0.018000 Sum: 0.033000 It 15,Best ac:0.004868 0.846154 fi:0.330602. Ave ac:0.008596,0.007106 Initialization: 6.711000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.958000 Kernel 1: 0.028000 Kernel 2: 94.606003 Copyback: 0.200000 Sum: 0.040000 It 16,Best ac:0.011062 0.877193 fi:0.290087. Ave ac:0.011069,0.009077 Initialization: 6.580000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.136000 Kernel 1: 0.024000 Kernel 2: 93.986000 Copyback: 0.371000 Sum: 0.037000 It 17,Best ac:0.009739 0.936170 fi:0.249857. Ave ac:0.010274,0.009158 Initialization: 6.615000 Memcpy Classifiers: 0.725000 Memcpy Instances: 9.127000 Kernel 1: 0.021000 Kernel 2: 95.439003 Copyback: 0.018000 Sum: 0.032000 It 18,Best ac:0.008630 0.928571 fi:0.238990. Ave ac:0.009662,0.007241 Initialization: 6.615000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.111000 Kernel 1: 0.022000 Kernel 2: 92.093002 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.005532 0.892857 fi:0.280075. Ave ac:0.009015,0.006383 Initialization: 7.267000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.187000 Kernel 1: 0.024000 Kernel 2: 93.427002 Copyback: 0.022000 Sum: 0.030000 It 20,Best ac:0.004646 1.000000 fi:0.192565. Ave ac:0.009126,0.007419 Initialization: 7.088000 Memcpy Classifiers: 0.341000 Memcpy Instances: 15.859000 Kernel 1: 0.024000 Kernel 2: 91.469002 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.005531 0.961538 fi:0.222238. Ave ac:0.010553,0.008803 Initialization: 6.855000 Memcpy Classifiers: 0.317000 Memcpy Instances: 9.883000 Kernel 1: 0.024000 Kernel 2: 93.950996 Copyback: 0.018000 Sum: 0.032000 It 22,Best ac:0.004647 0.875000 fi:0.334196. Ave ac:0.007984,0.006517 Initialization: 7.110000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.095000 Kernel 1: 0.023000 Kernel 2: 94.031998 Copyback: 0.018000 Sum: 0.033000 It 23,Best ac:0.005755 0.866667 fi:0.331446. Ave ac:0.007317,0.006405 Initialization: 6.681000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.384000 Kernel 1: 0.023000 Kernel 2: 93.870003 Copyback: 0.018000 Sum: 0.031000 It 24,Best ac:0.004867 0.846154 fi:0.323088. Ave ac:0.010069,0.007085 Initialization: 6.643000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.096000 Kernel 1: 0.023000 Kernel 2: 92.581001 Copyback: 0.018000 Sum: 0.031000 It 25,Best ac:0.006861 0.861111 fi:0.313008. Ave ac:0.010544,0.008944 Initialization: 6.993000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.111000 Kernel 1: 0.023000 Kernel 2: 94.011002 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.005533 0.892857 fi:0.280309. Ave ac:0.007828,0.005592 Initialization: 6.698000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.272000 Kernel 1: 0.024000 Kernel 2: 93.646004 Copyback: 0.018000 Sum: 0.028000 It 27,Best ac:0.005532 0.892857 fi:0.285992. Ave ac:0.009434,0.008266 Initialization: 6.946000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.021000 Kernel 1: 0.023000 Kernel 2: 95.153000 Copyback: 0.018000 Sum: 0.031000 It 28,Best ac:0.009073 0.953488 fi:0.235518. Ave ac:0.011618,0.010558 Initialization: 6.764000 Memcpy Classifiers: 0.289000 Memcpy Instances: 9.092000 Kernel 1: 0.024000 Kernel 2: 96.722000 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.006417 0.935484 fi:0.249739. Ave ac:0.009040,0.006509 MDL Theory Length Weight: 3.3165265822 (10) Initialization: 6.701000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.220000 Kernel 1: 0.024000 Kernel 2: 99.014999 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.007745 0.945946 fi:0.209752. Ave ac:0.010152,0.007180 Initialization: 6.704000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.876000 Kernel 1: 0.024000 Kernel 2: 95.888000 Copyback: 0.018000 Sum: 0.031000 It 31,Best ac:0.005753 1.000000 fi:0.170906. Ave ac:0.006983,0.005668 Initialization: 6.656000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.293000 Kernel 1: 0.025000 Kernel 2: 97.017998 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.004868 0.814815 fi:0.358853. Ave ac:0.008650,0.009341 Initialization: 6.681000 Memcpy Classifiers: 0.294000 Memcpy Instances: 9.642000 Kernel 1: 0.023000 Kernel 2: 95.990997 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.005532 0.961538 fi:0.205064. Ave ac:0.010308,0.008162 Initialization: 23.264000 Memcpy Instances: 456.105011 Memcpy Classifiers: 0.052000 Kernel 1: 0.023000 Kernel 2: 467.643005 Copyback: 0.016000 Sum: 0.010000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 468.127991 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 489.535004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 477.217010 Copyback: 0.023000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.020000 Kernel 2: 497.558990 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.015000 Kernel 2: 496.032013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 472.100006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 482.028992 Copyback: 0.017000 Sum: 0.000000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 498.606995 Copyback: 0.364000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.018000 Kernel 2: 480.408997 Copyback: 0.018000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.016000 Kernel 2: 482.248993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 496.959015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 491.441010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 247.839005 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005244 0.824635 fi:0.346402. Ave ac:0.009524,0.032888 Best acc 0.005244 0.824635 Rule:Att PSSM_-2_16 is [<2.772301]|Att PSSM_-1_10 is [<7.868015]|Att PSSM_-1_12 is [<-2.426821]|Att PSSM_0_7 is [<-3.114269]|Att PSSM_0_19 is [-4.659636,2.659636]|Att PSSM_1_7 is [-6.190419,-3.547125]|Att PSSM_2_12 is [<-2.560619]|1 Accuracy : 0.730027 0 1 162627 1453 61893 8665 Removed 1437 instances. 224520 Instances left. Acc of rule 0.005244-0.824635 Initialization: 6.660000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 107.697998 Copyback: 0.017000 Sum: 0.033000 Initial population average accuracy1:0.005692 accuracy2:0.273935 Initialization: 7.012000 Memcpy Classifiers: 0.529000 Memcpy Instances: 9.212000 Kernel 1: 0.024000 Kernel 2: 112.521004 Copyback: 0.018000 Sum: 0.037000 It 0,Best ac:0.004232 0.655172 fi:0.513438. Ave ac:0.012075,0.015321 Initialization: 6.776000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.110000 Kernel 1: 0.022000 Kernel 2: 115.113998 Copyback: 0.017000 Sum: 0.036000 It 1,Best ac:0.005121 0.657143 fi:0.442659. Ave ac:0.016158,0.018709 Initialization: 6.719000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.957000 Kernel 1: 0.022000 Kernel 2: 115.126999 Copyback: 0.018000 Sum: 0.034000 It 2,Best ac:0.008684 0.650000 fi:0.448487. Ave ac:0.016659,0.020724 Initialization: 6.711000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.147000 Kernel 1: 0.023000 Kernel 2: 115.488998 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.014919 0.761364 fi:0.334824. Ave ac:0.016371,0.017788 Initialization: 6.569000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.125000 Kernel 1: 0.022000 Kernel 2: 113.695999 Copyback: 0.018000 Sum: 0.031000 It 4,Best ac:0.004231 0.863636 fi:0.305646. Ave ac:0.016330,0.017214 Initialization: 6.846000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.852000 Kernel 1: 0.022000 Kernel 2: 113.225998 Copyback: 0.018000 Sum: 0.030000 It 5,Best ac:0.005122 0.821429 fi:0.278373. Ave ac:0.015957,0.017087 Initialization: 6.757000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.243000 Kernel 1: 0.024000 Kernel 2: 107.255997 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.008907 0.816327 fi:0.282079. Ave ac:0.016105,0.016529 Initialization: 6.997000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.219000 Kernel 1: 0.024000 Kernel 2: 103.055000 Copyback: 0.021000 Sum: 0.032000 It 7,Best ac:0.006236 0.848485 fi:0.250906. Ave ac:0.015102,0.016309 Initialization: 6.626000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.336000 Kernel 1: 0.023000 Kernel 2: 101.125999 Copyback: 0.018000 Sum: 0.032000 It 8,Best ac:0.005344 0.888889 fi:0.210831. Ave ac:0.012722,0.014810 Initialization: 7.022000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.106000 Kernel 1: 0.022000 Kernel 2: 99.509003 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.005121 0.884615 fi:0.215186. Ave ac:0.011572,0.013560 Iteration 10:MDL fitness activated Error 0.215186 TL 0.032089 MDL Theory Length Weight: 2.2353067124 (2) Initialization: 7.405000 Memcpy Classifiers: 0.378000 Memcpy Instances: 9.182000 Kernel 1: 0.022000 Kernel 2: 97.253998 Copyback: 0.019000 Sum: 0.032000 It 10,Best ac:0.008463 0.883721 fi:0.296254. Ave ac:0.011647,0.013898 Initialization: 6.610000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.405000 Kernel 1: 0.023000 Kernel 2: 97.026001 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.005121 0.821429 fi:0.326794. Ave ac:0.011388,0.010933 Initialization: 6.577000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.896000 Kernel 1: 0.023000 Kernel 2: 96.264999 Copyback: 0.018000 Sum: 0.035000 It 12,Best ac:0.005791 0.866667 fi:0.290352. Ave ac:0.012769,0.016048 Initialization: 7.059000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.874000 Kernel 1: 0.023000 Kernel 2: 92.359001 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.004677 0.875000 fi:0.278800. Ave ac:0.010682,0.012594 Initialization: 6.878000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.942000 Kernel 1: 0.023000 Kernel 2: 91.960999 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.005569 0.833333 fi:0.329744. Ave ac:0.011021,0.012330 Initialization: 6.654000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.993000 Kernel 1: 0.023000 Kernel 2: 89.958000 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.009800 0.880000 fi:0.272996. Ave ac:0.008711,0.011559 Initialization: 6.645000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.161000 Kernel 1: 0.022000 Kernel 2: 90.008003 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.007350 0.846154 fi:0.311275. Ave ac:0.010314,0.012011 Initialization: 6.856000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.921000 Kernel 1: 0.024000 Kernel 2: 90.331001 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.005122 1.000000 fi:0.142148. Ave ac:0.010763,0.010264 Initialization: 6.566000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.371000 Kernel 1: 0.022000 Kernel 2: 89.010002 Copyback: 0.018000 Sum: 0.032000 It 18,Best ac:0.006904 0.885714 fi:0.265764. Ave ac:0.009672,0.011047 Initialization: 6.978000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.065000 Kernel 1: 0.023000 Kernel 2: 88.086998 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.004454 0.952381 fi:0.228874. Ave ac:0.008855,0.010574 Initialization: 6.870000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.951000 Kernel 1: 0.022000 Kernel 2: 88.285004 Copyback: 0.018000 Sum: 0.031000 It 20,Best ac:0.006459 0.935484 fi:0.205701. Ave ac:0.010279,0.012864 Initialization: 7.912000 Memcpy Classifiers: 0.345000 Memcpy Instances: 9.201000 Kernel 1: 0.023000 Kernel 2: 88.747002 Copyback: 0.369000 Sum: 0.034000 It 21,Best ac:0.004899 0.916667 fi:0.231916. Ave ac:0.009283,0.009780 Initialization: 6.941000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.081000 Kernel 1: 0.023000 Kernel 2: 86.779999 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.005791 0.896552 fi:0.264424. Ave ac:0.007878,0.007815 Initialization: 6.872000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.020000 Kernel 1: 0.024000 Kernel 2: 87.976997 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.005344 0.888889 fi:0.248954. Ave ac:0.008251,0.008915 Initialization: 6.584000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.224000 Kernel 1: 0.025000 Kernel 2: 87.482002 Copyback: 0.018000 Sum: 0.028000 It 24,Best ac:0.005789 0.928571 fi:0.214668. Ave ac:0.009129,0.011040 Initialization: 7.020000 Memcpy Classifiers: 0.266000 Memcpy Instances: 8.845000 Kernel 1: 0.022000 Kernel 2: 87.668999 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.007571 0.918919 fi:0.218293. Ave ac:0.009337,0.009606 Initialization: 7.052000 Memcpy Classifiers: 0.324000 Memcpy Instances: 8.882000 Kernel 1: 0.024000 Kernel 2: 86.897003 Copyback: 0.018000 Sum: 0.029000 It 26,Best ac:0.004899 0.916667 fi:0.202146. Ave ac:0.009174,0.007897 MDL Theory Length Weight: 2.0117760411 (10) Initialization: 6.935000 Memcpy Classifiers: 0.266000 Memcpy Instances: 9.081000 Kernel 1: 0.023000 Kernel 2: 87.924004 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.008907 0.952381 fi:0.182730. Ave ac:0.008013,0.011157 Initialization: 6.985000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.065000 Kernel 1: 0.024000 Kernel 2: 86.473999 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.004900 0.916667 fi:0.219617. Ave ac:0.007696,0.008174 Initialization: 6.566000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.656000 Kernel 1: 0.023000 Kernel 2: 86.848000 Copyback: 0.018000 Sum: 0.027000 It 29,Best ac:0.006459 0.935484 fi:0.207212. Ave ac:0.008739,0.008600 Initialization: 7.140000 Memcpy Classifiers: 0.286000 Memcpy Instances: 9.311000 Kernel 1: 0.023000 Kernel 2: 87.413002 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.005345 1.000000 fi:0.145429. Ave ac:0.006843,0.007069 Initialization: 6.604000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.160000 Kernel 1: 0.024000 Kernel 2: 89.657997 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.006903 1.000000 fi:0.128402. Ave ac:0.006221,0.005450 Initialization: 6.550000 Memcpy Classifiers: 0.265000 Memcpy Instances: 10.163000 Kernel 1: 0.023000 Kernel 2: 88.725998 Copyback: 0.018000 Sum: 0.031000 It 32,Best ac:0.005568 0.892857 fi:0.239175. Ave ac:0.006642,0.007492 Initialization: 6.659000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.073000 Kernel 1: 0.024000 Kernel 2: 84.799004 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.005345 0.923077 fi:0.231921. Ave ac:0.008265,0.009201 Initialization: 23.937000 Memcpy Instances: 454.808014 Memcpy Classifiers: 0.053000 Kernel 1: 0.022000 Kernel 2: 473.036987 Copyback: 0.016000 Sum: 0.009000 Memcpy Classifiers: 0.051000 Kernel 1: 0.015000 Kernel 2: 474.544006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 470.436005 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.017000 Kernel 2: 466.338013 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 464.476990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 477.097992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 471.475006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 461.834015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 476.095001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 464.278015 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 460.893005 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 469.796997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 476.562988 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.046000 Kernel 1: 0.013000 Kernel 2: 156.729996 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004779 0.766976 fi:0.370640. Ave ac:0.006526,0.022171 Best acc 0.004779 0.766976 Initialization: 6.620000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.390000 Kernel 1: 0.026000 Kernel 2: 114.160004 Copyback: 0.018000 Sum: 0.033000 Initial population average accuracy1:0.007005 accuracy2:0.277852 Initialization: 6.583000 Memcpy Classifiers: 1.215000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 113.808998 Copyback: 0.018000 Sum: 0.035000 It 0,Best ac:0.006682 0.697674 fi:0.401550. Ave ac:0.013662,0.018557 Initialization: 7.006000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.930000 Kernel 1: 0.023000 Kernel 2: 119.358002 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.010465 0.618421 fi:0.479409. Ave ac:0.016538,0.019862 Initialization: 7.206000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.081000 Kernel 1: 0.023000 Kernel 2: 118.325996 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.004900 0.647059 fi:0.452825. Ave ac:0.018887,0.021196 Initialization: 6.556000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.263000 Kernel 1: 0.022000 Kernel 2: 119.164001 Copyback: 0.018000 Sum: 0.030000 It 3,Best ac:0.018708 0.694215 fi:0.400576. Ave ac:0.017408,0.020934 Initialization: 7.382000 Memcpy Classifiers: 0.491000 Memcpy Instances: 9.852000 Kernel 1: 0.023000 Kernel 2: 116.250999 Copyback: 0.018000 Sum: 0.030000 It 4,Best ac:0.005791 0.742857 fi:0.356698. Ave ac:0.015729,0.016536 Initialization: 7.124000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.292000 Kernel 1: 0.023000 Kernel 2: 112.643997 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.007348 0.804878 fi:0.294102. Ave ac:0.016729,0.016295 Initialization: 6.923000 Memcpy Classifiers: 0.440000 Memcpy Instances: 8.856000 Kernel 1: 0.022000 Kernel 2: 111.830002 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.004900 0.880000 fi:0.219884. Ave ac:0.017331,0.017965 Initialization: 6.578000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.941000 Kernel 1: 0.023000 Kernel 2: 106.357002 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.007793 0.897436 fi:0.201380. Ave ac:0.014584,0.015012 Initialization: 6.517000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.111000 Kernel 1: 0.023000 Kernel 2: 102.538002 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004677 0.807692 fi:0.292274. Ave ac:0.014098,0.015515 Initialization: 6.646000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.140000 Kernel 1: 0.023000 Kernel 2: 102.661003 Copyback: 0.018000 Sum: 0.032000 It 9,Best ac:0.006460 0.828571 fi:0.270735. Ave ac:0.012488,0.014286 Iteration 10:MDL fitness activated Error 0.270735 TL 0.035113 MDL Theory Length Weight: 2.5701020007 (3) Initialization: 6.860000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.878000 Kernel 1: 0.022000 Kernel 2: 100.806000 Copyback: 0.018000 Sum: 0.032000 It 10,Best ac:0.008907 0.833333 fi:0.324959. Ave ac:0.012458,0.014497 Initialization: 6.858000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.866000 Kernel 1: 0.023000 Kernel 2: 99.664001 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.005121 0.851852 fi:0.319774. Ave ac:0.013689,0.013527 Initialization: 7.185000 Memcpy Classifiers: 0.477000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 98.250999 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.004899 0.846154 fi:0.316569. Ave ac:0.012016,0.013780 Initialization: 6.621000 Memcpy Classifiers: 0.370000 Memcpy Instances: 9.105000 Kernel 1: 0.022000 Kernel 2: 96.653000 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.006236 0.875000 fi:0.292166. Ave ac:0.012840,0.015019 Initialization: 6.868000 Memcpy Classifiers: 0.801000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 98.830002 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.006012 0.870968 fi:0.282322. Ave ac:0.011677,0.011136 Initialization: 8.080000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.325000 Kernel 1: 0.023000 Kernel 2: 98.755997 Copyback: 0.018000 Sum: 0.032000 It 15,Best ac:0.007125 0.914286 fi:0.245588. Ave ac:0.010150,0.010270 Initialization: 7.004000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.036000 Kernel 1: 0.021000 Kernel 2: 97.610001 Copyback: 0.018000 Sum: 0.032000 It 16,Best ac:0.004232 1.000000 fi:0.247234. Ave ac:0.011963,0.013062 Initialization: 6.415000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.375000 Kernel 1: 0.022000 Kernel 2: 99.291000 Copyback: 0.018000 Sum: 0.031000 It 17,Best ac:0.005344 0.888889 fi:0.251936. Ave ac:0.010197,0.010018 Initialization: 6.732000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.935000 Kernel 1: 0.023000 Kernel 2: 98.955002 Copyback: 0.018000 Sum: 0.032000 It 18,Best ac:0.004899 0.916667 fi:0.224322. Ave ac:0.010301,0.012722 Initialization: 6.520000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.115000 Kernel 1: 0.022000 Kernel 2: 97.253998 Copyback: 0.018000 Sum: 0.030000 It 19,Best ac:0.005568 0.892857 fi:0.267592. Ave ac:0.011096,0.013646 Initialization: 6.657000 Memcpy Classifiers: 1.409000 Memcpy Instances: 10.053000 Kernel 1: 0.023000 Kernel 2: 97.249001 Copyback: 0.020000 Sum: 0.031000 It 20,Best ac:0.006236 0.965517 fi:0.212113. Ave ac:0.010243,0.011191 Initialization: 6.765000 Memcpy Classifiers: 0.343000 Memcpy Instances: 9.212000 Kernel 1: 0.023000 Kernel 2: 97.821999 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.004231 1.000000 fi:0.238930. Ave ac:0.012104,0.012661 Initialization: 6.696000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.948000 Kernel 1: 0.025000 Kernel 2: 96.487999 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.004899 0.956522 fi:0.191544. Ave ac:0.008823,0.009878 Initialization: 6.933000 Memcpy Classifiers: 0.324000 Memcpy Instances: 8.945000 Kernel 1: 0.024000 Kernel 2: 99.538002 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.007351 0.891892 fi:0.278049. Ave ac:0.010288,0.009031 Initialization: 6.581000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.128000 Kernel 1: 0.024000 Kernel 2: 97.574997 Copyback: 0.018000 Sum: 0.031000 It 24,Best ac:0.005121 0.958333 fi:0.198528. Ave ac:0.010457,0.010015 Initialization: 6.781000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 99.680000 Copyback: 0.019000 Sum: 0.032000 It 25,Best ac:0.005568 0.862069 fi:0.305343. Ave ac:0.009764,0.008546 Initialization: 7.052000 Memcpy Classifiers: 0.345000 Memcpy Instances: 9.382000 Kernel 1: 0.024000 Kernel 2: 98.669998 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.008016 0.923077 fi:0.242005. Ave ac:0.010601,0.009541 Initialization: 6.584000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.076000 Kernel 1: 0.023000 Kernel 2: 97.987000 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.005567 0.862069 fi:0.315025. Ave ac:0.008782,0.010270 Initialization: 6.902000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.191000 Kernel 1: 0.023000 Kernel 2: 96.918999 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.004900 0.880000 fi:0.271586. Ave ac:0.012372,0.015529 Initialization: 6.924000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.518000 Kernel 1: 0.025000 Kernel 2: 96.247002 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.006012 0.870968 fi:0.285565. Ave ac:0.010450,0.011080 Initialization: 7.076000 Memcpy Classifiers: 0.304000 Memcpy Instances: 10.035000 Kernel 1: 0.022000 Kernel 2: 96.779999 Copyback: 0.018000 Sum: 0.033000 It 30,Best ac:0.005344 0.888889 fi:0.262633. Ave ac:0.011345,0.012365 Initialization: 6.704000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.362000 Kernel 1: 0.024000 Kernel 2: 97.301003 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.005121 0.958333 fi:0.224267. Ave ac:0.009060,0.008785 MDL Theory Length Weight: 2.3130918006 (10) Initialization: 6.586000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.683000 Kernel 1: 0.024000 Kernel 2: 95.292999 Copyback: 0.018000 Sum: 0.030000 It 32,Best ac:0.006236 0.933333 fi:0.218241. Ave ac:0.009210,0.009605 Initialization: 6.979000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.541000 Kernel 1: 0.025000 Kernel 2: 96.210999 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.005124 0.920000 fi:0.237971. Ave ac:0.008859,0.008765 Initialization: 23.986000 Memcpy Instances: 447.141998 Memcpy Classifiers: 0.062000 Kernel 1: 0.026000 Kernel 2: 513.552979 Copyback: 0.016000 Sum: 0.011000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 507.588013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 489.806000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 490.381989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 504.037994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 500.087006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.015000 Kernel 2: 492.911987 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 511.123993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 485.317993 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 489.705994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 525.481995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 507.838013 Copyback: 0.359000 Sum: 0.004000 Memcpy Classifiers: 0.063000 Kernel 1: 0.023000 Kernel 2: 503.324005 Copyback: 0.018000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 158.852997 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004588 0.794140 fi:0.380377. Ave ac:0.009216,0.032283 Best acc 0.004588 0.794140 Rule:Att PSSM_-3_2 is [<1.723263]|Att PSSM_-3_5 is [-6.763674,6.763674]|Att PSSM_-3_7 is [<-1.092174]|Att PSSM_-3_13 is [-4.056184,8.056184]|Att PSSM_-3_19 is [-5.186426,5.186426]|Att PSSM_-1_2 is [<-2.811306]|Att PSSM_0_6 is [<-0.889263]|Att PSSM_0_12 is [-6.702064,-3.132427]|Att PSSM_1_7 is [-6.608078,-2.432613]|Att PSSM_2_17 is [<3.445584]|Att PSSM_4_7 is [<-1.323169]|1 Accuracy : 0.733278 0 1 162360 1720 60863 9695 Removed 1297 instances. 223223 Instances left. Acc of rule 0.004588-0.794140 Initialization: 6.646000 Memcpy Classifiers: 0.596000 Memcpy Instances: 9.157000 Kernel 1: 0.026000 Kernel 2: 108.793999 Copyback: 0.018000 Sum: 0.031000 Initial population average accuracy1:0.006233 accuracy2:0.251757 Initialization: 6.969000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.516000 Kernel 1: 0.024000 Kernel 2: 114.652000 Copyback: 0.017000 Sum: 0.046000 It 0,Best ac:0.005376 0.727273 fi:0.372413. Ave ac:0.012638,0.016836 Initialization: 6.907000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.919000 Kernel 1: 0.024000 Kernel 2: 115.739998 Copyback: 0.018000 Sum: 0.030000 It 1,Best ac:0.006720 0.625000 fi:0.474184. Ave ac:0.016298,0.022953 Initialization: 6.986000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.908000 Kernel 1: 0.026000 Kernel 2: 117.114998 Copyback: 0.020000 Sum: 0.030000 It 2,Best ac:0.007839 0.714286 fi:0.384481. Ave ac:0.015927,0.020399 Initialization: 6.814000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.444000 Kernel 1: 0.023000 Kernel 2: 113.652000 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.006496 0.690476 fi:0.408791. Ave ac:0.014832,0.017969 Initialization: 6.593000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.241000 Kernel 1: 0.025000 Kernel 2: 112.427002 Copyback: 0.018000 Sum: 0.032000 It 4,Best ac:0.005152 0.766667 fi:0.333102. Ave ac:0.013931,0.016048 Initialization: 6.644000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.421000 Kernel 1: 0.024000 Kernel 2: 108.307999 Copyback: 0.018000 Sum: 0.032000 It 5,Best ac:0.004928 0.785714 fi:0.314138. Ave ac:0.013976,0.015622 Initialization: 6.565000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.233000 Kernel 1: 0.023000 Kernel 2: 110.649002 Copyback: 0.017000 Sum: 0.026000 It 6,Best ac:0.004703 0.807692 fi:0.292245. Ave ac:0.013761,0.015207 Initialization: 6.654000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.193000 Kernel 1: 0.026000 Kernel 2: 109.092003 Copyback: 0.018000 Sum: 0.030000 It 7,Best ac:0.008289 0.804348 fi:0.294251. Ave ac:0.010078,0.013522 Initialization: 6.756000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.865000 Kernel 1: 0.025000 Kernel 2: 108.325996 Copyback: 0.018000 Sum: 0.028000 It 8,Best ac:0.005376 0.827586 fi:0.272099. Ave ac:0.010583,0.010944 Initialization: 7.321000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.062000 Kernel 1: 0.025000 Kernel 2: 110.653999 Copyback: 0.018000 Sum: 0.028000 It 9,Best ac:0.009183 0.836735 fi:0.261533. Ave ac:0.008231,0.008920 Iteration 10:MDL fitness activated Error 0.261533 TL 0.041840 MDL Theory Length Weight: 2.0836090451 (1) Initialization: 6.532000 Memcpy Classifiers: 0.639000 Memcpy Instances: 8.850000 Kernel 1: 0.025000 Kernel 2: 110.142998 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.015450 0.784091 fi:0.365195. Ave ac:0.009248,0.010631 Initialization: 6.817000 Memcpy Classifiers: 0.454000 Memcpy Instances: 9.400000 Kernel 1: 0.025000 Kernel 2: 107.880997 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.006720 0.857143 fi:0.318742. Ave ac:0.010131,0.010853 Initialization: 6.632000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.921000 Kernel 1: 0.024000 Kernel 2: 106.002998 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.007841 0.875000 fi:0.298059. Ave ac:0.010975,0.011333 Initialization: 6.723000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.342000 Kernel 1: 0.023000 Kernel 2: 109.846001 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.008063 0.923077 fi:0.246498. Ave ac:0.011465,0.010369 Initialization: 6.769000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.904000 Kernel 1: 0.024000 Kernel 2: 105.117996 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.012993 0.865672 fi:0.288398. Ave ac:0.010677,0.011986 Initialization: 6.852000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.669000 Kernel 1: 0.024000 Kernel 2: 103.089996 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.008287 0.880952 fi:0.259636. Ave ac:0.010768,0.010838 Initialization: 7.082000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.304000 Kernel 1: 0.023000 Kernel 2: 100.867996 Copyback: 0.018000 Sum: 0.030000 It 16,Best ac:0.005824 0.866667 fi:0.313731. Ave ac:0.010209,0.012138 Initialization: 6.745000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.185000 Kernel 1: 0.025000 Kernel 2: 99.482002 Copyback: 0.018000 Sum: 0.031000 It 17,Best ac:0.005152 0.958333 fi:0.195244. Ave ac:0.010043,0.010672 Initialization: 6.937000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.952000 Kernel 1: 0.024000 Kernel 2: 100.417000 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.005151 0.920000 fi:0.232741. Ave ac:0.008560,0.007925 Initialization: 6.994000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.998000 Kernel 1: 0.025000 Kernel 2: 100.267998 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.007168 0.941176 fi:0.234037. Ave ac:0.008953,0.007441 Initialization: 6.765000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.850000 Kernel 1: 0.027000 Kernel 2: 103.987999 Copyback: 0.018000 Sum: 0.029000 It 20,Best ac:0.008511 0.950000 fi:0.225216. Ave ac:0.009093,0.006995 Initialization: 6.817000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.879000 Kernel 1: 0.025000 Kernel 2: 104.871002 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.008961 0.909091 fi:0.247338. Ave ac:0.006166,0.005678 Initialization: 6.653000 Memcpy Classifiers: 0.447000 Memcpy Instances: 8.841000 Kernel 1: 0.026000 Kernel 2: 100.653999 Copyback: 0.018000 Sum: 0.028000 It 22,Best ac:0.013665 0.924242 fi:0.241108. Ave ac:0.007423,0.006691 Initialization: 7.831000 Memcpy Classifiers: 0.437000 Memcpy Instances: 9.073000 Kernel 1: 0.023000 Kernel 2: 105.223000 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.006496 0.878788 fi:0.271741. Ave ac:0.007547,0.007251 Initialization: 6.596000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.893000 Kernel 1: 0.025000 Kernel 2: 100.255997 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.004480 1.000000 fi:0.177489. Ave ac:0.008362,0.007515 Initialization: 6.592000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.941000 Kernel 1: 0.025000 Kernel 2: 102.564003 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.004704 0.954545 fi:0.208307. Ave ac:0.007132,0.004603 Initialization: 6.831000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.880000 Kernel 1: 0.025000 Kernel 2: 103.138000 Copyback: 0.018000 Sum: 0.033000 It 26,Best ac:0.004703 0.954545 fi:0.202511. Ave ac:0.007789,0.006010 Initialization: 6.580000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.008000 Kernel 1: 0.024000 Kernel 2: 100.987999 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.004927 0.956522 fi:0.219035. Ave ac:0.005660,0.004454 Initialization: 7.450000 Memcpy Classifiers: 0.385000 Memcpy Instances: 9.292000 Kernel 1: 0.025000 Kernel 2: 98.692001 Copyback: 0.017000 Sum: 0.040000 It 28,Best ac:0.005376 0.960000 fi:0.217461. Ave ac:0.007278,0.005307 Initialization: 6.849000 Memcpy Classifiers: 0.388000 Memcpy Instances: 8.909000 Kernel 1: 0.023000 Kernel 2: 97.394997 Copyback: 0.372000 Sum: 0.040000 It 29,Best ac:0.004704 0.875000 fi:0.279188. Ave ac:0.007522,0.006310 Initialization: 7.142000 Memcpy Classifiers: 0.368000 Memcpy Instances: 8.989000 Kernel 1: 0.024000 Kernel 2: 97.741997 Copyback: 0.017000 Sum: 0.036000 It 30,Best ac:0.009183 0.872340 fi:0.271854. Ave ac:0.007065,0.005729 Initialization: 6.873000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 97.836998 Copyback: 0.018000 Sum: 0.036000 It 31,Best ac:0.004479 0.952381 fi:0.241537. Ave ac:0.009252,0.007972 Initialization: 6.671000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.217000 Kernel 1: 0.023000 Kernel 2: 97.642998 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.006943 0.939394 fi:0.212208. Ave ac:0.010641,0.008252 Initialization: 7.428000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.904000 Kernel 1: 0.025000 Kernel 2: 94.723000 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.004480 0.952381 fi:0.215551. Ave ac:0.007866,0.007016 MDL Theory Length Weight: 1.8752481406 (10) Initialization: 23.697001 Memcpy Instances: 450.427002 Memcpy Classifiers: 0.069000 Kernel 1: 0.025000 Kernel 2: 491.907013 Copyback: 0.015000 Sum: 0.011000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 496.841003 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.016000 Kernel 2: 512.125000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 516.823975 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 487.865997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.013000 Kernel 2: 492.067993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 506.774994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 497.325012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.082000 Kernel 1: 0.014000 Kernel 2: 491.436005 Copyback: 0.021000 Sum: 0.005000 Memcpy Classifiers: 0.069000 Kernel 1: 0.022000 Kernel 2: 504.257996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 505.954010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 479.816010 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 488.203003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 156.975998 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.005170 0.782904 fi:0.365686. Ave ac:0.007462,0.025332 Best acc 0.005170 0.782904 Initialization: 6.652000 Memcpy Classifiers: 0.523000 Memcpy Instances: 9.503000 Kernel 1: 0.024000 Kernel 2: 107.078003 Copyback: 0.017000 Sum: 0.035000 Initial population average accuracy1:0.005854 accuracy2:0.261936 Initialization: 6.880000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.117000 Kernel 1: 0.023000 Kernel 2: 118.334999 Copyback: 0.017000 Sum: 0.049000 It 0,Best ac:0.010753 0.585366 fi:0.512314. Ave ac:0.012060,0.016722 Initialization: 6.719000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.953000 Kernel 1: 0.023000 Kernel 2: 116.449997 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.008513 0.666667 fi:0.431849. Ave ac:0.015012,0.019909 Initialization: 6.614000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.011000 Kernel 1: 0.024000 Kernel 2: 115.375000 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.005375 0.685714 fi:0.413971. Ave ac:0.016711,0.023922 Initialization: 6.846000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.837000 Kernel 1: 0.023000 Kernel 2: 111.335999 Copyback: 0.017000 Sum: 0.038000 It 3,Best ac:0.013214 0.728395 fi:0.368370. Ave ac:0.017699,0.020677 Initialization: 6.604000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.027000 Kernel 1: 0.021000 Kernel 2: 106.665001 Copyback: 0.017000 Sum: 0.039000 It 4,Best ac:0.004479 0.714286 fi:0.396186. Ave ac:0.017458,0.021561 Initialization: 6.908000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.856000 Kernel 1: 0.021000 Kernel 2: 101.311996 Copyback: 0.220000 Sum: 0.039000 It 5,Best ac:0.004703 0.913043 fi:0.186894. Ave ac:0.016985,0.022541 Initialization: 6.619000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.684000 Kernel 1: 0.022000 Kernel 2: 96.699997 Copyback: 0.017000 Sum: 0.038000 It 6,Best ac:0.004479 0.714286 fi:0.396916. Ave ac:0.017689,0.024838 Initialization: 7.036000 Memcpy Classifiers: 0.364000 Memcpy Instances: 10.139000 Kernel 1: 0.022000 Kernel 2: 92.459999 Copyback: 0.018000 Sum: 0.036000 It 7,Best ac:0.006496 0.805556 fi:0.293712. Ave ac:0.018317,0.024958 Initialization: 6.640000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.197000 Kernel 1: 0.021000 Kernel 2: 90.806999 Copyback: 0.018000 Sum: 0.031000 It 8,Best ac:0.005152 0.851852 fi:0.247917. Ave ac:0.017032,0.021061 Initialization: 7.114000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.162000 Kernel 1: 0.021000 Kernel 2: 91.669998 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.005600 0.806452 fi:0.293150. Ave ac:0.015147,0.022186 Iteration 10:MDL fitness activated Error 0.293150 TL 0.018142 MDL Theory Length Weight: 5.3861698440 (5) Initialization: 7.095000 Memcpy Classifiers: 0.324000 Memcpy Instances: 9.206000 Kernel 1: 0.022000 Kernel 2: 93.762001 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.006944 0.815789 fi:0.388565. Ave ac:0.014322,0.022301 Initialization: 6.614000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.864000 Kernel 1: 0.022000 Kernel 2: 90.780998 Copyback: 0.018000 Sum: 0.031000 It 11,Best ac:0.004928 0.846154 fi:0.382556. Ave ac:0.015188,0.020610 Initialization: 6.550000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.095000 Kernel 1: 0.023000 Kernel 2: 90.037003 Copyback: 0.018000 Sum: 0.026000 It 12,Best ac:0.005376 0.827586 fi:0.373490. Ave ac:0.019801,0.032029 Initialization: 6.606000 Memcpy Classifiers: 0.306000 Memcpy Instances: 9.820000 Kernel 1: 0.023000 Kernel 2: 89.205002 Copyback: 0.017000 Sum: 0.022000 It 13,Best ac:0.004480 0.833333 fi:0.352246. Ave ac:0.018095,0.028747 Initialization: 6.736000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.962000 Kernel 1: 0.022000 Kernel 2: 87.255997 Copyback: 0.018000 Sum: 0.024000 It 14,Best ac:0.008961 0.851064 fi:0.350338. Ave ac:0.019548,0.031373 Initialization: 6.865000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.909000 Kernel 1: 0.022000 Kernel 2: 84.320999 Copyback: 0.017000 Sum: 0.021000 It 15,Best ac:0.004928 0.733333 fi:0.452792. Ave ac:0.017134,0.032701 Initialization: 6.886000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.958000 Kernel 1: 0.022000 Kernel 2: 84.702003 Copyback: 0.018000 Sum: 0.024000 It 16,Best ac:0.007615 0.790698 fi:0.364051. Ave ac:0.021122,0.031992 Initialization: 6.589000 Memcpy Classifiers: 0.205000 Memcpy Instances: 9.089000 Kernel 1: 0.023000 Kernel 2: 88.029999 Copyback: 0.017000 Sum: 0.024000 It 17,Best ac:0.005151 0.884615 fi:0.302310. Ave ac:0.023604,0.043486 Initialization: 6.802000 Memcpy Classifiers: 0.205000 Memcpy Instances: 9.361000 Kernel 1: 0.022000 Kernel 2: 86.533997 Copyback: 0.017000 Sum: 0.023000 It 18,Best ac:0.005824 0.928571 fi:0.245137. Ave ac:0.026662,0.043716 Initialization: 7.831000 Memcpy Classifiers: 0.251000 Memcpy Instances: 9.379000 Kernel 1: 0.022000 Kernel 2: 84.348999 Copyback: 0.019000 Sum: 0.025000 It 19,Best ac:0.010524 0.796610 fi:0.352802. Ave ac:0.019011,0.032997 Initialization: 6.968000 Memcpy Classifiers: 0.206000 Memcpy Instances: 8.897000 Kernel 1: 0.022000 Kernel 2: 87.301003 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.006271 0.933333 fi:0.246554. Ave ac:0.020877,0.034103 Initialization: 7.091000 Memcpy Classifiers: 0.248000 Memcpy Instances: 8.932000 Kernel 1: 0.023000 Kernel 2: 82.700996 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.008065 0.857143 fi:0.318533. Ave ac:0.018772,0.034421 Initialization: 6.639000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 84.430000 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.004703 0.913043 fi:0.262545. Ave ac:0.015636,0.022926 Initialization: 6.965000 Memcpy Classifiers: 0.206000 Memcpy Instances: 9.203000 Kernel 1: 0.022000 Kernel 2: 88.299004 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.005599 0.833333 fi:0.371524. Ave ac:0.013083,0.019028 Initialization: 6.694000 Memcpy Classifiers: 0.206000 Memcpy Instances: 8.877000 Kernel 1: 0.024000 Kernel 2: 86.957001 Copyback: 0.018000 Sum: 0.024000 It 24,Best ac:0.010974 0.803279 fi:0.350215. Ave ac:0.015140,0.022174 Initialization: 7.040000 Memcpy Classifiers: 0.190000 Memcpy Instances: 9.696000 Kernel 1: 0.022000 Kernel 2: 80.318001 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.007168 0.864865 fi:0.343803. Ave ac:0.017726,0.027003 Initialization: 6.566000 Memcpy Classifiers: 0.228000 Memcpy Instances: 9.283000 Kernel 1: 0.022000 Kernel 2: 80.077003 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.006272 0.848485 fi:0.319105. Ave ac:0.017077,0.024723 Initialization: 7.337000 Memcpy Classifiers: 0.227000 Memcpy Instances: 9.101000 Kernel 1: 0.022000 Kernel 2: 79.791000 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.007616 0.894737 fi:0.278252. Ave ac:0.017992,0.024216 MDL Theory Length Weight: 4.8475528596 (10) Initialization: 6.729000 Memcpy Classifiers: 0.190000 Memcpy Instances: 8.838000 Kernel 1: 0.022000 Kernel 2: 82.050003 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.007839 0.897436 fi:0.262748. Ave ac:0.013654,0.017274 Initialization: 6.871000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.921000 Kernel 1: 0.022000 Kernel 2: 80.310997 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.009185 0.891304 fi:0.259518. Ave ac:0.013979,0.019729 Initialization: 6.571000 Memcpy Classifiers: 0.228000 Memcpy Instances: 9.034000 Kernel 1: 0.023000 Kernel 2: 82.589996 Copyback: 0.020000 Sum: 0.025000 It 30,Best ac:0.007841 0.875000 fi:0.271884. Ave ac:0.012858,0.018048 Initialization: 6.608000 Memcpy Classifiers: 0.205000 Memcpy Instances: 9.107000 Kernel 1: 0.023000 Kernel 2: 85.405998 Copyback: 0.018000 Sum: 0.024000 It 31,Best ac:0.005600 0.961538 fi:0.198462. Ave ac:0.011522,0.016239 Initialization: 7.081000 Memcpy Classifiers: 0.205000 Memcpy Instances: 8.955000 Kernel 1: 0.022000 Kernel 2: 85.968002 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.006943 0.968750 fi:0.197124. Ave ac:0.012522,0.019854 Initialization: 7.275000 Memcpy Classifiers: 0.229000 Memcpy Instances: 9.070000 Kernel 1: 0.022000 Kernel 2: 81.403000 Copyback: 0.018000 Sum: 0.025000 It 33,Best ac:0.005152 0.851852 fi:0.297091. Ave ac:0.013409,0.017432 Initialization: 24.172001 Memcpy Instances: 450.130005 Memcpy Classifiers: 0.048000 Kernel 1: 0.021000 Kernel 2: 472.110992 Copyback: 0.015000 Sum: 0.029000 Memcpy Classifiers: 0.046000 Kernel 1: 0.015000 Kernel 2: 470.382996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.045000 Kernel 1: 0.013000 Kernel 2: 452.726990 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.045000 Kernel 1: 0.015000 Kernel 2: 448.533997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.045000 Kernel 1: 0.013000 Kernel 2: 477.234985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.045000 Kernel 1: 0.013000 Kernel 2: 465.207001 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.046000 Kernel 1: 0.015000 Kernel 2: 475.834015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.044000 Kernel 1: 0.014000 Kernel 2: 457.651001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 477.490997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.045000 Kernel 1: 0.014000 Kernel 2: 465.549011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.045000 Kernel 1: 0.013000 Kernel 2: 463.380005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.014000 Kernel 2: 461.169006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.045000 Kernel 1: 0.014000 Kernel 2: 454.350006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.041000 Kernel 1: 0.015000 Kernel 2: 150.132004 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004941 0.782825 fi:0.377422. Ave ac:0.010422,0.037363 Best acc 0.004941 0.782825 Rule:Att PSSM_-1_7 is [-6.647946,-0.485362]|Att PSSM_-1_11 is [<3.793967]|Att PSSM_0_1 is [>-0.823471]|Att PSSM_0_6 is [<-2.832524]|Att PSSM_0_12 is [-6.421502,-3.505584]|Att PSSM_1_9 is [-6.338681,6.254180]|Att PSSM_1_12 is [-6.262771,-0.560036]|Att PSSM_2_6 is [<3.464547]|Att PSSM_2_7 is [<-1.886246]|1 Accuracy : 0.736833 0 1 162040 2040 59709 10849 Removed 1474 instances. 221749 Instances left. Acc of rule 0.005170-0.782904 Initialization: 6.818000 Memcpy Classifiers: 0.525000 Memcpy Instances: 9.060000 Kernel 1: 0.025000 Kernel 2: 108.253998 Copyback: 0.017000 Sum: 0.055000 Initial population average accuracy1:0.006336 accuracy2:0.263229 Initialization: 6.914000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.913000 Kernel 1: 0.022000 Kernel 2: 115.262001 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.004059 0.818182 fi:0.365821. Ave ac:0.013094,0.017432 Initialization: 6.879000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.870000 Kernel 1: 0.023000 Kernel 2: 115.672997 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.005862 0.666667 fi:0.432810. Ave ac:0.016091,0.021647 Initialization: 6.503000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.863000 Kernel 1: 0.024000 Kernel 2: 114.939003 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.004962 0.758621 fi:0.341196. Ave ac:0.015458,0.019270 Initialization: 6.460000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.767000 Kernel 1: 0.021000 Kernel 2: 113.084999 Copyback: 0.017000 Sum: 0.036000 It 3,Best ac:0.005637 0.735294 fi:0.364268. Ave ac:0.015251,0.016454 Initialization: 6.538000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.194000 Kernel 1: 0.022000 Kernel 2: 115.737999 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.005186 0.851852 fi:0.247880. Ave ac:0.012802,0.014717 Initialization: 6.503000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.874000 Kernel 1: 0.433000 Kernel 2: 117.336998 Copyback: 0.018000 Sum: 0.032000 It 5,Best ac:0.006539 0.743590 fi:0.355631. Ave ac:0.011299,0.013315 Initialization: 6.493000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.659000 Kernel 1: 0.023000 Kernel 2: 120.598999 Copyback: 0.018000 Sum: 0.033000 It 6,Best ac:0.005411 0.774194 fi:0.325455. Ave ac:0.010753,0.011109 Initialization: 6.819000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.879000 Kernel 1: 0.023000 Kernel 2: 121.318001 Copyback: 0.017000 Sum: 0.037000 It 7,Best ac:0.005411 0.857143 fi:0.242504. Ave ac:0.011861,0.013906 Initialization: 6.805000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.845000 Kernel 1: 0.022000 Kernel 2: 121.779999 Copyback: 0.018000 Sum: 0.032000 It 8,Best ac:0.008568 0.808511 fi:0.289944. Ave ac:0.008129,0.008768 Initialization: 6.713000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.834000 Kernel 1: 0.023000 Kernel 2: 123.525002 Copyback: 0.018000 Sum: 0.033000 It 9,Best ac:0.004510 0.952381 fi:0.147607. Ave ac:0.009402,0.008852 Iteration 10:MDL fitness activated Error 0.147607 TL 0.036928 MDL Theory Length Weight: 1.3323697898 (1) Initialization: 6.859000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.968000 Kernel 1: 0.022000 Kernel 2: 124.721001 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.008796 0.847826 fi:0.303402. Ave ac:0.006941,0.005436 Initialization: 6.817000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.873000 Kernel 1: 0.022000 Kernel 2: 121.591003 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.004961 0.846154 fi:0.305221. Ave ac:0.008464,0.006187 Initialization: 6.423000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.047000 Kernel 1: 0.021000 Kernel 2: 120.553001 Copyback: 0.018000 Sum: 0.038000 It 12,Best ac:0.004510 0.869565 fi:0.278936. Ave ac:0.006156,0.004214 Initialization: 6.796000 Memcpy Classifiers: 0.447000 Memcpy Instances: 9.001000 Kernel 1: 0.021000 Kernel 2: 118.460999 Copyback: 0.018000 Sum: 0.038000 It 13,Best ac:0.004961 0.814815 fi:0.328619. Ave ac:0.006193,0.004499 Initialization: 7.041000 Memcpy Classifiers: 0.472000 Memcpy Instances: 9.346000 Kernel 1: 0.023000 Kernel 2: 114.681999 Copyback: 0.017000 Sum: 0.046000 It 14,Best ac:0.006764 0.769231 fi:0.374120. Ave ac:0.006673,0.004334 Initialization: 7.897000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.194000 Kernel 1: 0.022000 Kernel 2: 110.943001 Copyback: 0.017000 Sum: 0.039000 It 15,Best ac:0.004959 0.916667 fi:0.230972. Ave ac:0.006690,0.005003 Initialization: 6.595000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.519000 Kernel 1: 0.022000 Kernel 2: 108.695999 Copyback: 0.018000 Sum: 0.040000 It 16,Best ac:0.009019 0.816327 fi:0.329946. Ave ac:0.008614,0.009909 Initialization: 6.515000 Memcpy Classifiers: 0.786000 Memcpy Instances: 8.906000 Kernel 1: 0.021000 Kernel 2: 105.845001 Copyback: 0.021000 Sum: 0.039000 It 17,Best ac:0.006313 0.903226 fi:0.245308. Ave ac:0.008979,0.008025 Initialization: 6.991000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.860000 Kernel 1: 0.023000 Kernel 2: 103.121002 Copyback: 0.017000 Sum: 0.041000 It 18,Best ac:0.005862 0.962963 fi:0.191119. Ave ac:0.008541,0.005621 Initialization: 7.027000 Memcpy Classifiers: 0.763000 Memcpy Instances: 9.019000 Kernel 1: 0.022000 Kernel 2: 101.518997 Copyback: 0.017000 Sum: 0.039000 It 19,Best ac:0.005187 0.884615 fi:0.263812. Ave ac:0.006955,0.004502 Initialization: 6.681000 Memcpy Classifiers: 0.443000 Memcpy Instances: 9.001000 Kernel 1: 0.023000 Kernel 2: 100.553001 Copyback: 0.017000 Sum: 0.037000 It 20,Best ac:0.008117 0.923077 fi:0.220248. Ave ac:0.006862,0.005317 Initialization: 6.542000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.439000 Kernel 1: 0.022000 Kernel 2: 96.690002 Copyback: 0.018000 Sum: 0.039000 It 21,Best ac:0.005185 0.793103 fi:0.352886. Ave ac:0.006991,0.004181 Initialization: 6.796000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.870000 Kernel 1: 0.022000 Kernel 2: 94.624001 Copyback: 0.018000 Sum: 0.030000 It 22,Best ac:0.004509 0.869565 fi:0.266413. Ave ac:0.006162,0.004126 Initialization: 6.846000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.894000 Kernel 1: 0.023000 Kernel 2: 97.419998 Copyback: 0.017000 Sum: 0.038000 It 23,Best ac:0.004510 0.952381 fi:0.183544. Ave ac:0.007085,0.005379 Initialization: 6.839000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.835000 Kernel 1: 0.022000 Kernel 2: 96.946999 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.004735 0.875000 fi:0.263928. Ave ac:0.005213,0.003681 Initialization: 7.001000 Memcpy Classifiers: 0.364000 Memcpy Instances: 10.128000 Kernel 1: 0.022000 Kernel 2: 95.176003 Copyback: 0.018000 Sum: 0.040000 It 25,Best ac:0.006315 0.903226 fi:0.236489. Ave ac:0.007907,0.005256 Initialization: 6.923000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.627000 Kernel 1: 0.021000 Kernel 2: 96.453003 Copyback: 0.018000 Sum: 0.036000 It 26,Best ac:0.006315 0.823529 fi:0.309915. Ave ac:0.006960,0.003955 Initialization: 6.816000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.993000 Kernel 1: 0.021000 Kernel 2: 94.946999 Copyback: 0.018000 Sum: 0.036000 It 27,Best ac:0.006313 0.848485 fi:0.290412. Ave ac:0.007041,0.006424 Initialization: 6.907000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.840000 Kernel 1: 0.023000 Kernel 2: 93.733002 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.004962 0.916667 fi:0.227190. Ave ac:0.007225,0.004823 Initialization: 7.032000 Memcpy Classifiers: 0.367000 Memcpy Instances: 9.188000 Kernel 1: 0.022000 Kernel 2: 92.366997 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.006764 0.909091 fi:0.235837. Ave ac:0.008568,0.004810 Initialization: 6.533000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.098000 Kernel 1: 0.024000 Kernel 2: 92.862999 Copyback: 0.020000 Sum: 0.036000 It 30,Best ac:0.006313 0.875000 fi:0.258445. Ave ac:0.006582,0.004168 Initialization: 6.604000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.109000 Kernel 1: 0.022000 Kernel 2: 94.091003 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.004510 0.869565 fi:0.267557. Ave ac:0.007299,0.005717 Initialization: 6.766000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.093000 Kernel 1: 0.022000 Kernel 2: 92.391998 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.006537 0.878788 fi:0.260317. Ave ac:0.006846,0.004158 MDL Theory Length Weight: 1.1991328108 (10) Initialization: 6.565000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.987000 Kernel 1: 0.022000 Kernel 2: 93.941002 Copyback: 0.017000 Sum: 0.035000 It 33,Best ac:0.004961 1.000000 fi:0.138274. Ave ac:0.005819,0.003634 Initialization: 24.985001 Memcpy Instances: 444.678009 Memcpy Classifiers: 0.067000 Kernel 1: 0.026000 Kernel 2: 515.114990 Copyback: 0.368000 Sum: 0.014000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 514.609009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 499.337006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 493.997986 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 495.830994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 494.735992 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 501.938995 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 487.802002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 495.484009 Copyback: 0.018000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 497.315002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 501.170990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 499.790985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 443.031006 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005678 0.748069 fi:0.382202. Ave ac:0.006725,0.022093 Best acc 0.005678 0.748069 Initialization: 6.957000 Memcpy Classifiers: 0.523000 Memcpy Instances: 9.074000 Kernel 1: 0.024000 Kernel 2: 109.075996 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005253 accuracy2:0.268955 Initialization: 6.584000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.347000 Kernel 1: 0.021000 Kernel 2: 114.955002 Copyback: 0.018000 Sum: 0.059000 It 0,Best ac:0.004284 0.703704 fi:0.434966. Ave ac:0.011177,0.016583 Initialization: 6.560000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.850000 Kernel 1: 0.022000 Kernel 2: 115.554001 Copyback: 0.017000 Sum: 0.036000 It 1,Best ac:0.005861 0.764706 fi:0.334772. Ave ac:0.014503,0.016990 Initialization: 6.735000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.918000 Kernel 1: 0.023000 Kernel 2: 115.208000 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.003832 0.809524 fi:0.420457. Ave ac:0.015247,0.019063 Initialization: 6.731000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.076000 Kernel 1: 0.022000 Kernel 2: 111.677002 Copyback: 0.017000 Sum: 0.040000 It 3,Best ac:0.004509 0.714286 fi:0.385703. Ave ac:0.013391,0.015434 Initialization: 6.561000 Memcpy Classifiers: 0.458000 Memcpy Instances: 8.879000 Kernel 1: 0.024000 Kernel 2: 112.944000 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.006088 0.818182 fi:0.281209. Ave ac:0.013911,0.013810 Initialization: 6.565000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.243000 Kernel 1: 0.022000 Kernel 2: 111.079002 Copyback: 0.017000 Sum: 0.037000 It 5,Best ac:0.006313 0.777778 fi:0.321528. Ave ac:0.010605,0.009522 Initialization: 6.550000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.973000 Kernel 1: 0.022000 Kernel 2: 109.681000 Copyback: 0.017000 Sum: 0.038000 It 6,Best ac:0.007217 0.780488 fi:0.318478. Ave ac:0.009244,0.008209 Initialization: 6.921000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.234000 Kernel 1: 0.022000 Kernel 2: 106.952003 Copyback: 0.019000 Sum: 0.041000 It 7,Best ac:0.005637 0.694444 fi:0.405117. Ave ac:0.008248,0.007048 Initialization: 6.622000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.245000 Kernel 1: 0.023000 Kernel 2: 107.953003 Copyback: 0.018000 Sum: 0.037000 It 8,Best ac:0.004510 0.800000 fi:0.299987. Ave ac:0.009526,0.008283 Initialization: 6.922000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.311000 Kernel 1: 0.023000 Kernel 2: 110.446999 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.004510 0.909091 fi:0.190898. Ave ac:0.008758,0.007662 Iteration 10:MDL fitness activated Error 0.190898 TL 0.021879 MDL Theory Length Weight: 2.9084125029 (1) Initialization: 6.602000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.902000 Kernel 1: 0.022000 Kernel 2: 110.647003 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.006990 0.885714 fi:0.284235. Ave ac:0.010526,0.009096 Initialization: 6.801000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.936000 Kernel 1: 0.022000 Kernel 2: 113.106003 Copyback: 0.018000 Sum: 0.029000 It 11,Best ac:0.004735 0.840000 fi:0.385096. Ave ac:0.009608,0.012083 Initialization: 6.552000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.072000 Kernel 1: 0.022000 Kernel 2: 111.500000 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.009921 0.814815 fi:0.342819. Ave ac:0.011352,0.011327 Initialization: 6.628000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.832000 Kernel 1: 0.023000 Kernel 2: 107.734001 Copyback: 0.018000 Sum: 0.037000 It 13,Best ac:0.010598 0.824561 fi:0.337505. Ave ac:0.011998,0.013893 Initialization: 6.824000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.045000 Kernel 1: 0.022000 Kernel 2: 106.444000 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.004961 0.814815 fi:0.345031. Ave ac:0.012620,0.015099 Initialization: 7.010000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.457000 Kernel 1: 0.022000 Kernel 2: 104.907997 Copyback: 0.017000 Sum: 0.040000 It 15,Best ac:0.005862 0.896552 fi:0.277999. Ave ac:0.013456,0.011152 Initialization: 7.175000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.882000 Kernel 1: 0.022000 Kernel 2: 106.608002 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.004959 0.880000 fi:0.288318. Ave ac:0.013506,0.015028 Initialization: 6.573000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.321000 Kernel 1: 0.023000 Kernel 2: 105.144997 Copyback: 0.018000 Sum: 0.038000 It 17,Best ac:0.005637 0.862069 fi:0.341082. Ave ac:0.012314,0.009950 Initialization: 7.318000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.867000 Kernel 1: 0.023000 Kernel 2: 99.791000 Copyback: 0.019000 Sum: 0.038000 It 18,Best ac:0.004284 1.000000 fi:0.225546. Ave ac:0.012878,0.013660 Initialization: 6.612000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.929000 Kernel 1: 0.022000 Kernel 2: 102.955002 Copyback: 0.018000 Sum: 0.036000 It 19,Best ac:0.004510 0.869565 fi:0.298358. Ave ac:0.010141,0.009553 Initialization: 6.609000 Memcpy Classifiers: 0.339000 Memcpy Instances: 9.043000 Kernel 1: 0.022000 Kernel 2: 99.747002 Copyback: 0.018000 Sum: 0.035000 It 20,Best ac:0.004285 0.950000 fi:0.254170. Ave ac:0.009843,0.008359 Initialization: 6.548000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.175000 Kernel 1: 0.021000 Kernel 2: 95.759003 Copyback: 0.017000 Sum: 0.038000 It 21,Best ac:0.006990 0.885714 fi:0.290246. Ave ac:0.011020,0.008762 Initialization: 6.541000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.907000 Kernel 1: 0.023000 Kernel 2: 94.499001 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.007666 0.850000 fi:0.338586. Ave ac:0.009153,0.007862 Initialization: 6.765000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.874000 Kernel 1: 0.022000 Kernel 2: 91.523003 Copyback: 0.017000 Sum: 0.040000 It 23,Best ac:0.004961 0.916667 fi:0.251650. Ave ac:0.009608,0.007642 Initialization: 6.822000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.863000 Kernel 1: 0.022000 Kernel 2: 93.872002 Copyback: 0.017000 Sum: 0.038000 It 24,Best ac:0.005411 0.923077 fi:0.255638. Ave ac:0.009480,0.009169 Initialization: 6.599000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.015000 Kernel 1: 0.022000 Kernel 2: 93.767998 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.005186 0.884615 fi:0.293038. Ave ac:0.008778,0.008135 Initialization: 6.739000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.910000 Kernel 1: 0.022000 Kernel 2: 91.994003 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.006313 0.903226 fi:0.260905. Ave ac:0.009100,0.009649 Initialization: 6.593000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.105000 Kernel 1: 0.022000 Kernel 2: 91.244003 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.004735 0.875000 fi:0.281288. Ave ac:0.007804,0.008881 MDL Theory Length Weight: 2.6175712526 (10) Initialization: 6.616000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.070000 Kernel 1: 0.022000 Kernel 2: 92.477997 Copyback: 0.017000 Sum: 0.036000 It 28,Best ac:0.007441 0.916667 fi:0.226866. Ave ac:0.008979,0.007228 Initialization: 6.831000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.325000 Kernel 1: 0.022000 Kernel 2: 90.092003 Copyback: 0.017000 Sum: 0.036000 It 29,Best ac:0.005638 0.781250 fi:0.367120. Ave ac:0.006574,0.008719 Initialization: 7.419000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.843000 Kernel 1: 0.023000 Kernel 2: 89.376999 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.006087 0.964286 fi:0.180190. Ave ac:0.011434,0.013427 Initialization: 6.596000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.832000 Kernel 1: 0.023000 Kernel 2: 89.156998 Copyback: 0.016000 Sum: 0.032000 It 31,Best ac:0.004962 0.916667 fi:0.234677. Ave ac:0.008410,0.011169 Initialization: 6.953000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.958000 Kernel 1: 0.022000 Kernel 2: 90.861000 Copyback: 0.018000 Sum: 0.035000 It 32,Best ac:0.004736 0.954545 fi:0.207713. Ave ac:0.009100,0.009608 Initialization: 7.050000 Memcpy Classifiers: 0.286000 Memcpy Instances: 9.148000 Kernel 1: 0.022000 Kernel 2: 89.623001 Copyback: 0.017000 Sum: 0.039000 It 33,Best ac:0.004735 0.840000 fi:0.298427. Ave ac:0.009373,0.013846 Initialization: 23.877001 Memcpy Instances: 448.085999 Memcpy Classifiers: 0.066000 Kernel 1: 0.022000 Kernel 2: 476.692993 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 481.609985 Copyback: 0.364000 Sum: 0.005000 Memcpy Classifiers: 0.065000 Kernel 1: 0.018000 Kernel 2: 494.101990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 493.675995 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 456.816986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 484.579010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 470.959015 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.016000 Kernel 2: 470.701996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 481.382996 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 472.222992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 484.684998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 482.851013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 434.080994 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.005060 0.745515 fi:0.399347. Ave ac:0.009432,0.033095 Best acc 0.005060 0.745515 Rule:Att PSSM_0_6 is [<-3.517153]|Att PSSM_0_10 is [>1.410024]|Att PSSM_1_6 is [<1.722913]|Att PSSM_1_7 is [-6.453032,0.453031]|Att PSSM_1_15 is [-6.074944,0.074944]|Att PSSM_2_2 is [-5.317607,-1.325822]|Att PSSM_2_7 is [-5.199701,-0.800299]|Att PSSM_2_19 is [>-3.286868]|1 Accuracy : 0.740392 0 1 161616 2464 58450 12108 Removed 1683 instances. 220066 Instances left. Acc of rule 0.005678-0.748069 Initialization: 6.484000 Memcpy Classifiers: 0.541000 Memcpy Instances: 9.168000 Kernel 1: 0.024000 Kernel 2: 106.588997 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.005237 accuracy2:0.246116 Initialization: 6.481000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.144000 Kernel 1: 0.021000 Kernel 2: 115.692001 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.004772 0.750000 fi:0.349864. Ave ac:0.011126,0.018003 Initialization: 6.460000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.033000 Kernel 1: 0.022000 Kernel 2: 114.265999 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.011588 0.621951 fi:0.475303. Ave ac:0.014654,0.021800 Initialization: 6.658000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.222000 Kernel 1: 0.023000 Kernel 2: 115.657997 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.004544 0.606061 fi:0.493890. Ave ac:0.016410,0.021502 Initialization: 6.461000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.822000 Kernel 1: 0.023000 Kernel 2: 114.627998 Copyback: 0.018000 Sum: 0.034000 It 3,Best ac:0.004999 0.814815 fi:0.284962. Ave ac:0.016565,0.021634 Initialization: 7.145000 Memcpy Classifiers: 0.463000 Memcpy Instances: 8.863000 Kernel 1: 0.024000 Kernel 2: 112.297997 Copyback: 0.018000 Sum: 0.032000 It 4,Best ac:0.008862 0.750000 fi:0.348298. Ave ac:0.016428,0.018296 Initialization: 6.548000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.848000 Kernel 1: 0.023000 Kernel 2: 109.706001 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.004317 0.826087 fi:0.294163. Ave ac:0.013695,0.015314 Initialization: 6.489000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.823000 Kernel 1: 0.024000 Kernel 2: 106.183998 Copyback: 0.018000 Sum: 0.032000 It 6,Best ac:0.005908 0.838710 fi:0.260719. Ave ac:0.013321,0.013940 Initialization: 6.615000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.111000 Kernel 1: 0.021000 Kernel 2: 109.463997 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.009768 0.741379 fi:0.356571. Ave ac:0.013787,0.013640 Initialization: 6.534000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.877000 Kernel 1: 0.023000 Kernel 2: 112.525002 Copyback: 0.017000 Sum: 0.037000 It 8,Best ac:0.006589 0.805556 fi:0.293613. Ave ac:0.011095,0.009168 Initialization: 6.409000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.396000 Kernel 1: 0.022000 Kernel 2: 110.280998 Copyback: 0.018000 Sum: 0.035000 It 9,Best ac:0.007042 0.911765 fi:0.187229. Ave ac:0.010382,0.008315 Iteration 10:MDL fitness activated Error 0.187229 TL 0.027124 MDL Theory Length Weight: 2.3009141680 (1) Initialization: 6.501000 Memcpy Classifiers: 0.773000 Memcpy Instances: 8.943000 Kernel 1: 0.022000 Kernel 2: 107.749001 Copyback: 0.017000 Sum: 0.037000 It 10,Best ac:0.004999 0.916667 fi:0.253816. Ave ac:0.008732,0.009809 Initialization: 6.601000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.894000 Kernel 1: 0.022000 Kernel 2: 106.810997 Copyback: 0.018000 Sum: 0.036000 It 11,Best ac:0.005226 0.884615 fi:0.274211. Ave ac:0.009090,0.010825 Initialization: 6.530000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.276000 Kernel 1: 0.022000 Kernel 2: 104.667000 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.006589 0.906250 fi:0.266958. Ave ac:0.010511,0.011296 Initialization: 6.928000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.439000 Kernel 1: 0.022000 Kernel 2: 107.456001 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.006817 0.810811 fi:0.347882. Ave ac:0.010424,0.014631 Initialization: 6.738000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.837000 Kernel 1: 0.022000 Kernel 2: 102.564003 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.007269 0.820513 fi:0.332646. Ave ac:0.009762,0.013133 Initialization: 6.473000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.065000 Kernel 1: 0.023000 Kernel 2: 105.084000 Copyback: 0.018000 Sum: 0.034000 It 15,Best ac:0.004999 0.956522 fi:0.202392. Ave ac:0.010822,0.013701 Initialization: 6.617000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.349000 Kernel 1: 0.022000 Kernel 2: 105.413002 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.004999 0.880000 fi:0.267715. Ave ac:0.008350,0.010114 Initialization: 6.763000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.872000 Kernel 1: 0.023000 Kernel 2: 105.125000 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.005226 0.821429 fi:0.331853. Ave ac:0.009747,0.016677 Initialization: 6.885000 Memcpy Classifiers: 0.349000 Memcpy Instances: 8.883000 Kernel 1: 0.022000 Kernel 2: 105.321999 Copyback: 0.016000 Sum: 0.034000 It 18,Best ac:0.006815 0.882353 fi:0.267688. Ave ac:0.009856,0.013214 Initialization: 6.596000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.897000 Kernel 1: 0.022000 Kernel 2: 106.970001 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.004317 1.000000 fi:0.193326. Ave ac:0.008818,0.015279 Initialization: 6.447000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.055000 Kernel 1: 0.022000 Kernel 2: 109.396004 Copyback: 0.020000 Sum: 0.037000 It 20,Best ac:0.006135 0.843750 fi:0.329632. Ave ac:0.006456,0.010260 Initialization: 6.748000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.306000 Kernel 1: 0.021000 Kernel 2: 109.890999 Copyback: 0.018000 Sum: 0.037000 It 21,Best ac:0.005452 0.888889 fi:0.265755. Ave ac:0.007827,0.007578 Initialization: 6.928000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.966000 Kernel 1: 0.022000 Kernel 2: 107.149002 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.004998 0.916667 fi:0.244755. Ave ac:0.006336,0.006010 Initialization: 6.543000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.104000 Kernel 1: 0.022000 Kernel 2: 108.829002 Copyback: 0.018000 Sum: 0.033000 It 23,Best ac:0.005225 0.920000 fi:0.226022. Ave ac:0.008383,0.007115 Initialization: 6.543000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.988000 Kernel 1: 0.021000 Kernel 2: 108.207001 Copyback: 0.018000 Sum: 0.035000 It 24,Best ac:0.004317 0.904762 fi:0.259954. Ave ac:0.007037,0.007098 Initialization: 6.471000 Memcpy Classifiers: 0.754000 Memcpy Instances: 8.917000 Kernel 1: 0.022000 Kernel 2: 107.375000 Copyback: 0.017000 Sum: 0.041000 It 25,Best ac:0.006134 0.900000 fi:0.237234. Ave ac:0.007514,0.008562 Initialization: 6.734000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.935000 Kernel 1: 0.021000 Kernel 2: 104.570000 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.005453 0.857143 fi:0.272886. Ave ac:0.007847,0.010324 Initialization: 6.564000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.156000 Kernel 1: 0.021000 Kernel 2: 103.403000 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.004772 0.954545 fi:0.191651. Ave ac:0.009298,0.010049 Initialization: 6.747000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.844000 Kernel 1: 0.023000 Kernel 2: 105.646004 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.004544 0.909091 fi:0.228221. Ave ac:0.006005,0.009323 Initialization: 6.697000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.854000 Kernel 1: 0.023000 Kernel 2: 102.639999 Copyback: 0.017000 Sum: 0.039000 It 29,Best ac:0.004543 0.909091 fi:0.228754. Ave ac:0.007690,0.007814 Initialization: 7.060000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.828000 Kernel 1: 0.023000 Kernel 2: 100.782997 Copyback: 0.018000 Sum: 0.031000 It 30,Best ac:0.004772 0.875000 fi:0.268991. Ave ac:0.006213,0.009286 Initialization: 6.511000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.710000 Kernel 1: 0.022000 Kernel 2: 98.507004 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.007726 0.829268 fi:0.313372. Ave ac:0.009082,0.012343 Initialization: 6.786000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.057000 Kernel 1: 0.023000 Kernel 2: 104.856003 Copyback: 0.025000 Sum: 0.035000 It 32,Best ac:0.004772 0.875000 fi:0.271346. Ave ac:0.006430,0.010555 Initialization: 6.484000 Memcpy Classifiers: 0.309000 Memcpy Instances: 9.049000 Kernel 1: 0.023000 Kernel 2: 100.658997 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.011361 0.746269 fi:0.384952. Ave ac:0.006448,0.008898 Initialization: 24.093000 Memcpy Instances: 441.848999 Memcpy Classifiers: 0.056000 Kernel 1: 0.022000 Kernel 2: 543.499023 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 536.075989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 530.213013 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 523.041992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 536.901001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 509.256012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 533.421021 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 540.689026 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 526.296997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 520.249023 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 523.205994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 519.409973 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 245.300003 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005021 0.756849 fi:0.373345. Ave ac:0.009851,0.034918 Best acc 0.005021 0.756849 Initialization: 7.370000 Memcpy Classifiers: 0.599000 Memcpy Instances: 9.161000 Kernel 1: 0.023000 Kernel 2: 108.306000 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.005921 accuracy2:0.256331 Initialization: 6.563000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.458000 Kernel 1: 0.024000 Kernel 2: 115.580002 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.005453 0.727273 fi:0.372330. Ave ac:0.011325,0.015527 Initialization: 6.490000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.109000 Kernel 1: 0.022000 Kernel 2: 114.685997 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.009316 0.640625 fi:0.457499. Ave ac:0.014221,0.017515 Initialization: 7.422000 Memcpy Classifiers: 0.509000 Memcpy Instances: 9.467000 Kernel 1: 0.021000 Kernel 2: 113.185997 Copyback: 0.371000 Sum: 0.038000 It 2,Best ac:0.004999 0.733333 fi:0.366444. Ave ac:0.013830,0.017260 Initialization: 6.870000 Memcpy Classifiers: 0.507000 Memcpy Instances: 9.017000 Kernel 1: 0.022000 Kernel 2: 112.208000 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.005226 0.766667 fi:0.333023. Ave ac:0.012416,0.015768 Initialization: 6.672000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.704000 Kernel 1: 0.022000 Kernel 2: 111.134003 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.005453 0.827586 fi:0.272017. Ave ac:0.012010,0.014268 Initialization: 6.821000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.225000 Kernel 1: 0.022000 Kernel 2: 105.897003 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.004771 0.724138 fi:0.375726. Ave ac:0.010918,0.012978 Initialization: 6.537000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.916000 Kernel 1: 0.023000 Kernel 2: 103.058998 Copyback: 0.017000 Sum: 0.039000 It 6,Best ac:0.005681 0.781250 fi:0.318266. Ave ac:0.010536,0.010156 Initialization: 6.711000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.110000 Kernel 1: 0.022000 Kernel 2: 98.930000 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.005681 0.892857 fi:0.206659. Ave ac:0.009500,0.008544 Initialization: 6.544000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.127000 Kernel 1: 0.023000 Kernel 2: 94.712997 Copyback: 0.017000 Sum: 0.039000 It 8,Best ac:0.005906 0.838710 fi:0.260719. Ave ac:0.007691,0.006660 Initialization: 18.903999 Memcpy Classifiers: 0.437000 Memcpy Instances: 21.257000 Kernel 1: 0.022000 Kernel 2: 95.547997 Copyback: 0.017000 Sum: 0.040000 It 9,Best ac:0.004772 0.875000 fi:0.224864. Ave ac:0.009299,0.006931 Iteration 10:MDL fitness activated Error 0.224864 TL 0.025861 MDL Theory Length Weight: 2.8984229187 (3) Initialization: 6.567000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.820000 Kernel 1: 0.024000 Kernel 2: 89.532997 Copyback: 0.017000 Sum: 0.040000 It 10,Best ac:0.004317 0.826087 fi:0.389386. Ave ac:0.005446,0.004032 Initialization: 6.475000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.255000 Kernel 1: 0.022000 Kernel 2: 88.772003 Copyback: 0.017000 Sum: 0.041000 It 11,Best ac:0.004998 0.880000 fi:0.295968. Ave ac:0.006305,0.004941 Initialization: 7.080000 Memcpy Classifiers: 0.835000 Memcpy Instances: 9.155000 Kernel 1: 0.022000 Kernel 2: 90.117996 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.004090 0.900000 fi:0.346889. Ave ac:0.006656,0.004775 Initialization: 6.592000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.882000 Kernel 1: 0.022000 Kernel 2: 91.132004 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.005681 0.862069 fi:0.313638. Ave ac:0.008740,0.005739 Initialization: 6.642000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.819000 Kernel 1: 0.024000 Kernel 2: 90.434998 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.004090 0.857143 fi:0.385109. Ave ac:0.006525,0.003986 Initialization: 6.419000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.160000 Kernel 1: 0.023000 Kernel 2: 90.446999 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.004544 0.869565 fi:0.318134. Ave ac:0.005765,0.005191 Initialization: 6.577000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.929000 Kernel 1: 0.024000 Kernel 2: 94.643997 Copyback: 0.018000 Sum: 0.042000 It 16,Best ac:0.004544 0.952381 fi:0.223815. Ave ac:0.009400,0.008197 Initialization: 6.527000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.882000 Kernel 1: 0.024000 Kernel 2: 91.039001 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.004771 0.750000 fi:0.421759. Ave ac:0.007103,0.005240 Initialization: 6.455000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.885000 Kernel 1: 0.023000 Kernel 2: 91.301003 Copyback: 0.018000 Sum: 0.032000 It 18,Best ac:0.009314 0.820000 fi:0.349221. Ave ac:0.007031,0.005584 Initialization: 6.901000 Memcpy Classifiers: 0.568000 Memcpy Instances: 8.888000 Kernel 1: 0.022000 Kernel 2: 90.646004 Copyback: 0.018000 Sum: 0.037000 It 19,Best ac:0.006589 0.906250 fi:0.259238. Ave ac:0.008833,0.006822 Initialization: 6.740000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.186000 Kernel 1: 0.023000 Kernel 2: 89.952003 Copyback: 0.024000 Sum: 0.033000 It 20,Best ac:0.005453 0.857143 fi:0.296717. Ave ac:0.007399,0.004716 Initialization: 6.514000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.077000 Kernel 1: 0.024000 Kernel 2: 90.808998 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.004999 0.916667 fi:0.250112. Ave ac:0.006077,0.003702 Initialization: 6.634000 Memcpy Classifiers: 0.429000 Memcpy Instances: 8.995000 Kernel 1: 0.024000 Kernel 2: 91.077003 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.005681 0.806452 fi:0.367201. Ave ac:0.005849,0.003625 Initialization: 6.580000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.091000 Kernel 1: 0.022000 Kernel 2: 90.323997 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.004317 0.904762 fi:0.281734. Ave ac:0.007222,0.005366 Initialization: 6.537000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.086000 Kernel 1: 0.022000 Kernel 2: 90.108002 Copyback: 0.018000 Sum: 0.033000 It 24,Best ac:0.004999 0.814815 fi:0.351709. Ave ac:0.005516,0.004488 Initialization: 8.006000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.846000 Kernel 1: 0.023000 Kernel 2: 92.985001 Copyback: 0.018000 Sum: 0.034000 It 25,Best ac:0.004999 0.880000 fi:0.286420. Ave ac:0.008287,0.007287 MDL Theory Length Weight: 2.6085806268 (10) Initialization: 6.524000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.700000 Kernel 1: 0.022000 Kernel 2: 87.022003 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.004543 0.800000 fi:0.356628. Ave ac:0.005563,0.005171 Initialization: 6.940000 Memcpy Classifiers: 0.324000 Memcpy Instances: 8.957000 Kernel 1: 0.021000 Kernel 2: 92.597000 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.004999 0.846154 fi:0.317698. Ave ac:0.007466,0.006715 Initialization: 6.940000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.964000 Kernel 1: 0.022000 Kernel 2: 96.742996 Copyback: 0.018000 Sum: 0.034000 It 28,Best ac:0.004544 0.869565 fi:0.280825. Ave ac:0.007332,0.007420 Initialization: 6.910000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.450000 Kernel 1: 0.022000 Kernel 2: 92.377998 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.004772 0.913043 fi:0.251401. Ave ac:0.007855,0.005836 Initialization: 6.434000 Memcpy Classifiers: 0.333000 Memcpy Instances: 9.968000 Kernel 1: 0.022000 Kernel 2: 93.214996 Copyback: 0.018000 Sum: 0.032000 It 30,Best ac:0.007269 0.914286 fi:0.249469. Ave ac:0.009173,0.007255 Initialization: 6.839000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.000000 Kernel 1: 0.022000 Kernel 2: 95.439003 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.004999 0.880000 fi:0.270217. Ave ac:0.007646,0.005942 Initialization: 7.193000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.242000 Kernel 1: 0.022000 Kernel 2: 92.814003 Copyback: 0.018000 Sum: 0.033000 It 32,Best ac:0.006135 0.900000 fi:0.260306. Ave ac:0.006531,0.004870 Initialization: 6.798000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.864000 Kernel 1: 0.022000 Kernel 2: 91.841003 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.005226 0.851852 fi:0.299345. Ave ac:0.006013,0.006340 Initialization: 25.346001 Memcpy Instances: 438.415009 Memcpy Classifiers: 0.064000 Kernel 1: 0.022000 Kernel 2: 494.238007 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.057000 Kernel 1: 0.015000 Kernel 2: 500.846985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 496.608002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 491.937988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 498.526001 Copyback: 0.403000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 498.329987 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 503.852997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 490.122009 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 492.394989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 501.868011 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 484.678009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 498.464996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 239.660995 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004271 0.750799 fi:0.429151. Ave ac:0.008876,0.030293 Best acc 0.004271 0.750799 Rule:Att PSSM_-3_3 is [<5.814252]|Att PSSM_0_12 is [<-4.792302]|Att PSSM_1_4 is [-7.057601,-3.153584]|Att PSSM_1_5 is [-2.991166,6.389456]|Att PSSM_2_15 is [<7.943550]|1 Accuracy : 0.743588 0 1 161261 2819 57345 13213 Removed 1460 instances. 218606 Instances left. Acc of rule 0.005021-0.756849 Initialization: 6.573000 Memcpy Classifiers: 0.560000 Memcpy Instances: 8.818000 Kernel 1: 0.026000 Kernel 2: 106.808998 Copyback: 0.018000 Sum: 0.051000 Initial population average accuracy1:0.005824 accuracy2:0.248279 Initialization: 7.307000 Memcpy Classifiers: 0.512000 Memcpy Instances: 9.043000 Kernel 1: 0.022000 Kernel 2: 109.730003 Copyback: 0.017000 Sum: 0.061000 It 0,Best ac:0.005032 0.611111 fi:0.488629. Ave ac:0.011700,0.018206 Initialization: 6.700000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.519000 Kernel 1: 0.023000 Kernel 2: 114.094002 Copyback: 0.018000 Sum: 0.037000 It 1,Best ac:0.004346 0.558824 fi:0.544552. Ave ac:0.016596,0.021331 Initialization: 6.481000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.831000 Kernel 1: 0.022000 Kernel 2: 108.014999 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003660 0.941176 fi:0.303771. Ave ac:0.015269,0.018295 Initialization: 8.135000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.840000 Kernel 1: 0.023000 Kernel 2: 105.875999 Copyback: 0.017000 Sum: 0.038000 It 3,Best ac:0.005947 0.764706 fi:0.334680. Ave ac:0.012487,0.014944 Initialization: 6.573000 Memcpy Classifiers: 0.474000 Memcpy Instances: 8.820000 Kernel 1: 0.022000 Kernel 2: 103.066002 Copyback: 0.018000 Sum: 0.037000 It 4,Best ac:0.004803 0.777778 fi:0.322051. Ave ac:0.012108,0.013583 Initialization: 6.635000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.098000 Kernel 1: 0.022000 Kernel 2: 103.741997 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.006863 0.769231 fi:0.329798. Ave ac:0.012023,0.013117 Initialization: 6.842000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.354000 Kernel 1: 0.024000 Kernel 2: 99.817001 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.004346 0.791667 fi:0.311709. Ave ac:0.011016,0.013223 Initialization: 6.503000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.569000 Kernel 1: 0.023000 Kernel 2: 98.093002 Copyback: 0.017000 Sum: 0.039000 It 7,Best ac:0.004346 0.863636 fi:0.239739. Ave ac:0.009451,0.009227 Initialization: 6.550000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.532000 Kernel 1: 0.022000 Kernel 2: 96.806000 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.005948 0.812500 fi:0.286884. Ave ac:0.009042,0.010341 Initialization: 6.519000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.048000 Kernel 1: 0.022000 Kernel 2: 95.345001 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.006632 0.852941 fi:0.246179. Ave ac:0.008218,0.008184 Iteration 10:MDL fitness activated Error 0.246179 TL 0.022434 MDL Theory Length Weight: 3.6578111398 (3) Initialization: 6.495000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.923000 Kernel 1: 0.023000 Kernel 2: 93.955002 Copyback: 0.018000 Sum: 0.035000 It 10,Best ac:0.005261 0.766667 fi:0.386991. Ave ac:0.006747,0.005763 Initialization: 6.574000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.830000 Kernel 1: 0.023000 Kernel 2: 96.188004 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.004345 0.904762 fi:0.287876. Ave ac:0.007616,0.007208 Initialization: 6.729000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.889000 Kernel 1: 0.023000 Kernel 2: 90.696999 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.010750 0.854545 fi:0.339603. Ave ac:0.007368,0.007374 Initialization: 6.986000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.105000 Kernel 1: 0.023000 Kernel 2: 89.328003 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.005261 0.920000 fi:0.299226. Ave ac:0.007762,0.007895 Initialization: 6.715000 Memcpy Classifiers: 0.352000 Memcpy Instances: 10.925000 Kernel 1: 0.023000 Kernel 2: 89.600998 Copyback: 0.017000 Sum: 0.038000 It 14,Best ac:0.005032 0.880000 fi:0.322718. Ave ac:0.006705,0.004987 Initialization: 6.530000 Memcpy Classifiers: 0.359000 Memcpy Instances: 9.049000 Kernel 1: 0.022000 Kernel 2: 89.092003 Copyback: 0.017000 Sum: 0.037000 It 15,Best ac:0.004346 0.950000 fi:0.232245. Ave ac:0.007189,0.006742 Initialization: 6.459000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.167000 Kernel 1: 0.023000 Kernel 2: 87.407997 Copyback: 0.017000 Sum: 0.037000 It 16,Best ac:0.004575 0.909091 fi:0.291818. Ave ac:0.005704,0.005208 Initialization: 6.435000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.338000 Kernel 1: 0.024000 Kernel 2: 87.749001 Copyback: 0.018000 Sum: 0.031000 It 17,Best ac:0.004802 0.954545 fi:0.217408. Ave ac:0.007150,0.006542 Initialization: 6.800000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.829000 Kernel 1: 0.024000 Kernel 2: 90.393997 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.004346 1.000000 fi:0.192944. Ave ac:0.006484,0.006269 Initialization: 6.707000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.820000 Kernel 1: 0.024000 Kernel 2: 87.880997 Copyback: 0.018000 Sum: 0.039000 It 19,Best ac:0.004803 0.954545 fi:0.229462. Ave ac:0.005892,0.007660 Initialization: 6.503000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.174000 Kernel 1: 0.024000 Kernel 2: 89.486000 Copyback: 0.017000 Sum: 0.039000 It 20,Best ac:0.004802 0.954545 fi:0.202177. Ave ac:0.006649,0.009156 Initialization: 6.507000 Memcpy Classifiers: 0.796000 Memcpy Instances: 9.843000 Kernel 1: 0.023000 Kernel 2: 88.056999 Copyback: 0.017000 Sum: 0.037000 It 21,Best ac:0.004345 0.904762 fi:0.285151. Ave ac:0.005202,0.006563 Initialization: 6.876000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.828000 Kernel 1: 0.023000 Kernel 2: 89.272003 Copyback: 0.017000 Sum: 0.038000 It 22,Best ac:0.007546 0.891892 fi:0.272748. Ave ac:0.007976,0.011171 Initialization: 6.767000 Memcpy Classifiers: 0.266000 Memcpy Instances: 9.088000 Kernel 1: 0.023000 Kernel 2: 87.971001 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.005032 0.785714 fi:0.376263. Ave ac:0.005548,0.011100 Initialization: 6.434000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.861000 Kernel 1: 0.024000 Kernel 2: 84.419998 Copyback: 0.017000 Sum: 0.037000 It 24,Best ac:0.004575 0.869565 fi:0.297203. Ave ac:0.005805,0.012329 Initialization: 6.507000 Memcpy Classifiers: 0.333000 Memcpy Instances: 10.164000 Kernel 1: 0.023000 Kernel 2: 83.545998 Copyback: 0.017000 Sum: 0.036000 It 25,Best ac:0.004575 0.952381 fi:0.269902. Ave ac:0.008085,0.008091 Initialization: 6.522000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.071000 Kernel 1: 0.023000 Kernel 2: 82.660004 Copyback: 0.016000 Sum: 0.036000 It 26,Best ac:0.005489 0.857143 fi:0.306315. Ave ac:0.006459,0.009132 Initialization: 6.297000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.165000 Kernel 1: 0.023000 Kernel 2: 85.114998 Copyback: 0.018000 Sum: 0.035000 It 27,Best ac:0.005262 0.920000 fi:0.244918. Ave ac:0.008609,0.010928 MDL Theory Length Weight: 3.2920300258 (10) Initialization: 6.702000 Memcpy Classifiers: 0.248000 Memcpy Instances: 8.841000 Kernel 1: 0.024000 Kernel 2: 83.083000 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.005032 0.916667 fi:0.264766. Ave ac:0.006034,0.007961 Initialization: 6.478000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.821000 Kernel 1: 0.024000 Kernel 2: 80.362999 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.004574 0.909091 fi:0.242293. Ave ac:0.007873,0.015710 Initialization: 6.776000 Memcpy Classifiers: 0.286000 Memcpy Instances: 8.874000 Kernel 1: 0.022000 Kernel 2: 80.440002 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.006633 0.906250 fi:0.249486. Ave ac:0.008937,0.009401 Initialization: 6.497000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.869000 Kernel 1: 0.022000 Kernel 2: 78.636002 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.004575 0.952381 fi:0.203575. Ave ac:0.007575,0.012324 Initialization: 6.703000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.046000 Kernel 1: 0.023000 Kernel 2: 79.969002 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.009835 0.781818 fi:0.356702. Ave ac:0.006181,0.011127 Initialization: 6.640000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.320000 Kernel 1: 0.023000 Kernel 2: 78.805000 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.004803 0.954545 fi:0.210702. Ave ac:0.007899,0.013358 Initialization: 24.917000 Memcpy Instances: 446.298004 Memcpy Classifiers: 0.061000 Kernel 1: 0.022000 Kernel 2: 441.781006 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 440.795013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 456.403015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 446.362000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 464.718994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 447.494995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 446.451996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 440.095001 Copyback: 0.359000 Sum: 0.006000 Memcpy Classifiers: 0.061000 Kernel 1: 0.022000 Kernel 2: 447.115997 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.015000 Kernel 2: 453.635010 Copyback: 0.019000 Sum: 0.004000 Memcpy Classifiers: 0.055000 Kernel 1: 0.019000 Kernel 2: 451.963989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 456.131989 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.044000 Kernel 1: 0.015000 Kernel 2: 161.404007 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004995 0.787311 fi:0.369059. Ave ac:0.007336,0.024973 Best acc 0.004995 0.787311 Initialization: 6.789000 Memcpy Classifiers: 0.507000 Memcpy Instances: 9.032000 Kernel 1: 0.026000 Kernel 2: 105.336998 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.005473 accuracy2:0.245984 Initialization: 6.441000 Memcpy Classifiers: 0.756000 Memcpy Instances: 8.923000 Kernel 1: 0.023000 Kernel 2: 110.228996 Copyback: 0.018000 Sum: 0.041000 It 0,Best ac:0.009607 0.591549 fi:0.506418. Ave ac:0.010396,0.014159 Initialization: 6.682000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.115000 Kernel 1: 0.023000 Kernel 2: 112.890999 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.030885 0.567227 fi:0.526010. Ave ac:0.013574,0.016533 Initialization: 6.678000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.932000 Kernel 1: 0.022000 Kernel 2: 113.014999 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.004804 0.700000 fi:0.399827. Ave ac:0.013748,0.016134 Initialization: 6.869000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.905000 Kernel 1: 0.022000 Kernel 2: 110.413002 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.003659 0.842105 fi:0.402843. Ave ac:0.012185,0.013852 Initialization: 7.387000 Memcpy Classifiers: 0.456000 Memcpy Instances: 9.395000 Kernel 1: 0.022000 Kernel 2: 107.184998 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.005032 0.785714 fi:0.314026. Ave ac:0.011802,0.013146 Initialization: 6.840000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.419000 Kernel 1: 0.023000 Kernel 2: 108.405998 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004802 0.840000 fi:0.259829. Ave ac:0.012606,0.013917 Initialization: 6.519000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.170000 Kernel 1: 0.023000 Kernel 2: 107.301003 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.005032 0.785714 fi:0.314026. Ave ac:0.014645,0.014086 Initialization: 6.935000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.158000 Kernel 1: 0.022000 Kernel 2: 108.717003 Copyback: 0.018000 Sum: 0.034000 It 7,Best ac:0.005948 0.838710 fi:0.260674. Ave ac:0.015403,0.015154 Initialization: 6.486000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.278000 Kernel 1: 0.024000 Kernel 2: 106.137001 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.006176 0.818182 fi:0.281115. Ave ac:0.013808,0.014276 Initialization: 6.787000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.921000 Kernel 1: 0.023000 Kernel 2: 105.649002 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.005261 0.821429 fi:0.278223. Ave ac:0.012470,0.016244 Iteration 10:MDL fitness activated Error 0.278223 TL 0.027106 MDL Theory Length Weight: 3.4214447771 (5) Initialization: 6.473000 Memcpy Classifiers: 0.368000 Memcpy Instances: 8.908000 Kernel 1: 0.023000 Kernel 2: 101.681000 Copyback: 0.018000 Sum: 0.033000 It 10,Best ac:0.005718 0.833333 fi:0.356104. Ave ac:0.011592,0.013278 Initialization: 6.500000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.543000 Kernel 1: 0.023000 Kernel 2: 103.213997 Copyback: 0.017000 Sum: 0.040000 It 11,Best ac:0.005261 0.851852 fi:0.360390. Ave ac:0.012731,0.017490 Initialization: 6.396000 Memcpy Classifiers: 0.377000 Memcpy Instances: 8.832000 Kernel 1: 0.023000 Kernel 2: 107.249001 Copyback: 0.018000 Sum: 0.038000 It 12,Best ac:0.007089 0.861111 fi:0.304632. Ave ac:0.013581,0.013145 Initialization: 6.652000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.731000 Kernel 1: 0.023000 Kernel 2: 100.732002 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.004575 0.800000 fi:0.370900. Ave ac:0.012808,0.012924 Initialization: 6.883000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.331000 Kernel 1: 0.024000 Kernel 2: 97.268997 Copyback: 0.018000 Sum: 0.041000 It 14,Best ac:0.005032 0.880000 fi:0.305459. Ave ac:0.013108,0.012425 Initialization: 6.821000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.214000 Kernel 1: 0.022000 Kernel 2: 95.445999 Copyback: 0.017000 Sum: 0.038000 It 15,Best ac:0.005947 0.866667 fi:0.328121. Ave ac:0.015598,0.015646 Initialization: 6.985000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.021000 Kernel 1: 0.022000 Kernel 2: 93.320999 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.004575 0.869565 fi:0.285922. Ave ac:0.012826,0.014033 Initialization: 6.458000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.896000 Kernel 1: 0.022000 Kernel 2: 92.456001 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.004803 0.875000 fi:0.292160. Ave ac:0.012845,0.012053 Initialization: 6.889000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.958000 Kernel 1: 0.022000 Kernel 2: 89.609001 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.005489 0.888889 fi:0.280182. Ave ac:0.011983,0.012626 Initialization: 6.498000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.819000 Kernel 1: 0.024000 Kernel 2: 89.419998 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.011434 0.833333 fi:0.323191. Ave ac:0.012904,0.014669 Initialization: 6.500000 Memcpy Classifiers: 0.303000 Memcpy Instances: 10.227000 Kernel 1: 0.023000 Kernel 2: 89.583000 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.006860 0.833333 fi:0.325249. Ave ac:0.013137,0.017158 Initialization: 6.858000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.825000 Kernel 1: 0.022000 Kernel 2: 87.286003 Copyback: 0.018000 Sum: 0.027000 It 21,Best ac:0.004575 0.869565 fi:0.293128. Ave ac:0.012394,0.013378 Initialization: 6.480000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.209000 Kernel 1: 0.022000 Kernel 2: 86.327003 Copyback: 0.018000 Sum: 0.026000 It 22,Best ac:0.005947 0.896552 fi:0.254167. Ave ac:0.010652,0.011306 Initialization: 7.037000 Memcpy Classifiers: 0.266000 Memcpy Instances: 9.184000 Kernel 1: 0.022000 Kernel 2: 85.236000 Copyback: 0.018000 Sum: 0.027000 It 23,Best ac:0.004345 0.826087 fi:0.330678. Ave ac:0.010637,0.011869 Initialization: 6.920000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.967000 Kernel 1: 0.022000 Kernel 2: 86.089996 Copyback: 0.018000 Sum: 0.027000 It 24,Best ac:0.006404 0.848485 fi:0.308875. Ave ac:0.011185,0.011666 Initialization: 6.334000 Memcpy Classifiers: 0.247000 Memcpy Instances: 9.168000 Kernel 1: 0.022000 Kernel 2: 87.185997 Copyback: 0.370000 Sum: 0.024000 It 25,Best ac:0.007091 0.815789 fi:0.338463. Ave ac:0.013111,0.013473 Initialization: 7.134000 Memcpy Classifiers: 0.286000 Memcpy Instances: 8.844000 Kernel 1: 0.023000 Kernel 2: 85.449997 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.004803 0.913043 fi:0.261598. Ave ac:0.013926,0.014236 Initialization: 6.443000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.822000 Kernel 1: 0.024000 Kernel 2: 86.275002 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.007319 0.842105 fi:0.317047. Ave ac:0.013292,0.012681 Initialization: 6.453000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.311000 Kernel 1: 0.023000 Kernel 2: 83.435997 Copyback: 0.018000 Sum: 0.025000 It 28,Best ac:0.007777 0.850000 fi:0.306125. Ave ac:0.013073,0.015351 Initialization: 6.403000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.873000 Kernel 1: 0.023000 Kernel 2: 85.440002 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.004345 0.863636 fi:0.307071. Ave ac:0.010740,0.011418 Initialization: 7.023000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.083000 Kernel 1: 0.023000 Kernel 2: 85.746002 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.005261 0.884615 fi:0.284544. Ave ac:0.010125,0.010871 Initialization: 6.524000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.983000 Kernel 1: 0.023000 Kernel 2: 85.653999 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.005947 0.838710 fi:0.321895. Ave ac:0.011311,0.014380 MDL Theory Length Weight: 3.0793002994 (10) Initialization: 6.784000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.997000 Kernel 1: 0.023000 Kernel 2: 87.746002 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.004346 0.863636 fi:0.291453. Ave ac:0.011184,0.012932 Initialization: 6.472000 Memcpy Classifiers: 0.266000 Memcpy Instances: 9.062000 Kernel 1: 0.022000 Kernel 2: 85.134003 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.005031 0.814815 fi:0.339194. Ave ac:0.010097,0.013458 Initialization: 25.518999 Memcpy Instances: 442.816010 Memcpy Classifiers: 0.054000 Kernel 1: 0.023000 Kernel 2: 481.669006 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 486.031006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 476.944000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 478.529999 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 471.432007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 496.734009 Copyback: 0.017000 Sum: 0.005000 Memcpy Classifiers: 0.053000 Kernel 1: 0.017000 Kernel 2: 490.954987 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.016000 Kernel 2: 463.075989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 497.768005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 471.381989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 478.282990 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 488.598999 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.046000 Kernel 1: 0.016000 Kernel 2: 157.050995 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005297 0.727844 fi:0.419844. Ave ac:0.013215,0.045424 Best acc 0.005297 0.727844 Rule:Att PSSM_-3_13 is [>-6.279193]|Att PSSM_-1_3 is [-6.303190,-1.590816]|Att PSSM_0_1 is [>4.883550]|Att PSSM_0_12 is [<-2.222636]|Att PSSM_0_19 is [<-0.757670]|Att PSSM_2_18 is [<8.829782]|1 Accuracy : 0.746985 0 1 160966 3114 56253 14305 Removed 1387 instances. 217219 Instances left. Acc of rule 0.004995-0.787311 Initialization: 6.885000 Memcpy Classifiers: 0.526000 Memcpy Instances: 9.128000 Kernel 1: 0.024000 Kernel 2: 107.130997 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.005811 accuracy2:0.255563 Initialization: 6.678000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.765000 Kernel 1: 0.022000 Kernel 2: 114.311996 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.008285 0.610169 fi:0.488267. Ave ac:0.010967,0.016021 Initialization: 6.803000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.083000 Kernel 1: 0.023000 Kernel 2: 111.466003 Copyback: 0.018000 Sum: 0.290000 It 1,Best ac:0.011050 0.666667 fi:0.430685. Ave ac:0.014269,0.017526 Initialization: 6.453000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.218000 Kernel 1: 0.022000 Kernel 2: 108.675003 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.005295 0.676471 fi:0.423141. Ave ac:0.013632,0.015533 Initialization: 9.169000 Memcpy Classifiers: 0.457000 Memcpy Instances: 8.809000 Kernel 1: 0.023000 Kernel 2: 108.921997 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.004373 0.655172 fi:0.444801. Ave ac:0.013687,0.018622 Initialization: 6.826000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.880000 Kernel 1: 0.022000 Kernel 2: 106.733002 Copyback: 0.019000 Sum: 0.033000 It 4,Best ac:0.004604 0.869565 fi:0.230318. Ave ac:0.014479,0.016670 Initialization: 6.823000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.947000 Kernel 1: 0.022000 Kernel 2: 104.455002 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.005524 0.774194 fi:0.325328. Ave ac:0.014025,0.017041 Initialization: 7.498000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.840000 Kernel 1: 0.023000 Kernel 2: 100.570000 Copyback: 0.016000 Sum: 0.036000 It 6,Best ac:0.004603 0.833333 fi:0.266550. Ave ac:0.012380,0.012976 Initialization: 6.493000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.756000 Kernel 1: 0.023000 Kernel 2: 97.432999 Copyback: 0.018000 Sum: 0.036000 It 7,Best ac:0.005293 0.793103 fi:0.306508. Ave ac:0.011565,0.017335 Initialization: 6.417000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.962000 Kernel 1: 0.023000 Kernel 2: 97.391998 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.007597 0.846154 fi:0.252554. Ave ac:0.015780,0.020573 Initialization: 6.669000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.831000 Kernel 1: 0.022000 Kernel 2: 98.003998 Copyback: 0.016000 Sum: 0.034000 It 9,Best ac:0.003913 0.894737 fi:0.287332. Ave ac:0.010738,0.013863 Iteration 10:MDL fitness activated Error 0.287332 TL 0.034306 MDL Theory Length Weight: 2.7918513024 (6) Initialization: 6.477000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.783000 Kernel 1: 0.023000 Kernel 2: 94.919998 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.004834 0.777778 fi:0.389936. Ave ac:0.010443,0.013919 Initialization: 6.688000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.797000 Kernel 1: 0.023000 Kernel 2: 94.197998 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.005754 0.806452 fi:0.333074. Ave ac:0.010232,0.016856 Initialization: 6.644000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.768000 Kernel 1: 0.023000 Kernel 2: 94.287003 Copyback: 0.018000 Sum: 0.035000 It 12,Best ac:0.004373 0.826087 fi:0.314898. Ave ac:0.013317,0.022056 Initialization: 6.417000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.452000 Kernel 1: 0.022000 Kernel 2: 92.740997 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.008287 0.782609 fi:0.356549. Ave ac:0.011413,0.017115 Initialization: 7.254000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.048000 Kernel 1: 0.023000 Kernel 2: 92.573997 Copyback: 0.016000 Sum: 0.029000 It 14,Best ac:0.006446 0.823529 fi:0.316111. Ave ac:0.014159,0.024201 Initialization: 6.930000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.113000 Kernel 1: 0.022000 Kernel 2: 91.362000 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.008057 0.795455 fi:0.370837. Ave ac:0.012147,0.020362 Initialization: 6.384000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.243000 Kernel 1: 0.022000 Kernel 2: 92.155998 Copyback: 0.018000 Sum: 0.031000 It 16,Best ac:0.004603 0.833333 fi:0.304768. Ave ac:0.009972,0.013680 Initialization: 6.759000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.790000 Kernel 1: 0.023000 Kernel 2: 90.582001 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.005525 0.888889 fi:0.283193. Ave ac:0.013233,0.018649 Initialization: 6.461000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.752000 Kernel 1: 0.023000 Kernel 2: 95.102997 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.005755 0.892857 fi:0.272178. Ave ac:0.011298,0.017706 Initialization: 6.384000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.796000 Kernel 1: 0.023000 Kernel 2: 90.961998 Copyback: 0.017000 Sum: 0.026000 It 19,Best ac:0.004144 0.857143 fi:0.311779. Ave ac:0.012522,0.022918 Initialization: 6.347000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.463000 Kernel 1: 0.022000 Kernel 2: 89.022003 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.004143 0.947368 fi:0.252963. Ave ac:0.012250,0.018322 Initialization: 6.504000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.757000 Kernel 1: 0.024000 Kernel 2: 90.125000 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.004604 0.952381 fi:0.233131. Ave ac:0.011700,0.020185 Initialization: 6.421000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.957000 Kernel 1: 0.022000 Kernel 2: 92.269997 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.006446 0.823529 fi:0.310029. Ave ac:0.008092,0.011503 Initialization: 6.583000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.960000 Kernel 1: 0.023000 Kernel 2: 87.120003 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.004144 1.000000 fi:0.193568. Ave ac:0.009528,0.014425 Initialization: 6.370000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.004000 Kernel 1: 0.022000 Kernel 2: 90.610001 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.004834 0.840000 fi:0.308655. Ave ac:0.011475,0.018295 Initialization: 6.660000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.850000 Kernel 1: 0.022000 Kernel 2: 84.193001 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.004834 0.875000 fi:0.291507. Ave ac:0.011221,0.017240 Initialization: 6.644000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.802000 Kernel 1: 0.022000 Kernel 2: 90.474998 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.006215 0.843750 fi:0.309103. Ave ac:0.012917,0.019071 Initialization: 6.663000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.904000 Kernel 1: 0.023000 Kernel 2: 91.869003 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.004373 0.730769 fi:0.424147. Ave ac:0.009847,0.019129 Initialization: 6.365000 Memcpy Classifiers: 0.284000 Memcpy Instances: 11.383000 Kernel 1: 0.022000 Kernel 2: 87.196999 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.005985 0.866667 fi:0.272641. Ave ac:0.016525,0.028759 Initialization: 6.308000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.119000 Kernel 1: 0.023000 Kernel 2: 88.067001 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.004374 0.826087 fi:0.317812. Ave ac:0.014588,0.020006 Initialization: 6.716000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.013000 Kernel 1: 0.023000 Kernel 2: 83.056999 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.005063 0.785714 fi:0.353955. Ave ac:0.011141,0.017013 Initialization: 6.453000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.511000 Kernel 1: 0.022000 Kernel 2: 83.188004 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.005064 0.880000 fi:0.282369. Ave ac:0.011916,0.017274 Initialization: 6.913000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.981000 Kernel 1: 0.022000 Kernel 2: 82.519997 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.005295 0.851852 fi:0.310427. Ave ac:0.014317,0.024925 MDL Theory Length Weight: 2.5126661722 (10) Initialization: 7.077000 Memcpy Classifiers: 0.366000 Memcpy Instances: 8.787000 Kernel 1: 0.023000 Kernel 2: 84.762001 Copyback: 0.018000 Sum: 0.024000 It 33,Best ac:0.005293 0.920000 fi:0.221309. Ave ac:0.014389,0.023992 Initialization: 25.202999 Memcpy Instances: 438.993011 Memcpy Classifiers: 0.050000 Kernel 1: 0.022000 Kernel 2: 505.640015 Copyback: 0.016000 Sum: 0.011000 Memcpy Classifiers: 0.049000 Kernel 1: 0.016000 Kernel 2: 481.165985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.015000 Kernel 2: 485.713013 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.048000 Kernel 1: 0.017000 Kernel 2: 477.204010 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.016000 Kernel 2: 483.661987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 494.955994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 466.500000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 489.273010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 468.436005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.015000 Kernel 2: 472.907013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 474.653015 Copyback: 0.020000 Sum: 0.003000 Memcpy Classifiers: 0.049000 Kernel 1: 0.016000 Kernel 2: 494.453003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.017000 Kernel 2: 166.238007 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004553 0.725073 fi:0.414363. Ave ac:0.010523,0.038609 Best acc 0.004553 0.725073 Initialization: 7.243000 Memcpy Classifiers: 0.542000 Memcpy Instances: 9.080000 Kernel 1: 0.025000 Kernel 2: 105.158997 Copyback: 0.017000 Sum: 0.052000 Initial population average accuracy1:0.006480 accuracy2:0.249856 Initialization: 6.766000 Memcpy Classifiers: 0.566000 Memcpy Instances: 9.072000 Kernel 1: 0.022000 Kernel 2: 109.695000 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.009896 0.581081 fi:0.516723. Ave ac:0.012919,0.018011 Initialization: 6.942000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.441000 Kernel 1: 0.022000 Kernel 2: 112.372002 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.006215 0.658537 fi:0.440714. Ave ac:0.015168,0.022718 Initialization: 6.520000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.754000 Kernel 1: 0.023000 Kernel 2: 110.774002 Copyback: 0.018000 Sum: 0.032000 It 2,Best ac:0.004144 0.720000 fi:0.413955. Ave ac:0.014028,0.019197 Initialization: 6.418000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.801000 Kernel 1: 0.023000 Kernel 2: 113.121002 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.006444 0.622222 fi:0.476938. Ave ac:0.011617,0.012074 Initialization: 6.626000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.266000 Kernel 1: 0.022000 Kernel 2: 111.962997 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.006904 0.750000 fi:0.348979. Ave ac:0.012781,0.014387 Initialization: 6.740000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.782000 Kernel 1: 0.022000 Kernel 2: 112.763000 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.005295 0.821429 fi:0.278183. Ave ac:0.010190,0.011234 Initialization: 6.905000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.824000 Kernel 1: 0.024000 Kernel 2: 109.550003 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.006446 0.800000 fi:0.299160. Ave ac:0.010135,0.012149 Initialization: 6.483000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.969000 Kernel 1: 0.023000 Kernel 2: 111.524002 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.007827 0.829268 fi:0.269349. Ave ac:0.010529,0.011862 Initialization: 6.584000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.202000 Kernel 1: 0.023000 Kernel 2: 108.198997 Copyback: 0.018000 Sum: 0.039000 It 8,Best ac:0.004604 0.740741 fi:0.359142. Ave ac:0.007675,0.010240 Initialization: 6.671000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.781000 Kernel 1: 0.022000 Kernel 2: 110.347000 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.004604 0.833333 fi:0.266550. Ave ac:0.008334,0.010931 Iteration 10:MDL fitness activated Error 0.266550 TL 0.028743 MDL Theory Length Weight: 3.0911758161 (1) Initialization: 6.735000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.800000 Kernel 1: 0.024000 Kernel 2: 111.483002 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.006215 0.818182 fi:0.356778. Ave ac:0.009370,0.010757 Initialization: 6.538000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.816000 Kernel 1: 0.023000 Kernel 2: 108.806000 Copyback: 0.025000 Sum: 0.039000 It 11,Best ac:0.005295 0.821429 fi:0.339622. Ave ac:0.007886,0.009396 Initialization: 6.415000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.753000 Kernel 1: 0.025000 Kernel 2: 112.903999 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.006446 0.875000 fi:0.282138. Ave ac:0.008383,0.013015 Initialization: 6.468000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.151000 Kernel 1: 0.023000 Kernel 2: 108.401001 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.003913 0.944444 fi:0.311774. Ave ac:0.007899,0.007213 Initialization: 6.430000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.084000 Kernel 1: 0.023000 Kernel 2: 112.453003 Copyback: 0.017000 Sum: 0.239000 It 14,Best ac:0.006674 0.852941 fi:0.322431. Ave ac:0.005257,0.007056 Initialization: 6.807000 Memcpy Classifiers: 0.344000 Memcpy Instances: 9.007000 Kernel 1: 0.023000 Kernel 2: 104.526001 Copyback: 0.018000 Sum: 0.037000 It 15,Best ac:0.005064 0.846154 fi:0.324734. Ave ac:0.009449,0.011251 Initialization: 10.177000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.775000 Kernel 1: 0.023000 Kernel 2: 104.512001 Copyback: 0.018000 Sum: 0.031000 It 16,Best ac:0.008517 0.840909 fi:0.320654. Ave ac:0.009207,0.008113 Initialization: 7.024000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.137000 Kernel 1: 0.023000 Kernel 2: 97.350998 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.005064 0.814815 fi:0.351429. Ave ac:0.009094,0.008266 Initialization: 6.677000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.829000 Kernel 1: 0.023000 Kernel 2: 100.771004 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.004374 0.950000 fi:0.226881. Ave ac:0.009302,0.008716 Initialization: 6.673000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.789000 Kernel 1: 0.024000 Kernel 2: 101.074997 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.005985 0.787879 fi:0.381361. Ave ac:0.007500,0.007600 Initialization: 6.629000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.754000 Kernel 1: 0.023000 Kernel 2: 97.594002 Copyback: 0.017000 Sum: 0.038000 It 20,Best ac:0.009436 0.872340 fi:0.296898. Ave ac:0.008581,0.010937 Initialization: 6.452000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.828000 Kernel 1: 0.023000 Kernel 2: 98.269997 Copyback: 0.018000 Sum: 0.034000 It 21,Best ac:0.004373 0.904762 fi:0.251655. Ave ac:0.009430,0.007151 Initialization: 6.444000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.959000 Kernel 1: 0.023000 Kernel 2: 89.556000 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.004604 0.952381 fi:0.212831. Ave ac:0.008189,0.007244 Initialization: 6.552000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.944000 Kernel 1: 0.024000 Kernel 2: 86.487999 Copyback: 0.018000 Sum: 0.033000 It 23,Best ac:0.005525 0.774194 fi:0.375644. Ave ac:0.005920,0.006504 Initialization: 7.057000 Memcpy Classifiers: 0.286000 Memcpy Instances: 9.746000 Kernel 1: 0.023000 Kernel 2: 88.252998 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.007136 0.775000 fi:0.362419. Ave ac:0.009762,0.008578 Initialization: 7.949000 Memcpy Classifiers: 0.287000 Memcpy Instances: 9.247000 Kernel 1: 0.024000 Kernel 2: 86.329002 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.004374 0.904762 fi:0.238734. Ave ac:0.010192,0.009054 Initialization: 6.632000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.592000 Kernel 1: 0.024000 Kernel 2: 84.943001 Copyback: 0.018000 Sum: 0.026000 It 26,Best ac:0.007135 0.885714 fi:0.269075. Ave ac:0.009340,0.007690 Initialization: 7.012000 Memcpy Classifiers: 0.265000 Memcpy Instances: 10.618000 Kernel 1: 0.023000 Kernel 2: 84.635002 Copyback: 0.018000 Sum: 0.028000 It 27,Best ac:0.004144 0.900000 fi:0.280615. Ave ac:0.010351,0.008189 Initialization: 6.855000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.060000 Kernel 1: 0.022000 Kernel 2: 84.424004 Copyback: 0.018000 Sum: 0.028000 It 28,Best ac:0.006906 0.857143 fi:0.297986. Ave ac:0.008423,0.006989 Initialization: 6.757000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.795000 Kernel 1: 0.025000 Kernel 2: 83.632004 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.006214 0.870968 fi:0.286261. Ave ac:0.008472,0.008317 Initialization: 6.856000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.828000 Kernel 1: 0.023000 Kernel 2: 85.210999 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.007366 0.914286 fi:0.238632. Ave ac:0.008642,0.007623 Initialization: 6.798000 Memcpy Classifiers: 0.286000 Memcpy Instances: 8.888000 Kernel 1: 0.023000 Kernel 2: 84.474998 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.005063 0.916667 fi:0.237807. Ave ac:0.008929,0.008674 MDL Theory Length Weight: 2.7820582345 (10) Initialization: 6.502000 Memcpy Classifiers: 0.266000 Memcpy Instances: 8.944000 Kernel 1: 0.024000 Kernel 2: 86.342003 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.004143 0.782609 fi:0.422418. Ave ac:0.008290,0.007417 Initialization: 6.712000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.875000 Kernel 1: 0.023000 Kernel 2: 89.664001 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.005754 0.833333 fi:0.311294. Ave ac:0.009939,0.010632 Initialization: 24.708000 Memcpy Instances: 434.641998 Memcpy Classifiers: 0.061000 Kernel 1: 0.023000 Kernel 2: 479.576996 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 479.020996 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 497.723999 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 490.105011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 506.777008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 478.381012 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.055000 Kernel 1: 0.016000 Kernel 2: 490.619995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 512.478027 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.053000 Kernel 1: 0.016000 Kernel 2: 485.575012 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.016000 Kernel 2: 478.891998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 480.076996 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.016000 Kernel 2: 506.679993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.043000 Kernel 1: 0.015000 Kernel 2: 166.341995 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004323 0.748207 fi:0.401081. Ave ac:0.008720,0.028891 Best acc 0.004323 0.748207 Rule:Att PSSM_-3_12 is [<-1.437274]|Att PSSM_-1_5 is [-1.745486,6.632762]|Att PSSM_-1_7 is [<-0.743687]|Att PSSM_0_2 is [-6.196897,-3.859579]|Att PSSM_0_5 is [-1.980951,8.831975]|Att PSSM_2_3 is [<6.709131]|1 Accuracy : 0.749640 0 1 160650 3430 55314 15244 Removed 1255 instances. 215964 Instances left. Acc of rule 0.004323-0.748207 Initialization: 6.707000 Memcpy Classifiers: 0.574000 Memcpy Instances: 26.670000 Kernel 1: 0.026000 Kernel 2: 105.093002 Copyback: 0.018000 Sum: 0.052000 Initial population average accuracy1:0.005082 accuracy2:0.245900 Initialization: 6.570000 Memcpy Classifiers: 0.506000 Memcpy Instances: 10.783000 Kernel 1: 0.024000 Kernel 2: 109.608002 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.004631 0.740741 fi:0.359111. Ave ac:0.009213,0.011859 Initialization: 6.419000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.987000 Kernel 1: 0.024000 Kernel 2: 113.836998 Copyback: 0.018000 Sum: 0.036000 It 1,Best ac:0.007872 0.641509 fi:0.457055. Ave ac:0.013808,0.016144 Initialization: 7.543000 Memcpy Classifiers: 0.474000 Memcpy Instances: 12.376000 Kernel 1: 0.023000 Kernel 2: 110.019997 Copyback: 0.370000 Sum: 0.033000 It 2,Best ac:0.006251 0.642857 fi:0.456351. Ave ac:0.015166,0.017051 Initialization: 6.816000 Memcpy Classifiers: 0.454000 Memcpy Instances: 9.178000 Kernel 1: 0.024000 Kernel 2: 108.188004 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.004168 0.750000 fi:0.369077. Ave ac:0.014891,0.016734 Initialization: 6.544000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.755000 Kernel 1: 0.024000 Kernel 2: 103.195000 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.007409 0.780488 fi:0.318261. Ave ac:0.012998,0.012162 Initialization: 6.331000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.135000 Kernel 1: 0.024000 Kernel 2: 98.806000 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.004168 0.782609 fi:0.336469. Ave ac:0.012787,0.011820 Initialization: 6.364000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.445000 Kernel 1: 0.024000 Kernel 2: 98.098000 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.009259 0.784314 fi:0.313703. Ave ac:0.011833,0.010563 Initialization: 6.455000 Memcpy Classifiers: 0.420000 Memcpy Instances: 8.924000 Kernel 1: 0.024000 Kernel 2: 99.920998 Copyback: 0.019000 Sum: 0.034000 It 7,Best ac:0.006251 0.794118 fi:0.305091. Ave ac:0.009631,0.008990 Initialization: 6.926000 Memcpy Classifiers: 0.499000 Memcpy Instances: 9.064000 Kernel 1: 0.023000 Kernel 2: 100.219002 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.004631 0.833333 fi:0.266519. Ave ac:0.008377,0.007715 Initialization: 6.916000 Memcpy Classifiers: 0.472000 Memcpy Instances: 8.755000 Kernel 1: 0.024000 Kernel 2: 100.621002 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.004862 0.840000 fi:0.259760. Ave ac:0.008440,0.007664 Iteration 10:MDL fitness activated Error 0.259760 TL 0.036747 MDL Theory Length Weight: 2.3562982022 (1) Initialization: 6.438000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.021000 Kernel 1: 0.023000 Kernel 2: 100.210999 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.005093 0.785714 fi:0.379915. Ave ac:0.008424,0.008607 Initialization: 6.384000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.940000 Kernel 1: 0.023000 Kernel 2: 97.699997 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.004862 0.840000 fi:0.322681. Ave ac:0.010726,0.009221 Initialization: 7.150000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.758000 Kernel 1: 0.024000 Kernel 2: 95.206001 Copyback: 0.018000 Sum: 0.031000 It 12,Best ac:0.004631 0.909091 fi:0.295798. Ave ac:0.008284,0.008212 Initialization: 6.460000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.710000 Kernel 1: 0.024000 Kernel 2: 94.986000 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.005557 0.923077 fi:0.239328. Ave ac:0.009981,0.009354 Initialization: 6.593000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.701000 Kernel 1: 0.023000 Kernel 2: 94.778000 Copyback: 0.018000 Sum: 0.034000 It 14,Best ac:0.004630 0.869565 fi:0.299638. Ave ac:0.009449,0.008043 Initialization: 6.600000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.174000 Kernel 1: 0.023000 Kernel 2: 95.285004 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.005094 0.814815 fi:0.348697. Ave ac:0.009492,0.008432 Initialization: 6.829000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.867000 Kernel 1: 0.024000 Kernel 2: 94.364998 Copyback: 0.018000 Sum: 0.035000 It 16,Best ac:0.005557 0.827586 fi:0.326166. Ave ac:0.008554,0.006977 Initialization: 6.463000 Memcpy Classifiers: 0.352000 Memcpy Instances: 13.346000 Kernel 1: 0.023000 Kernel 2: 93.513000 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.005556 0.857143 fi:0.317573. Ave ac:0.008043,0.007244 Initialization: 7.375000 Memcpy Classifiers: 0.355000 Memcpy Instances: 8.754000 Kernel 1: 0.022000 Kernel 2: 94.322998 Copyback: 0.018000 Sum: 0.037000 It 18,Best ac:0.006251 0.900000 fi:0.281971. Ave ac:0.007448,0.005401 Initialization: 6.971000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.872000 Kernel 1: 0.023000 Kernel 2: 91.941002 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.005094 0.916667 fi:0.264702. Ave ac:0.006656,0.005071 Initialization: 6.343000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.157000 Kernel 1: 0.021000 Kernel 2: 92.570000 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.005094 0.785714 fi:0.374410. Ave ac:0.005677,0.004931 Initialization: 6.313000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.157000 Kernel 1: 0.023000 Kernel 2: 92.853996 Copyback: 0.018000 Sum: 0.034000 It 21,Best ac:0.003705 0.941176 fi:0.326156. Ave ac:0.006905,0.005178 Initialization: 6.642000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.723000 Kernel 1: 0.023000 Kernel 2: 90.933998 Copyback: 0.017000 Sum: 0.037000 It 22,Best ac:0.004168 0.900000 fi:0.300777. Ave ac:0.008345,0.005943 MDL Theory Length Weight: 2.1206683820 (10) Initialization: 6.410000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.057000 Kernel 1: 0.023000 Kernel 2: 87.625999 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.005788 0.862069 fi:0.273328. Ave ac:0.006795,0.004724 Initialization: 7.159000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.718000 Kernel 1: 0.024000 Kernel 2: 88.051003 Copyback: 0.017000 Sum: 0.039000 It 24,Best ac:0.005788 0.862069 fi:0.282351. Ave ac:0.008516,0.005690 Initialization: 6.474000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.038000 Kernel 1: 0.023000 Kernel 2: 85.646004 Copyback: 0.018000 Sum: 0.036000 It 25,Best ac:0.005324 0.920000 fi:0.225695. Ave ac:0.008154,0.005538 Initialization: 6.667000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.363000 Kernel 1: 0.023000 Kernel 2: 88.472000 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.006946 0.810811 fi:0.344929. Ave ac:0.008138,0.005044 Initialization: 6.391000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.874000 Kernel 1: 0.024000 Kernel 2: 88.165001 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.004167 0.782609 fi:0.378876. Ave ac:0.006529,0.004972 Initialization: 6.694000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.853000 Kernel 1: 0.023000 Kernel 2: 89.991997 Copyback: 0.017000 Sum: 0.037000 It 28,Best ac:0.005788 0.925926 fi:0.220562. Ave ac:0.007196,0.006002 Initialization: 6.575000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.211000 Kernel 1: 0.024000 Kernel 2: 89.181999 Copyback: 0.020000 Sum: 0.036000 It 29,Best ac:0.004631 0.909091 fi:0.273877. Ave ac:0.007692,0.005390 Initialization: 6.476000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.019000 Kernel 1: 0.024000 Kernel 2: 86.901001 Copyback: 0.018000 Sum: 0.032000 It 30,Best ac:0.004168 0.857143 fi:0.311699. Ave ac:0.006157,0.005028 Initialization: 6.660000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.855000 Kernel 1: 0.023000 Kernel 2: 87.514999 Copyback: 0.017000 Sum: 0.036000 It 31,Best ac:0.004168 0.947368 fi:0.224895. Ave ac:0.007119,0.005297 Initialization: 6.669000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.833000 Kernel 1: 0.023000 Kernel 2: 86.149002 Copyback: 0.017000 Sum: 0.037000 It 32,Best ac:0.004631 0.833333 fi:0.321398. Ave ac:0.006822,0.005128 Initialization: 7.265000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.059000 Kernel 1: 0.024000 Kernel 2: 86.668999 Copyback: 0.017000 Sum: 0.039000 It 33,Best ac:0.005094 0.758621 fi:0.383764. Ave ac:0.006211,0.005756 Initialization: 24.962000 Memcpy Instances: 435.554993 Memcpy Classifiers: 0.065000 Kernel 1: 0.432000 Kernel 2: 462.421997 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.058000 Kernel 1: 0.015000 Kernel 2: 484.757996 Copyback: 0.015000 Sum: 0.004000 Memcpy Classifiers: 0.064000 Kernel 1: 0.017000 Kernel 2: 489.937012 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.016000 Kernel 2: 479.484009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 484.489014 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 473.625000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 485.584015 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.017000 Kernel 2: 476.657990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 477.989014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 472.178009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 495.595001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 446.416992 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004658 0.709951 fi:0.443077. Ave ac:0.007209,0.023359 Best acc 0.004658 0.709951 Initialization: 6.559000 Memcpy Classifiers: 0.611000 Memcpy Instances: 8.696000 Kernel 1: 0.026000 Kernel 2: 102.285004 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005861 accuracy2:0.243585 Initialization: 7.881000 Memcpy Classifiers: 0.492000 Memcpy Instances: 9.418000 Kernel 1: 0.023000 Kernel 2: 110.348999 Copyback: 0.017000 Sum: 0.051000 It 0,Best ac:0.003936 0.680000 fi:0.488017. Ave ac:0.010753,0.013603 Initialization: 7.301000 Memcpy Classifiers: 0.461000 Memcpy Instances: 9.545000 Kernel 1: 0.024000 Kernel 2: 108.176003 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.007178 0.620000 fi:0.478841. Ave ac:0.012929,0.016845 Initialization: 6.862000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.846000 Kernel 1: 0.023000 Kernel 2: 105.553001 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.007641 0.702128 fi:0.396529. Ave ac:0.014029,0.019326 Initialization: 6.849000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.020000 Kernel 1: 0.023000 Kernel 2: 105.068001 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.005557 0.685714 fi:0.413770. Ave ac:0.014365,0.017826 Initialization: 6.525000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.940000 Kernel 1: 0.023000 Kernel 2: 104.597000 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.004862 0.700000 fi:0.399760. Ave ac:0.014395,0.017455 Initialization: 6.387000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.748000 Kernel 1: 0.023000 Kernel 2: 100.844002 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.003010 1.000000 fi:0.363778. Ave ac:0.011140,0.013336 Initialization: 6.402000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.381000 Kernel 1: 0.023000 Kernel 2: 101.832001 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.003935 0.850000 fi:0.318769. Ave ac:0.011995,0.013495 Initialization: 6.782000 Memcpy Classifiers: 0.405000 Memcpy Instances: 8.790000 Kernel 1: 0.023000 Kernel 2: 103.747002 Copyback: 0.017000 Sum: 0.026000 It 7,Best ac:0.006251 0.658537 fi:0.440672. Ave ac:0.010240,0.010580 Initialization: 6.425000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.933000 Kernel 1: 0.024000 Kernel 2: 102.518997 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.010651 0.696970 fi:0.400492. Ave ac:0.010864,0.011630 Initialization: 6.931000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.723000 Kernel 1: 0.023000 Kernel 2: 100.771004 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.005788 0.806452 fi:0.292941. Ave ac:0.011290,0.011379 Iteration 10:MDL fitness activated Error 0.292941 TL 0.037342 MDL Theory Length Weight: 2.6149281609 (1) Initialization: 6.943000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.737000 Kernel 1: 0.024000 Kernel 2: 98.800003 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.006715 0.828571 fi:0.361114. Ave ac:0.010040,0.009690 Initialization: 6.496000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.767000 Kernel 1: 0.024000 Kernel 2: 97.877998 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.012503 0.692308 fi:0.449921. Ave ac:0.010058,0.009650 Initialization: 7.886000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.816000 Kernel 1: 0.024000 Kernel 2: 94.662003 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.005556 0.857143 fi:0.320193. Ave ac:0.012077,0.011036 Initialization: 6.327000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.977000 Kernel 1: 0.024000 Kernel 2: 96.297997 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.006020 0.812500 fi:0.373162. Ave ac:0.010478,0.010032 Initialization: 6.380000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.726000 Kernel 1: 0.024000 Kernel 2: 97.361000 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.008798 0.826087 fi:0.359046. Ave ac:0.010988,0.009652 Initialization: 6.502000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.516000 Kernel 1: 0.023000 Kernel 2: 98.469002 Copyback: 0.370000 Sum: 0.030000 It 15,Best ac:0.004862 0.875000 fi:0.325427. Ave ac:0.010834,0.009584 Initialization: 6.462000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.406000 Kernel 1: 0.023000 Kernel 2: 95.992996 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.003241 1.000000 fi:0.409084. Ave ac:0.010264,0.008122 Initialization: 6.678000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.183000 Kernel 1: 0.023000 Kernel 2: 96.347000 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.005094 0.956522 fi:0.226954. Ave ac:0.010882,0.010370 Initialization: 6.792000 Memcpy Classifiers: 0.394000 Memcpy Instances: 8.810000 Kernel 1: 0.023000 Kernel 2: 98.459999 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.004631 0.833333 fi:0.334652. Ave ac:0.008867,0.007516 Initialization: 6.445000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.808000 Kernel 1: 0.024000 Kernel 2: 97.322998 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.004862 0.954545 fi:0.233796. Ave ac:0.009750,0.007975 Initialization: 6.481000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.979000 Kernel 1: 0.024000 Kernel 2: 98.623001 Copyback: 0.018000 Sum: 0.030000 It 20,Best ac:0.005094 0.846154 fi:0.327782. Ave ac:0.008167,0.006685 Initialization: 6.757000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.730000 Kernel 1: 0.024000 Kernel 2: 101.966003 Copyback: 0.018000 Sum: 0.037000 It 21,Best ac:0.004862 0.840000 fi:0.326018. Ave ac:0.008966,0.007146 Initialization: 6.855000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.947000 Kernel 1: 0.023000 Kernel 2: 95.830002 Copyback: 0.018000 Sum: 0.043000 It 22,Best ac:0.006251 0.870968 fi:0.292977. Ave ac:0.008935,0.008963 Initialization: 6.270000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.925000 Kernel 1: 0.024000 Kernel 2: 98.134003 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.004399 0.904762 fi:0.274250. Ave ac:0.012038,0.010755 Initialization: 6.456000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.876000 Kernel 1: 0.023000 Kernel 2: 95.676003 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.007176 0.885714 fi:0.288026. Ave ac:0.009606,0.007614 Initialization: 6.332000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.993000 Kernel 1: 0.024000 Kernel 2: 96.334999 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.004167 0.782609 fi:0.426130. Ave ac:0.008058,0.006548 Initialization: 6.605000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.732000 Kernel 1: 0.024000 Kernel 2: 93.202003 Copyback: 0.017000 Sum: 0.038000 It 26,Best ac:0.004861 0.875000 fi:0.286797. Ave ac:0.010091,0.008397 MDL Theory Length Weight: 2.3534353448 (10) Initialization: 6.487000 Memcpy Classifiers: 0.347000 Memcpy Instances: 8.969000 Kernel 1: 0.023000 Kernel 2: 94.012001 Copyback: 0.017000 Sum: 0.036000 It 27,Best ac:0.004167 0.857143 fi:0.321158. Ave ac:0.008341,0.006956 Initialization: 6.382000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.780000 Kernel 1: 0.024000 Kernel 2: 97.455002 Copyback: 0.018000 Sum: 0.039000 It 28,Best ac:0.005094 0.846154 fi:0.310891. Ave ac:0.007688,0.006417 Initialization: 6.633000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.802000 Kernel 1: 0.024000 Kernel 2: 95.891998 Copyback: 0.017000 Sum: 0.036000 It 29,Best ac:0.004631 0.833333 fi:0.321267. Ave ac:0.007584,0.006187 Initialization: 6.393000 Memcpy Classifiers: 0.356000 Memcpy Instances: 9.215000 Kernel 1: 0.023000 Kernel 2: 95.559998 Copyback: 0.018000 Sum: 0.032000 It 30,Best ac:0.005324 0.920000 fi:0.245560. Ave ac:0.008525,0.007120 Initialization: 6.826000 Memcpy Classifiers: 0.366000 Memcpy Instances: 9.014000 Kernel 1: 0.023000 Kernel 2: 91.884003 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.004167 0.947368 fi:0.230932. Ave ac:0.008326,0.006306 Initialization: 6.914000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.969000 Kernel 1: 0.023000 Kernel 2: 91.332001 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.005094 0.916667 fi:0.255675. Ave ac:0.007237,0.006013 Initialization: 7.986000 Memcpy Classifiers: 0.344000 Memcpy Instances: 8.730000 Kernel 1: 0.025000 Kernel 2: 90.078003 Copyback: 0.018000 Sum: 0.034000 It 33,Best ac:0.005556 0.888889 fi:0.282045. Ave ac:0.008063,0.006301 Initialization: 26.070999 Memcpy Instances: 441.540009 Memcpy Classifiers: 0.064000 Kernel 1: 0.024000 Kernel 2: 500.721985 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.058000 Kernel 1: 0.016000 Kernel 2: 509.033997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 524.252991 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.065000 Kernel 1: 0.022000 Kernel 2: 506.511993 Copyback: 0.021000 Sum: 0.005000 Memcpy Classifiers: 0.065000 Kernel 1: 0.020000 Kernel 2: 502.278992 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.064000 Kernel 1: 0.020000 Kernel 2: 507.398010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.016000 Kernel 2: 504.436005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.016000 Kernel 2: 509.808990 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 514.552979 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 516.572021 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.016000 Kernel 2: 515.948975 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 499.911987 Copyback: 0.016000 Sum: 0.001000 It 34,Best ac:0.005478 0.722663 fi:0.435116. Ave ac:0.008031,0.025927 Best acc 0.005478 0.722663 Rule:Att PSSM_-2_16 is [<-0.225633]|Att PSSM_-1_7 is [<-1.647742]|Att PSSM_-1_19 is [<8.167072]|Att PSSM_0_3 is [<-1.870519]|Att PSSM_0_12 is [<-2.270511]|Att PSSM_1_7 is [<-1.723692]|Att PSSM_3_5 is [-3.626643,6.910398]|Att PSSM_3_7 is [<-2.373997]|1 Accuracy : 0.752747 0 1 160196 3884 54131 16427 Removed 1637 instances. 214327 Instances left. Acc of rule 0.005478-0.722663 Initialization: 6.380000 Memcpy Classifiers: 0.560000 Memcpy Instances: 8.675000 Kernel 1: 0.025000 Kernel 2: 106.654999 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.005316 accuracy2:0.250031 Initialization: 6.930000 Memcpy Classifiers: 0.454000 Memcpy Instances: 9.907000 Kernel 1: 0.024000 Kernel 2: 109.732002 Copyback: 0.017000 Sum: 0.060000 It 0,Best ac:0.011663 0.520833 fi:0.576163. Ave ac:0.010196,0.013326 Initialization: 6.505000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.640000 Kernel 1: 0.024000 Kernel 2: 110.896004 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.006066 0.553191 fi:0.546056. Ave ac:0.013512,0.015011 Initialization: 6.597000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.716000 Kernel 1: 0.023000 Kernel 2: 116.872002 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.004900 0.567568 fi:0.532151. Ave ac:0.013036,0.014455 Initialization: 7.132000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.755000 Kernel 1: 0.023000 Kernel 2: 114.184998 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.005833 0.641026 fi:0.458316. Ave ac:0.013151,0.014116 Initialization: 6.731000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.709000 Kernel 1: 0.023000 Kernel 2: 113.001999 Copyback: 0.017000 Sum: 0.037000 It 4,Best ac:0.005132 0.687500 fi:0.412125. Ave ac:0.012906,0.014478 Initialization: 7.523000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.185000 Kernel 1: 0.024000 Kernel 2: 111.672997 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.004199 0.720000 fi:0.380369. Ave ac:0.014377,0.016184 Initialization: 6.597000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.676000 Kernel 1: 0.024000 Kernel 2: 114.444000 Copyback: 0.020000 Sum: 0.038000 It 6,Best ac:0.006765 0.659091 fi:0.439877. Ave ac:0.012937,0.015678 Initialization: 6.754000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.806000 Kernel 1: 0.022000 Kernel 2: 109.707001 Copyback: 0.018000 Sum: 0.040000 It 7,Best ac:0.004200 0.857143 fi:0.242856. Ave ac:0.013273,0.015838 Initialization: 6.400000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.041000 Kernel 1: 0.024000 Kernel 2: 100.656998 Copyback: 0.017000 Sum: 0.038000 It 8,Best ac:0.004199 0.857143 fi:0.243226. Ave ac:0.012683,0.015665 Initialization: 6.362000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.019000 Kernel 1: 0.023000 Kernel 2: 96.898003 Copyback: 0.017000 Sum: 0.038000 It 9,Best ac:0.004432 0.760000 fi:0.339907. Ave ac:0.010957,0.014800 Iteration 10:MDL fitness activated Error 0.339907 TL 0.035313 MDL Theory Length Weight: 3.2085174339 (3) Initialization: 6.441000 Memcpy Classifiers: 0.396000 Memcpy Instances: 10.285000 Kernel 1: 0.023000 Kernel 2: 93.599998 Copyback: 0.017000 Sum: 0.037000 It 10,Best ac:0.004666 0.833333 fi:0.354990. Ave ac:0.011097,0.012658 Initialization: 6.758000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.863000 Kernel 1: 0.024000 Kernel 2: 94.342003 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.008633 0.711538 fi:0.452456. Ave ac:0.012677,0.011881 Initialization: 6.450000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.013000 Kernel 1: 0.023000 Kernel 2: 89.638000 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.006066 0.764706 fi:0.359463. Ave ac:0.013649,0.019387 Initialization: 6.359000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.672000 Kernel 1: 0.024000 Kernel 2: 86.136002 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.007931 0.918919 fi:0.267652. Ave ac:0.010012,0.010637 Initialization: 6.656000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.121000 Kernel 1: 0.189000 Kernel 2: 85.049004 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.006765 0.852941 fi:0.310274. Ave ac:0.010544,0.012307 Initialization: 6.683000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.895000 Kernel 1: 0.023000 Kernel 2: 82.886002 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.006065 0.896552 fi:0.276152. Ave ac:0.010283,0.014903 Initialization: 7.658000 Memcpy Classifiers: 0.376000 Memcpy Instances: 9.510000 Kernel 1: 0.023000 Kernel 2: 84.652000 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.004200 0.947368 fi:0.227480. Ave ac:0.010663,0.012745 Initialization: 6.701000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.828000 Kernel 1: 0.024000 Kernel 2: 81.359001 Copyback: 0.016000 Sum: 0.033000 It 17,Best ac:0.005365 0.884615 fi:0.278717. Ave ac:0.009279,0.011182 Initialization: 6.324000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.826000 Kernel 1: 0.024000 Kernel 2: 82.276001 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.005832 0.892857 fi:0.265573. Ave ac:0.008074,0.007860 Initialization: 6.635000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.441000 Kernel 1: 0.024000 Kernel 2: 80.539001 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.004199 0.818182 fi:0.343632. Ave ac:0.008896,0.008353 Initialization: 6.691000 Memcpy Classifiers: 0.331000 Memcpy Instances: 8.643000 Kernel 1: 0.023000 Kernel 2: 82.605003 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.006298 0.900000 fi:0.287228. Ave ac:0.010231,0.008963 Initialization: 6.609000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.638000 Kernel 1: 0.024000 Kernel 2: 83.502998 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.005832 0.862069 fi:0.312243. Ave ac:0.007750,0.006386 Initialization: 6.649000 Memcpy Classifiers: 0.304000 Memcpy Instances: 10.665000 Kernel 1: 0.023000 Kernel 2: 82.709000 Copyback: 0.018000 Sum: 0.028000 It 22,Best ac:0.005132 0.846154 fi:0.366774. Ave ac:0.007509,0.008043 Initialization: 6.343000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.522000 Kernel 1: 0.023000 Kernel 2: 84.666000 Copyback: 0.370000 Sum: 0.034000 It 23,Best ac:0.004666 0.909091 fi:0.265503. Ave ac:0.007632,0.008555 Initialization: 6.300000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.445000 Kernel 1: 0.024000 Kernel 2: 82.860001 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.004667 0.869565 fi:0.302914. Ave ac:0.008257,0.007808 Initialization: 6.426000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.641000 Kernel 1: 0.024000 Kernel 2: 85.401001 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.004666 0.769231 fi:0.393527. Ave ac:0.009269,0.009379 MDL Theory Length Weight: 2.8876656905 (10) Initialization: 6.365000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.638000 Kernel 1: 0.025000 Kernel 2: 84.877998 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.004665 0.800000 fi:0.340684. Ave ac:0.009275,0.010786 Initialization: 6.366000 Memcpy Classifiers: 0.658000 Memcpy Instances: 8.648000 Kernel 1: 0.023000 Kernel 2: 82.584999 Copyback: 0.018000 Sum: 0.031000 It 27,Best ac:0.006298 0.818182 fi:0.336312. Ave ac:0.010690,0.010570 Initialization: 6.400000 Memcpy Classifiers: 0.266000 Memcpy Instances: 9.003000 Kernel 1: 0.023000 Kernel 2: 85.623001 Copyback: 0.018000 Sum: 0.027000 It 28,Best ac:0.005600 0.857143 fi:0.300525. Ave ac:0.011972,0.012642 Initialization: 6.752000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.712000 Kernel 1: 0.291000 Kernel 2: 83.483002 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.007231 0.775000 fi:0.362542. Ave ac:0.010749,0.013387 Initialization: 6.372000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.650000 Kernel 1: 0.024000 Kernel 2: 82.313004 Copyback: 0.018000 Sum: 0.032000 It 30,Best ac:0.007233 0.885714 fi:0.276854. Ave ac:0.013507,0.017375 Initialization: 6.267000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.037000 Kernel 1: 0.022000 Kernel 2: 78.555000 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.007931 0.918919 fi:0.219526. Ave ac:0.010122,0.010787 Initialization: 6.985000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.805000 Kernel 1: 0.022000 Kernel 2: 81.163002 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.004900 0.875000 fi:0.272747. Ave ac:0.008944,0.010072 Initialization: 6.320000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.976000 Kernel 1: 0.022000 Kernel 2: 81.461998 Copyback: 0.018000 Sum: 0.030000 It 33,Best ac:0.005833 0.925926 fi:0.220817. Ave ac:0.008575,0.008735 Initialization: 25.627001 Memcpy Instances: 436.253998 Memcpy Classifiers: 0.063000 Kernel 1: 0.021000 Kernel 2: 450.362000 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 449.912994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 441.808990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 452.681000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 449.704987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 445.742004 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.056000 Kernel 1: 0.016000 Kernel 2: 444.826996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 447.966003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 443.912994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 444.501007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 440.014008 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.015000 Kernel 2: 248.662003 Copyback: 0.368000 Sum: 0.001000 It 34,Best ac:0.004283 0.706697 fi:0.441299. Ave ac:0.009083,0.029850 Best acc 0.004283 0.706697 Initialization: 6.455000 Memcpy Classifiers: 0.525000 Memcpy Instances: 9.360000 Kernel 1: 0.024000 Kernel 2: 109.325996 Copyback: 0.017000 Sum: 0.052000 Initial population average accuracy1:0.006038 accuracy2:0.233856 Initialization: 6.859000 Memcpy Classifiers: 0.567000 Memcpy Instances: 8.813000 Kernel 1: 0.022000 Kernel 2: 112.223000 Copyback: 0.017000 Sum: 0.163000 It 0,Best ac:0.004665 0.714286 fi:0.385527. Ave ac:0.013439,0.020351 Initialization: 6.339000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.657000 Kernel 1: 0.023000 Kernel 2: 115.405998 Copyback: 0.018000 Sum: 0.035000 It 1,Best ac:0.007698 0.589286 fi:0.509307. Ave ac:0.017451,0.022124 Initialization: 6.782000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.873000 Kernel 1: 0.021000 Kernel 2: 115.459000 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.004200 0.620690 fi:0.479309. Ave ac:0.017882,0.019987 Initialization: 6.817000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.831000 Kernel 1: 0.022000 Kernel 2: 109.122002 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.004899 0.636364 fi:0.463355. Ave ac:0.017662,0.022245 Initialization: 6.503000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.674000 Kernel 1: 0.023000 Kernel 2: 108.454002 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.006998 0.750000 fi:0.348874. Ave ac:0.015549,0.021084 Initialization: 6.675000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.767000 Kernel 1: 0.021000 Kernel 2: 109.655998 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.005366 0.741935 fi:0.357594. Ave ac:0.014396,0.018208 Initialization: 6.296000 Memcpy Classifiers: 0.426000 Memcpy Instances: 8.886000 Kernel 1: 0.023000 Kernel 2: 105.934998 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.002799 1.000000 fi:0.400246. Ave ac:0.011268,0.012189 Initialization: 6.610000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.381000 Kernel 1: 0.022000 Kernel 2: 106.036003 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.005600 0.800000 fi:0.299435. Ave ac:0.011411,0.012156 Initialization: 6.851000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.637000 Kernel 1: 0.182000 Kernel 2: 104.580002 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.006300 0.750000 fi:0.349153. Ave ac:0.010189,0.009760 Initialization: 6.387000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.940000 Kernel 1: 0.022000 Kernel 2: 104.152000 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.004900 0.807692 fi:0.292025. Ave ac:0.009951,0.010153 Iteration 10:MDL fitness activated Error 0.292025 TL 0.025239 MDL Theory Length Weight: 3.8568020564 (1) Initialization: 7.143000 Memcpy Classifiers: 0.591000 Memcpy Instances: 8.755000 Kernel 1: 0.023000 Kernel 2: 99.477997 Copyback: 0.018000 Sum: 0.033000 It 10,Best ac:0.007231 0.885714 fi:0.288660. Ave ac:0.008878,0.009752 Initialization: 6.348000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.704000 Kernel 1: 0.022000 Kernel 2: 98.675003 Copyback: 0.017000 Sum: 0.039000 It 11,Best ac:0.004432 0.826087 fi:0.371516. Ave ac:0.011976,0.011980 Initialization: 6.364000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.700000 Kernel 1: 0.023000 Kernel 2: 97.274002 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004666 0.833333 fi:0.369779. Ave ac:0.011422,0.016064 Initialization: 6.337000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.051000 Kernel 1: 0.022000 Kernel 2: 93.737000 Copyback: 0.017000 Sum: 0.040000 It 13,Best ac:0.005365 0.821429 fi:0.354783. Ave ac:0.011033,0.010292 Initialization: 6.363000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.622000 Kernel 1: 0.031000 Kernel 2: 94.226997 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.004666 0.869565 fi:0.345850. Ave ac:0.010899,0.014063 Initialization: 6.342000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.661000 Kernel 1: 0.024000 Kernel 2: 93.657997 Copyback: 0.018000 Sum: 0.037000 It 15,Best ac:0.005833 0.781250 fi:0.377280. Ave ac:0.012069,0.011380 Initialization: 6.363000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.084000 Kernel 1: 0.022000 Kernel 2: 91.516998 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.004900 0.913043 fi:0.276077. Ave ac:0.011820,0.013750 Initialization: 6.454000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.628000 Kernel 1: 0.024000 Kernel 2: 88.959999 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.005598 0.857143 fi:0.310586. Ave ac:0.012959,0.017731 Initialization: 6.703000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.656000 Kernel 1: 0.022000 Kernel 2: 91.539001 Copyback: 0.017000 Sum: 0.036000 It 18,Best ac:0.004900 0.913043 fi:0.248133. Ave ac:0.010725,0.011395 Initialization: 6.734000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.825000 Kernel 1: 0.023000 Kernel 2: 88.904999 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.009331 0.851064 fi:0.326154. Ave ac:0.012120,0.014421 Initialization: 6.384000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.764000 Kernel 1: 0.022000 Kernel 2: 90.751999 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.007000 0.833333 fi:0.324809. Ave ac:0.009406,0.011406 Initialization: 7.206000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.054000 Kernel 1: 0.022000 Kernel 2: 88.434998 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.006300 0.900000 fi:0.287823. Ave ac:0.009696,0.009895 Initialization: 6.617000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.676000 Kernel 1: 0.023000 Kernel 2: 87.303001 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.004199 0.947368 fi:0.222418. Ave ac:0.009833,0.009753 Initialization: 6.691000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.626000 Kernel 1: 0.023000 Kernel 2: 87.033997 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.003499 1.000000 fi:0.320641. Ave ac:0.009211,0.009285 Initialization: 6.968000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.658000 Kernel 1: 0.022000 Kernel 2: 88.055000 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.004900 0.840000 fi:0.338646. Ave ac:0.007878,0.005825 Initialization: 6.599000 Memcpy Classifiers: 0.306000 Memcpy Instances: 8.639000 Kernel 1: 0.180000 Kernel 2: 85.259003 Copyback: 0.018000 Sum: 0.031000 It 25,Best ac:0.008866 0.883721 fi:0.276830. Ave ac:0.008103,0.005521 Initialization: 6.641000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.714000 Kernel 1: 0.023000 Kernel 2: 86.547997 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.004200 0.900000 fi:0.259808. Ave ac:0.006289,0.004347 Initialization: 6.795000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.645000 Kernel 1: 0.022000 Kernel 2: 83.238998 Copyback: 0.020000 Sum: 0.036000 It 27,Best ac:0.004665 0.909091 fi:0.287304. Ave ac:0.007723,0.005733 Initialization: 6.398000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.497000 Kernel 1: 0.022000 Kernel 2: 84.974998 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.004899 0.875000 fi:0.286178. Ave ac:0.006511,0.005516 Initialization: 6.924000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.354000 Kernel 1: 0.023000 Kernel 2: 84.634003 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.004432 0.826087 fi:0.348715. Ave ac:0.008955,0.007654 Initialization: 6.280000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.997000 Kernel 1: 0.023000 Kernel 2: 84.599998 Copyback: 0.018000 Sum: 0.029000 It 30,Best ac:0.004899 0.840000 fi:0.361715. Ave ac:0.007446,0.005496 Initialization: 6.729000 Memcpy Classifiers: 0.286000 Memcpy Instances: 8.630000 Kernel 1: 0.024000 Kernel 2: 84.054001 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.004432 0.863636 fi:0.301462. Ave ac:0.009139,0.007686 MDL Theory Length Weight: 3.4711218507 (10) Initialization: 8.380000 Memcpy Classifiers: 0.335000 Memcpy Instances: 9.010000 Kernel 1: 0.233000 Kernel 2: 82.024002 Copyback: 0.018000 Sum: 0.031000 It 32,Best ac:0.004432 0.904762 fi:0.256296. Ave ac:0.008800,0.006564 Initialization: 6.818000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.665000 Kernel 1: 0.286000 Kernel 2: 81.693001 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.005365 0.793103 fi:0.368904. Ave ac:0.007785,0.005596 Initialization: 25.878000 Memcpy Instances: 431.381989 Memcpy Classifiers: 0.063000 Kernel 1: 0.021000 Kernel 2: 469.269012 Copyback: 0.368000 Sum: 0.014000 Memcpy Classifiers: 0.056000 Kernel 1: 0.015000 Kernel 2: 475.338013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 465.134003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 461.117004 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 458.828003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 473.731995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 453.553009 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.063000 Kernel 1: 0.016000 Kernel 2: 467.778015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 467.940002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 467.226013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 466.138000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 267.640991 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005062 0.759804 fi:0.407255. Ave ac:0.007140,0.022642 Best acc 0.005062 0.759804 Rule:Att PSSM_-3_4 is [<2.991087]|Att PSSM_0_1 is [>0.630397]|Att PSSM_0_2 is [-6.667560,-1.191165]|Att PSSM_0_5 is [>-1.276828]|Att PSSM_0_12 is [-6.359761,-2.299839]|Att PSSM_3_14 is [-3.282032,8.709914]|Att PSSM_4_2 is [<-2.058547]|Att PSSM_4_14 is [-6.973449,7.653650]|1 Accuracy : 0.755909 0 1 159853 4227 53046 17512 Removed 1428 instances. 212899 Instances left. Acc of rule 0.005062-0.759804 Initialization: 6.308000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.985000 Kernel 1: 0.023000 Kernel 2: 101.996002 Copyback: 0.018000 Sum: 0.050000 Initial population average accuracy1:0.005055 accuracy2:0.239039 Initialization: 6.251000 Memcpy Classifiers: 0.523000 Memcpy Instances: 9.006000 Kernel 1: 0.021000 Kernel 2: 108.018997 Copyback: 0.018000 Sum: 0.038000 It 0,Best ac:0.006812 0.617021 fi:0.481887. Ave ac:0.010793,0.015367 Initialization: 6.334000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.358000 Kernel 1: 0.023000 Kernel 2: 110.056999 Copyback: 0.017000 Sum: 0.037000 It 1,Best ac:0.004932 0.583333 fi:0.516345. Ave ac:0.015746,0.017647 Initialization: 6.693000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.598000 Kernel 1: 0.023000 Kernel 2: 108.473000 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.003992 0.680000 fi:0.452731. Ave ac:0.016010,0.018358 Initialization: 6.610000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.616000 Kernel 1: 0.022000 Kernel 2: 103.672997 Copyback: 0.372000 Sum: 0.034000 It 3,Best ac:0.004698 0.740741 fi:0.359031. Ave ac:0.014496,0.016928 Initialization: 6.818000 Memcpy Classifiers: 0.458000 Memcpy Instances: 9.047000 Kernel 1: 0.185000 Kernel 2: 100.785004 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.005400 0.851852 fi:0.247635. Ave ac:0.013913,0.017060 Initialization: 6.665000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.973000 Kernel 1: 0.022000 Kernel 2: 100.519997 Copyback: 0.017000 Sum: 0.037000 It 5,Best ac:0.004932 0.840000 fi:0.259678. Ave ac:0.012512,0.014767 Initialization: 6.317000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.576000 Kernel 1: 0.023000 Kernel 2: 98.561996 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.003992 0.809524 fi:0.323207. Ave ac:0.012087,0.010608 Initialization: 7.638000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.806000 Kernel 1: 0.023000 Kernel 2: 99.313004 Copyback: 0.018000 Sum: 0.035000 It 7,Best ac:0.004227 0.720000 fi:0.379966. Ave ac:0.010613,0.010636 Initialization: 6.575000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.589000 Kernel 1: 0.022000 Kernel 2: 99.461998 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.004933 0.807692 fi:0.291984. Ave ac:0.011895,0.010240 Initialization: 6.293000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.734000 Kernel 1: 0.021000 Kernel 2: 101.268997 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.006576 0.823529 fi:0.275478. Ave ac:0.010216,0.009759 Iteration 10:MDL fitness activated Error 0.275478 TL 0.029713 MDL Theory Length Weight: 3.0904232824 (6) Initialization: 7.410000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.970000 Kernel 1: 0.023000 Kernel 2: 101.537003 Copyback: 0.018000 Sum: 0.034000 It 10,Best ac:0.005871 0.806452 fi:0.354340. Ave ac:0.011427,0.011442 Initialization: 6.406000 Memcpy Classifiers: 0.425000 Memcpy Instances: 8.807000 Kernel 1: 0.022000 Kernel 2: 98.508003 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.004227 0.782609 fi:0.384638. Ave ac:0.009542,0.009623 Initialization: 6.381000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.573000 Kernel 1: 0.023000 Kernel 2: 96.665001 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.004227 0.750000 fi:0.423261. Ave ac:0.010013,0.010683 Initialization: 6.402000 Memcpy Classifiers: 0.369000 Memcpy Instances: 9.022000 Kernel 1: 0.022000 Kernel 2: 96.523003 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.006811 0.852941 fi:0.308518. Ave ac:0.011779,0.010805 Initialization: 6.649000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.575000 Kernel 1: 0.025000 Kernel 2: 95.820000 Copyback: 0.018000 Sum: 0.035000 It 14,Best ac:0.004697 0.800000 fi:0.374020. Ave ac:0.010171,0.010891 Initialization: 6.289000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.986000 Kernel 1: 0.023000 Kernel 2: 92.057999 Copyback: 0.017000 Sum: 0.038000 It 15,Best ac:0.004932 0.807692 fi:0.361187. Ave ac:0.008895,0.012922 Initialization: 6.329000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.447000 Kernel 1: 0.022000 Kernel 2: 94.624001 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.003758 0.941176 fi:0.318273. Ave ac:0.012023,0.013082 Initialization: 6.709000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.574000 Kernel 1: 0.022000 Kernel 2: 92.021004 Copyback: 0.019000 Sum: 0.039000 It 17,Best ac:0.005402 0.884615 fi:0.291498. Ave ac:0.011126,0.013188 Initialization: 6.636000 Memcpy Classifiers: 0.307000 Memcpy Instances: 12.623000 Kernel 1: 0.023000 Kernel 2: 91.915001 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.006106 0.812500 fi:0.341766. Ave ac:0.010529,0.010112 Initialization: 6.423000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.744000 Kernel 1: 0.022000 Kernel 2: 89.788002 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.005871 0.862069 fi:0.321153. Ave ac:0.009287,0.010060 Initialization: 6.325000 Memcpy Classifiers: 0.290000 Memcpy Instances: 8.742000 Kernel 1: 0.021000 Kernel 2: 93.767998 Copyback: 0.018000 Sum: 0.032000 It 20,Best ac:0.007280 0.794872 fi:0.355376. Ave ac:0.012390,0.013107 Initialization: 7.712000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.609000 Kernel 1: 0.023000 Kernel 2: 91.194000 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.004227 0.818182 fi:0.357487. Ave ac:0.012252,0.016788 Initialization: 6.926000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.579000 Kernel 1: 0.022000 Kernel 2: 89.210999 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.004227 0.857143 fi:0.311405. Ave ac:0.009955,0.013193 Initialization: 6.550000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.074000 Kernel 1: 0.022000 Kernel 2: 88.889999 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.005167 0.916667 fi:0.241579. Ave ac:0.013539,0.018115 Initialization: 6.305000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.764000 Kernel 1: 0.023000 Kernel 2: 86.966003 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.007280 0.756098 fi:0.390257. Ave ac:0.011609,0.012386 Initialization: 6.502000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.609000 Kernel 1: 0.022000 Kernel 2: 86.318001 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.004697 0.833333 fi:0.333912. Ave ac:0.011828,0.011270 Initialization: 9.396000 Memcpy Classifiers: 0.355000 Memcpy Instances: 9.351000 Kernel 1: 0.022000 Kernel 2: 83.205002 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.005167 0.846154 fi:0.322011. Ave ac:0.010808,0.012083 Initialization: 6.294000 Memcpy Classifiers: 0.362000 Memcpy Instances: 10.076000 Kernel 1: 0.022000 Kernel 2: 85.056000 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.004462 0.950000 fi:0.208292. Ave ac:0.012905,0.016645 Initialization: 6.325000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.595000 Kernel 1: 0.022000 Kernel 2: 86.264999 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.003992 0.894737 fi:0.308407. Ave ac:0.008950,0.009708 Initialization: 6.909000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.572000 Kernel 1: 0.024000 Kernel 2: 84.880997 Copyback: 0.018000 Sum: 0.035000 It 29,Best ac:0.004462 0.863636 fi:0.314091. Ave ac:0.009926,0.011635 Initialization: 6.349000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.932000 Kernel 1: 0.022000 Kernel 2: 86.542000 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.007046 0.882353 fi:0.285145. Ave ac:0.011556,0.009561 Initialization: 6.793000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.576000 Kernel 1: 0.022000 Kernel 2: 85.943001 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.005402 0.821429 fi:0.335549. Ave ac:0.009487,0.014907 Initialization: 6.405000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.126000 Kernel 1: 0.022000 Kernel 2: 84.253998 Copyback: 0.018000 Sum: 0.028000 It 32,Best ac:0.004227 0.857143 fi:0.311405. Ave ac:0.010992,0.013509 Initialization: 6.588000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.574000 Kernel 1: 0.023000 Kernel 2: 84.599998 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.004462 0.863636 fi:0.293575. Ave ac:0.012847,0.015853 Initialization: 26.148001 Memcpy Instances: 428.553986 Memcpy Classifiers: 0.068000 Kernel 1: 0.022000 Kernel 2: 465.812988 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 499.990997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 481.822998 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 474.156006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 476.442993 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 465.406006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 472.570007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 471.337006 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.068000 Kernel 1: 0.016000 Kernel 2: 478.031006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 475.247009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 458.516998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 279.645996 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005345 0.675772 fi:0.492420. Ave ac:0.008412,0.028450 Best acc 0.005345 0.675772 Initialization: 6.361000 Memcpy Classifiers: 0.541000 Memcpy Instances: 9.418000 Kernel 1: 0.024000 Kernel 2: 102.844002 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.005252 accuracy2:0.239050 Initialization: 6.766000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.894000 Kernel 1: 0.021000 Kernel 2: 107.268997 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.013621 0.552381 fi:0.543751. Ave ac:0.010687,0.015959 Initialization: 6.740000 Memcpy Classifiers: 0.543000 Memcpy Instances: 8.864000 Kernel 1: 0.022000 Kernel 2: 110.015999 Copyback: 0.020000 Sum: 0.034000 It 1,Best ac:0.005167 0.578947 fi:0.520635. Ave ac:0.014081,0.020591 Initialization: 6.739000 Memcpy Classifiers: 0.561000 Memcpy Instances: 8.766000 Kernel 1: 0.022000 Kernel 2: 107.556999 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.005871 0.735294 fi:0.364001. Ave ac:0.013367,0.016162 Initialization: 6.335000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.997000 Kernel 1: 0.021000 Kernel 2: 106.473000 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.005402 0.718750 fi:0.380736. Ave ac:0.014584,0.018517 Initialization: 6.325000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.612000 Kernel 1: 0.022000 Kernel 2: 107.650002 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.006341 0.675000 fi:0.424103. Ave ac:0.013003,0.015435 Initialization: 6.633000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.802000 Kernel 1: 0.021000 Kernel 2: 107.443001 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.004932 0.750000 fi:0.349678. Ave ac:0.011033,0.013184 Initialization: 6.504000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.263000 Kernel 1: 0.022000 Kernel 2: 109.813004 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.004697 0.800000 fi:0.299774. Ave ac:0.011158,0.014512 Initialization: 6.311000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.560000 Kernel 1: 0.023000 Kernel 2: 107.792999 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.004463 0.826087 fi:0.273781. Ave ac:0.008637,0.008843 Initialization: 6.569000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.830000 Kernel 1: 0.021000 Kernel 2: 102.665001 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.004227 0.750000 fi:0.349966. Ave ac:0.006124,0.006617 Initialization: 6.442000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.825000 Kernel 1: 0.022000 Kernel 2: 102.916000 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.005402 0.851852 fi:0.247635. Ave ac:0.007525,0.008498 Iteration 10:MDL fitness activated Error 0.247635 TL 0.043136 MDL Theory Length Weight: 1.9135931349 (1) Initialization: 6.340000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.588000 Kernel 1: 0.023000 Kernel 2: 101.977997 Copyback: 0.019000 Sum: 0.053000 It 10,Best ac:0.004462 0.760000 fi:0.400549. Ave ac:0.007365,0.008276 Initialization: 6.309000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.678000 Kernel 1: 0.023000 Kernel 2: 106.175003 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.004931 0.807692 fi:0.375199. Ave ac:0.007711,0.008907 Initialization: 6.820000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.589000 Kernel 1: 0.023000 Kernel 2: 101.732002 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.006812 0.725000 fi:0.422660. Ave ac:0.007633,0.008315 Initialization: 6.600000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.828000 Kernel 1: 0.022000 Kernel 2: 100.152000 Copyback: 0.018000 Sum: 0.040000 It 13,Best ac:0.004697 0.833333 fi:0.344861. Ave ac:0.009118,0.010573 Initialization: 7.066000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.880000 Kernel 1: 0.022000 Kernel 2: 103.503998 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.004227 0.857143 fi:0.317027. Ave ac:0.009324,0.010141 Initialization: 6.793000 Memcpy Classifiers: 0.473000 Memcpy Instances: 8.596000 Kernel 1: 0.021000 Kernel 2: 105.448997 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.004227 0.818182 fi:0.339425. Ave ac:0.009653,0.010193 Initialization: 6.734000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.816000 Kernel 1: 0.022000 Kernel 2: 100.801003 Copyback: 0.018000 Sum: 0.032000 It 16,Best ac:0.004227 0.857143 fi:0.304084. Ave ac:0.007856,0.008174 Initialization: 7.255000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.890000 Kernel 1: 0.021000 Kernel 2: 101.684998 Copyback: 0.019000 Sum: 0.035000 It 17,Best ac:0.005402 0.793103 fi:0.354495. Ave ac:0.008230,0.009264 Initialization: 6.249000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.190000 Kernel 1: 0.023000 Kernel 2: 98.366997 Copyback: 0.372000 Sum: 0.038000 It 18,Best ac:0.004462 0.760000 fi:0.397511. Ave ac:0.010271,0.012963 Initialization: 6.559000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.992000 Kernel 1: 0.022000 Kernel 2: 99.148003 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.005638 0.923077 fi:0.220147. Ave ac:0.011625,0.011085 Initialization: 6.571000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.616000 Kernel 1: 0.023000 Kernel 2: 99.584999 Copyback: 0.018000 Sum: 0.035000 It 20,Best ac:0.005402 0.884615 fi:0.276132. Ave ac:0.007081,0.006616 Initialization: 6.567000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.805000 Kernel 1: 0.022000 Kernel 2: 97.776001 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.006106 0.928571 fi:0.226142. Ave ac:0.007751,0.006925 Initialization: 6.554000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.472000 Kernel 1: 0.022000 Kernel 2: 94.736000 Copyback: 0.017000 Sum: 0.044000 It 22,Best ac:0.004462 0.950000 fi:0.206766. Ave ac:0.008387,0.007357 Initialization: 6.703000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.931000 Kernel 1: 0.022000 Kernel 2: 95.281998 Copyback: 0.017000 Sum: 0.037000 It 23,Best ac:0.004462 0.791667 fi:0.358494. Ave ac:0.005255,0.004000 Initialization: 6.351000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.941000 Kernel 1: 0.021000 Kernel 2: 95.980003 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.004462 0.863636 fi:0.276851. Ave ac:0.006345,0.004163 Initialization: 6.605000 Memcpy Classifiers: 0.823000 Memcpy Instances: 8.572000 Kernel 1: 0.022000 Kernel 2: 95.050003 Copyback: 0.017000 Sum: 0.036000 It 25,Best ac:0.006106 0.866667 fi:0.273150. Ave ac:0.006656,0.005124 Initialization: 6.537000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.760000 Kernel 1: 0.022000 Kernel 2: 93.164001 Copyback: 0.017000 Sum: 0.037000 It 26,Best ac:0.005402 0.958333 fi:0.192809. Ave ac:0.007612,0.005287 Initialization: 6.336000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.693000 Kernel 1: 0.022000 Kernel 2: 92.787003 Copyback: 0.017000 Sum: 0.038000 It 27,Best ac:0.004697 0.833333 fi:0.320603. Ave ac:0.006396,0.005874 Initialization: 6.455000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.489000 Kernel 1: 0.023000 Kernel 2: 93.488998 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.005167 0.814815 fi:0.324805. Ave ac:0.007140,0.006500 Initialization: 6.291000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.984000 Kernel 1: 0.023000 Kernel 2: 93.556999 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.004227 0.720000 fi:0.439787. Ave ac:0.006042,0.006050 Initialization: 6.756000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.960000 Kernel 1: 0.022000 Kernel 2: 93.389999 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.003992 0.850000 fi:0.347496. Ave ac:0.008977,0.010766 Initialization: 6.692000 Memcpy Classifiers: 0.362000 Memcpy Instances: 11.061000 Kernel 1: 0.022000 Kernel 2: 92.995003 Copyback: 0.018000 Sum: 0.035000 It 31,Best ac:0.004227 0.900000 fi:0.265644. Ave ac:0.010894,0.012860 Initialization: 6.769000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.581000 Kernel 1: 0.287000 Kernel 2: 96.788002 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.006341 0.843750 fi:0.314004. Ave ac:0.008708,0.008583 Initialization: 6.456000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.050000 Kernel 1: 0.022000 Kernel 2: 97.232002 Copyback: 0.017000 Sum: 0.036000 It 33,Best ac:0.004462 0.863636 fi:0.295586. Ave ac:0.007335,0.008094 Initialization: 25.433001 Memcpy Instances: 426.252991 Memcpy Classifiers: 0.228000 Kernel 1: 0.022000 Kernel 2: 512.674988 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.079000 Kernel 1: 0.014000 Kernel 2: 525.169983 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 506.178986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.015000 Kernel 2: 524.895996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 509.109009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.093000 Kernel 1: 0.013000 Kernel 2: 512.327026 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.015000 Kernel 2: 505.145996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 515.702026 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.080000 Kernel 1: 0.022000 Kernel 2: 523.304016 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 524.078003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 508.776001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.016000 Kernel 2: 308.740997 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004312 0.684564 fi:0.473008. Ave ac:0.006726,0.021685 Best acc 0.004312 0.684564 Rule:Att PSSM_-1_15 is [<0.397865]|Att PSSM_0_3 is [<-0.842474]|Att PSSM_0_4 is [<3.962019]|Att PSSM_0_12 is [<-3.976416]|Att PSSM_1_14 is [<8.297293]|Att PSSM_3_6 is [-6.478587,-1.065765]|Att PSSM_3_7 is [-6.432848,4.432848]|Att PSSM_3_15 is [<3.100644]|Att PSSM_4_1 is [0.539896,6.915029]|Att PSSM_4_4 is [-7.240859,1.545708]|Att PSSM_4_14 is [-4.644336,2.644336]|Att PSSM_4_20 is [-2.455515,6.455515]|1 Accuracy : 0.758019 0 1 159430 4650 52128 18430 Removed 1341 instances. 211558 Instances left. Acc of rule 0.004312-0.684564 Initialization: 6.291000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.593000 Kernel 1: 0.024000 Kernel 2: 103.470001 Copyback: 0.020000 Sum: 0.047000 Initial population average accuracy1:0.006013 accuracy2:0.242428 Initialization: 7.313000 Memcpy Classifiers: 0.491000 Memcpy Instances: 8.638000 Kernel 1: 0.023000 Kernel 2: 112.266998 Copyback: 0.017000 Sum: 0.048000 It 0,Best ac:0.009218 0.520000 fi:0.577888. Ave ac:0.010835,0.015592 Initialization: 6.352000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.601000 Kernel 1: 0.022000 Kernel 2: 109.634003 Copyback: 0.018000 Sum: 0.037000 It 1,Best ac:0.028119 0.517391 fi:0.575845. Ave ac:0.012964,0.014151 Initialization: 6.305000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.775000 Kernel 1: 0.022000 Kernel 2: 109.013000 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.006854 0.537037 fi:0.561824. Ave ac:0.013646,0.017173 Initialization: 6.609000 Memcpy Classifiers: 0.445000 Memcpy Instances: 8.506000 Kernel 1: 0.023000 Kernel 2: 105.713997 Copyback: 0.017000 Sum: 0.040000 It 3,Best ac:0.006853 0.659091 fi:0.439772. Ave ac:0.016964,0.020521 Initialization: 6.283000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.702000 Kernel 1: 0.023000 Kernel 2: 102.470001 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.004728 0.645161 fi:0.454578. Ave ac:0.014123,0.016848 Initialization: 6.793000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.802000 Kernel 1: 0.022000 Kernel 2: 97.531998 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.006144 0.666667 fi:0.432489. Ave ac:0.015723,0.021362 Initialization: 6.608000 Memcpy Classifiers: 0.452000 Memcpy Instances: 10.641000 Kernel 1: 0.022000 Kernel 2: 96.532997 Copyback: 0.017000 Sum: 0.041000 It 6,Best ac:0.005909 0.781250 fi:0.318003. Ave ac:0.016283,0.019703 Initialization: 6.322000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.891000 Kernel 1: 0.022000 Kernel 2: 93.102997 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.004253 0.900000 fi:0.199936. Ave ac:0.013468,0.016290 Initialization: 6.741000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.652000 Kernel 1: 0.023000 Kernel 2: 92.839996 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004255 0.782609 fi:0.317325. Ave ac:0.014115,0.017894 Initialization: 6.249000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.456000 Kernel 1: 0.022000 Kernel 2: 96.566002 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.005436 0.766667 fi:0.332780. Ave ac:0.010957,0.013436 Iteration 10:MDL fitness activated Error 0.332780 TL 0.032314 MDL Theory Length Weight: 3.4327548222 (3) Initialization: 7.267000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.594000 Kernel 1: 0.023000 Kernel 2: 96.182999 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.004254 0.782609 fi:0.387912. Ave ac:0.010858,0.014918 Initialization: 6.249000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.893000 Kernel 1: 0.023000 Kernel 2: 97.154999 Copyback: 0.018000 Sum: 0.032000 It 11,Best ac:0.005201 0.709677 fi:0.503492. Ave ac:0.011271,0.020338 Initialization: 6.674000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.817000 Kernel 1: 0.023000 Kernel 2: 93.343002 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.005907 0.862069 fi:0.329017. Ave ac:0.012304,0.017517 Initialization: 6.609000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.691000 Kernel 1: 0.023000 Kernel 2: 93.540001 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.005672 0.750000 fi:0.447682. Ave ac:0.010587,0.014426 Initialization: 6.521000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.506000 Kernel 1: 0.023000 Kernel 2: 90.545998 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004253 0.900000 fi:0.292814. Ave ac:0.013829,0.016568 Initialization: 6.281000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.763000 Kernel 1: 0.022000 Kernel 2: 89.328003 Copyback: 0.018000 Sum: 0.031000 It 15,Best ac:0.006616 0.756757 fi:0.399633. Ave ac:0.009538,0.014099 Initialization: 6.552000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.531000 Kernel 1: 0.022000 Kernel 2: 92.514000 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.004726 0.833333 fi:0.346212. Ave ac:0.011072,0.016191 Initialization: 7.580000 Memcpy Classifiers: 0.306000 Memcpy Instances: 9.226000 Kernel 1: 0.022000 Kernel 2: 89.051003 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.004962 1.000000 fi:0.180917. Ave ac:0.009527,0.013503 Initialization: 6.314000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.511000 Kernel 1: 0.024000 Kernel 2: 88.791000 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.005436 0.741935 fi:0.424751. Ave ac:0.011203,0.014999 Initialization: 6.342000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.800000 Kernel 1: 0.023000 Kernel 2: 88.050003 Copyback: 0.017000 Sum: 0.219000 It 19,Best ac:0.004018 0.772727 fi:0.416609. Ave ac:0.013973,0.024928 Initialization: 6.445000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.825000 Kernel 1: 0.022000 Kernel 2: 85.773003 Copyback: 0.018000 Sum: 0.028000 It 20,Best ac:0.004253 0.782609 fi:0.377317. Ave ac:0.014271,0.029730 Initialization: 6.317000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.525000 Kernel 1: 0.030000 Kernel 2: 84.972000 Copyback: 0.018000 Sum: 0.025000 It 21,Best ac:0.005671 0.888889 fi:0.266193. Ave ac:0.014143,0.023947 Initialization: 6.264000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.780000 Kernel 1: 0.023000 Kernel 2: 86.207001 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.005907 0.806452 fi:0.367300. Ave ac:0.012162,0.021843 Initialization: 6.290000 Memcpy Classifiers: 0.265000 Memcpy Instances: 10.776000 Kernel 1: 0.023000 Kernel 2: 84.624001 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.004490 0.904762 fi:0.267190. Ave ac:0.017286,0.027550 Initialization: 6.611000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.506000 Kernel 1: 0.022000 Kernel 2: 84.785004 Copyback: 0.018000 Sum: 0.031000 It 24,Best ac:0.004254 0.818182 fi:0.345001. Ave ac:0.009937,0.019598 Initialization: 6.217000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.407000 Kernel 1: 0.022000 Kernel 2: 83.592003 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.006618 0.823529 fi:0.342669. Ave ac:0.012889,0.022947 Initialization: 6.261000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.940000 Kernel 1: 0.022000 Kernel 2: 82.822998 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.004727 0.689655 fi:0.467185. Ave ac:0.015660,0.027865 MDL Theory Length Weight: 3.0894793400 (10) Initialization: 6.341000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.906000 Kernel 1: 0.022000 Kernel 2: 82.266998 Copyback: 0.019000 Sum: 0.026000 It 27,Best ac:0.004255 0.720000 fi:0.424404. Ave ac:0.015957,0.029526 Initialization: 6.972000 Memcpy Classifiers: 0.325000 Memcpy Instances: 8.829000 Kernel 1: 0.022000 Kernel 2: 81.466003 Copyback: 0.369000 Sum: 0.025000 It 28,Best ac:0.007563 0.761905 fi:0.376645. Ave ac:0.015901,0.030963 Initialization: 6.744000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.151000 Kernel 1: 0.022000 Kernel 2: 81.283997 Copyback: 0.018000 Sum: 0.026000 It 29,Best ac:0.005201 0.814815 fi:0.340807. Ave ac:0.016398,0.024210 Initialization: 6.787000 Memcpy Classifiers: 0.286000 Memcpy Instances: 8.537000 Kernel 1: 0.029000 Kernel 2: 82.796997 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.006145 0.722222 fi:0.423358. Ave ac:0.012836,0.028003 Initialization: 6.440000 Memcpy Classifiers: 0.266000 Memcpy Instances: 8.805000 Kernel 1: 0.022000 Kernel 2: 82.127998 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.004727 0.909091 fi:0.228824. Ave ac:0.014420,0.026707 Initialization: 6.555000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.531000 Kernel 1: 0.022000 Kernel 2: 81.565002 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.005435 0.821429 fi:0.317576. Ave ac:0.013536,0.025715 Initialization: 6.307000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.649000 Kernel 1: 0.023000 Kernel 2: 83.321999 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.005198 0.880000 fi:0.274938. Ave ac:0.011236,0.017051 Initialization: 26.138000 Memcpy Instances: 428.317993 Memcpy Classifiers: 0.057000 Kernel 1: 0.021000 Kernel 2: 482.346008 Copyback: 0.018000 Sum: 0.015000 Memcpy Classifiers: 0.054000 Kernel 1: 0.018000 Kernel 2: 484.888000 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.061000 Kernel 1: 0.021000 Kernel 2: 495.786011 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.053000 Kernel 1: 0.016000 Kernel 2: 474.674988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 485.316010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 477.260010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 483.953003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 486.571991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 480.622986 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.053000 Kernel 1: 0.016000 Kernel 2: 480.407013 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.016000 Kernel 2: 474.876007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 204.636993 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.006055 0.652240 fi:0.498341. Ave ac:0.011351,0.040362 Best acc 0.006055 0.652240 Initialization: 6.500000 Memcpy Classifiers: 0.524000 Memcpy Instances: 9.022000 Kernel 1: 0.025000 Kernel 2: 102.058998 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.005856 accuracy2:0.222141 Initialization: 6.612000 Memcpy Classifiers: 0.507000 Memcpy Instances: 8.507000 Kernel 1: 0.024000 Kernel 2: 108.363998 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.004963 0.583333 fi:0.516308. Ave ac:0.012139,0.016510 Initialization: 6.318000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.521000 Kernel 1: 0.024000 Kernel 2: 111.217003 Copyback: 0.018000 Sum: 0.032000 It 1,Best ac:0.004255 0.562500 fi:0.537434. Ave ac:0.014756,0.018546 Initialization: 6.261000 Memcpy Classifiers: 0.458000 Memcpy Instances: 8.770000 Kernel 1: 0.023000 Kernel 2: 110.829002 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.009456 0.666667 fi:0.431120. Ave ac:0.014179,0.017552 Initialization: 6.270000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.847000 Kernel 1: 0.023000 Kernel 2: 106.831001 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.004727 0.645161 fi:0.454578. Ave ac:0.012006,0.013057 Initialization: 6.466000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.569000 Kernel 1: 0.022000 Kernel 2: 103.165001 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.006380 0.750000 fi:0.349058. Ave ac:0.011006,0.013474 Initialization: 6.327000 Memcpy Classifiers: 0.409000 Memcpy Instances: 8.592000 Kernel 1: 0.291000 Kernel 2: 101.231003 Copyback: 0.018000 Sum: 0.035000 It 5,Best ac:0.005200 0.758621 fi:0.340925. Ave ac:0.010645,0.011368 Initialization: 6.819000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.518000 Kernel 1: 0.022000 Kernel 2: 101.294998 Copyback: 0.018000 Sum: 0.036000 It 6,Best ac:0.005436 0.741935 fi:0.357513. Ave ac:0.011849,0.011848 Initialization: 6.610000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.541000 Kernel 1: 0.021000 Kernel 2: 100.421997 Copyback: 0.018000 Sum: 0.031000 It 7,Best ac:0.004017 0.809524 fi:0.308240. Ave ac:0.012065,0.012474 Initialization: 6.250000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.947000 Kernel 1: 0.022000 Kernel 2: 104.074997 Copyback: 0.018000 Sum: 0.039000 It 8,Best ac:0.009454 0.784314 fi:0.313473. Ave ac:0.011922,0.012817 Initialization: 6.253000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.704000 Kernel 1: 0.023000 Kernel 2: 102.954002 Copyback: 0.018000 Sum: 0.036000 It 9,Best ac:0.006380 0.818182 fi:0.280877. Ave ac:0.008564,0.009468 Iteration 10:MDL fitness activated Error 0.280877 TL 0.037619 MDL Theory Length Weight: 2.4887715544 (1) Initialization: 6.373000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.502000 Kernel 1: 0.023000 Kernel 2: 106.120003 Copyback: 0.018000 Sum: 0.031000 It 10,Best ac:0.006145 0.928571 fi:0.256828. Ave ac:0.008988,0.008408 Initialization: 6.097000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.943000 Kernel 1: 0.022000 Kernel 2: 106.675003 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.010633 0.789474 fi:0.389489. Ave ac:0.007341,0.008602 Initialization: 6.667000 Memcpy Classifiers: 0.920000 Memcpy Instances: 8.880000 Kernel 1: 0.023000 Kernel 2: 106.564003 Copyback: 0.018000 Sum: 0.036000 It 12,Best ac:0.004490 0.791667 fi:0.357143. Ave ac:0.009083,0.008826 Initialization: 6.925000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.874000 Kernel 1: 0.023000 Kernel 2: 106.698997 Copyback: 0.019000 Sum: 0.035000 It 13,Best ac:0.008272 0.875000 fi:0.312656. Ave ac:0.008505,0.009105 Initialization: 6.452000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.802000 Kernel 1: 0.022000 Kernel 2: 105.331001 Copyback: 0.016000 Sum: 0.034000 It 14,Best ac:0.007089 0.857143 fi:0.309111. Ave ac:0.008374,0.007849 Initialization: 6.659000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.694000 Kernel 1: 0.022000 Kernel 2: 104.130997 Copyback: 0.017000 Sum: 0.038000 It 15,Best ac:0.003782 0.888889 fi:0.343320. Ave ac:0.007446,0.008383 Initialization: 6.539000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.551000 Kernel 1: 0.022000 Kernel 2: 103.959000 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.006147 0.812500 fi:0.346954. Ave ac:0.009012,0.007427 Initialization: 6.928000 Memcpy Classifiers: 0.968000 Memcpy Instances: 8.801000 Kernel 1: 0.021000 Kernel 2: 103.625999 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.006619 0.777778 fi:0.379944. Ave ac:0.009075,0.007053 Initialization: 6.287000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.614000 Kernel 1: 0.023000 Kernel 2: 99.818001 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.004963 0.807692 fi:0.352635. Ave ac:0.007367,0.007335 Initialization: 7.772000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.561000 Kernel 1: 0.022000 Kernel 2: 98.555000 Copyback: 0.017000 Sum: 0.037000 It 19,Best ac:0.005198 0.880000 fi:0.278125. Ave ac:0.008201,0.006827 MDL Theory Length Weight: 2.2398943990 (11) Initialization: 6.558000 Memcpy Classifiers: 0.366000 Memcpy Instances: 8.570000 Kernel 1: 0.022000 Kernel 2: 99.196999 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004019 0.809524 fi:0.368471. Ave ac:0.010410,0.010086 Initialization: 6.567000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.572000 Kernel 1: 0.021000 Kernel 2: 99.410004 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.004254 0.900000 fi:0.256811. Ave ac:0.009747,0.008046 Initialization: 6.313000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.868000 Kernel 1: 0.022000 Kernel 2: 98.435997 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.006380 0.870968 fi:0.293021. Ave ac:0.008803,0.006693 Initialization: 6.624000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.980000 Kernel 1: 0.022000 Kernel 2: 98.248001 Copyback: 0.017000 Sum: 0.038000 It 23,Best ac:0.004490 0.863636 fi:0.292497. Ave ac:0.009894,0.008532 Initialization: 7.184000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.551000 Kernel 1: 0.022000 Kernel 2: 97.633003 Copyback: 0.018000 Sum: 0.038000 It 24,Best ac:0.004726 0.833333 fi:0.320885. Ave ac:0.008560,0.006780 Initialization: 6.385000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.811000 Kernel 1: 0.022000 Kernel 2: 99.708000 Copyback: 0.017000 Sum: 0.040000 It 25,Best ac:0.006853 0.852941 fi:0.298578. Ave ac:0.011018,0.008934 Initialization: 6.288000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.947000 Kernel 1: 0.022000 Kernel 2: 96.226997 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.005201 0.846154 fi:0.316762. Ave ac:0.008273,0.005742 Initialization: 6.558000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.533000 Kernel 1: 0.023000 Kernel 2: 97.390999 Copyback: 0.018000 Sum: 0.033000 It 27,Best ac:0.006380 0.870968 fi:0.283227. Ave ac:0.009532,0.009622 Initialization: 7.213000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.552000 Kernel 1: 0.022000 Kernel 2: 96.767998 Copyback: 0.018000 Sum: 0.036000 It 28,Best ac:0.004962 0.750000 fi:0.405938. Ave ac:0.007194,0.005684 Initialization: 6.708000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.670000 Kernel 1: 0.022000 Kernel 2: 95.711998 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.005435 0.718750 fi:0.425316. Ave ac:0.008610,0.006165 Initialization: 6.449000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.505000 Kernel 1: 0.023000 Kernel 2: 98.139999 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.004018 0.809524 fi:0.353395. Ave ac:0.007762,0.006703 MDL Theory Length Weight: 2.0159049591 (10) Initialization: 6.512000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.513000 Kernel 1: 0.022000 Kernel 2: 95.689003 Copyback: 0.019000 Sum: 0.034000 It 31,Best ac:0.004255 0.857143 fi:0.300841. Ave ac:0.008804,0.006766 Initialization: 6.553000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.565000 Kernel 1: 0.023000 Kernel 2: 95.275002 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.005672 0.774194 fi:0.369154. Ave ac:0.007624,0.007767 Initialization: 6.625000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.214000 Kernel 1: 0.022000 Kernel 2: 98.964996 Copyback: 0.018000 Sum: 0.031000 It 33,Best ac:0.008745 0.787234 fi:0.365515. Ave ac:0.007663,0.006931 Initialization: 25.903000 Memcpy Instances: 425.114014 Memcpy Classifiers: 0.062000 Kernel 1: 0.022000 Kernel 2: 536.961975 Copyback: 0.367000 Sum: 0.016000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 547.445007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 526.083984 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 536.338989 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.016000 Kernel 2: 544.495972 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 540.289001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 543.791992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 563.395020 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 551.635010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.059000 Kernel 1: 0.097000 Kernel 2: 551.835999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 556.942017 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 227.216995 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004500 0.658368 fi:0.488915. Ave ac:0.009088,0.029672 Best acc 0.004500 0.658368 Rule:Att PSSM_-4_5 is [<6.369556]|Att PSSM_-2_1 is [-3.389561,1.389561]|Att PSSM_-1_4 is [-7.622435,1.622435]|Att PSSM_-1_17 is [-3.717926,6.665091]|Att PSSM_0_6 is [<-3.458844]|Att PSSM_0_9 is [-6.148643,4.347066]|Att PSSM_0_18 is [<8.909289]|Att PSSM_0_20 is [>-0.786880]|Att PSSM_4_6 is [<-3.692477]|1 Accuracy : 0.759971 0 1 158936 5144 51176 19382 Removed 1446 instances. 210112 Instances left. Acc of rule 0.004500-0.658368 Initialization: 6.756000 Memcpy Classifiers: 0.507000 Memcpy Instances: 8.453000 Kernel 1: 0.053000 Kernel 2: 105.273003 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.005932 accuracy2:0.227980 Initialization: 6.242000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.075000 Kernel 1: 0.022000 Kernel 2: 112.848999 Copyback: 0.017000 Sum: 0.048000 It 0,Best ac:0.008091 0.596491 fi:0.501820. Ave ac:0.011291,0.015083 Initialization: 6.560000 Memcpy Classifiers: 0.530000 Memcpy Instances: 8.828000 Kernel 1: 0.022000 Kernel 2: 112.086998 Copyback: 0.017000 Sum: 0.038000 It 1,Best ac:0.005474 0.589744 fi:0.509661. Ave ac:0.013965,0.016902 Initialization: 6.245000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.525000 Kernel 1: 0.393000 Kernel 2: 107.752998 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.005713 0.585366 fi:0.513939. Ave ac:0.014935,0.015216 Initialization: 6.685000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.847000 Kernel 1: 0.021000 Kernel 2: 103.417000 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.004522 0.730769 fi:0.369035. Ave ac:0.014309,0.014798 Initialization: 6.199000 Memcpy Classifiers: 0.491000 Memcpy Instances: 8.757000 Kernel 1: 0.022000 Kernel 2: 101.972000 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.008569 0.620690 fi:0.477423. Ave ac:0.014209,0.016234 Initialization: 7.045000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.495000 Kernel 1: 0.022000 Kernel 2: 98.712997 Copyback: 0.016000 Sum: 0.030000 It 5,Best ac:0.005472 0.696970 fi:0.402437. Ave ac:0.013251,0.014787 Initialization: 6.719000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.689000 Kernel 1: 0.022000 Kernel 2: 101.110001 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.004283 1.000000 fi:0.099903. Ave ac:0.014388,0.013990 Initialization: 6.238000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.682000 Kernel 1: 0.023000 Kernel 2: 99.490997 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.004284 0.857143 fi:0.242759. Ave ac:0.011345,0.012465 Initialization: 6.267000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.515000 Kernel 1: 0.023000 Kernel 2: 96.007004 Copyback: 0.018000 Sum: 0.031000 It 8,Best ac:0.004996 0.750000 fi:0.349605. Ave ac:0.009519,0.011463 Initialization: 6.554000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.442000 Kernel 1: 0.023000 Kernel 2: 95.992996 Copyback: 0.018000 Sum: 0.031000 It 9,Best ac:0.004046 0.809524 fi:0.290992. Ave ac:0.008952,0.010416 Iteration 10:MDL fitness activated Error 0.290992 TL 0.034561 MDL Theory Length Weight: 2.8065499645 (4) Initialization: 6.423000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.530000 Kernel 1: 0.022000 Kernel 2: 97.740997 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.004046 0.809524 fi:0.393949. Ave ac:0.011771,0.012325 Initialization: 6.706000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.541000 Kernel 1: 0.023000 Kernel 2: 98.189003 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.005236 0.758621 fi:0.413750. Ave ac:0.010594,0.012534 Initialization: 6.449000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.339000 Kernel 1: 0.022000 Kernel 2: 94.970001 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004996 0.807692 fi:0.393540. Ave ac:0.011659,0.012918 Initialization: 6.239000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.915000 Kernel 1: 0.021000 Kernel 2: 94.318001 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.006427 0.900000 fi:0.280416. Ave ac:0.013216,0.013661 Initialization: 6.604000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.524000 Kernel 1: 0.022000 Kernel 2: 90.664001 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004521 0.791667 fi:0.387792. Ave ac:0.009783,0.012013 Initialization: 7.183000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.559000 Kernel 1: 0.022000 Kernel 2: 89.833000 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.004045 0.850000 fi:0.358702. Ave ac:0.010632,0.011925 Initialization: 7.823000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.715000 Kernel 1: 0.022000 Kernel 2: 91.877998 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.006426 0.818182 fi:0.358572. Ave ac:0.010758,0.014731 Initialization: 6.328000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.439000 Kernel 1: 0.023000 Kernel 2: 90.657997 Copyback: 0.017000 Sum: 0.037000 It 17,Best ac:0.004521 0.863636 fi:0.346128. Ave ac:0.014389,0.014857 Initialization: 6.104000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.526000 Kernel 1: 0.023000 Kernel 2: 89.875000 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.004521 0.863636 fi:0.337794. Ave ac:0.010748,0.012992 Initialization: 6.305000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.060000 Kernel 1: 0.022000 Kernel 2: 92.662003 Copyback: 0.018000 Sum: 0.035000 It 19,Best ac:0.009755 0.788462 fi:0.402981. Ave ac:0.010995,0.011358 Initialization: 6.905000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.483000 Kernel 1: 0.022000 Kernel 2: 91.764999 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.004284 0.857143 fi:0.333986. Ave ac:0.011016,0.013022 Initialization: 6.216000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.444000 Kernel 1: 0.023000 Kernel 2: 89.772003 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.004045 0.894737 fi:0.292152. Ave ac:0.010334,0.011584 Initialization: 6.475000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.472000 Kernel 1: 0.030000 Kernel 2: 88.804001 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.004045 0.894737 fi:0.271401. Ave ac:0.008946,0.009557 Initialization: 6.274000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.452000 Kernel 1: 0.024000 Kernel 2: 92.916000 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.004047 0.850000 fi:0.350919. Ave ac:0.008834,0.008808 Initialization: 6.793000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.671000 Kernel 1: 0.022000 Kernel 2: 91.399002 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.004998 0.875000 fi:0.305255. Ave ac:0.009037,0.009212 Initialization: 6.260000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.602000 Kernel 1: 0.022000 Kernel 2: 91.026001 Copyback: 0.017000 Sum: 0.036000 It 25,Best ac:0.004284 0.900000 fi:0.272896. Ave ac:0.007524,0.007366 Initialization: 6.317000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.931000 Kernel 1: 0.022000 Kernel 2: 90.709000 Copyback: 0.018000 Sum: 0.034000 It 26,Best ac:0.004284 0.857143 fi:0.308437. Ave ac:0.008285,0.007103 Initialization: 6.582000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.452000 Kernel 1: 0.022000 Kernel 2: 90.625999 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.006424 0.843750 fi:0.314502. Ave ac:0.007421,0.007102 Initialization: 6.323000 Memcpy Classifiers: 0.831000 Memcpy Instances: 8.473000 Kernel 1: 0.023000 Kernel 2: 90.674004 Copyback: 0.017000 Sum: 0.036000 It 28,Best ac:0.004521 0.904762 fi:0.277651. Ave ac:0.007763,0.006014 Initialization: 6.719000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.447000 Kernel 1: 0.022000 Kernel 2: 86.952003 Copyback: 0.018000 Sum: 0.036000 It 29,Best ac:0.004045 0.894737 fi:0.276753. Ave ac:0.007488,0.005096 Initialization: 6.331000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.976000 Kernel 1: 0.022000 Kernel 2: 88.848000 Copyback: 0.017000 Sum: 0.038000 It 30,Best ac:0.005713 0.888889 fi:0.295295. Ave ac:0.008011,0.005848 Initialization: 6.360000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.445000 Kernel 1: 0.023000 Kernel 2: 86.375000 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.004285 0.900000 fi:0.260549. Ave ac:0.007224,0.005467 Initialization: 6.598000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.487000 Kernel 1: 0.023000 Kernel 2: 82.589996 Copyback: 0.018000 Sum: 0.039000 It 32,Best ac:0.004045 0.772727 fi:0.385760. Ave ac:0.006426,0.005718 Initialization: 6.200000 Memcpy Classifiers: 0.377000 Memcpy Instances: 9.814000 Kernel 1: 0.022000 Kernel 2: 86.796997 Copyback: 0.017000 Sum: 0.037000 It 33,Best ac:0.005474 0.821429 fi:0.345352. Ave ac:0.007735,0.006010 Initialization: 27.059999 Memcpy Instances: 420.811005 Memcpy Classifiers: 0.066000 Kernel 1: 0.023000 Kernel 2: 470.019012 Copyback: 0.014000 Sum: 0.015000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 488.925995 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.063000 Kernel 1: 0.016000 Kernel 2: 467.688995 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 477.720001 Copyback: 0.366000 Sum: 0.005000 Memcpy Classifiers: 0.066000 Kernel 1: 0.017000 Kernel 2: 474.044006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 481.787994 Copyback: 0.017000 Sum: 0.005000 Memcpy Classifiers: 0.064000 Kernel 1: 0.017000 Kernel 2: 484.420990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 469.958008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 476.696991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 478.282990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 471.636993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 141.283005 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.006787 0.670743 fi:0.487357. Ave ac:0.007389,0.023133 Best acc 0.006787 0.670743 Initialization: 6.352000 Memcpy Classifiers: 0.560000 Memcpy Instances: 8.810000 Kernel 1: 0.023000 Kernel 2: 103.592003 Copyback: 0.018000 Sum: 0.050000 Initial population average accuracy1:0.006426 accuracy2:0.236157 Initialization: 6.639000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.568000 Kernel 1: 0.022000 Kernel 2: 108.663002 Copyback: 0.017000 Sum: 0.051000 It 0,Best ac:0.006662 0.538462 fi:0.560449. Ave ac:0.012880,0.020547 Initialization: 6.643000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.458000 Kernel 1: 0.022000 Kernel 2: 107.666000 Copyback: 0.018000 Sum: 0.037000 It 1,Best ac:0.005475 0.589744 fi:0.509661. Ave ac:0.014774,0.020349 Initialization: 6.364000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.529000 Kernel 1: 0.022000 Kernel 2: 103.572998 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.004760 0.666667 fi:0.433036. Ave ac:0.014823,0.019107 Initialization: 6.659000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.503000 Kernel 1: 0.022000 Kernel 2: 101.536003 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.007138 0.625000 fi:0.473712. Ave ac:0.014295,0.015916 Initialization: 6.257000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.808000 Kernel 1: 0.022000 Kernel 2: 102.682999 Copyback: 0.018000 Sum: 0.032000 It 4,Best ac:0.003333 0.823529 fi:0.435719. Ave ac:0.014873,0.017913 Initialization: 6.451000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.823000 Kernel 1: 0.021000 Kernel 2: 103.380997 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.004760 0.666667 fi:0.433036. Ave ac:0.016211,0.021652 Initialization: 6.309000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.690000 Kernel 1: 0.022000 Kernel 2: 102.744003 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.004761 0.769231 fi:0.330472. Ave ac:0.014245,0.015356 Initialization: 6.264000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.136000 Kernel 1: 0.022000 Kernel 2: 103.125999 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.006188 0.787879 fi:0.311228. Ave ac:0.014439,0.015299 Initialization: 7.303000 Memcpy Classifiers: 0.501000 Memcpy Instances: 9.447000 Kernel 1: 0.022000 Kernel 2: 100.950996 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.003809 0.842105 fi:0.311321. Ave ac:0.013657,0.015150 Initialization: 6.618000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.477000 Kernel 1: 0.026000 Kernel 2: 96.521004 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.005710 0.774194 fi:0.325114. Ave ac:0.011304,0.014028 Iteration 10:MDL fitness activated Error 0.325114 TL 0.025717 MDL Theory Length Weight: 4.2140732746 (3) Initialization: 6.497000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.927000 Kernel 1: 0.022000 Kernel 2: 95.077003 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.008805 0.770833 fi:0.425795. Ave ac:0.010521,0.016181 Initialization: 6.258000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.625000 Kernel 1: 0.022000 Kernel 2: 91.629997 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.004045 0.772727 fi:0.440787. Ave ac:0.011099,0.015655 Initialization: 6.462000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.533000 Kernel 1: 0.022000 Kernel 2: 87.188004 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004045 0.850000 fi:0.371282. Ave ac:0.015026,0.019750 Initialization: 6.337000 Memcpy Classifiers: 0.362000 Memcpy Instances: 10.145000 Kernel 1: 0.021000 Kernel 2: 85.869003 Copyback: 0.371000 Sum: 0.029000 It 13,Best ac:0.004760 0.800000 fi:0.401426. Ave ac:0.015119,0.020798 Initialization: 6.710000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.446000 Kernel 1: 0.022000 Kernel 2: 84.416000 Copyback: 0.018000 Sum: 0.031000 It 14,Best ac:0.005474 0.884615 fi:0.344903. Ave ac:0.013124,0.022726 Initialization: 6.789000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.474000 Kernel 1: 0.022000 Kernel 2: 80.386002 Copyback: 0.017000 Sum: 0.025000 It 15,Best ac:0.005474 0.851852 fi:0.312801. Ave ac:0.016944,0.025634 Initialization: 6.462000 Memcpy Classifiers: 0.369000 Memcpy Instances: 8.546000 Kernel 1: 0.022000 Kernel 2: 80.289001 Copyback: 0.017000 Sum: 0.025000 It 16,Best ac:0.004045 0.739130 fi:0.465715. Ave ac:0.013876,0.024354 Initialization: 6.288000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.437000 Kernel 1: 0.024000 Kernel 2: 77.177002 Copyback: 0.018000 Sum: 0.023000 It 17,Best ac:0.004996 0.750000 fi:0.405652. Ave ac:0.017144,0.031744 Initialization: 6.211000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.929000 Kernel 1: 0.022000 Kernel 2: 75.724998 Copyback: 0.017000 Sum: 0.025000 It 18,Best ac:0.007376 0.837838 fi:0.326023. Ave ac:0.017379,0.032577 Initialization: 6.682000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.448000 Kernel 1: 0.022000 Kernel 2: 75.207001 Copyback: 0.021000 Sum: 0.024000 It 19,Best ac:0.004522 0.904762 fi:0.270306. Ave ac:0.013878,0.028739 Initialization: 6.336000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.505000 Kernel 1: 0.024000 Kernel 2: 73.289001 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.004284 1.000000 fi:0.201084. Ave ac:0.014562,0.028189 Initialization: 6.666000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.771000 Kernel 1: 0.022000 Kernel 2: 72.613998 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.004045 0.894737 fi:0.331564. Ave ac:0.011837,0.018703 Initialization: 6.260000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.484000 Kernel 1: 0.023000 Kernel 2: 72.614998 Copyback: 0.018000 Sum: 0.024000 It 22,Best ac:0.005236 0.814815 fi:0.352212. Ave ac:0.013982,0.028851 Initialization: 6.499000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.970000 Kernel 1: 0.022000 Kernel 2: 71.899002 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.003808 0.888889 fi:0.365720. Ave ac:0.013337,0.025565 Initialization: 7.282000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.692000 Kernel 1: 0.022000 Kernel 2: 72.249001 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.005712 0.923077 fi:0.249246. Ave ac:0.012596,0.022905 Initialization: 6.430000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.742000 Kernel 1: 0.023000 Kernel 2: 70.478996 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.005710 0.800000 fi:0.359136. Ave ac:0.011290,0.022939 Initialization: 6.586000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.020000 Kernel 1: 0.022000 Kernel 2: 70.427002 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.005950 0.757576 fi:0.388302. Ave ac:0.017986,0.037882 Initialization: 6.543000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.978000 Kernel 1: 0.022000 Kernel 2: 71.361000 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.004046 0.772727 fi:0.391363. Ave ac:0.011155,0.026197 Initialization: 7.047000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.501000 Kernel 1: 0.023000 Kernel 2: 70.553001 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.004283 0.947368 fi:0.220058. Ave ac:0.013619,0.024843 Initialization: 6.307000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.435000 Kernel 1: 0.023000 Kernel 2: 72.134003 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.005236 0.758621 fi:0.395924. Ave ac:0.015030,0.026489 MDL Theory Length Weight: 3.7926659471 (10) Initialization: 6.244000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.689000 Kernel 1: 0.023000 Kernel 2: 71.032997 Copyback: 0.018000 Sum: 0.026000 It 30,Best ac:0.005712 0.827586 fi:0.348234. Ave ac:0.014963,0.030667 Initialization: 6.267000 Memcpy Classifiers: 0.334000 Memcpy Instances: 8.696000 Kernel 1: 0.024000 Kernel 2: 70.834000 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.004522 0.863636 fi:0.274299. Ave ac:0.018415,0.038239 Initialization: 6.703000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.472000 Kernel 1: 0.022000 Kernel 2: 70.977997 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.004045 0.809524 fi:0.346333. Ave ac:0.013253,0.027529 Initialization: 7.514000 Memcpy Classifiers: 0.267000 Memcpy Instances: 8.457000 Kernel 1: 0.023000 Kernel 2: 70.949997 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.004760 0.740741 fi:0.408498. Ave ac:0.012343,0.024365 Initialization: 26.315001 Memcpy Instances: 429.277008 Memcpy Classifiers: 0.061000 Kernel 1: 0.021000 Kernel 2: 424.574005 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 418.697998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 412.122009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 424.755005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 419.411987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 417.368988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 415.585999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 416.821991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 422.438995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 415.260010 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 431.759003 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.047000 Kernel 1: 0.020000 Kernel 2: 133.858002 Copyback: 0.017000 Sum: 0.000000 It 34,Best ac:0.004602 0.673398 fi:0.480834. Ave ac:0.010384,0.036155 Best acc 0.004602 0.673398 Rule:Att PSSM_-3_3 is [<-2.214672]|Att PSSM_0_2 is [<-4.774673]|Att PSSM_0_20 is [-1.272298,6.045464]|Att PSSM_4_7 is [<-0.324120]|1 Accuracy : 0.762093 0 1 158467 5613 50209 20349 Removed 1436 instances. 208676 Instances left. Acc of rule 0.004602-0.673398 Initialization: 6.196000 Memcpy Classifiers: 0.526000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 101.436996 Copyback: 0.018000 Sum: 0.052000 Initial population average accuracy1:0.005727 accuracy2:0.230730 Initialization: 6.470000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.406000 Kernel 1: 0.243000 Kernel 2: 106.178001 Copyback: 0.017000 Sum: 0.046000 It 0,Best ac:0.012455 0.577778 fi:0.518651. Ave ac:0.010494,0.015844 Initialization: 6.562000 Memcpy Classifiers: 0.452000 Memcpy Instances: 10.492000 Kernel 1: 0.022000 Kernel 2: 109.220001 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.004074 0.607143 fi:0.492826. Ave ac:0.014050,0.019482 Initialization: 6.219000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.568000 Kernel 1: 0.022000 Kernel 2: 104.563004 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.004313 0.562500 fi:0.537368. Ave ac:0.013328,0.015891 Initialization: 6.434000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.455000 Kernel 1: 0.021000 Kernel 2: 103.882004 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.003834 0.695652 fi:0.441753. Ave ac:0.013716,0.014035 Initialization: 6.510000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.436000 Kernel 1: 0.023000 Kernel 2: 101.619003 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.006231 0.764706 fi:0.334352. Ave ac:0.012082,0.014802 Initialization: 6.201000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.570000 Kernel 1: 0.022000 Kernel 2: 101.946999 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.003834 0.761905 fi:0.375501. Ave ac:0.010955,0.011863 Initialization: 7.644000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.404000 Kernel 1: 0.023000 Kernel 2: 101.766998 Copyback: 0.017000 Sum: 0.043000 It 6,Best ac:0.003834 0.800000 fi:0.337405. Ave ac:0.010700,0.013803 Initialization: 6.574000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.813000 Kernel 1: 0.021000 Kernel 2: 98.614998 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.003834 0.888889 fi:0.248517. Ave ac:0.009840,0.012420 Initialization: 6.305000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.402000 Kernel 1: 0.023000 Kernel 2: 98.847000 Copyback: 0.018000 Sum: 0.030000 It 8,Best ac:0.003594 0.882353 fi:0.308965. Ave ac:0.011207,0.017586 Initialization: 6.196000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.513000 Kernel 1: 0.023000 Kernel 2: 94.434998 Copyback: 0.018000 Sum: 0.038000 It 9,Best ac:0.004073 0.772727 fi:0.327242. Ave ac:0.008894,0.009759 Iteration 10:MDL fitness activated Error 0.327242 TL 0.040623 MDL Theory Length Weight: 2.6851914029 (3) Initialization: 6.152000 Memcpy Classifiers: 0.447000 Memcpy Instances: 9.261000 Kernel 1: 0.022000 Kernel 2: 93.940002 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.004552 0.730769 fi:0.434853. Ave ac:0.007263,0.011856 Initialization: 6.254000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.388000 Kernel 1: 0.022000 Kernel 2: 90.574997 Copyback: 0.017000 Sum: 0.044000 It 11,Best ac:0.005512 0.793103 fi:0.410834. Ave ac:0.007792,0.014074 Initialization: 7.381000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.739000 Kernel 1: 0.023000 Kernel 2: 92.733002 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.004073 0.680000 fi:0.490894. Ave ac:0.010932,0.020826 Initialization: 6.240000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.427000 Kernel 1: 0.023000 Kernel 2: 90.541000 Copyback: 0.017000 Sum: 0.040000 It 13,Best ac:0.004793 0.769231 fi:0.403341. Ave ac:0.010689,0.016014 Initialization: 6.224000 Memcpy Classifiers: 0.407000 Memcpy Instances: 8.421000 Kernel 1: 0.023000 Kernel 2: 88.403000 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.003833 0.727273 fi:0.450304. Ave ac:0.008785,0.016339 Initialization: 6.456000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.866000 Kernel 1: 0.022000 Kernel 2: 88.677002 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.005032 0.750000 fi:0.408142. Ave ac:0.012217,0.024743 Initialization: 6.221000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.443000 Kernel 1: 0.023000 Kernel 2: 84.920998 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.006708 0.736842 fi:0.400551. Ave ac:0.015750,0.030906 Initialization: 6.208000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.742000 Kernel 1: 0.023000 Kernel 2: 83.408997 Copyback: 0.017000 Sum: 0.026000 It 17,Best ac:0.004074 0.809524 fi:0.334397. Ave ac:0.017248,0.037019 Initialization: 6.464000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.420000 Kernel 1: 0.022000 Kernel 2: 83.337997 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.004073 0.809524 fi:0.340009. Ave ac:0.010446,0.023566 Initialization: 6.119000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.501000 Kernel 1: 0.023000 Kernel 2: 81.013000 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.010062 0.736842 fi:0.393226. Ave ac:0.013441,0.030739 Initialization: 6.243000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.542000 Kernel 1: 0.023000 Kernel 2: 79.342003 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.004313 0.720000 fi:0.403606. Ave ac:0.016605,0.032402 Initialization: 6.402000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.574000 Kernel 1: 0.022000 Kernel 2: 78.695000 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.005032 0.724138 fi:0.418224. Ave ac:0.015987,0.039104 Initialization: 6.490000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.429000 Kernel 1: 0.022000 Kernel 2: 77.290001 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.005512 0.718750 fi:0.412100. Ave ac:0.017040,0.035920 Initialization: 6.350000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.833000 Kernel 1: 0.022000 Kernel 2: 77.827003 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.004313 0.818182 fi:0.310561. Ave ac:0.014542,0.034017 Initialization: 7.673000 Memcpy Classifiers: 0.325000 Memcpy Instances: 8.398000 Kernel 1: 0.023000 Kernel 2: 77.959999 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.009102 0.730769 fi:0.405459. Ave ac:0.016495,0.035170 Initialization: 6.611000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.415000 Kernel 1: 0.022000 Kernel 2: 77.318001 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.004792 0.800000 fi:0.328540. Ave ac:0.017055,0.034445 Initialization: 6.627000 Memcpy Classifiers: 0.266000 Memcpy Instances: 8.961000 Kernel 1: 0.022000 Kernel 2: 77.978996 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.004312 0.692308 fi:0.478483. Ave ac:0.014596,0.034136 Initialization: 6.189000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.977000 Kernel 1: 0.021000 Kernel 2: 77.707001 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.005989 0.862069 fi:0.305622. Ave ac:0.014318,0.023356 Initialization: 6.709000 Memcpy Classifiers: 0.530000 Memcpy Instances: 8.384000 Kernel 1: 0.023000 Kernel 2: 77.299004 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.004073 0.772727 fi:0.352316. Ave ac:0.016673,0.038966 Initialization: 6.570000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.588000 Kernel 1: 0.022000 Kernel 2: 78.996002 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.004313 0.720000 fi:0.417949. Ave ac:0.015181,0.033198 Initialization: 6.214000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.776000 Kernel 1: 0.022000 Kernel 2: 77.016998 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.004552 0.703704 fi:0.426255. Ave ac:0.011258,0.026183 Initialization: 6.335000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.758000 Kernel 1: 0.022000 Kernel 2: 76.404999 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.004553 0.791667 fi:0.333805. Ave ac:0.014271,0.032243 Initialization: 6.182000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.643000 Kernel 1: 0.023000 Kernel 2: 76.197998 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.004313 0.620690 fi:0.521543. Ave ac:0.019436,0.040019 Initialization: 6.203000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.438000 Kernel 1: 0.023000 Kernel 2: 77.573997 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.005032 0.750000 fi:0.387217. Ave ac:0.020521,0.039290 Initialization: 26.856001 Memcpy Instances: 425.127991 Memcpy Classifiers: 0.069000 Kernel 1: 0.022000 Kernel 2: 454.705994 Copyback: 0.367000 Sum: 0.014000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 441.893005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 451.691010 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 456.803986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 447.700989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 455.048004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 446.799011 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 437.809998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 445.583008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 449.683014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 444.808990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.013000 Kernel 2: 138.089005 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.005449 0.610634 fi:0.514460. Ave ac:0.014366,0.053265 Best acc 0.005449 0.610634 Initialization: 6.635000 Memcpy Classifiers: 0.579000 Memcpy Instances: 8.615000 Kernel 1: 0.024000 Kernel 2: 102.445000 Copyback: 0.017000 Sum: 0.054000 Initial population average accuracy1:0.005802 accuracy2:0.238636 Initialization: 6.433000 Memcpy Classifiers: 0.495000 Memcpy Instances: 8.760000 Kernel 1: 0.022000 Kernel 2: 111.990997 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.007189 0.517241 fi:0.581411. Ave ac:0.011395,0.015872 Initialization: 6.711000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.649000 Kernel 1: 0.022000 Kernel 2: 111.624001 Copyback: 0.018000 Sum: 0.031000 It 1,Best ac:0.003834 0.761905 fi:0.375501. Ave ac:0.015846,0.018850 Initialization: 6.249000 Memcpy Classifiers: 0.466000 Memcpy Instances: 8.387000 Kernel 1: 0.023000 Kernel 2: 110.319000 Copyback: 0.018000 Sum: 0.036000 It 2,Best ac:0.005751 0.666667 fi:0.432593. Ave ac:0.016038,0.018486 Initialization: 6.150000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.759000 Kernel 1: 0.022000 Kernel 2: 105.259003 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.012218 0.689189 fi:0.407336. Ave ac:0.012866,0.013623 Initialization: 6.197000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.607000 Kernel 1: 0.022000 Kernel 2: 106.148003 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003834 0.842105 fi:0.295300. Ave ac:0.012358,0.011060 Initialization: 6.219000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.737000 Kernel 1: 0.021000 Kernel 2: 106.502998 Copyback: 0.371000 Sum: 0.035000 It 5,Best ac:0.004072 0.772727 fi:0.327243. Ave ac:0.011765,0.011860 Initialization: 6.239000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.389000 Kernel 1: 0.023000 Kernel 2: 102.592003 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.005272 0.758621 fi:0.340842. Ave ac:0.012679,0.012779 Initialization: 6.547000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.967000 Kernel 1: 0.023000 Kernel 2: 97.761002 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.005271 0.758621 fi:0.340844. Ave ac:0.011228,0.010181 Initialization: 6.498000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.713000 Kernel 1: 0.023000 Kernel 2: 97.578003 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.005272 0.758621 fi:0.340842. Ave ac:0.010359,0.010901 Initialization: 6.200000 Memcpy Classifiers: 0.443000 Memcpy Instances: 8.385000 Kernel 1: 0.023000 Kernel 2: 99.487000 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.005032 0.777778 fi:0.321786. Ave ac:0.011495,0.014616 Iteration 10:MDL fitness activated Error 0.321786 TL 0.023056 MDL Theory Length Weight: 4.6521587726 (6) Initialization: 6.240000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.401000 Kernel 1: 0.023000 Kernel 2: 98.140999 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.005751 0.827586 fi:0.406743. Ave ac:0.010303,0.010317 Initialization: 6.454000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.412000 Kernel 1: 0.022000 Kernel 2: 92.757004 Copyback: 0.019000 Sum: 0.035000 It 11,Best ac:0.004074 0.739130 fi:0.451471. Ave ac:0.012331,0.012924 Initialization: 6.439000 Memcpy Classifiers: 0.410000 Memcpy Instances: 8.383000 Kernel 1: 0.023000 Kernel 2: 89.462997 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.005751 0.774194 fi:0.426282. Ave ac:0.011734,0.012362 Initialization: 6.242000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.734000 Kernel 1: 0.022000 Kernel 2: 89.203003 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.004552 0.863636 fi:0.328740. Ave ac:0.014204,0.019965 Initialization: 6.364000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.807000 Kernel 1: 0.022000 Kernel 2: 85.203003 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.004312 0.750000 fi:0.448062. Ave ac:0.015447,0.017522 Initialization: 6.159000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.831000 Kernel 1: 0.021000 Kernel 2: 84.860001 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.004553 0.730769 fi:0.452664. Ave ac:0.013983,0.016527 Initialization: 6.654000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.387000 Kernel 1: 0.023000 Kernel 2: 84.023003 Copyback: 0.018000 Sum: 0.030000 It 16,Best ac:0.004793 0.769231 fi:0.462906. Ave ac:0.015689,0.018623 Initialization: 6.655000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.637000 Kernel 1: 0.022000 Kernel 2: 84.103996 Copyback: 0.018000 Sum: 0.024000 It 17,Best ac:0.005989 0.806452 fi:0.377173. Ave ac:0.016478,0.019657 Initialization: 6.256000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.633000 Kernel 1: 0.023000 Kernel 2: 80.598999 Copyback: 0.019000 Sum: 0.023000 It 18,Best ac:0.005750 0.774194 fi:0.412063. Ave ac:0.020273,0.025963 Initialization: 6.640000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.380000 Kernel 1: 0.022000 Kernel 2: 81.572998 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.005032 0.913043 fi:0.293782. Ave ac:0.014899,0.017135 Initialization: 7.134000 Memcpy Classifiers: 0.260000 Memcpy Instances: 8.585000 Kernel 1: 0.023000 Kernel 2: 79.769997 Copyback: 0.017000 Sum: 0.026000 It 20,Best ac:0.003595 0.937500 fi:0.341004. Ave ac:0.013075,0.017346 Initialization: 6.278000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.809000 Kernel 1: 0.022000 Kernel 2: 78.225998 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.003833 0.800000 fi:0.437263. Ave ac:0.010593,0.011670 Initialization: 6.754000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.432000 Kernel 1: 0.023000 Kernel 2: 80.174004 Copyback: 0.016000 Sum: 0.023000 It 22,Best ac:0.006470 0.843750 fi:0.338097. Ave ac:0.011413,0.012623 Initialization: 6.178000 Memcpy Classifiers: 0.281000 Memcpy Instances: 8.582000 Kernel 1: 0.022000 Kernel 2: 78.704002 Copyback: 0.016000 Sum: 0.024000 It 23,Best ac:0.006229 0.702703 fi:0.477158. Ave ac:0.011273,0.012624 Initialization: 6.343000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.387000 Kernel 1: 0.023000 Kernel 2: 77.830002 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.004552 0.730769 fi:0.416313. Ave ac:0.012952,0.014428 Initialization: 6.545000 Memcpy Classifiers: 0.248000 Memcpy Instances: 8.423000 Kernel 1: 0.023000 Kernel 2: 79.958000 Copyback: 0.016000 Sum: 0.024000 It 25,Best ac:0.004793 0.800000 fi:0.357634. Ave ac:0.014380,0.015808 Initialization: 6.253000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.033000 Kernel 1: 0.022000 Kernel 2: 79.799004 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.006707 0.903226 fi:0.278522. Ave ac:0.010136,0.012599 Initialization: 6.222000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.555000 Kernel 1: 0.023000 Kernel 2: 82.441002 Copyback: 0.018000 Sum: 0.024000 It 27,Best ac:0.004074 0.894737 fi:0.295170. Ave ac:0.011398,0.014943 Initialization: 6.567000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.390000 Kernel 1: 0.023000 Kernel 2: 84.467003 Copyback: 0.019000 Sum: 0.024000 It 28,Best ac:0.005989 0.806452 fi:0.388925. Ave ac:0.009863,0.011612 Initialization: 6.205000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.703000 Kernel 1: 0.023000 Kernel 2: 83.568001 Copyback: 0.018000 Sum: 0.024000 It 29,Best ac:0.004551 0.760000 fi:0.450161. Ave ac:0.009234,0.009908 Initialization: 6.512000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.428000 Kernel 1: 0.022000 Kernel 2: 84.387001 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.004074 0.944444 fi:0.256187. Ave ac:0.011791,0.015796 Initialization: 6.301000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.798000 Kernel 1: 0.022000 Kernel 2: 83.362000 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.005030 0.840000 fi:0.343233. Ave ac:0.010911,0.015257 Initialization: 6.569000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.196000 Kernel 1: 0.022000 Kernel 2: 82.014000 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.009106 0.844444 fi:0.325845. Ave ac:0.010560,0.011035 Initialization: 6.246000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.698000 Kernel 1: 0.022000 Kernel 2: 80.850998 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.004552 0.950000 fi:0.232217. Ave ac:0.009611,0.011193 Initialization: 25.816999 Memcpy Instances: 419.239990 Memcpy Classifiers: 0.052000 Kernel 1: 0.023000 Kernel 2: 494.886993 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 487.398987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 485.539001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.015000 Kernel 2: 489.483002 Copyback: 0.019000 Sum: 0.005000 Memcpy Classifiers: 0.050000 Kernel 1: 0.018000 Kernel 2: 476.032013 Copyback: 0.021000 Sum: 0.007000 Memcpy Classifiers: 0.052000 Kernel 1: 0.021000 Kernel 2: 485.605011 Copyback: 0.364000 Sum: 0.004000 Memcpy Classifiers: 0.050000 Kernel 1: 0.017000 Kernel 2: 486.040985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 490.588013 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 478.941010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 484.455994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 483.002014 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.042000 Kernel 1: 0.020000 Kernel 2: 140.880005 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.008199 0.663435 fi:0.507237. Ave ac:0.008145,0.026177 Best acc 0.008199 0.663435 Rule:Att PSSM_-2_7 is [-6.944454,-2.192352]|Att PSSM_-1_11 is [>-2.066371]|Att PSSM_0_1 is [-2.931737,5.941518]|Att PSSM_0_7 is [<-3.706014]|Att PSSM_0_12 is [<-2.045042]|1 Accuracy : 0.765686 0 1 157599 6481 48498 22060 Removed 2579 instances. 206097 Instances left. Acc of rule 0.008199-0.663435 Initialization: 6.654000 Memcpy Classifiers: 1.485000 Memcpy Instances: 9.410000 Kernel 1: 0.024000 Kernel 2: 103.239998 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.006025 accuracy2:0.237325 Initialization: 6.201000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.267000 Kernel 1: 0.024000 Kernel 2: 106.247002 Copyback: 0.018000 Sum: 0.039000 It 0,Best ac:0.003882 0.640000 fi:0.467170. Ave ac:0.010141,0.013743 Initialization: 7.218000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.691000 Kernel 1: 0.022000 Kernel 2: 107.487999 Copyback: 0.017000 Sum: 0.037000 It 1,Best ac:0.005822 0.750000 fi:0.349175. Ave ac:0.012328,0.014535 Initialization: 6.638000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.385000 Kernel 1: 0.021000 Kernel 2: 105.639000 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.004124 0.809524 fi:0.290385. Ave ac:0.013543,0.017833 Initialization: 6.193000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.463000 Kernel 1: 0.022000 Kernel 2: 101.253998 Copyback: 0.019000 Sum: 0.038000 It 3,Best ac:0.008248 0.708333 fi:0.389793. Ave ac:0.014680,0.020528 Initialization: 6.077000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.836000 Kernel 1: 0.022000 Kernel 2: 98.328003 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.004611 0.760000 fi:0.339699. Ave ac:0.015207,0.021034 Initialization: 6.184000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.711000 Kernel 1: 0.022000 Kernel 2: 94.016998 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.010917 0.714286 fi:0.382688. Ave ac:0.014181,0.019266 Initialization: 6.549000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.468000 Kernel 1: 0.023000 Kernel 2: 91.888000 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.006550 0.771429 fi:0.327432. Ave ac:0.011625,0.013851 Initialization: 6.403000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.267000 Kernel 1: 0.023000 Kernel 2: 90.612999 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.006793 0.700000 fi:0.398755. Ave ac:0.011717,0.014780 Initialization: 5.961000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.507000 Kernel 1: 0.024000 Kernel 2: 90.774002 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.006308 0.722222 fi:0.376743. Ave ac:0.009956,0.013630 Initialization: 6.198000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.285000 Kernel 1: 0.023000 Kernel 2: 90.397003 Copyback: 0.017000 Sum: 0.037000 It 9,Best ac:0.009704 0.851064 fi:0.246434. Ave ac:0.011208,0.014674 Iteration 10:MDL fitness activated Error 0.246434 TL 0.034331 MDL Theory Length Weight: 2.3926930348 (1) Initialization: 6.228000 Memcpy Classifiers: 0.362000 Memcpy Instances: 10.102000 Kernel 1: 0.022000 Kernel 2: 87.886002 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.006550 0.843750 fi:0.314606. Ave ac:0.008383,0.010021 Initialization: 6.357000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.265000 Kernel 1: 0.023000 Kernel 2: 90.417999 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.005337 0.846154 fi:0.307457. Ave ac:0.009918,0.014475 Initialization: 6.159000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.938000 Kernel 1: 0.022000 Kernel 2: 91.091003 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.005339 0.785714 fi:0.379405. Ave ac:0.010500,0.012504 Initialization: 6.389000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.271000 Kernel 1: 0.023000 Kernel 2: 87.557999 Copyback: 0.018000 Sum: 0.035000 It 13,Best ac:0.005822 0.750000 fi:0.402192. Ave ac:0.010069,0.011992 Initialization: 6.192000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.629000 Kernel 1: 0.022000 Kernel 2: 88.333000 Copyback: 0.018000 Sum: 0.036000 It 14,Best ac:0.006550 0.771429 fi:0.378789. Ave ac:0.009431,0.012956 Initialization: 6.552000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.676000 Kernel 1: 0.021000 Kernel 2: 90.008003 Copyback: 0.018000 Sum: 0.036000 It 15,Best ac:0.003882 0.888889 fi:0.273234. Ave ac:0.010152,0.014083 Initialization: 6.609000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.333000 Kernel 1: 0.022000 Kernel 2: 87.874001 Copyback: 0.018000 Sum: 0.034000 It 16,Best ac:0.004367 0.818182 fi:0.312183. Ave ac:0.010718,0.014054 Initialization: 6.153000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.804000 Kernel 1: 0.022000 Kernel 2: 86.082001 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.005095 0.807692 fi:0.329943. Ave ac:0.010004,0.011510 Initialization: 6.633000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.317000 Kernel 1: 0.022000 Kernel 2: 86.274002 Copyback: 0.018000 Sum: 0.033000 It 18,Best ac:0.005337 0.785714 fi:0.358887. Ave ac:0.008723,0.010141 Initialization: 6.197000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.714000 Kernel 1: 0.022000 Kernel 2: 86.146004 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.007035 0.805556 fi:0.345687. Ave ac:0.008243,0.009038 Initialization: 7.647000 Memcpy Classifiers: 0.328000 Memcpy Instances: 8.297000 Kernel 1: 0.022000 Kernel 2: 86.272003 Copyback: 0.018000 Sum: 0.033000 It 20,Best ac:0.005822 0.857143 fi:0.287626. Ave ac:0.008719,0.007386 Initialization: 6.434000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.391000 Kernel 1: 0.022000 Kernel 2: 83.177002 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.004367 0.818182 fi:0.342025. Ave ac:0.008387,0.010454 Initialization: 6.555000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.347000 Kernel 1: 0.022000 Kernel 2: 83.334999 Copyback: 0.370000 Sum: 0.030000 It 22,Best ac:0.003882 0.800000 fi:0.346421. Ave ac:0.008267,0.009084 Initialization: 6.617000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.337000 Kernel 1: 0.022000 Kernel 2: 82.648003 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.004367 0.900000 fi:0.237672. Ave ac:0.008175,0.011875 Initialization: 6.160000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.571000 Kernel 1: 0.023000 Kernel 2: 82.412003 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.003396 1.000000 fi:0.272798. Ave ac:0.008508,0.012579 Initialization: 6.146000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.527000 Kernel 1: 0.022000 Kernel 2: 82.981003 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.004852 0.769231 fi:0.370483. Ave ac:0.006724,0.008942 Initialization: 6.550000 Memcpy Classifiers: 0.248000 Memcpy Instances: 8.314000 Kernel 1: 0.022000 Kernel 2: 82.244003 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.004124 0.894737 fi:0.245292. Ave ac:0.010552,0.012724 Initialization: 6.224000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.632000 Kernel 1: 0.022000 Kernel 2: 83.262001 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003882 0.800000 fi:0.347290. Ave ac:0.008393,0.011908 Initialization: 6.673000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.076000 Kernel 1: 0.022000 Kernel 2: 82.822998 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.004124 0.772727 fi:0.363176. Ave ac:0.008004,0.009283 Initialization: 6.197000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.494000 Kernel 1: 0.023000 Kernel 2: 82.935997 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.004124 0.850000 fi:0.310793. Ave ac:0.008586,0.008955 Initialization: 6.702000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.268000 Kernel 1: 0.023000 Kernel 2: 84.733002 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.004609 0.904762 fi:0.242703. Ave ac:0.010131,0.013165 Initialization: 6.221000 Memcpy Classifiers: 0.271000 Memcpy Instances: 8.710000 Kernel 1: 0.022000 Kernel 2: 82.722000 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.004124 0.944444 fi:0.198852. Ave ac:0.009363,0.010643 Initialization: 6.505000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.350000 Kernel 1: 0.022000 Kernel 2: 83.432999 Copyback: 0.018000 Sum: 0.027000 It 32,Best ac:0.005337 0.814815 fi:0.319667. Ave ac:0.006814,0.008643 Initialization: 6.650000 Memcpy Classifiers: 0.288000 Memcpy Instances: 9.151000 Kernel 1: 0.023000 Kernel 2: 84.771004 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.009221 0.745098 fi:0.392177. Ave ac:0.009040,0.010273 Initialization: 26.857000 Memcpy Instances: 415.925995 Memcpy Classifiers: 0.062000 Kernel 1: 0.022000 Kernel 2: 498.373993 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.055000 Kernel 1: 0.016000 Kernel 2: 490.303009 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.061000 Kernel 1: 0.018000 Kernel 2: 488.023987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 513.869995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 485.790985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 497.987000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 495.454010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 480.420990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 470.091003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 510.764008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 389.044006 Copyback: 0.369000 Sum: 0.001000 It 34,Best ac:0.004420 0.655396 fi:0.480380. Ave ac:0.010529,0.034294 Best acc 0.004420 0.655396 Initialization: 6.689000 Memcpy Classifiers: 0.597000 Memcpy Instances: 8.953000 Kernel 1: 0.024000 Kernel 2: 100.699997 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.005206 accuracy2:0.220159 Initialization: 6.743000 Memcpy Classifiers: 0.803000 Memcpy Instances: 8.523000 Kernel 1: 0.021000 Kernel 2: 105.578003 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.004852 0.588235 fi:0.511359. Ave ac:0.009835,0.013602 Initialization: 6.432000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.320000 Kernel 1: 0.023000 Kernel 2: 112.228996 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.004367 0.692308 fi:0.407496. Ave ac:0.013354,0.016834 Initialization: 7.062000 Memcpy Classifiers: 0.491000 Memcpy Instances: 8.352000 Kernel 1: 0.023000 Kernel 2: 110.531998 Copyback: 0.018000 Sum: 0.036000 It 2,Best ac:0.004609 0.791667 fi:0.308032. Ave ac:0.012341,0.016055 Initialization: 6.213000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.616000 Kernel 1: 0.022000 Kernel 2: 111.401001 Copyback: 0.018000 Sum: 0.032000 It 3,Best ac:0.004609 0.612903 fi:0.486796. Ave ac:0.011376,0.014566 Initialization: 7.078000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.133000 Kernel 1: 0.022000 Kernel 2: 109.528000 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.004852 0.666667 fi:0.432927. Ave ac:0.012085,0.014844 Initialization: 6.695000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.314000 Kernel 1: 0.022000 Kernel 2: 111.788002 Copyback: 0.017000 Sum: 0.037000 It 5,Best ac:0.003639 0.833333 fi:0.329639. Ave ac:0.012608,0.014276 Initialization: 6.142000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.645000 Kernel 1: 0.023000 Kernel 2: 114.578003 Copyback: 0.018000 Sum: 0.036000 It 6,Best ac:0.006550 0.794118 fi:0.304743. Ave ac:0.011508,0.012624 Initialization: 6.637000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.346000 Kernel 1: 0.022000 Kernel 2: 112.872002 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.005095 0.913043 fi:0.186446. Ave ac:0.010233,0.012903 Initialization: 6.124000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.525000 Kernel 1: 0.022000 Kernel 2: 118.050003 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.003883 0.800000 fi:0.307170. Ave ac:0.008334,0.010460 Initialization: 6.404000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.362000 Kernel 1: 0.022000 Kernel 2: 114.718002 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.005580 0.696970 fi:0.402310. Ave ac:0.010198,0.013386 Iteration 10:MDL fitness activated Error 0.402310 TL 0.035272 MDL Theory Length Weight: 3.8019757227 (3) Initialization: 6.403000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.329000 Kernel 1: 0.023000 Kernel 2: 108.429001 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.007521 0.720930 fi:0.457046. Ave ac:0.010807,0.011917 Initialization: 6.397000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.964000 Kernel 1: 0.022000 Kernel 2: 111.727997 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.004852 0.769231 fi:0.463294. Ave ac:0.010067,0.011952 Initialization: 6.192000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.443000 Kernel 1: 0.022000 Kernel 2: 108.510002 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.003882 0.888889 fi:0.320624. Ave ac:0.008391,0.009178 Initialization: 6.682000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.581000 Kernel 1: 0.023000 Kernel 2: 102.142998 Copyback: 0.017000 Sum: 0.039000 It 13,Best ac:0.003882 0.888889 fi:0.317002. Ave ac:0.008834,0.012297 Initialization: 6.175000 Memcpy Classifiers: 0.384000 Memcpy Instances: 8.601000 Kernel 1: 0.022000 Kernel 2: 101.776001 Copyback: 0.017000 Sum: 0.038000 It 14,Best ac:0.007278 0.769231 fi:0.393457. Ave ac:0.011051,0.011664 Initialization: 6.236000 Memcpy Classifiers: 0.633000 Memcpy Instances: 8.325000 Kernel 1: 0.021000 Kernel 2: 97.011002 Copyback: 0.017000 Sum: 0.037000 It 15,Best ac:0.004852 0.869565 fi:0.338423. Ave ac:0.011754,0.012591 Initialization: 6.214000 Memcpy Classifiers: 0.730000 Memcpy Instances: 8.677000 Kernel 1: 0.022000 Kernel 2: 96.894997 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.009461 0.780000 fi:0.372442. Ave ac:0.011418,0.012019 Initialization: 6.294000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.403000 Kernel 1: 0.021000 Kernel 2: 96.711998 Copyback: 0.018000 Sum: 0.036000 It 17,Best ac:0.003154 1.000000 fi:0.348288. Ave ac:0.011335,0.014303 Initialization: 6.203000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.566000 Kernel 1: 0.022000 Kernel 2: 95.214996 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.004852 0.740741 fi:0.408728. Ave ac:0.009486,0.014202 Initialization: 7.643000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.298000 Kernel 1: 0.022000 Kernel 2: 95.014000 Copyback: 0.017000 Sum: 0.039000 It 19,Best ac:0.009219 0.745098 fi:0.415795. Ave ac:0.007640,0.011022 Initialization: 6.175000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.744000 Kernel 1: 0.021000 Kernel 2: 91.650002 Copyback: 0.018000 Sum: 0.033000 It 20,Best ac:0.003882 0.888889 fi:0.299718. Ave ac:0.008902,0.014060 Initialization: 6.216000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.396000 Kernel 1: 0.021000 Kernel 2: 92.232002 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.010432 0.811321 fi:0.317666. Ave ac:0.011529,0.015166 Initialization: 6.532000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.287000 Kernel 1: 0.021000 Kernel 2: 90.983002 Copyback: 0.018000 Sum: 0.030000 It 22,Best ac:0.006065 0.735294 fi:0.418823. Ave ac:0.010131,0.014264 Initialization: 6.217000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.456000 Kernel 1: 0.023000 Kernel 2: 89.136002 Copyback: 0.018000 Sum: 0.030000 It 23,Best ac:0.003639 0.882353 fi:0.328472. Ave ac:0.012413,0.016963 Initialization: 6.215000 Memcpy Classifiers: 0.282000 Memcpy Instances: 9.461000 Kernel 1: 0.022000 Kernel 2: 89.783997 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.005337 0.880000 fi:0.285672. Ave ac:0.008375,0.011680 Initialization: 6.254000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.514000 Kernel 1: 0.022000 Kernel 2: 90.319000 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.003396 0.875000 fi:0.403519. Ave ac:0.011514,0.017466 Initialization: 6.485000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.970000 Kernel 1: 0.021000 Kernel 2: 85.819000 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.008491 0.714286 fi:0.431682. Ave ac:0.011838,0.019285 Initialization: 6.540000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.304000 Kernel 1: 0.022000 Kernel 2: 84.845001 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.006793 0.777778 fi:0.367318. Ave ac:0.011502,0.016748 Initialization: 6.401000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.329000 Kernel 1: 0.022000 Kernel 2: 83.372002 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.003882 0.842105 fi:0.337190. Ave ac:0.011902,0.017918 Initialization: 6.148000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.510000 Kernel 1: 0.022000 Kernel 2: 82.166000 Copyback: 0.019000 Sum: 0.029000 It 29,Best ac:0.005095 0.777778 fi:0.386302. Ave ac:0.009030,0.011149 Initialization: 7.557000 Memcpy Classifiers: 0.287000 Memcpy Instances: 8.492000 Kernel 1: 0.022000 Kernel 2: 84.367996 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.004124 0.772727 fi:0.378178. Ave ac:0.009675,0.014688 Initialization: 6.480000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.762000 Kernel 1: 0.022000 Kernel 2: 84.346001 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.005822 0.857143 fi:0.305182. Ave ac:0.011482,0.014543 Initialization: 6.174000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.682000 Kernel 1: 0.022000 Kernel 2: 80.677002 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.003396 0.933333 fi:0.341395. Ave ac:0.010114,0.012934 Initialization: 6.149000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.723000 Kernel 1: 0.022000 Kernel 2: 79.697998 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.006308 0.838710 fi:0.323405. Ave ac:0.011656,0.018762 MDL Theory Length Weight: 3.4217781504 (10) Initialization: 28.257000 Memcpy Instances: 412.015991 Memcpy Classifiers: 0.064000 Kernel 1: 0.023000 Kernel 2: 476.746002 Copyback: 0.367000 Sum: 0.015000 Memcpy Classifiers: 0.061000 Kernel 1: 0.016000 Kernel 2: 461.983002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 481.886993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 479.001007 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 458.651001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 465.082001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 465.014008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 485.350006 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 473.554993 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 467.664001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 372.480011 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004241 0.640762 fi:0.517227. Ave ac:0.010926,0.035480 Best acc 0.004241 0.640762 Rule:Att PSSM_-4_7 is [-5.555649,-0.730962]|Att PSSM_0_12 is [-6.462205,-3.572242]|Att PSSM_1_18 is [-0.089299,8.866398]|Att PSSM_3_12 is [-5.623579,-0.352948]|1 Accuracy : 0.767527 0 1 157120 6960 47587 22971 Removed 1390 instances. 204707 Instances left. Acc of rule 0.004420-0.655396 Initialization: 6.380000 Memcpy Classifiers: 0.561000 Memcpy Instances: 8.206000 Kernel 1: 0.025000 Kernel 2: 100.143997 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005636 accuracy2:0.227600 Initialization: 6.067000 Memcpy Classifiers: 0.523000 Memcpy Instances: 9.046000 Kernel 1: 0.024000 Kernel 2: 103.295998 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.003908 0.551724 fi:0.548258. Ave ac:0.010537,0.014097 Initialization: 6.191000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.877000 Kernel 1: 0.023000 Kernel 2: 106.511002 Copyback: 0.019000 Sum: 0.035000 It 1,Best ac:0.003907 0.640000 fi:0.459982. Ave ac:0.013594,0.015986 Initialization: 6.169000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.426000 Kernel 1: 0.022000 Kernel 2: 103.712997 Copyback: 0.018000 Sum: 0.035000 It 2,Best ac:0.007082 0.617021 fi:0.481572. Ave ac:0.012227,0.014817 Initialization: 6.384000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.691000 Kernel 1: 0.022000 Kernel 2: 101.343002 Copyback: 0.370000 Sum: 0.033000 It 3,Best ac:0.004641 0.655172 fi:0.444489. Ave ac:0.011825,0.013345 Initialization: 7.240000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.821000 Kernel 1: 0.022000 Kernel 2: 100.403999 Copyback: 0.019000 Sum: 0.033000 It 4,Best ac:0.004884 0.666667 fi:0.432888. Ave ac:0.013149,0.013758 Initialization: 6.763000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.385000 Kernel 1: 0.022000 Kernel 2: 95.353996 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.006106 0.657895 fi:0.441126. Ave ac:0.014012,0.013988 Initialization: 7.532000 Memcpy Classifiers: 0.420000 Memcpy Instances: 8.688000 Kernel 1: 0.022000 Kernel 2: 92.918999 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.006105 0.757576 fi:0.341445. Ave ac:0.015039,0.014604 Initialization: 6.160000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.753000 Kernel 1: 0.022000 Kernel 2: 92.207001 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.006595 0.794118 fi:0.304689. Ave ac:0.011889,0.011675 Initialization: 6.397000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.262000 Kernel 1: 0.022000 Kernel 2: 88.591003 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.004398 0.782609 fi:0.317157. Ave ac:0.010104,0.010097 Initialization: 6.175000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.223000 Kernel 1: 0.023000 Kernel 2: 89.918999 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003908 0.888889 fi:0.211093. Ave ac:0.009102,0.009877 Iteration 10:MDL fitness activated Error 0.211093 TL 0.034844 MDL Theory Length Weight: 2.0194217854 (1) Initialization: 6.335000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.607000 Kernel 1: 0.022000 Kernel 2: 90.491997 Copyback: 0.022000 Sum: 0.038000 It 10,Best ac:0.005129 0.807692 fi:0.358750. Ave ac:0.009426,0.009700 Initialization: 6.537000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.247000 Kernel 1: 0.023000 Kernel 2: 92.033997 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004152 0.739130 fi:0.404185. Ave ac:0.009880,0.010290 Initialization: 6.711000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.568000 Kernel 1: 0.022000 Kernel 2: 92.012001 Copyback: 0.016000 Sum: 0.029000 It 12,Best ac:0.005862 0.857143 fi:0.315808. Ave ac:0.009170,0.008926 Initialization: 6.487000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.242000 Kernel 1: 0.024000 Kernel 2: 93.542000 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.005372 0.814815 fi:0.358992. Ave ac:0.007621,0.006710 Initialization: 6.159000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.215000 Kernel 1: 0.023000 Kernel 2: 92.612000 Copyback: 0.017000 Sum: 0.038000 It 14,Best ac:0.003663 0.882353 fi:0.310004. Ave ac:0.007980,0.008867 Initialization: 6.715000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.465000 Kernel 1: 0.022000 Kernel 2: 85.976997 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.003908 0.842105 fi:0.328241. Ave ac:0.008115,0.007287 Initialization: 6.108000 Memcpy Classifiers: 1.149000 Memcpy Instances: 8.560000 Kernel 1: 0.022000 Kernel 2: 86.042000 Copyback: 0.018000 Sum: 0.033000 It 16,Best ac:0.006349 0.866667 fi:0.288713. Ave ac:0.008617,0.008106 Initialization: 7.332000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.229000 Kernel 1: 0.022000 Kernel 2: 84.139000 Copyback: 0.018000 Sum: 0.039000 It 17,Best ac:0.007085 0.805556 fi:0.350781. Ave ac:0.009797,0.008433 Initialization: 6.159000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.203000 Kernel 1: 0.024000 Kernel 2: 84.656998 Copyback: 0.024000 Sum: 0.034000 It 18,Best ac:0.005618 0.821429 fi:0.332427. Ave ac:0.007037,0.007196 Initialization: 6.229000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.564000 Kernel 1: 0.022000 Kernel 2: 85.144997 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.006839 0.903226 fi:0.259960. Ave ac:0.009323,0.007919 Initialization: 6.490000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.217000 Kernel 1: 0.022000 Kernel 2: 83.908997 Copyback: 0.020000 Sum: 0.035000 It 20,Best ac:0.004885 0.833333 fi:0.350635. Ave ac:0.007840,0.006402 Initialization: 6.322000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.227000 Kernel 1: 0.023000 Kernel 2: 89.880997 Copyback: 0.024000 Sum: 0.805000 It 21,Best ac:0.003908 0.888889 fi:0.283927. Ave ac:0.007356,0.005816 Initialization: 6.115000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.811000 Kernel 1: 0.022000 Kernel 2: 85.019997 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.004397 0.900000 fi:0.252727. Ave ac:0.008096,0.005482 Initialization: 6.190000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.219000 Kernel 1: 0.024000 Kernel 2: 82.563004 Copyback: 0.018000 Sum: 0.033000 It 23,Best ac:0.004885 0.833333 fi:0.324077. Ave ac:0.005345,0.003879 Initialization: 6.459000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.212000 Kernel 1: 0.023000 Kernel 2: 83.160004 Copyback: 0.018000 Sum: 0.039000 It 24,Best ac:0.004397 0.857143 fi:0.310281. Ave ac:0.006748,0.005449 Initialization: 6.574000 Memcpy Classifiers: 0.366000 Memcpy Instances: 8.220000 Kernel 1: 0.022000 Kernel 2: 83.324997 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.005617 0.821429 fi:0.332481. Ave ac:0.007517,0.005386 Initialization: 6.488000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.222000 Kernel 1: 0.022000 Kernel 2: 83.213997 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.003907 0.842105 fi:0.303088. Ave ac:0.006734,0.005439 Initialization: 6.047000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.617000 Kernel 1: 0.022000 Kernel 2: 81.460999 Copyback: 0.018000 Sum: 0.032000 It 27,Best ac:0.004152 0.772727 fi:0.372359. Ave ac:0.006756,0.005009 Initialization: 6.411000 Memcpy Classifiers: 0.391000 Memcpy Instances: 8.322000 Kernel 1: 0.023000 Kernel 2: 82.971001 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.005128 0.777778 fi:0.380709. Ave ac:0.005716,0.005323 Initialization: 6.084000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.403000 Kernel 1: 0.022000 Kernel 2: 83.551003 Copyback: 0.018000 Sum: 0.030000 It 29,Best ac:0.007572 0.885714 fi:0.266934. Ave ac:0.009407,0.006379 Initialization: 6.368000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.808000 Kernel 1: 0.022000 Kernel 2: 81.334999 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.005375 0.956522 fi:0.206412. Ave ac:0.009084,0.007228 Initialization: 6.375000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.253000 Kernel 1: 0.023000 Kernel 2: 82.517998 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.005862 0.888889 fi:0.268538. Ave ac:0.006719,0.005485 Initialization: 6.372000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.206000 Kernel 1: 0.021000 Kernel 2: 82.927002 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.004152 0.809524 fi:0.349048. Ave ac:0.007114,0.005895 Initialization: 6.239000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.425000 Kernel 1: 0.022000 Kernel 2: 80.351997 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.004152 0.894737 fi:0.263508. Ave ac:0.007221,0.004928 Initialization: 27.746000 Memcpy Instances: 411.510986 Memcpy Classifiers: 0.072000 Kernel 1: 0.024000 Kernel 2: 489.851990 Copyback: 0.017000 Sum: 0.016000 Memcpy Classifiers: 0.065000 Kernel 1: 0.016000 Kernel 2: 498.563995 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 489.670990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 498.373993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 479.459015 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 491.247986 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 481.916992 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 488.040009 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.015000 Kernel 2: 477.971985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 480.838013 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.059000 Kernel 1: 0.015000 Kernel 2: 385.342987 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005207 0.682022 fi:0.476088. Ave ac:0.007062,0.021644 Best acc 0.005207 0.682022 Initialization: 6.577000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.274000 Kernel 1: 0.024000 Kernel 2: 101.102997 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005618 accuracy2:0.226010 Initialization: 7.055000 Memcpy Classifiers: 0.491000 Memcpy Instances: 8.521000 Kernel 1: 0.022000 Kernel 2: 106.783997 Copyback: 0.020000 Sum: 0.057000 It 0,Best ac:0.023210 0.527778 fi:0.565459. Ave ac:0.010239,0.014975 Initialization: 6.845000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.262000 Kernel 1: 0.023000 Kernel 2: 105.773003 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.003663 0.750000 fi:0.397146. Ave ac:0.012141,0.015072 Initialization: 6.494000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.231000 Kernel 1: 0.175000 Kernel 2: 98.977997 Copyback: 0.017000 Sum: 0.038000 It 2,Best ac:0.005864 0.666667 fi:0.432458. Ave ac:0.012246,0.013988 Initialization: 6.253000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.445000 Kernel 1: 0.022000 Kernel 2: 100.261002 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.004151 0.629630 fi:0.470245. Ave ac:0.010949,0.011726 Initialization: 6.150000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.448000 Kernel 1: 0.022000 Kernel 2: 98.528000 Copyback: 0.023000 Sum: 0.036000 It 4,Best ac:0.003908 0.800000 fi:0.299982. Ave ac:0.011158,0.011870 Initialization: 6.284000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.386000 Kernel 1: 0.022000 Kernel 2: 100.613998 Copyback: 0.018000 Sum: 0.037000 It 5,Best ac:0.007572 0.645833 fi:0.452546. Ave ac:0.010540,0.012066 Initialization: 6.856000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.657000 Kernel 1: 0.022000 Kernel 2: 97.483002 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.006352 0.722222 fi:0.376688. Ave ac:0.011426,0.015026 Initialization: 6.599000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.221000 Kernel 1: 0.023000 Kernel 2: 96.130997 Copyback: 0.018000 Sum: 0.033000 It 7,Best ac:0.005374 0.785714 fi:0.313627. Ave ac:0.012088,0.014051 Initialization: 6.173000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.608000 Kernel 1: 0.022000 Kernel 2: 98.088997 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.006349 0.684211 fi:0.414703. Ave ac:0.011094,0.013346 Initialization: 6.174000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.467000 Kernel 1: 0.022000 Kernel 2: 95.672997 Copyback: 0.018000 Sum: 0.033000 It 9,Best ac:0.004397 0.720000 fi:0.379768. Ave ac:0.010653,0.012148 Iteration 10:MDL fitness activated Error 0.379768 TL 0.027250 MDL Theory Length Weight: 4.6454922948 (6) Initialization: 6.460000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.392000 Kernel 1: 0.023000 Kernel 2: 94.452003 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.006595 0.613636 fi:0.580496. Ave ac:0.008620,0.011081 Initialization: 6.135000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.638000 Kernel 1: 0.023000 Kernel 2: 91.533997 Copyback: 0.017000 Sum: 0.039000 It 11,Best ac:0.005129 0.750000 fi:0.485016. Ave ac:0.013144,0.013268 Initialization: 6.607000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.319000 Kernel 1: 0.022000 Kernel 2: 88.838997 Copyback: 0.020000 Sum: 0.039000 It 12,Best ac:0.003419 0.933333 fi:0.449975. Ave ac:0.012834,0.013761 Initialization: 6.459000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.640000 Kernel 1: 0.022000 Kernel 2: 89.389000 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.004152 0.772727 fi:0.416772. Ave ac:0.013413,0.015234 Initialization: 6.142000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.633000 Kernel 1: 0.022000 Kernel 2: 86.012001 Copyback: 0.017000 Sum: 0.042000 It 14,Best ac:0.005375 0.814815 fi:0.455323. Ave ac:0.017972,0.020544 Initialization: 6.159000 Memcpy Classifiers: 0.343000 Memcpy Instances: 9.076000 Kernel 1: 0.022000 Kernel 2: 86.721001 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.005374 0.814815 fi:0.351766. Ave ac:0.018283,0.019775 Initialization: 6.145000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.796000 Kernel 1: 0.023000 Kernel 2: 85.824997 Copyback: 0.017000 Sum: 0.041000 It 16,Best ac:0.004397 0.782609 fi:0.400117. Ave ac:0.016428,0.021206 Initialization: 6.369000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.214000 Kernel 1: 0.023000 Kernel 2: 86.523003 Copyback: 0.017000 Sum: 0.038000 It 17,Best ac:0.003908 0.888889 fi:0.320758. Ave ac:0.011480,0.014580 Initialization: 6.093000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.533000 Kernel 1: 0.022000 Kernel 2: 87.818001 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.007570 0.704545 fi:0.480400. Ave ac:0.015768,0.020856 Initialization: 6.109000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.529000 Kernel 1: 0.022000 Kernel 2: 83.591003 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.007084 0.725000 fi:0.473431. Ave ac:0.015804,0.020798 Initialization: 6.546000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.218000 Kernel 1: 0.023000 Kernel 2: 83.200996 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.005131 0.777778 fi:0.433000. Ave ac:0.017156,0.018935 Initialization: 6.875000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.256000 Kernel 1: 0.022000 Kernel 2: 81.522003 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.004641 0.826087 fi:0.365752. Ave ac:0.013366,0.018688 Initialization: 6.275000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.275000 Kernel 1: 0.022000 Kernel 2: 81.087997 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.004152 0.772727 fi:0.406851. Ave ac:0.014784,0.018840 Initialization: 6.305000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.281000 Kernel 1: 0.022000 Kernel 2: 82.498001 Copyback: 0.018000 Sum: 0.031000 It 23,Best ac:0.004151 0.894737 fi:0.301340. Ave ac:0.012608,0.015247 Initialization: 6.102000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.986000 Kernel 1: 0.022000 Kernel 2: 82.023003 Copyback: 0.371000 Sum: 0.029000 It 24,Best ac:0.003908 0.888889 fi:0.298822. Ave ac:0.015483,0.016803 Initialization: 6.134000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.641000 Kernel 1: 0.022000 Kernel 2: 84.594002 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.007330 0.731707 fi:0.454508. Ave ac:0.010943,0.014601 Initialization: 6.369000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.215000 Kernel 1: 0.022000 Kernel 2: 86.801003 Copyback: 0.018000 Sum: 0.214000 It 26,Best ac:0.006106 0.833333 fi:0.348926. Ave ac:0.016724,0.016427 Initialization: 6.513000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.278000 Kernel 1: 0.023000 Kernel 2: 83.859001 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.004884 0.833333 fi:0.375886. Ave ac:0.011268,0.013351 Initialization: 6.497000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.297000 Kernel 1: 0.022000 Kernel 2: 80.573997 Copyback: 0.018000 Sum: 0.032000 It 28,Best ac:0.005617 0.793103 fi:0.385139. Ave ac:0.008761,0.009027 Initialization: 6.491000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.213000 Kernel 1: 0.022000 Kernel 2: 82.013000 Copyback: 0.020000 Sum: 0.033000 It 29,Best ac:0.004152 0.850000 fi:0.329578. Ave ac:0.010852,0.011447 Initialization: 6.134000 Memcpy Classifiers: 0.707000 Memcpy Instances: 8.656000 Kernel 1: 0.023000 Kernel 2: 83.839996 Copyback: 0.018000 Sum: 0.031000 It 30,Best ac:0.003907 0.800000 fi:0.386155. Ave ac:0.010149,0.012217 Initialization: 6.162000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.606000 Kernel 1: 0.022000 Kernel 2: 84.109001 Copyback: 0.018000 Sum: 0.026000 It 31,Best ac:0.003907 0.800000 fi:0.372083. Ave ac:0.012853,0.014641 Initialization: 6.122000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.659000 Kernel 1: 0.022000 Kernel 2: 84.559998 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.004641 0.904762 fi:0.267836. Ave ac:0.010407,0.013667 Initialization: 6.157000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.213000 Kernel 1: 0.024000 Kernel 2: 83.750999 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.003907 0.888889 fi:0.287145. Ave ac:0.011579,0.011386 Initialization: 26.931999 Memcpy Instances: 407.220001 Memcpy Classifiers: 0.054000 Kernel 1: 0.022000 Kernel 2: 491.013000 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 495.843994 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.052000 Kernel 1: 0.016000 Kernel 2: 481.941010 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.052000 Kernel 1: 0.016000 Kernel 2: 485.575989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 492.238007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 480.191010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 475.238007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 486.227997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 498.347992 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 492.751007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 375.627014 Copyback: 0.369000 Sum: 0.001000 It 34,Best ac:0.004167 0.662782 fi:0.509188. Ave ac:0.009502,0.030106 Best acc 0.004167 0.662782 Rule:Att PSSM_-4_13 is [-5.948085,5.369452]|Att PSSM_-3_12 is [-6.650137,-1.349863]|Att PSSM_-3_18 is [<7.093193]|Att PSSM_-2_12 is [<-2.147038]|Att PSSM_-1_12 is [-5.823621,-2.699607]|Att PSSM_0_2 is [<-2.525069]|Att PSSM_0_12 is [<-2.012466]|Att PSSM_2_19 is [<9.445916]|Att PSSM_3_6 is [-3.255632,0.010747]|Att PSSM_3_8 is [>-5.312876]|Att PSSM_4_14 is [>-4.528991]|1 Accuracy : 0.769952 0 1 156623 7457 46521 24037 Removed 1563 instances. 203144 Instances left. Acc of rule 0.005207-0.682022 Initialization: 6.478000 Memcpy Classifiers: 0.543000 Memcpy Instances: 8.189000 Kernel 1: 0.024000 Kernel 2: 101.150002 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.005909 accuracy2:0.232977 Initialization: 6.539000 Memcpy Classifiers: 0.525000 Memcpy Instances: 8.351000 Kernel 1: 0.022000 Kernel 2: 105.385002 Copyback: 0.018000 Sum: 0.037000 It 0,Best ac:0.003692 0.576923 fi:0.550048. Ave ac:0.011581,0.014315 Initialization: 6.650000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.153000 Kernel 1: 0.022000 Kernel 2: 107.588997 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.007876 0.533333 fi:0.564862. Ave ac:0.013491,0.015592 Initialization: 6.102000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.799000 Kernel 1: 0.022000 Kernel 2: 112.314003 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.004924 0.588235 fi:0.511269. Ave ac:0.017145,0.017245 Initialization: 6.040000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.325000 Kernel 1: 0.022000 Kernel 2: 112.056000 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.005662 0.638889 fi:0.460287. Ave ac:0.014252,0.013812 Initialization: 6.364000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.364000 Kernel 1: 0.023000 Kernel 2: 105.348000 Copyback: 0.018000 Sum: 0.033000 It 4,Best ac:0.004924 0.606061 fi:0.493443. Ave ac:0.012142,0.012566 Initialization: 6.163000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.817000 Kernel 1: 0.022000 Kernel 2: 101.193001 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.006399 0.702703 fi:0.396148. Ave ac:0.010480,0.012409 Initialization: 6.160000 Memcpy Classifiers: 0.460000 Memcpy Instances: 8.134000 Kernel 1: 0.024000 Kernel 2: 119.841003 Copyback: 0.023000 Sum: 0.034000 It 6,Best ac:0.006645 0.710526 fi:0.388215. Ave ac:0.008452,0.013543 Initialization: 6.186000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.315000 Kernel 1: 0.023000 Kernel 2: 95.539001 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.007138 0.690476 fi:0.408044. Ave ac:0.009894,0.011620 Initialization: 6.018000 Memcpy Classifiers: 0.430000 Memcpy Instances: 8.228000 Kernel 1: 0.023000 Kernel 2: 93.032997 Copyback: 0.017000 Sum: 0.037000 It 8,Best ac:0.004676 0.678571 fi:0.421042. Ave ac:0.009621,0.012690 Initialization: 6.271000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.441000 Kernel 1: 0.022000 Kernel 2: 91.411003 Copyback: 0.018000 Sum: 0.035000 It 9,Best ac:0.007138 0.707317 fi:0.391206. Ave ac:0.011848,0.017991 Iteration 10:MDL fitness activated Error 0.391206 TL 0.033589 MDL Theory Length Weight: 3.8823181590 (4) Initialization: 6.262000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.864000 Kernel 1: 0.022000 Kernel 2: 90.362000 Copyback: 0.017000 Sum: 0.037000 It 10,Best ac:0.003200 0.866667 fi:0.477524. Ave ac:0.009457,0.012307 Initialization: 6.316000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.143000 Kernel 1: 0.024000 Kernel 2: 87.401001 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.004677 0.826087 fi:0.366829. Ave ac:0.011997,0.019612 Initialization: 6.302000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.158000 Kernel 1: 0.022000 Kernel 2: 88.517998 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004677 0.791667 fi:0.416289. Ave ac:0.009208,0.011646 Initialization: 6.300000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.293000 Kernel 1: 0.021000 Kernel 2: 86.807999 Copyback: 0.018000 Sum: 0.034000 It 13,Best ac:0.004922 0.833333 fi:0.370174. Ave ac:0.009019,0.011467 Initialization: 6.053000 Memcpy Classifiers: 0.340000 Memcpy Instances: 31.840000 Kernel 1: 0.022000 Kernel 2: 83.846001 Copyback: 0.017000 Sum: 0.040000 It 14,Best ac:0.003199 0.928571 fi:0.387377. Ave ac:0.010118,0.016022 Initialization: 6.137000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.116000 Kernel 1: 0.022000 Kernel 2: 85.136002 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.006155 0.714286 fi:0.473794. Ave ac:0.010409,0.011672 Initialization: 6.017000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.535000 Kernel 1: 0.022000 Kernel 2: 82.827003 Copyback: 0.018000 Sum: 0.034000 It 16,Best ac:0.003200 1.000000 fi:0.318600. Ave ac:0.013341,0.017025 Initialization: 6.171000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.175000 Kernel 1: 0.023000 Kernel 2: 81.257004 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.007630 0.738095 fi:0.427885. Ave ac:0.009208,0.010526 Initialization: 6.542000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.168000 Kernel 1: 0.023000 Kernel 2: 82.808998 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.005415 0.758621 fi:0.403337. Ave ac:0.013872,0.015291 Initialization: 6.201000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.331000 Kernel 1: 0.023000 Kernel 2: 80.569000 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.004429 0.818182 fi:0.368607. Ave ac:0.012458,0.013328 Initialization: 6.256000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.942000 Kernel 1: 0.021000 Kernel 2: 79.328003 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.004430 0.900000 fi:0.288003. Ave ac:0.012419,0.015555 Initialization: 6.662000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.397000 Kernel 1: 0.023000 Kernel 2: 78.632004 Copyback: 0.018000 Sum: 0.024000 It 21,Best ac:0.005906 0.774194 fi:0.409742. Ave ac:0.012781,0.011804 Initialization: 6.359000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.223000 Kernel 1: 0.022000 Kernel 2: 78.669998 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.006891 0.777778 fi:0.369020. Ave ac:0.014390,0.019443 Initialization: 5.982000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.376000 Kernel 1: 0.023000 Kernel 2: 77.849998 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.004430 0.900000 fi:0.308283. Ave ac:0.013152,0.013225 Initialization: 6.381000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.320000 Kernel 1: 0.022000 Kernel 2: 77.848999 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.003939 0.761905 fi:0.400706. Ave ac:0.009362,0.015113 Initialization: 6.109000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.351000 Kernel 1: 0.023000 Kernel 2: 77.517998 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.005413 0.785714 fi:0.375557. Ave ac:0.012005,0.015081 Initialization: 6.065000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.395000 Kernel 1: 0.023000 Kernel 2: 77.884003 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.004429 0.857143 fi:0.332176. Ave ac:0.011738,0.013704 Initialization: 7.074000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.564000 Kernel 1: 0.022000 Kernel 2: 78.928001 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.004924 0.769231 fi:0.384878. Ave ac:0.012160,0.012224 Initialization: 6.530000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.151000 Kernel 1: 0.023000 Kernel 2: 79.514999 Copyback: 0.018000 Sum: 0.029000 It 28,Best ac:0.006399 0.702703 fi:0.453060. Ave ac:0.009227,0.010181 Initialization: 6.391000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.265000 Kernel 1: 0.022000 Kernel 2: 77.460999 Copyback: 0.018000 Sum: 0.024000 It 29,Best ac:0.004677 0.730769 fi:0.407465. Ave ac:0.011657,0.017273 MDL Theory Length Weight: 3.4940863431 (10) Initialization: 6.131000 Memcpy Classifiers: 0.330000 Memcpy Instances: 8.531000 Kernel 1: 0.023000 Kernel 2: 77.015999 Copyback: 0.018000 Sum: 0.025000 It 30,Best ac:0.006891 0.777778 fi:0.376977. Ave ac:0.015316,0.021467 Initialization: 7.958000 Memcpy Classifiers: 0.324000 Memcpy Instances: 8.197000 Kernel 1: 0.023000 Kernel 2: 78.175003 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.010089 0.759259 fi:0.395657. Ave ac:0.011539,0.017211 Initialization: 6.175000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.509000 Kernel 1: 0.022000 Kernel 2: 80.921997 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.003447 0.933333 fi:0.338122. Ave ac:0.010263,0.012329 Initialization: 6.086000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.673000 Kernel 1: 0.022000 Kernel 2: 80.438004 Copyback: 0.019000 Sum: 0.027000 It 33,Best ac:0.004677 0.863636 fi:0.302794. Ave ac:0.011305,0.012911 Initialization: 27.084999 Memcpy Instances: 407.691010 Memcpy Classifiers: 0.057000 Kernel 1: 0.022000 Kernel 2: 496.967010 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 490.058014 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 502.829010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 499.466003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 486.533997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 486.239014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 499.326996 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 488.466003 Copyback: 0.020000 Sum: 0.005000 Memcpy Classifiers: 0.050000 Kernel 1: 0.018000 Kernel 2: 489.614014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.016000 Kernel 2: 495.544006 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.051000 Kernel 1: 0.022000 Kernel 2: 227.363007 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.055571 0.607752 fi:0.528812. Ave ac:0.008478,0.026992 Best acc 0.055571 0.607752 Initialization: 6.351000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.242000 Kernel 1: 0.025000 Kernel 2: 99.356003 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.005957 accuracy2:0.223199 Initialization: 6.042000 Memcpy Classifiers: 0.523000 Memcpy Instances: 9.330000 Kernel 1: 0.022000 Kernel 2: 103.321999 Copyback: 0.017000 Sum: 0.030000 It 0,Best ac:0.005906 0.571429 fi:0.527641. Ave ac:0.011305,0.014355 Initialization: 6.137000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.141000 Kernel 1: 0.025000 Kernel 2: 108.232002 Copyback: 0.018000 Sum: 0.034000 It 1,Best ac:0.003938 0.640000 fi:0.459943. Ave ac:0.014505,0.016554 Initialization: 6.430000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.173000 Kernel 1: 0.022000 Kernel 2: 102.499001 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.004431 0.642857 fi:0.456865. Ave ac:0.014936,0.017641 Initialization: 6.618000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.548000 Kernel 1: 0.022000 Kernel 2: 103.907997 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.004429 0.666667 fi:0.433058. Ave ac:0.016212,0.018565 Initialization: 6.063000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.506000 Kernel 1: 0.022000 Kernel 2: 101.325996 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.009353 0.666667 fi:0.430869. Ave ac:0.014710,0.017094 Initialization: 6.040000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.493000 Kernel 1: 0.022000 Kernel 2: 99.754997 Copyback: 0.020000 Sum: 0.035000 It 5,Best ac:0.005415 0.709677 fi:0.389608. Ave ac:0.012816,0.019411 Initialization: 6.127000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.035000 Kernel 1: 0.022000 Kernel 2: 103.136002 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.007632 0.620000 fi:0.478301. Ave ac:0.015101,0.018824 Initialization: 6.524000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.174000 Kernel 1: 0.021000 Kernel 2: 98.728996 Copyback: 0.019000 Sum: 0.033000 It 7,Best ac:0.007139 0.743590 fi:0.354930. Ave ac:0.014897,0.019633 Initialization: 6.164000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.719000 Kernel 1: 0.022000 Kernel 2: 97.501999 Copyback: 0.373000 Sum: 0.029000 It 8,Best ac:0.003693 0.789474 fi:0.337497. Ave ac:0.014052,0.016456 Initialization: 6.118000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.186000 Kernel 1: 0.023000 Kernel 2: 98.725998 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.003938 0.615385 fi:0.484559. Ave ac:0.010036,0.014706 Iteration 10:MDL fitness activated Error 0.484559 TL 0.023846 MDL Theory Length Weight: 6.7735709962 (2) Initialization: 6.376000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.198000 Kernel 1: 0.023000 Kernel 2: 98.261002 Copyback: 0.018000 Sum: 0.037000 It 10,Best ac:0.005169 0.913043 fi:0.350901. Ave ac:0.010794,0.014403 Initialization: 6.031000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.435000 Kernel 1: 0.023000 Kernel 2: 93.391998 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.005170 0.777778 fi:0.477018. Ave ac:0.010952,0.015265 Initialization: 6.424000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.189000 Kernel 1: 0.023000 Kernel 2: 93.196999 Copyback: 0.018000 Sum: 0.040000 It 12,Best ac:0.003939 0.842105 fi:0.452964. Ave ac:0.009737,0.012503 Initialization: 6.101000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.349000 Kernel 1: 0.021000 Kernel 2: 90.649002 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.006399 0.742857 fi:0.489621. Ave ac:0.008648,0.011674 Initialization: 6.496000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.464000 Kernel 1: 0.023000 Kernel 2: 85.472000 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.003691 0.882353 fi:0.465146. Ave ac:0.007969,0.013492 Initialization: 6.065000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.414000 Kernel 1: 0.022000 Kernel 2: 83.087997 Copyback: 0.018000 Sum: 0.032000 It 15,Best ac:0.003937 0.640000 fi:0.555928. Ave ac:0.013188,0.022949 Initialization: 6.053000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.395000 Kernel 1: 0.022000 Kernel 2: 83.287003 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.004185 0.772727 fi:0.423555. Ave ac:0.014063,0.021098 Initialization: 6.469000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.157000 Kernel 1: 0.022000 Kernel 2: 82.745003 Copyback: 0.018000 Sum: 0.028000 It 17,Best ac:0.005416 0.628571 fi:0.563493. Ave ac:0.010398,0.019865 Initialization: 6.484000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.648000 Kernel 1: 0.022000 Kernel 2: 80.410004 Copyback: 0.017000 Sum: 0.023000 It 18,Best ac:0.006399 0.634146 fi:0.562362. Ave ac:0.014768,0.026150 Initialization: 6.757000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.225000 Kernel 1: 0.023000 Kernel 2: 77.924004 Copyback: 0.018000 Sum: 0.025000 It 19,Best ac:0.004430 0.720000 fi:0.488630. Ave ac:0.017639,0.029994 MDL Theory Length Weight: 6.0962138966 (12) Initialization: 6.542000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.163000 Kernel 1: 0.022000 Kernel 2: 77.000000 Copyback: 0.018000 Sum: 0.025000 It 20,Best ac:0.004430 0.857143 fi:0.347905. Ave ac:0.017804,0.033424 Initialization: 6.507000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.222000 Kernel 1: 0.022000 Kernel 2: 77.222000 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.004185 0.708333 fi:0.432684. Ave ac:0.016100,0.032816 Initialization: 6.279000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.407000 Kernel 1: 0.022000 Kernel 2: 76.417999 Copyback: 0.016000 Sum: 0.025000 It 22,Best ac:0.003938 0.640000 fi:0.523130. Ave ac:0.014006,0.028885 Initialization: 7.482000 Memcpy Classifiers: 0.300000 Memcpy Instances: 9.585000 Kernel 1: 0.022000 Kernel 2: 73.019997 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.005661 0.741935 fi:0.450597. Ave ac:0.019507,0.033050 Initialization: 6.365000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.170000 Kernel 1: 0.023000 Kernel 2: 72.382004 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.004676 0.730769 fi:0.446475. Ave ac:0.016822,0.032274 Initialization: 6.103000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.904000 Kernel 1: 0.022000 Kernel 2: 71.412003 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.005908 0.800000 fi:0.380893. Ave ac:0.015105,0.029708 Initialization: 6.105000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.687000 Kernel 1: 0.023000 Kernel 2: 72.890999 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.006399 0.684211 fi:0.508121. Ave ac:0.011927,0.028502 Initialization: 6.250000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.221000 Kernel 1: 0.022000 Kernel 2: 73.446999 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.004676 0.678571 fi:0.516364. Ave ac:0.017125,0.031836 Initialization: 6.456000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.353000 Kernel 1: 0.023000 Kernel 2: 71.223000 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.004184 0.739130 fi:0.456265. Ave ac:0.016300,0.033339 Initialization: 6.436000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.880000 Kernel 1: 0.022000 Kernel 2: 70.597000 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.003938 0.800000 fi:0.362784. Ave ac:0.016452,0.031732 MDL Theory Length Weight: 5.4865925070 (22) Initialization: 6.323000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.142000 Kernel 1: 0.023000 Kernel 2: 71.235001 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.004431 0.666667 fi:0.509471. Ave ac:0.010809,0.021728 Initialization: 6.195000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.134000 Kernel 1: 0.024000 Kernel 2: 73.511002 Copyback: 0.018000 Sum: 0.025000 It 31,Best ac:0.003938 0.800000 fi:0.378973. Ave ac:0.012675,0.022167 Initialization: 6.574000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.309000 Kernel 1: 0.022000 Kernel 2: 73.041000 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.003692 0.833333 fi:0.373836. Ave ac:0.011414,0.019849 Initialization: 6.403000 Memcpy Classifiers: 0.266000 Memcpy Instances: 8.182000 Kernel 1: 0.022000 Kernel 2: 70.329002 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.004675 0.791667 fi:0.388671. Ave ac:0.011873,0.018812 Initialization: 28.240999 Memcpy Instances: 408.437012 Memcpy Classifiers: 0.053000 Kernel 1: 0.022000 Kernel 2: 440.446991 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 441.585999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 428.031006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 433.821014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 429.115997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 434.377014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 434.556000 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 415.734009 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.052000 Kernel 1: 0.018000 Kernel 2: 445.630005 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 439.364990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 199.080994 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004179 0.621523 fi:0.534869. Ave ac:0.009087,0.032811 Best acc 0.004179 0.621523 Rule:Att PSSM_0_7 is [<-4.673481]|Att PSSM_1_10 is [>-2.073577]|Att PSSM_2_12 is [-6.876179,-2.108328]|1 Accuracy : 0.771367 0 1 156106 7974 45672 24886 Removed 1366 instances. 201778 Instances left. Acc of rule 0.004179-0.621523 Initialization: 6.536000 Memcpy Classifiers: 0.507000 Memcpy Instances: 8.439000 Kernel 1: 0.023000 Kernel 2: 99.623001 Copyback: 0.018000 Sum: 0.052000 Initial population average accuracy1:0.004863 accuracy2:0.194259 Initialization: 6.066000 Memcpy Classifiers: 0.881000 Memcpy Instances: 8.116000 Kernel 1: 0.022000 Kernel 2: 107.528000 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.004213 0.472222 fi:0.627575. Ave ac:0.009033,0.011976 Initialization: 6.062000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.525000 Kernel 1: 0.022000 Kernel 2: 105.114998 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.008426 0.500000 fi:0.597904. Ave ac:0.011967,0.014898 Initialization: 6.531000 Memcpy Classifiers: 0.507000 Memcpy Instances: 8.171000 Kernel 1: 0.023000 Kernel 2: 102.049004 Copyback: 0.018000 Sum: 0.037000 It 2,Best ac:0.006196 0.595238 fi:0.503668. Ave ac:0.011176,0.015713 Initialization: 6.078000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.840000 Kernel 1: 0.022000 Kernel 2: 106.129997 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.006444 0.666667 fi:0.432128. Ave ac:0.011852,0.015347 Initialization: 6.100000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.077000 Kernel 1: 0.022000 Kernel 2: 106.475998 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.010902 0.666667 fi:0.430123. Ave ac:0.011036,0.010888 Initialization: 6.277000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.577000 Kernel 1: 0.021000 Kernel 2: 105.486000 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.007929 0.711111 fi:0.387019. Ave ac:0.009944,0.009475 Initialization: 5.994000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.370000 Kernel 1: 0.022000 Kernel 2: 106.178001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005452 0.785714 fi:0.313526. Ave ac:0.009948,0.010133 Initialization: 6.344000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.340000 Kernel 1: 0.022000 Kernel 2: 105.833000 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.007187 0.725000 fi:0.373461. Ave ac:0.011060,0.011422 Initialization: 7.080000 Memcpy Classifiers: 0.472000 Memcpy Instances: 8.142000 Kernel 1: 0.022000 Kernel 2: 107.045998 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.006194 0.925926 fi:0.172980. Ave ac:0.008309,0.007523 Initialization: 6.314000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.130000 Kernel 1: 0.021000 Kernel 2: 105.523003 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.005946 0.750000 fi:0.349021. Ave ac:0.008775,0.009365 Iteration 10:MDL fitness activated Error 0.349021 TL 0.033603 MDL Theory Length Weight: 3.4622340081 (2) Initialization: 6.087000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.528000 Kernel 1: 0.022000 Kernel 2: 102.845001 Copyback: 0.017000 Sum: 0.038000 It 10,Best ac:0.002974 0.800000 fi:0.555395. Ave ac:0.008307,0.007965 Initialization: 6.443000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.362000 Kernel 1: 0.022000 Kernel 2: 100.406998 Copyback: 0.018000 Sum: 0.035000 It 11,Best ac:0.007433 0.681818 fi:0.502221. Ave ac:0.009973,0.010912 Initialization: 6.027000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.388000 Kernel 1: 0.022000 Kernel 2: 97.200996 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.003717 0.714286 fi:0.485356. Ave ac:0.010211,0.010927 Initialization: 6.487000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.101000 Kernel 1: 0.022000 Kernel 2: 97.165001 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.006691 0.675000 fi:0.514439. Ave ac:0.009359,0.008624 Initialization: 6.350000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.286000 Kernel 1: 0.021000 Kernel 2: 97.065002 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.003965 0.800000 fi:0.395660. Ave ac:0.012337,0.013145 Initialization: 6.051000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.361000 Kernel 1: 0.022000 Kernel 2: 95.767998 Copyback: 0.018000 Sum: 0.051000 It 15,Best ac:0.006939 0.800000 fi:0.384549. Ave ac:0.011663,0.012002 Initialization: 6.088000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.183000 Kernel 1: 0.022000 Kernel 2: 96.375000 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.003717 0.833333 fi:0.356745. Ave ac:0.009690,0.010279 Initialization: 7.000000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.492000 Kernel 1: 0.023000 Kernel 2: 98.175003 Copyback: 0.020000 Sum: 0.032000 It 17,Best ac:0.003716 0.882353 fi:0.312007. Ave ac:0.009573,0.008906 Initialization: 6.410000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.260000 Kernel 1: 0.021000 Kernel 2: 94.981003 Copyback: 0.024000 Sum: 0.036000 It 18,Best ac:0.003964 1.000000 fi:0.192621. Ave ac:0.010638,0.010494 Initialization: 6.176000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.570000 Kernel 1: 0.022000 Kernel 2: 95.630997 Copyback: 0.020000 Sum: 0.032000 It 19,Best ac:0.004708 0.791667 fi:0.388258. Ave ac:0.009765,0.008684 Initialization: 6.077000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.095000 Kernel 1: 0.021000 Kernel 2: 94.402000 Copyback: 0.017000 Sum: 0.039000 It 20,Best ac:0.004709 0.791667 fi:0.399661. Ave ac:0.007866,0.007444 Initialization: 6.244000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.577000 Kernel 1: 0.022000 Kernel 2: 93.791000 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.006194 0.735294 fi:0.437596. Ave ac:0.007231,0.008243 Initialization: 6.000000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.250000 Kernel 1: 0.023000 Kernel 2: 94.998001 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.007435 0.750000 fi:0.442975. Ave ac:0.009675,0.010064 Initialization: 6.079000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.083000 Kernel 1: 0.023000 Kernel 2: 98.058998 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.006690 0.818182 fi:0.387037. Ave ac:0.012465,0.011659 Initialization: 6.062000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.084000 Kernel 1: 0.024000 Kernel 2: 91.950996 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.004460 0.857143 fi:0.334538. Ave ac:0.011797,0.010326 Initialization: 6.008000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.268000 Kernel 1: 0.022000 Kernel 2: 93.024002 Copyback: 0.018000 Sum: 0.035000 It 25,Best ac:0.003469 0.933333 fi:0.325985. Ave ac:0.008020,0.007324 Initialization: 6.461000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.084000 Kernel 1: 0.022000 Kernel 2: 94.469002 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.003717 0.789474 fi:0.413234. Ave ac:0.006663,0.005742 Initialization: 6.529000 Memcpy Classifiers: 0.324000 Memcpy Instances: 8.090000 Kernel 1: 0.022000 Kernel 2: 94.261002 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.004461 0.782609 fi:0.383900. Ave ac:0.008782,0.006400 MDL Theory Length Weight: 3.1160106073 (10) Initialization: 6.551000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.111000 Kernel 1: 0.023000 Kernel 2: 92.496002 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.003965 0.941176 fi:0.250360. Ave ac:0.007746,0.006324 Initialization: 6.039000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.476000 Kernel 1: 0.021000 Kernel 2: 95.790001 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.003717 0.937500 fi:0.248889. Ave ac:0.009428,0.005601 Initialization: 6.149000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.912000 Kernel 1: 0.022000 Kernel 2: 88.507004 Copyback: 0.017000 Sum: 0.038000 It 30,Best ac:0.006442 0.764706 fi:0.405896. Ave ac:0.003905,0.003115 Initialization: 6.506000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.086000 Kernel 1: 0.022000 Kernel 2: 87.397003 Copyback: 0.018000 Sum: 0.038000 It 31,Best ac:0.003469 1.000000 fi:0.262536. Ave ac:0.006593,0.004561 Initialization: 6.073000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.334000 Kernel 1: 0.022000 Kernel 2: 89.665001 Copyback: 0.017000 Sum: 0.036000 It 32,Best ac:0.003965 0.666667 fi:0.506179. Ave ac:0.004959,0.003896 Initialization: 6.965000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.088000 Kernel 1: 0.022000 Kernel 2: 90.779999 Copyback: 0.372000 Sum: 0.038000 It 33,Best ac:0.009418 0.808511 fi:0.365075. Ave ac:0.010140,0.007925 Initialization: 28.326000 Memcpy Instances: 423.647003 Memcpy Classifiers: 0.074000 Kernel 1: 0.023000 Kernel 2: 539.299988 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.074000 Kernel 1: 0.015000 Kernel 2: 536.864990 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 540.932007 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.074000 Kernel 1: 0.017000 Kernel 2: 553.041016 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 554.380005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 533.200989 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 541.056030 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.072000 Kernel 1: 0.015000 Kernel 2: 538.109009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 552.237000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 557.208008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 174.389999 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.008455 0.645967 fi:0.528053. Ave ac:0.008136,0.024946 Best acc 0.008455 0.645967 Initialization: 6.871000 Memcpy Classifiers: 0.560000 Memcpy Instances: 8.444000 Kernel 1: 0.024000 Kernel 2: 100.281998 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.005061 accuracy2:0.222760 Initialization: 8.236000 Memcpy Classifiers: 0.493000 Memcpy Instances: 8.181000 Kernel 1: 0.023000 Kernel 2: 107.890999 Copyback: 0.020000 Sum: 0.057000 It 0,Best ac:0.003469 0.636364 fi:0.534545. Ave ac:0.009740,0.011798 Initialization: 6.025000 Memcpy Classifiers: 0.749000 Memcpy Instances: 8.550000 Kernel 1: 0.023000 Kernel 2: 104.459000 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.006691 0.519231 fi:0.579453. Ave ac:0.013401,0.014302 Initialization: 6.120000 Memcpy Classifiers: 0.652000 Memcpy Instances: 8.146000 Kernel 1: 0.023000 Kernel 2: 103.843002 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.008424 0.539683 fi:0.558225. Ave ac:0.012546,0.013320 Initialization: 6.312000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.082000 Kernel 1: 0.022000 Kernel 2: 100.041000 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.013631 0.632184 fi:0.463381. Ave ac:0.011950,0.013475 Initialization: 6.106000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.586000 Kernel 1: 0.022000 Kernel 2: 100.487999 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.005452 0.611111 fi:0.488129. Ave ac:0.011235,0.010974 Initialization: 6.248000 Memcpy Classifiers: 0.456000 Memcpy Instances: 9.195000 Kernel 1: 0.022000 Kernel 2: 99.060997 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.007433 0.697674 fi:0.400679. Ave ac:0.010095,0.010938 Initialization: 6.036000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.129000 Kernel 1: 0.024000 Kernel 2: 97.498001 Copyback: 0.018000 Sum: 0.030000 It 6,Best ac:0.009665 0.619048 fi:0.478299. Ave ac:0.011258,0.012076 Initialization: 6.023000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.297000 Kernel 1: 0.022000 Kernel 2: 99.227997 Copyback: 0.016000 Sum: 0.033000 It 7,Best ac:0.003470 0.777778 fi:0.392223. Ave ac:0.011176,0.013410 Initialization: 6.302000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.086000 Kernel 1: 0.023000 Kernel 2: 99.731003 Copyback: 0.019000 Sum: 0.034000 It 8,Best ac:0.006938 0.636364 fi:0.462212. Ave ac:0.007999,0.009199 Initialization: 6.095000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.132000 Kernel 1: 0.024000 Kernel 2: 99.916000 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.004955 0.714286 fi:0.385180. Ave ac:0.008780,0.009407 Iteration 10:MDL fitness activated Error 0.385180 TL 0.038015 MDL Theory Length Weight: 3.3774795105 (1) Initialization: 6.489000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.440000 Kernel 1: 0.022000 Kernel 2: 101.533997 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.004708 0.863636 fi:0.331826. Ave ac:0.009515,0.009705 Initialization: 6.294000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.593000 Kernel 1: 0.023000 Kernel 2: 99.240997 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.009911 0.677966 fi:0.524672. Ave ac:0.008963,0.014213 Initialization: 6.044000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.114000 Kernel 1: 0.023000 Kernel 2: 99.383003 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.005700 0.766667 fi:0.424666. Ave ac:0.010832,0.010384 Initialization: 6.471000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.438000 Kernel 1: 0.022000 Kernel 2: 94.375999 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.003717 0.833333 fi:0.411408. Ave ac:0.009172,0.009666 Initialization: 6.135000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.438000 Kernel 1: 0.021000 Kernel 2: 97.575996 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.004709 0.863636 fi:0.330394. Ave ac:0.009807,0.010196 Initialization: 6.543000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.082000 Kernel 1: 0.022000 Kernel 2: 97.127998 Copyback: 0.017000 Sum: 0.037000 It 15,Best ac:0.006442 0.702703 fi:0.487397. Ave ac:0.008536,0.011216 Initialization: 6.264000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.677000 Kernel 1: 0.022000 Kernel 2: 95.116997 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.003717 0.714286 fi:0.473800. Ave ac:0.008907,0.011400 Initialization: 6.066000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.600000 Kernel 1: 0.022000 Kernel 2: 92.421997 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.005452 0.846154 fi:0.345893. Ave ac:0.009510,0.013614 Initialization: 6.048000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.839000 Kernel 1: 0.021000 Kernel 2: 97.148003 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.004212 0.772727 fi:0.402699. Ave ac:0.007733,0.008489 Initialization: 6.028000 Memcpy Classifiers: 0.390000 Memcpy Instances: 8.110000 Kernel 1: 0.023000 Kernel 2: 93.042999 Copyback: 0.018000 Sum: 0.034000 It 19,Best ac:0.003717 0.833333 fi:0.336200. Ave ac:0.009138,0.013458 Initialization: 6.048000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.404000 Kernel 1: 0.023000 Kernel 2: 91.680000 Copyback: 0.016000 Sum: 0.033000 It 20,Best ac:0.004213 0.708333 fi:0.463752. Ave ac:0.011269,0.015850 Initialization: 6.373000 Memcpy Classifiers: 0.392000 Memcpy Instances: 8.083000 Kernel 1: 0.022000 Kernel 2: 90.349998 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.003717 0.833333 fi:0.343185. Ave ac:0.013656,0.016113 Initialization: 6.057000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.027000 Kernel 1: 0.022000 Kernel 2: 89.704002 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.003717 0.750000 fi:0.438816. Ave ac:0.010114,0.013755 Initialization: 6.316000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.142000 Kernel 1: 0.022000 Kernel 2: 92.467003 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.003964 0.800000 fi:0.397165. Ave ac:0.009823,0.013294 MDL Theory Length Weight: 3.0397315595 (10) Initialization: 6.086000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.333000 Kernel 1: 0.022000 Kernel 2: 89.148003 Copyback: 0.018000 Sum: 0.028000 It 24,Best ac:0.003965 0.941176 fi:0.219790. Ave ac:0.007354,0.010437 Initialization: 6.643000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.126000 Kernel 1: 0.023000 Kernel 2: 90.750999 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.003964 0.800000 fi:0.379436. Ave ac:0.011666,0.016353 Initialization: 6.111000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.823000 Kernel 1: 0.022000 Kernel 2: 88.091003 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.003717 0.833333 fi:0.362215. Ave ac:0.008982,0.014678 Initialization: 6.017000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.537000 Kernel 1: 0.022000 Kernel 2: 90.117996 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.008176 0.717391 fi:0.432549. Ave ac:0.008480,0.013869 Initialization: 6.060000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.529000 Kernel 1: 0.023000 Kernel 2: 89.303001 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.006444 0.896552 fi:0.273697. Ave ac:0.009192,0.010119 Initialization: 6.538000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.186000 Kernel 1: 0.022000 Kernel 2: 90.277000 Copyback: 0.018000 Sum: 0.034000 It 29,Best ac:0.003469 0.933333 fi:0.302736. Ave ac:0.007577,0.008498 Initialization: 6.717000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.579000 Kernel 1: 0.022000 Kernel 2: 89.199997 Copyback: 0.018000 Sum: 0.030000 It 30,Best ac:0.005946 0.666667 fi:0.480892. Ave ac:0.005945,0.006667 Initialization: 6.521000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.087000 Kernel 1: 0.023000 Kernel 2: 91.494003 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.004460 0.818182 fi:0.344293. Ave ac:0.007794,0.006759 Initialization: 6.463000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.136000 Kernel 1: 0.022000 Kernel 2: 86.642998 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.003965 0.761905 fi:0.443917. Ave ac:0.009487,0.008521 Initialization: 6.196000 Memcpy Classifiers: 0.344000 Memcpy Instances: 8.099000 Kernel 1: 0.022000 Kernel 2: 86.028999 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.003716 0.714286 fi:0.455834. Ave ac:0.007934,0.008812 MDL Theory Length Weight: 2.7357584035 (20) Initialization: 27.302000 Memcpy Instances: 407.571014 Memcpy Classifiers: 0.068000 Kernel 1: 0.022000 Kernel 2: 498.162994 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 502.657013 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.069000 Kernel 1: 0.021000 Kernel 2: 484.554993 Copyback: 0.366000 Sum: 0.003000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 491.013000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 523.853027 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 514.379028 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 494.621002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 495.591003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 492.205994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 500.835999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.015000 Kernel 2: 167.776993 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004104 0.614699 fi:0.541656. Ave ac:0.011460,0.036755 Best acc 0.004104 0.614699 Rule:Att PSSM_-4_12 is [<-0.099823]|Att PSSM_-3_2 is [<0.201385]|Att PSSM_-2_12 is [<-1.629239]|Att PSSM_-1_12 is [-5.295476,-0.146287]|Att PSSM_0_2 is [<-1.007641]|Att PSSM_0_7 is [<-2.266048]|Att PSSM_1_4 is [-7.890686,-2.009937]|Att PSSM_4_2 is [<6.174911]|1 Accuracy : 0.774653 0 1 155171 8909 43966 26592 Removed 2641 instances. 199137 Instances left. Acc of rule 0.008455-0.645967 Initialization: 6.538000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.025000 Kernel 1: 0.024000 Kernel 2: 96.234001 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.006033 accuracy2:0.215453 Initialization: 6.713000 Memcpy Classifiers: 0.526000 Memcpy Instances: 8.016000 Kernel 1: 0.022000 Kernel 2: 101.901001 Copyback: 0.017000 Sum: 0.045000 It 0,Best ac:0.002762 0.733333 fi:0.589299. Ave ac:0.012185,0.017767 Initialization: 6.551000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.039000 Kernel 1: 0.023000 Kernel 2: 104.461998 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.011552 0.511111 fi:0.585258. Ave ac:0.013807,0.017379 Initialization: 6.559000 Memcpy Classifiers: 0.525000 Memcpy Instances: 8.285000 Kernel 1: 0.021000 Kernel 2: 101.005997 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.004770 0.558824 fi:0.540672. Ave ac:0.017063,0.022108 Initialization: 6.437000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.038000 Kernel 1: 0.023000 Kernel 2: 99.724998 Copyback: 0.020000 Sum: 0.034000 It 3,Best ac:0.003264 0.650000 fi:0.550385. Ave ac:0.014665,0.017668 Initialization: 6.314000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.642000 Kernel 1: 0.022000 Kernel 2: 95.078003 Copyback: 0.019000 Sum: 0.030000 It 4,Best ac:0.005525 0.647059 fi:0.452087. Ave ac:0.015891,0.017588 Initialization: 6.022000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.457000 Kernel 1: 0.023000 Kernel 2: 90.581001 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.005773 0.696970 fi:0.402063. Ave ac:0.015295,0.016326 Initialization: 6.012000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.737000 Kernel 1: 0.022000 Kernel 2: 90.249001 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.006026 0.631579 fi:0.467335. Ave ac:0.014392,0.015043 Initialization: 6.260000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.003000 Kernel 1: 0.023000 Kernel 2: 87.694000 Copyback: 0.018000 Sum: 0.037000 It 7,Best ac:0.003766 0.750000 fi:0.349956. Ave ac:0.012383,0.014094 Initialization: 6.249000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.008000 Kernel 1: 0.022000 Kernel 2: 87.116997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.004017 0.761905 fi:0.337937. Ave ac:0.010402,0.013249 Initialization: 6.808000 Memcpy Classifiers: 0.419000 Memcpy Instances: 7.978000 Kernel 1: 0.023000 Kernel 2: 84.800003 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.006529 0.684211 fi:0.414472. Ave ac:0.009947,0.011408 Iteration 10:MDL fitness activated Error 0.414472 TL 0.029685 MDL Theory Length Weight: 4.6541557461 (2) Initialization: 6.220000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.962000 Kernel 1: 0.022000 Kernel 2: 84.538002 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.009041 0.734694 fi:0.519532. Ave ac:0.008556,0.010315 Initialization: 6.217000 Memcpy Classifiers: 0.408000 Memcpy Instances: 8.000000 Kernel 1: 0.023000 Kernel 2: 83.889999 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004520 0.782609 fi:0.426369. Ave ac:0.009129,0.008670 Initialization: 6.365000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.013000 Kernel 1: 0.022000 Kernel 2: 84.408997 Copyback: 0.371000 Sum: 0.034000 It 12,Best ac:0.007534 0.697674 fi:0.492912. Ave ac:0.009869,0.013326 Initialization: 6.416000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.337000 Kernel 1: 0.022000 Kernel 2: 84.885002 Copyback: 0.017000 Sum: 0.038000 It 13,Best ac:0.007281 0.743590 fi:0.457885. Ave ac:0.011322,0.011577 Initialization: 6.254000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.120000 Kernel 1: 0.023000 Kernel 2: 83.664001 Copyback: 0.017000 Sum: 0.038000 It 14,Best ac:0.008536 0.850000 fi:0.353209. Ave ac:0.012949,0.012783 Initialization: 5.995000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.900000 Kernel 1: 0.023000 Kernel 2: 82.821999 Copyback: 0.018000 Sum: 0.034000 It 15,Best ac:0.005525 0.709677 fi:0.493319. Ave ac:0.010987,0.014327 Initialization: 5.991000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.608000 Kernel 1: 0.023000 Kernel 2: 81.921997 Copyback: 0.018000 Sum: 0.036000 It 16,Best ac:0.004018 0.761905 fi:0.457073. Ave ac:0.012253,0.014103 Initialization: 6.748000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.297000 Kernel 1: 0.021000 Kernel 2: 81.346001 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.006026 0.727273 fi:0.452109. Ave ac:0.016450,0.022179 Initialization: 5.978000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.307000 Kernel 1: 0.021000 Kernel 2: 79.974998 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.008536 0.693878 fi:0.509057. Ave ac:0.015683,0.017687 Initialization: 6.389000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.986000 Kernel 1: 0.022000 Kernel 2: 80.082001 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.009792 0.722222 fi:0.480134. Ave ac:0.017879,0.026734 Initialization: 6.024000 Memcpy Classifiers: 0.294000 Memcpy Instances: 8.320000 Kernel 1: 0.023000 Kernel 2: 79.082001 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.006278 0.735294 fi:0.454394. Ave ac:0.017711,0.021080 Initialization: 6.050000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.248000 Kernel 1: 0.022000 Kernel 2: 78.681000 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.007534 0.731707 fi:0.477760. Ave ac:0.019179,0.024017 Initialization: 5.946000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.662000 Kernel 1: 0.022000 Kernel 2: 76.876999 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.004018 0.727273 fi:0.441347. Ave ac:0.018115,0.022080 Initialization: 6.647000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.056000 Kernel 1: 0.021000 Kernel 2: 76.468002 Copyback: 0.018000 Sum: 0.022000 It 23,Best ac:0.005021 0.714286 fi:0.460183. Ave ac:0.015329,0.021624 MDL Theory Length Weight: 4.1887401715 (10) Initialization: 6.222000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.041000 Kernel 1: 0.021000 Kernel 2: 75.084000 Copyback: 0.020000 Sum: 0.022000 It 24,Best ac:0.004268 0.708333 fi:0.417856. Ave ac:0.021789,0.030494 Initialization: 6.076000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.158000 Kernel 1: 0.022000 Kernel 2: 76.499001 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.004771 0.730769 fi:0.444559. Ave ac:0.018400,0.032105 Initialization: 6.660000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.960000 Kernel 1: 0.022000 Kernel 2: 74.813004 Copyback: 0.023000 Sum: 0.026000 It 26,Best ac:0.005523 0.709677 fi:0.450080. Ave ac:0.013891,0.023900 Initialization: 6.118000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.987000 Kernel 1: 0.022000 Kernel 2: 76.056000 Copyback: 0.018000 Sum: 0.024000 It 27,Best ac:0.005775 0.741935 fi:0.416074. Ave ac:0.016227,0.024496 Initialization: 6.077000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.958000 Kernel 1: 0.024000 Kernel 2: 76.757004 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.006528 0.764706 fi:0.413135. Ave ac:0.018025,0.026233 Initialization: 5.942000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.843000 Kernel 1: 0.022000 Kernel 2: 73.953003 Copyback: 0.018000 Sum: 0.023000 It 29,Best ac:0.005271 0.777778 fi:0.367675. Ave ac:0.016554,0.028560 Initialization: 6.015000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.309000 Kernel 1: 0.021000 Kernel 2: 75.499001 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.004770 0.730769 fi:0.419283. Ave ac:0.017473,0.026862 Initialization: 6.262000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.008000 Kernel 1: 0.023000 Kernel 2: 72.946999 Copyback: 0.018000 Sum: 0.024000 It 31,Best ac:0.003767 0.833333 fi:0.332782. Ave ac:0.015137,0.020745 Initialization: 6.051000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.472000 Kernel 1: 0.022000 Kernel 2: 74.442001 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.010545 0.763636 fi:0.394424. Ave ac:0.013829,0.020024 Initialization: 6.002000 Memcpy Classifiers: 0.263000 Memcpy Instances: 9.167000 Kernel 1: 0.022000 Kernel 2: 73.053001 Copyback: 0.018000 Sum: 0.026000 It 33,Best ac:0.006781 0.794118 fi:0.380285. Ave ac:0.015950,0.019642 Initialization: 27.653999 Memcpy Instances: 403.498993 Memcpy Classifiers: 0.063000 Kernel 1: 0.021000 Kernel 2: 474.389008 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 475.863007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 462.579010 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 454.799988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 480.729004 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 455.785004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 458.208008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 455.028992 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 460.273987 Copyback: 0.995000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 452.558014 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004680 0.629730 fi:0.545641. Ave ac:0.012887,0.041937 Best acc 0.004680 0.629730 Initialization: 6.445000 Memcpy Classifiers: 0.536000 Memcpy Instances: 8.026000 Kernel 1: 0.023000 Kernel 2: 97.260002 Copyback: 0.018000 Sum: 0.053000 Initial population average accuracy1:0.005521 accuracy2:0.204147 Initialization: 6.280000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.000000 Kernel 1: 0.022000 Kernel 2: 104.717003 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.005274 0.636364 fi:0.462898. Ave ac:0.010757,0.013349 Initialization: 6.154000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.051000 Kernel 1: 0.023000 Kernel 2: 103.735001 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.006275 0.500000 fi:0.598802. Ave ac:0.012683,0.014574 Initialization: 6.726000 Memcpy Classifiers: 0.515000 Memcpy Instances: 7.974000 Kernel 1: 0.022000 Kernel 2: 107.319000 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.004018 0.640000 fi:0.459840. Ave ac:0.013190,0.015325 Initialization: 6.226000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.195000 Kernel 1: 0.022000 Kernel 2: 106.042999 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.008036 0.507937 fi:0.590052. Ave ac:0.012078,0.013766 Initialization: 6.059000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.606000 Kernel 1: 0.022000 Kernel 2: 100.986000 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.003265 0.764706 fi:0.434769. Ave ac:0.012363,0.012532 Initialization: 6.145000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.254000 Kernel 1: 0.021000 Kernel 2: 98.431000 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.004771 0.678571 fi:0.420921. Ave ac:0.012611,0.012698 Initialization: 6.246000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.470000 Kernel 1: 0.023000 Kernel 2: 91.345001 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.003767 0.714286 fi:0.385670. Ave ac:0.011500,0.013305 Initialization: 6.434000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.379000 Kernel 1: 0.021000 Kernel 2: 85.852997 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.004769 0.760000 fi:0.339495. Ave ac:0.011289,0.012890 Initialization: 6.397000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.062000 Kernel 1: 0.022000 Kernel 2: 86.420998 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.007281 0.690476 fi:0.407860. Ave ac:0.012895,0.012658 Initialization: 6.226000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.966000 Kernel 1: 0.023000 Kernel 2: 85.123001 Copyback: 0.018000 Sum: 0.031000 It 9,Best ac:0.005523 0.758621 fi:0.340525. Ave ac:0.011668,0.015544 Iteration 10:MDL fitness activated Error 0.340525 TL 0.017345 MDL Theory Length Weight: 6.5443371257 (3) Initialization: 6.360000 Memcpy Classifiers: 0.384000 Memcpy Instances: 8.304000 Kernel 1: 0.023000 Kernel 2: 82.443001 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.004016 0.842105 fi:0.496284. Ave ac:0.009744,0.009229 Initialization: 6.427000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.972000 Kernel 1: 0.022000 Kernel 2: 81.961998 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.003766 0.714286 fi:0.536754. Ave ac:0.010375,0.011285 Initialization: 6.170000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.337000 Kernel 1: 0.023000 Kernel 2: 81.011002 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.010294 0.694915 fi:0.507160. Ave ac:0.011980,0.012815 Initialization: 6.989000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.977000 Kernel 1: 0.023000 Kernel 2: 77.478996 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.012804 0.698630 fi:0.535804. Ave ac:0.012032,0.018636 Initialization: 6.035000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.384000 Kernel 1: 0.022000 Kernel 2: 74.070999 Copyback: 0.018000 Sum: 0.036000 It 14,Best ac:0.011044 0.771930 fi:0.403378. Ave ac:0.012821,0.019241 Initialization: 6.035000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.977000 Kernel 1: 0.023000 Kernel 2: 74.878998 Copyback: 0.018000 Sum: 0.032000 It 15,Best ac:0.003767 0.789474 fi:0.433625. Ave ac:0.011687,0.016625 Initialization: 6.077000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.116000 Kernel 1: 0.022000 Kernel 2: 74.529999 Copyback: 0.017000 Sum: 0.025000 It 16,Best ac:0.004018 0.842105 fi:0.400966. Ave ac:0.010792,0.019979 Initialization: 6.699000 Memcpy Classifiers: 0.286000 Memcpy Instances: 7.969000 Kernel 1: 0.023000 Kernel 2: 74.521004 Copyback: 0.018000 Sum: 0.022000 It 17,Best ac:0.006027 0.615385 fi:0.556709. Ave ac:0.010687,0.019401 Initialization: 5.997000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.987000 Kernel 1: 0.023000 Kernel 2: 75.802002 Copyback: 0.018000 Sum: 0.022000 It 18,Best ac:0.003515 0.875000 fi:0.370097. Ave ac:0.013489,0.025750 Initialization: 6.236000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.628000 Kernel 1: 0.022000 Kernel 2: 76.245003 Copyback: 0.018000 Sum: 0.022000 It 19,Best ac:0.003515 0.777778 fi:0.431589. Ave ac:0.012453,0.022298 Initialization: 5.932000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.072000 Kernel 1: 0.023000 Kernel 2: 76.679001 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.006779 0.692308 fi:0.478714. Ave ac:0.015161,0.030348 Initialization: 6.086000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.964000 Kernel 1: 0.022000 Kernel 2: 74.628998 Copyback: 0.018000 Sum: 0.022000 It 21,Best ac:0.004269 0.772727 fi:0.392682. Ave ac:0.019425,0.032517 Initialization: 6.013000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.029000 Kernel 1: 0.023000 Kernel 2: 73.708000 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.003765 0.714286 fi:0.503998. Ave ac:0.017470,0.031700 Initialization: 5.973000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.054000 Kernel 1: 0.023000 Kernel 2: 73.989998 Copyback: 0.018000 Sum: 0.020000 It 23,Best ac:0.003516 0.875000 fi:0.346790. Ave ac:0.019580,0.035677 Initialization: 6.062000 Memcpy Classifiers: 0.254000 Memcpy Instances: 8.198000 Kernel 1: 0.023000 Kernel 2: 76.250000 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.006277 0.757576 fi:0.405638. Ave ac:0.016247,0.031447 Initialization: 5.974000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.860000 Kernel 1: 0.022000 Kernel 2: 72.759003 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.003767 0.789474 fi:0.386039. Ave ac:0.015013,0.029727 Initialization: 6.047000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.996000 Kernel 1: 0.023000 Kernel 2: 72.706001 Copyback: 0.018000 Sum: 0.023000 It 26,Best ac:0.005272 0.750000 fi:0.455380. Ave ac:0.015671,0.030111 Initialization: 6.376000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.074000 Kernel 1: 0.021000 Kernel 2: 69.792999 Copyback: 0.018000 Sum: 0.022000 It 27,Best ac:0.005023 0.714286 fi:0.460088. Ave ac:0.012309,0.029635 Initialization: 6.389000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.007000 Kernel 1: 0.022000 Kernel 2: 72.247002 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.004519 0.720000 fi:0.463977. Ave ac:0.020254,0.034071 Initialization: 6.474000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.627000 Kernel 1: 0.022000 Kernel 2: 73.594002 Copyback: 0.017000 Sum: 0.020000 It 29,Best ac:0.005021 0.714286 fi:0.449507. Ave ac:0.016071,0.029498 Initialization: 6.495000 Memcpy Classifiers: 0.475000 Memcpy Instances: 8.073000 Kernel 1: 0.022000 Kernel 2: 73.907997 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.003767 0.714286 fi:0.450085. Ave ac:0.018504,0.040889 Initialization: 6.095000 Memcpy Classifiers: 0.229000 Memcpy Instances: 8.344000 Kernel 1: 0.021000 Kernel 2: 73.102997 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.004771 0.703704 fi:0.488811. Ave ac:0.025891,0.045136 Initialization: 5.953000 Memcpy Classifiers: 0.215000 Memcpy Instances: 8.403000 Kernel 1: 0.022000 Kernel 2: 77.273003 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.003515 0.823529 fi:0.437510. Ave ac:0.029671,0.049812 MDL Theory Length Weight: 5.8899034131 (10) Initialization: 6.733000 Memcpy Classifiers: 0.286000 Memcpy Instances: 8.013000 Kernel 1: 0.023000 Kernel 2: 72.294998 Copyback: 0.017000 Sum: 0.020000 It 33,Best ac:0.003766 0.789474 fi:0.525174. Ave ac:0.022672,0.042872 Initialization: 27.531000 Memcpy Instances: 396.820007 Memcpy Classifiers: 0.069000 Kernel 1: 0.022000 Kernel 2: 446.812988 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 439.863007 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 438.109009 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 439.757996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 441.303009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 434.164001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 433.135986 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 440.843994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 444.100006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 433.958008 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004193 0.538015 fi:0.619718. Ave ac:0.024841,0.081784 Best acc 0.004193 0.538015 Rule:Att PSSM_-2_9 is [-6.949121,2.949121]|Att PSSM_-1_11 is [-3.070549,6.556186]|Att PSSM_0_12 is [-6.679945,-3.573768]|Att PSSM_1_10 is [-3.799975,6.978326]|Att PSSM_3_15 is [-6.464186,-1.535814]|Att PSSM_4_6 is [<-2.680187]|1 Accuracy : 0.776289 0 1 154623 9457 43034 27524 Removed 1480 instances. 197657 Instances left. Acc of rule 0.004680-0.629730 Initialization: 6.286000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.982000 Kernel 1: 0.024000 Kernel 2: 98.357002 Copyback: 0.017000 Sum: 0.052000 Initial population average accuracy1:0.005865 accuracy2:0.214275 Initialization: 7.123000 Memcpy Classifiers: 0.462000 Memcpy Instances: 8.234000 Kernel 1: 0.023000 Kernel 2: 104.903999 Copyback: 0.018000 Sum: 0.037000 It 0,Best ac:0.005059 0.512821 fi:0.586508. Ave ac:0.010408,0.012759 Initialization: 5.949000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.916000 Kernel 1: 0.023000 Kernel 2: 105.047997 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.006829 0.529412 fi:0.569090. Ave ac:0.011927,0.011982 Initialization: 7.576000 Memcpy Classifiers: 0.527000 Memcpy Instances: 8.010000 Kernel 1: 0.023000 Kernel 2: 100.924004 Copyback: 0.018000 Sum: 0.032000 It 2,Best ac:0.004808 0.575758 fi:0.523687. Ave ac:0.011769,0.014865 Initialization: 6.212000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.118000 Kernel 1: 0.023000 Kernel 2: 104.598000 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.003035 0.800000 fi:0.445605. Ave ac:0.010847,0.011455 Initialization: 6.219000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.953000 Kernel 1: 0.022000 Kernel 2: 105.246002 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.003795 0.652174 fi:0.447745. Ave ac:0.011019,0.014395 Initialization: 6.357000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.010000 Kernel 1: 0.022000 Kernel 2: 100.299004 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.003542 0.736842 fi:0.383031. Ave ac:0.011388,0.014264 Initialization: 5.963000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.280000 Kernel 1: 0.022000 Kernel 2: 97.499001 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.004299 0.739130 fi:0.360553. Ave ac:0.011779,0.014057 Initialization: 6.422000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.253000 Kernel 1: 0.022000 Kernel 2: 96.778999 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004048 0.800000 fi:0.299799. Ave ac:0.012144,0.012698 Initialization: 5.941000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.301000 Kernel 1: 0.022000 Kernel 2: 92.156998 Copyback: 0.018000 Sum: 0.033000 It 8,Best ac:0.003541 0.700000 fi:0.419873. Ave ac:0.009614,0.012350 Initialization: 6.544000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.905000 Kernel 1: 0.022000 Kernel 2: 91.141998 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.003795 0.750000 fi:0.349919. Ave ac:0.010319,0.013897 Iteration 10:MDL fitness activated Error 0.349919 TL 0.019140 MDL Theory Length Weight: 6.0940185892 (3) Initialization: 5.968000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.266000 Kernel 1: 0.021000 Kernel 2: 92.861000 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.008095 0.744186 fi:0.460636. Ave ac:0.011019,0.014278 Initialization: 6.050000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.163000 Kernel 1: 0.022000 Kernel 2: 89.084000 Copyback: 0.022000 Sum: 0.040000 It 11,Best ac:0.005817 0.657143 fi:0.543200. Ave ac:0.011323,0.013007 Initialization: 6.247000 Memcpy Classifiers: 0.409000 Memcpy Instances: 8.381000 Kernel 1: 0.023000 Kernel 2: 86.847000 Copyback: 0.371000 Sum: 0.031000 It 12,Best ac:0.003542 0.823529 fi:0.431806. Ave ac:0.012395,0.016819 Initialization: 6.294000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.944000 Kernel 1: 0.023000 Kernel 2: 85.009003 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.003794 0.750000 fi:0.460489. Ave ac:0.013718,0.021741 Initialization: 6.022000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.197000 Kernel 1: 0.022000 Kernel 2: 84.287003 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.005059 0.800000 fi:0.419689. Ave ac:0.015501,0.024378 Initialization: 6.194000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.904000 Kernel 1: 0.023000 Kernel 2: 80.067001 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.004049 0.888889 fi:0.364012. Ave ac:0.017087,0.028264 Initialization: 6.213000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.959000 Kernel 1: 0.022000 Kernel 2: 78.625999 Copyback: 0.017000 Sum: 0.024000 It 16,Best ac:0.006579 0.666667 fi:0.553925. Ave ac:0.012624,0.021508 Initialization: 6.455000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.180000 Kernel 1: 0.021000 Kernel 2: 76.636002 Copyback: 0.017000 Sum: 0.023000 It 17,Best ac:0.003036 0.800000 fi:0.521203. Ave ac:0.019414,0.028234 Initialization: 6.067000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.927000 Kernel 1: 0.020000 Kernel 2: 76.344002 Copyback: 0.018000 Sum: 0.021000 It 18,Best ac:0.004806 0.791667 fi:0.417694. Ave ac:0.014808,0.021008 Initialization: 5.976000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.900000 Kernel 1: 0.023000 Kernel 2: 74.106003 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.003543 0.875000 fi:0.352100. Ave ac:0.017281,0.026339 Initialization: 6.117000 Memcpy Classifiers: 0.249000 Memcpy Instances: 8.085000 Kernel 1: 0.022000 Kernel 2: 74.471001 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.003542 0.823529 fi:0.372096. Ave ac:0.019307,0.029327 Initialization: 5.946000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.111000 Kernel 1: 0.022000 Kernel 2: 73.684998 Copyback: 0.018000 Sum: 0.019000 It 21,Best ac:0.003542 0.777778 fi:0.414173. Ave ac:0.016369,0.025196 Initialization: 5.960000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.003000 Kernel 1: 0.022000 Kernel 2: 73.289001 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.004048 0.640000 fi:0.490732. Ave ac:0.014637,0.021451 Initialization: 6.402000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.967000 Kernel 1: 0.023000 Kernel 2: 73.228996 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.005311 0.750000 fi:0.454873. Ave ac:0.016392,0.023812 Initialization: 6.359000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.957000 Kernel 1: 0.024000 Kernel 2: 74.445000 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.003542 0.777778 fi:0.405683. Ave ac:0.014649,0.025019 Initialization: 6.423000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.932000 Kernel 1: 0.023000 Kernel 2: 72.556000 Copyback: 0.017000 Sum: 0.020000 It 25,Best ac:0.004554 0.782609 fi:0.438458. Ave ac:0.014505,0.027321 Initialization: 6.009000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.288000 Kernel 1: 0.022000 Kernel 2: 73.031998 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.004047 0.888889 fi:0.316664. Ave ac:0.015484,0.029020 Initialization: 6.018000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.161000 Kernel 1: 0.022000 Kernel 2: 76.786003 Copyback: 0.025000 Sum: 0.027000 It 27,Best ac:0.004049 0.842105 fi:0.367374. Ave ac:0.012968,0.027836 Initialization: 6.275000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.947000 Kernel 1: 0.022000 Kernel 2: 74.597000 Copyback: 0.017000 Sum: 0.020000 It 28,Best ac:0.004554 0.818182 fi:0.346641. Ave ac:0.009490,0.020236 Initialization: 6.165000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.379000 Kernel 1: 0.023000 Kernel 2: 72.546997 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.009109 0.750000 fi:0.426688. Ave ac:0.011909,0.022297 Initialization: 6.770000 Memcpy Classifiers: 0.267000 Memcpy Instances: 8.269000 Kernel 1: 0.022000 Kernel 2: 71.138000 Copyback: 0.018000 Sum: 0.022000 It 30,Best ac:0.004552 0.782609 fi:0.379038. Ave ac:0.010634,0.020494 Initialization: 6.896000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.839000 Kernel 1: 0.022000 Kernel 2: 71.389000 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.004554 0.857143 fi:0.334832. Ave ac:0.010765,0.020402 Initialization: 6.197000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.908000 Kernel 1: 0.022000 Kernel 2: 70.966003 Copyback: 0.018000 Sum: 0.022000 It 32,Best ac:0.003795 0.714286 fi:0.442022. Ave ac:0.008797,0.015704 Initialization: 6.352000 Memcpy Classifiers: 0.270000 Memcpy Instances: 7.973000 Kernel 1: 0.022000 Kernel 2: 68.690002 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.004299 0.772727 fi:0.452361. Ave ac:0.009519,0.020620 Initialization: 27.903999 Memcpy Instances: 397.252014 Memcpy Classifiers: 0.061000 Kernel 1: 0.022000 Kernel 2: 455.977997 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 445.666992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 436.148987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 455.898010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 455.583008 Copyback: 0.023000 Sum: 0.007000 Memcpy Classifiers: 0.055000 Kernel 1: 0.021000 Kernel 2: 444.860992 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.058000 Kernel 1: 0.020000 Kernel 2: 452.020996 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 466.593994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 464.878998 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 395.127014 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.003886 0.603774 fi:0.559690. Ave ac:0.010252,0.036575 Best acc 0.003886 0.603774 Initialization: 5.996000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.757000 Kernel 1: 0.023000 Kernel 2: 96.320999 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.005830 accuracy2:0.226960 Initialization: 6.128000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.931000 Kernel 1: 0.023000 Kernel 2: 99.766998 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.003543 0.466667 fi:0.652183. Ave ac:0.011301,0.017350 Initialization: 6.191000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.936000 Kernel 1: 0.023000 Kernel 2: 102.912003 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.004806 0.593750 fi:0.505697. Ave ac:0.012055,0.015605 Initialization: 5.943000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.912000 Kernel 1: 0.023000 Kernel 2: 102.602997 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.003541 0.538462 fi:0.581412. Ave ac:0.011293,0.012970 Initialization: 5.978000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.256000 Kernel 1: 0.021000 Kernel 2: 100.109001 Copyback: 0.020000 Sum: 0.034000 It 3,Best ac:0.005565 0.536585 fi:0.562507. Ave ac:0.012045,0.012971 Initialization: 6.056000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.414000 Kernel 1: 0.022000 Kernel 2: 99.199997 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.004301 0.586207 fi:0.513476. Ave ac:0.012446,0.013171 Initialization: 6.068000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.332000 Kernel 1: 0.022000 Kernel 2: 99.125999 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004554 0.620690 fi:0.478875. Ave ac:0.011700,0.011680 Initialization: 6.123000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.235000 Kernel 1: 0.022000 Kernel 2: 102.139000 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.006071 0.615385 fi:0.483468. Ave ac:0.009295,0.010294 Initialization: 6.000000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.929000 Kernel 1: 0.022000 Kernel 2: 100.213997 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.003794 0.625000 fi:0.474919. Ave ac:0.009149,0.009270 Initialization: 6.026000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.914000 Kernel 1: 0.023000 Kernel 2: 98.290001 Copyback: 0.018000 Sum: 0.031000 It 8,Best ac:0.007334 0.763158 fi:0.335108. Ave ac:0.010307,0.010320 Initialization: 5.984000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.563000 Kernel 1: 0.022000 Kernel 2: 99.531998 Copyback: 0.018000 Sum: 0.035000 It 9,Best ac:0.004047 0.615385 fi:0.484417. Ave ac:0.009060,0.008259 Iteration 10:MDL fitness activated Error 0.484417 TL 0.027052 MDL Theory Length Weight: 5.9689915178 (2) Initialization: 6.252000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.937000 Kernel 1: 0.022000 Kernel 2: 99.500000 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.004805 0.760000 fi:0.560307. Ave ac:0.009867,0.009888 Initialization: 6.036000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.121000 Kernel 1: 0.023000 Kernel 2: 94.421997 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.002783 0.916667 fi:0.551955. Ave ac:0.010714,0.009450 Initialization: 6.495000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.229000 Kernel 1: 0.023000 Kernel 2: 88.322998 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.010881 0.632353 fi:0.595730. Ave ac:0.011294,0.012485 Initialization: 6.115000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.951000 Kernel 1: 0.022000 Kernel 2: 87.556999 Copyback: 0.018000 Sum: 0.038000 It 13,Best ac:0.004048 0.800000 fi:0.450891. Ave ac:0.012510,0.012816 Initialization: 6.091000 Memcpy Classifiers: 0.317000 Memcpy Instances: 7.928000 Kernel 1: 0.023000 Kernel 2: 86.129997 Copyback: 0.018000 Sum: 0.035000 It 14,Best ac:0.004806 0.678571 fi:0.573352. Ave ac:0.010793,0.011815 Initialization: 6.068000 Memcpy Classifiers: 0.306000 Memcpy Instances: 8.278000 Kernel 1: 0.022000 Kernel 2: 85.234001 Copyback: 0.017000 Sum: 0.038000 It 15,Best ac:0.005817 0.638889 fi:0.589958. Ave ac:0.012428,0.015460 Initialization: 6.300000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.938000 Kernel 1: 0.022000 Kernel 2: 82.919998 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.004048 0.888889 fi:0.343246. Ave ac:0.013950,0.017638 Initialization: 6.066000 Memcpy Classifiers: 0.344000 Memcpy Instances: 7.998000 Kernel 1: 0.023000 Kernel 2: 82.843002 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.007081 0.736842 fi:0.498459. Ave ac:0.013855,0.016014 Initialization: 6.524000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.913000 Kernel 1: 0.023000 Kernel 2: 81.665001 Copyback: 0.018000 Sum: 0.037000 It 18,Best ac:0.006070 0.727273 fi:0.517144. Ave ac:0.009446,0.012149 Initialization: 6.627000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.273000 Kernel 1: 0.023000 Kernel 2: 82.609001 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.006071 0.774194 fi:0.440392. Ave ac:0.009764,0.011470 Initialization: 5.923000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.218000 Kernel 1: 0.021000 Kernel 2: 81.042999 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.003542 0.666667 fi:0.547094. Ave ac:0.009580,0.010740 Initialization: 6.425000 Memcpy Classifiers: 0.304000 Memcpy Instances: 10.328000 Kernel 1: 0.021000 Kernel 2: 80.427002 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.006830 0.692308 fi:0.487543. Ave ac:0.011222,0.011426 Initialization: 5.946000 Memcpy Classifiers: 0.275000 Memcpy Instances: 8.181000 Kernel 1: 0.022000 Kernel 2: 78.891998 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.003796 0.652174 fi:0.542567. Ave ac:0.010353,0.012833 Initialization: 6.040000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.283000 Kernel 1: 0.022000 Kernel 2: 78.551003 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.008095 0.780488 fi:0.472540. Ave ac:0.013409,0.015193 Initialization: 6.011000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.776000 Kernel 1: 0.022000 Kernel 2: 76.581001 Copyback: 0.016000 Sum: 0.027000 It 24,Best ac:0.005058 0.666667 fi:0.527486. Ave ac:0.013161,0.013906 Initialization: 6.302000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.928000 Kernel 1: 0.023000 Kernel 2: 76.421997 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.005059 0.833333 fi:0.381117. Ave ac:0.011859,0.013828 MDL Theory Length Weight: 5.3720923661 (10) Initialization: 6.005000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.588000 Kernel 1: 0.023000 Kernel 2: 74.343002 Copyback: 0.020000 Sum: 0.023000 It 26,Best ac:0.004301 0.708333 fi:0.457252. Ave ac:0.017231,0.019893 Initialization: 5.987000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.079000 Kernel 1: 0.023000 Kernel 2: 71.464996 Copyback: 0.018000 Sum: 0.028000 It 27,Best ac:0.004047 0.727273 fi:0.528522. Ave ac:0.015296,0.018081 Initialization: 6.158000 Memcpy Classifiers: 0.266000 Memcpy Instances: 8.343000 Kernel 1: 0.021000 Kernel 2: 72.696999 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.005059 0.714286 fi:0.476737. Ave ac:0.017380,0.022731 Initialization: 5.946000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.919000 Kernel 1: 0.023000 Kernel 2: 73.956001 Copyback: 0.020000 Sum: 0.025000 It 29,Best ac:0.006326 0.806452 fi:0.440062. Ave ac:0.016716,0.021797 Initialization: 5.955000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.988000 Kernel 1: 0.022000 Kernel 2: 73.693001 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.011128 0.709677 fi:0.478574. Ave ac:0.016459,0.020055 Initialization: 6.039000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.919000 Kernel 1: 0.023000 Kernel 2: 72.248001 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.004302 0.894737 fi:0.328540. Ave ac:0.015209,0.018798 Initialization: 5.953000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.187000 Kernel 1: 0.022000 Kernel 2: 73.981003 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.005059 0.740741 fi:0.443930. Ave ac:0.014041,0.016294 Initialization: 6.073000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.070000 Kernel 1: 0.023000 Kernel 2: 70.501999 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.005061 0.689655 fi:0.495958. Ave ac:0.011698,0.014609 Initialization: 28.900999 Memcpy Instances: 393.859009 Memcpy Classifiers: 0.063000 Kernel 1: 0.022000 Kernel 2: 449.610992 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 463.691010 Copyback: 0.366000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.016000 Kernel 2: 449.046997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.015000 Kernel 2: 456.290985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 457.692993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 451.996002 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.067000 Kernel 1: 0.019000 Kernel 2: 459.213989 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 477.593994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 479.770996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 408.941986 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005029 0.620474 fi:0.626646. Ave ac:0.016028,0.051588 Best acc 0.005029 0.620474 Rule:Att PSSM_-1_4 is [<-1.882097]|Att PSSM_-1_5 is [-3.597619,9.541943]|Att PSSM_0_3 is [<1.763693]|Att PSSM_0_4 is [-7.423728,-2.330473]|Att PSSM_0_12 is [-6.100656,-0.067602]|Att PSSM_0_15 is [<1.073844]|Att PSSM_1_7 is [<-1.112369]|Att PSSM_2_12 is [-4.456860,-2.932443]|Att PSSM_4_4 is [-5.660058,5.660058]|1 Accuracy : 0.777935 0 1 154015 10065 42040 28518 Removed 1602 instances. 196055 Instances left. Acc of rule 0.005029-0.620474 Initialization: 5.982000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.933000 Kernel 1: 0.025000 Kernel 2: 98.367996 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.005203 accuracy2:0.219427 Initialization: 6.546000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.883000 Kernel 1: 0.022000 Kernel 2: 103.141998 Copyback: 0.018000 Sum: 0.043000 It 0,Best ac:0.004336 0.566667 fi:0.532969. Ave ac:0.008925,0.011145 Initialization: 5.980000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.448000 Kernel 1: 0.023000 Kernel 2: 103.681999 Copyback: 0.017000 Sum: 0.036000 It 1,Best ac:0.005101 0.571429 fi:0.527844. Ave ac:0.012795,0.014498 Initialization: 5.929000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.860000 Kernel 1: 0.024000 Kernel 2: 103.380997 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.003826 0.535714 fi:0.564161. Ave ac:0.012977,0.013942 Initialization: 6.300000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.846000 Kernel 1: 0.022000 Kernel 2: 101.739998 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.003315 0.650000 fi:0.513304. Ave ac:0.012014,0.013283 Initialization: 6.212000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.858000 Kernel 1: 0.021000 Kernel 2: 102.622002 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.004336 0.607143 fi:0.492492. Ave ac:0.012275,0.013221 Initialization: 5.857000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.012000 Kernel 1: 0.022000 Kernel 2: 100.542000 Copyback: 0.018000 Sum: 0.036000 It 5,Best ac:0.003315 0.722222 fi:0.441082. Ave ac:0.011450,0.013820 Initialization: 5.961000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.040000 Kernel 1: 0.022000 Kernel 2: 102.087997 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.003826 0.750000 fi:0.349877. Ave ac:0.010919,0.010970 Initialization: 5.880000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.094000 Kernel 1: 0.022000 Kernel 2: 100.736000 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.003826 0.750000 fi:0.349877. Ave ac:0.010150,0.010417 Initialization: 5.874000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.993000 Kernel 1: 0.023000 Kernel 2: 97.728996 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.006633 0.650000 fi:0.448543. Ave ac:0.009170,0.010658 Initialization: 5.955000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.917000 Kernel 1: 0.023000 Kernel 2: 100.403000 Copyback: 0.021000 Sum: 0.033000 It 9,Best ac:0.003315 0.928571 fi:0.234732. Ave ac:0.009482,0.009275 Iteration 10:MDL fitness activated Error 0.234732 TL 0.041387 MDL Theory Length Weight: 1.8905545539 (1) Initialization: 6.575000 Memcpy Classifiers: 0.498000 Memcpy Instances: 8.069000 Kernel 1: 0.022000 Kernel 2: 97.697998 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.003826 0.750000 fi:0.408583. Ave ac:0.011725,0.015312 Initialization: 6.211000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.848000 Kernel 1: 0.022000 Kernel 2: 91.388000 Copyback: 0.018000 Sum: 0.033000 It 11,Best ac:0.007394 0.644444 fi:0.492228. Ave ac:0.008883,0.010446 Initialization: 6.386000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.062000 Kernel 1: 0.022000 Kernel 2: 93.689003 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.003570 0.875000 fi:0.273541. Ave ac:0.010871,0.012156 Initialization: 6.041000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.853000 Kernel 1: 0.023000 Kernel 2: 91.542000 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.003825 0.937500 fi:0.213690. Ave ac:0.008664,0.010792 Initialization: 6.399000 Memcpy Classifiers: 0.623000 Memcpy Instances: 8.100000 Kernel 1: 0.021000 Kernel 2: 89.728996 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.003826 0.882353 fi:0.261036. Ave ac:0.008243,0.011029 Initialization: 5.897000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.254000 Kernel 1: 0.021000 Kernel 2: 91.730003 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.004846 0.791667 fi:0.360287. Ave ac:0.008975,0.010554 Initialization: 6.445000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.835000 Kernel 1: 0.022000 Kernel 2: 87.435997 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.006374 0.714286 fi:0.429592. Ave ac:0.008413,0.009477 Initialization: 5.919000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.042000 Kernel 1: 0.024000 Kernel 2: 88.328003 Copyback: 0.018000 Sum: 0.031000 It 17,Best ac:0.004844 0.703704 fi:0.429265. Ave ac:0.009511,0.011973 Initialization: 6.355000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.914000 Kernel 1: 0.022000 Kernel 2: 88.530998 Copyback: 0.018000 Sum: 0.032000 It 18,Best ac:0.005611 0.709677 fi:0.440645. Ave ac:0.008966,0.012036 Initialization: 5.881000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.088000 Kernel 1: 0.022000 Kernel 2: 86.147003 Copyback: 0.017000 Sum: 0.037000 It 19,Best ac:0.003826 0.789474 fi:0.344984. Ave ac:0.008503,0.011269 Initialization: 5.968000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.826000 Kernel 1: 0.023000 Kernel 2: 87.211998 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.004081 0.800000 fi:0.352314. Ave ac:0.008847,0.008371 Initialization: 5.927000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.833000 Kernel 1: 0.023000 Kernel 2: 86.213997 Copyback: 0.018000 Sum: 0.031000 It 21,Best ac:0.006629 0.722222 fi:0.412196. Ave ac:0.008366,0.014427 Initialization: 5.977000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.882000 Kernel 1: 0.022000 Kernel 2: 86.152000 Copyback: 0.018000 Sum: 0.034000 It 22,Best ac:0.004081 0.761905 fi:0.377134. Ave ac:0.008689,0.009952 MDL Theory Length Weight: 1.7014990985 (10) Initialization: 5.894000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.859000 Kernel 1: 0.022000 Kernel 2: 83.642998 Copyback: 0.018000 Sum: 0.032000 It 23,Best ac:0.006633 0.666667 fi:0.466516. Ave ac:0.007889,0.010257 Initialization: 6.322000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.064000 Kernel 1: 0.023000 Kernel 2: 82.031998 Copyback: 0.016000 Sum: 0.033000 It 24,Best ac:0.005609 0.666667 fi:0.469566. Ave ac:0.008529,0.013320 Initialization: 5.874000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.107000 Kernel 1: 0.024000 Kernel 2: 82.221001 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.003571 0.777778 fi:0.360983. Ave ac:0.009121,0.011341 Initialization: 6.005000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.849000 Kernel 1: 0.023000 Kernel 2: 79.268997 Copyback: 0.017000 Sum: 0.038000 It 26,Best ac:0.004081 0.842105 fi:0.309106. Ave ac:0.009685,0.009865 Initialization: 6.206000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.875000 Kernel 1: 0.023000 Kernel 2: 80.023003 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.003571 0.875000 fi:0.264028. Ave ac:0.007321,0.008089 Initialization: 6.402000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.839000 Kernel 1: 0.022000 Kernel 2: 75.163002 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.003827 0.714286 fi:0.419258. Ave ac:0.006647,0.006300 Initialization: 5.951000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.284000 Kernel 1: 0.022000 Kernel 2: 78.009003 Copyback: 0.016000 Sum: 0.032000 It 29,Best ac:0.004336 0.850000 fi:0.291573. Ave ac:0.006989,0.007890 Initialization: 6.153000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.834000 Kernel 1: 0.023000 Kernel 2: 76.079002 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.005354 0.840000 fi:0.296120. Ave ac:0.006064,0.006781 Initialization: 6.362000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.911000 Kernel 1: 0.022000 Kernel 2: 75.290001 Copyback: 0.018000 Sum: 0.028000 It 31,Best ac:0.003060 0.857143 fi:0.405354. Ave ac:0.005456,0.005223 Initialization: 6.371000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.952000 Kernel 1: 0.023000 Kernel 2: 79.290001 Copyback: 0.021000 Sum: 0.029000 It 32,Best ac:0.004846 0.826087 fi:0.312197. Ave ac:0.007042,0.006516 Initialization: 6.372000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.841000 Kernel 1: 0.029000 Kernel 2: 77.653000 Copyback: 0.018000 Sum: 0.032000 It 33,Best ac:0.004335 0.772727 fi:0.370343. Ave ac:0.005803,0.005201 Initialization: 29.434000 Memcpy Instances: 395.661011 Memcpy Classifiers: 0.070000 Kernel 1: 0.023000 Kernel 2: 522.081970 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 516.534973 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 530.650024 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.069000 Kernel 1: 0.018000 Kernel 2: 519.005005 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.068000 Kernel 1: 0.016000 Kernel 2: 527.625000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 510.526001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 529.437012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 529.262024 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 527.927002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 411.882996 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003958 0.624296 fi:0.514281. Ave ac:0.006272,0.018458 Best acc 0.003958 0.624296 Initialization: 6.880000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.041000 Kernel 1: 0.024000 Kernel 2: 97.595001 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005566 accuracy2:0.220716 Initialization: 6.186000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.912000 Kernel 1: 0.022000 Kernel 2: 103.094002 Copyback: 0.019000 Sum: 0.046000 It 0,Best ac:0.003571 0.608696 fi:0.491302. Ave ac:0.010310,0.015671 Initialization: 6.172000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.014000 Kernel 1: 0.031000 Kernel 2: 106.234001 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.015302 0.521739 fi:0.572697. Ave ac:0.011791,0.014141 Initialization: 5.857000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.735000 Kernel 1: 0.022000 Kernel 2: 105.775002 Copyback: 0.018000 Sum: 0.035000 It 2,Best ac:0.006631 0.530612 fi:0.567935. Ave ac:0.013472,0.014128 Initialization: 6.082000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.264000 Kernel 1: 0.021000 Kernel 2: 101.695000 Copyback: 0.017000 Sum: 0.036000 It 3,Best ac:0.006121 0.631579 fi:0.467210. Ave ac:0.012214,0.011824 Initialization: 6.153000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.839000 Kernel 1: 0.022000 Kernel 2: 100.293999 Copyback: 0.018000 Sum: 0.031000 It 4,Best ac:0.002805 0.785714 fi:0.506312. Ave ac:0.012128,0.011537 Initialization: 5.912000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.902000 Kernel 1: 0.033000 Kernel 2: 97.271004 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.008161 0.727273 fi:0.370549. Ave ac:0.012049,0.011183 Initialization: 5.872000 Memcpy Classifiers: 0.355000 Memcpy Instances: 8.220000 Kernel 1: 0.022000 Kernel 2: 96.176003 Copyback: 0.018000 Sum: 0.038000 It 6,Best ac:0.004080 0.842105 fi:0.257651. Ave ac:0.009744,0.009884 Initialization: 5.872000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.005000 Kernel 1: 0.023000 Kernel 2: 94.667999 Copyback: 0.018000 Sum: 0.032000 It 7,Best ac:0.004591 0.692308 fi:0.407207. Ave ac:0.009468,0.009940 Initialization: 5.936000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.350000 Kernel 1: 0.022000 Kernel 2: 94.723000 Copyback: 0.018000 Sum: 0.033000 It 8,Best ac:0.004081 0.727273 fi:0.372483. Ave ac:0.009455,0.008526 Initialization: 5.899000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.129000 Kernel 1: 0.023000 Kernel 2: 89.482002 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.007651 0.750000 fi:0.348059. Ave ac:0.008311,0.007716 Iteration 10:MDL fitness activated Error 0.348059 TL 0.047082 MDL Theory Length Weight: 2.4642089441 (4) Initialization: 5.906000 Memcpy Classifiers: 0.385000 Memcpy Instances: 8.256000 Kernel 1: 0.022000 Kernel 2: 85.341003 Copyback: 0.024000 Sum: 0.035000 It 10,Best ac:0.004846 0.760000 fi:0.416889. Ave ac:0.007396,0.006064 Initialization: 5.927000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.151000 Kernel 1: 0.022000 Kernel 2: 83.268997 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.004846 0.703704 fi:0.485955. Ave ac:0.006708,0.006963 Initialization: 6.181000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.041000 Kernel 1: 0.022000 Kernel 2: 80.036003 Copyback: 0.019000 Sum: 0.035000 It 12,Best ac:0.003827 0.750000 fi:0.423822. Ave ac:0.008320,0.008224 Initialization: 5.997000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.829000 Kernel 1: 0.023000 Kernel 2: 78.366997 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003571 0.823529 fi:0.360922. Ave ac:0.006738,0.006700 Initialization: 5.935000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.131000 Kernel 1: 0.022000 Kernel 2: 73.386002 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.003827 0.833333 fi:0.341942. Ave ac:0.007047,0.006583 Initialization: 5.841000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.031000 Kernel 1: 0.023000 Kernel 2: 75.047997 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.003570 0.777778 fi:0.403023. Ave ac:0.007485,0.007714 Initialization: 6.035000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.119000 Kernel 1: 0.022000 Kernel 2: 72.737999 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.006122 0.774194 fi:0.377765. Ave ac:0.007467,0.007016 Initialization: 5.951000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.906000 Kernel 1: 0.022000 Kernel 2: 73.609001 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.004336 0.739130 fi:0.413180. Ave ac:0.005643,0.005592 Initialization: 5.863000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.110000 Kernel 1: 0.022000 Kernel 2: 76.927002 Copyback: 0.019000 Sum: 0.028000 It 18,Best ac:0.008161 0.711111 fi:0.429248. Ave ac:0.007795,0.009498 Initialization: 5.919000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.743000 Kernel 1: 0.022000 Kernel 2: 76.092003 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.008669 0.829268 fi:0.360712. Ave ac:0.007337,0.007803 Initialization: 5.923000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.906000 Kernel 1: 0.022000 Kernel 2: 74.668999 Copyback: 0.018000 Sum: 0.032000 It 20,Best ac:0.005864 0.741935 fi:0.430287. Ave ac:0.006167,0.005997 Initialization: 6.186000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.060000 Kernel 1: 0.022000 Kernel 2: 76.319000 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.004336 0.772727 fi:0.389786. Ave ac:0.007796,0.008340 Initialization: 6.441000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.560000 Kernel 1: 0.021000 Kernel 2: 74.012001 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.004082 0.842105 fi:0.305080. Ave ac:0.006594,0.007682 Initialization: 6.143000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.838000 Kernel 1: 0.022000 Kernel 2: 74.477997 Copyback: 0.018000 Sum: 0.032000 It 23,Best ac:0.003826 0.789474 fi:0.358246. Ave ac:0.007760,0.007834 Initialization: 5.947000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.273000 Kernel 1: 0.022000 Kernel 2: 73.568001 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.004591 0.720000 fi:0.434646. Ave ac:0.009103,0.008639 Initialization: 5.956000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.825000 Kernel 1: 0.024000 Kernel 2: 72.507004 Copyback: 0.018000 Sum: 0.033000 It 25,Best ac:0.003570 0.777778 fi:0.381300. Ave ac:0.009763,0.009885 Initialization: 5.906000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.245000 Kernel 1: 0.021000 Kernel 2: 71.556999 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.003825 0.714286 fi:0.452257. Ave ac:0.008833,0.011865 Initialization: 7.083000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.243000 Kernel 1: 0.022000 Kernel 2: 71.720001 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.005866 0.821429 fi:0.336561. Ave ac:0.009995,0.010436 Initialization: 5.940000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.268000 Kernel 1: 0.022000 Kernel 2: 71.341003 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.004081 0.727273 fi:0.420326. Ave ac:0.007891,0.008600 Initialization: 6.172000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.870000 Kernel 1: 0.023000 Kernel 2: 69.600998 Copyback: 0.018000 Sum: 0.033000 It 29,Best ac:0.003571 0.636364 fi:0.515281. Ave ac:0.009444,0.011103 Initialization: 7.064000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.900000 Kernel 1: 0.022000 Kernel 2: 73.819000 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.003571 0.700000 fi:0.440509. Ave ac:0.009859,0.011749 Initialization: 5.949000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.828000 Kernel 1: 0.023000 Kernel 2: 76.216003 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.003571 0.823529 fi:0.341324. Ave ac:0.009944,0.012076 MDL Theory Length Weight: 2.2177880497 (10) Initialization: 5.950000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.564000 Kernel 1: 0.021000 Kernel 2: 77.521004 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.005864 0.718750 fi:0.461852. Ave ac:0.007377,0.008997 Initialization: 6.070000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.844000 Kernel 1: 0.021000 Kernel 2: 76.125999 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.003826 0.833333 fi:0.314807. Ave ac:0.008873,0.009574 Initialization: 28.639000 Memcpy Instances: 395.902008 Memcpy Classifiers: 0.069000 Kernel 1: 0.022000 Kernel 2: 479.140015 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 492.933014 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.015000 Kernel 2: 470.776001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.330000 Kernel 1: 0.014000 Kernel 2: 497.800995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 484.421997 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.015000 Kernel 2: 496.177002 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 487.596008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 481.002014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 488.825012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 374.225006 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003825 0.584567 fi:0.562719. Ave ac:0.009823,0.031593 Best acc 0.003825 0.584567 Rule:Att PSSM_-4_12 is [-4.732021,-1.676936]|Att PSSM_-3_13 is [-2.639601,7.761765]|Att PSSM_0_7 is [<-3.344143]|Att PSSM_1_11 is [>-2.364784]|Att PSSM_1_20 is [<5.064791]|Att PSSM_2_15 is [-5.496655,3.496655]|Att PSSM_3_15 is [-6.216430,-1.783570]|Att PSSM_4_7 is [-6.781744,0.781744]|1 Accuracy : 0.779251 0 1 153548 10532 41264 29294 Removed 1243 instances. 194812 Instances left. Acc of rule 0.003958-0.624296 Initialization: 5.918000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.179000 Kernel 1: 0.022000 Kernel 2: 94.712997 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.004986 accuracy2:0.201210 Initialization: 6.106000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.811000 Kernel 1: 0.022000 Kernel 2: 101.853996 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.006674 0.433333 fi:0.665153. Ave ac:0.009725,0.013490 Initialization: 6.300000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.820000 Kernel 1: 0.023000 Kernel 2: 103.195999 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.005390 0.567568 fi:0.531535. Ave ac:0.013094,0.015592 Initialization: 5.964000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.181000 Kernel 1: 0.021000 Kernel 2: 101.503998 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.005645 0.564103 fi:0.534880. Ave ac:0.015089,0.017820 Initialization: 6.131000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.132000 Kernel 1: 0.021000 Kernel 2: 95.992996 Copyback: 0.018000 Sum: 0.035000 It 3,Best ac:0.003337 0.619048 fi:0.528029. Ave ac:0.014267,0.018051 Initialization: 6.135000 Memcpy Classifiers: 0.599000 Memcpy Instances: 8.030000 Kernel 1: 0.021000 Kernel 2: 97.922997 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004619 0.642857 fi:0.456618. Ave ac:0.013687,0.015616 Initialization: 6.163000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.970000 Kernel 1: 0.022000 Kernel 2: 95.780998 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.006674 0.666667 fi:0.431819. Ave ac:0.012315,0.014090 Initialization: 6.225000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.357000 Kernel 1: 0.023000 Kernel 2: 99.021004 Copyback: 0.016000 Sum: 0.030000 It 6,Best ac:0.006674 0.650000 fi:0.448486. Ave ac:0.013405,0.014298 Initialization: 6.037000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.787000 Kernel 1: 0.022000 Kernel 2: 98.767998 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.003337 0.684211 fi:0.462866. Ave ac:0.012094,0.013126 Initialization: 6.083000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.769000 Kernel 1: 0.023000 Kernel 2: 101.914001 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003337 0.722222 fi:0.424855. Ave ac:0.009632,0.009323 Initialization: 6.379000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.816000 Kernel 1: 0.023000 Kernel 2: 98.600998 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.003080 0.923077 fi:0.289610. Ave ac:0.009461,0.009863 Iteration 10:MDL fitness activated Error 0.289610 TL 0.028500 MDL Theory Length Weight: 3.3872191738 (1) Initialization: 5.883000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.980000 Kernel 1: 0.022000 Kernel 2: 95.900002 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.005903 0.657143 fi:0.515865. Ave ac:0.007877,0.008343 Initialization: 5.881000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.803000 Kernel 1: 0.023000 Kernel 2: 93.973000 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.004363 0.772727 fi:0.405385. Ave ac:0.008079,0.010976 Initialization: 6.371000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.793000 Kernel 1: 0.023000 Kernel 2: 92.808998 Copyback: 0.018000 Sum: 0.034000 It 12,Best ac:0.005902 0.718750 fi:0.502090. Ave ac:0.010980,0.012613 Initialization: 5.944000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.826000 Kernel 1: 0.023000 Kernel 2: 91.029999 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.005903 0.696970 fi:0.469909. Ave ac:0.010302,0.011147 Initialization: 5.908000 Memcpy Classifiers: 0.392000 Memcpy Instances: 8.819000 Kernel 1: 0.023000 Kernel 2: 91.926003 Copyback: 0.017000 Sum: 0.043000 It 14,Best ac:0.003850 0.789474 fi:0.381972. Ave ac:0.009388,0.009294 Initialization: 7.011000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.420000 Kernel 1: 0.021000 Kernel 2: 88.916000 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.003593 0.666667 fi:0.530167. Ave ac:0.009273,0.010963 Initialization: 5.954000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.769000 Kernel 1: 0.024000 Kernel 2: 87.725998 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.003850 0.750000 fi:0.421809. Ave ac:0.011409,0.011517 Initialization: 6.047000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.291000 Kernel 1: 0.022000 Kernel 2: 90.088997 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.005647 0.758621 fi:0.417474. Ave ac:0.009032,0.009176 Initialization: 5.859000 Memcpy Classifiers: 0.803000 Memcpy Instances: 7.810000 Kernel 1: 0.022000 Kernel 2: 85.660004 Copyback: 0.018000 Sum: 0.033000 It 18,Best ac:0.003337 0.928571 fi:0.310198. Ave ac:0.008259,0.008136 Initialization: 6.262000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.810000 Kernel 1: 0.022000 Kernel 2: 88.038002 Copyback: 0.018000 Sum: 0.035000 It 19,Best ac:0.003850 0.750000 fi:0.431312. Ave ac:0.009000,0.012411 Initialization: 5.971000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.092000 Kernel 1: 0.022000 Kernel 2: 85.074997 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.003850 0.750000 fi:0.431312. Ave ac:0.008509,0.010568 Initialization: 7.208000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.796000 Kernel 1: 0.021000 Kernel 2: 84.314003 Copyback: 0.017000 Sum: 0.037000 It 21,Best ac:0.005389 0.677419 fi:0.501582. Ave ac:0.008719,0.009320 Initialization: 6.143000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.348000 Kernel 1: 0.022000 Kernel 2: 85.820000 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.003337 0.866667 fi:0.365318. Ave ac:0.007880,0.008582 Initialization: 5.956000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.780000 Kernel 1: 0.022000 Kernel 2: 82.944000 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.004362 0.809524 fi:0.361678. Ave ac:0.009062,0.009918 Initialization: 5.879000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.993000 Kernel 1: 0.023000 Kernel 2: 82.902000 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.003849 0.714286 fi:0.475256. Ave ac:0.008133,0.009419 Initialization: 5.938000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.907000 Kernel 1: 0.021000 Kernel 2: 81.011002 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.008214 0.727273 fi:0.432949. Ave ac:0.009508,0.009138 Initialization: 5.978000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.810000 Kernel 1: 0.021000 Kernel 2: 79.775002 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.004107 0.800000 fi:0.371946. Ave ac:0.008991,0.010360 Initialization: 7.265000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.957000 Kernel 1: 0.022000 Kernel 2: 79.653999 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.003849 1.000000 fi:0.164336. Ave ac:0.008802,0.014398 Initialization: 5.874000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.069000 Kernel 1: 0.022000 Kernel 2: 77.488998 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.003593 0.736842 fi:0.421435. Ave ac:0.008290,0.012525 Initialization: 6.308000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.789000 Kernel 1: 0.022000 Kernel 2: 79.736000 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.003593 0.777778 fi:0.390953. Ave ac:0.010387,0.011782 Initialization: 6.013000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.777000 Kernel 1: 0.023000 Kernel 2: 82.556999 Copyback: 0.025000 Sum: 0.034000 It 30,Best ac:0.004363 0.739130 fi:0.433466. Ave ac:0.009667,0.012920 Initialization: 7.193000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.843000 Kernel 1: 0.022000 Kernel 2: 81.024002 Copyback: 0.021000 Sum: 0.031000 It 31,Best ac:0.004106 0.727273 fi:0.440043. Ave ac:0.010984,0.012069 Initialization: 5.866000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.151000 Kernel 1: 0.022000 Kernel 2: 80.734001 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.005903 0.821429 fi:0.353575. Ave ac:0.009550,0.011629 Initialization: 6.158000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.785000 Kernel 1: 0.022000 Kernel 2: 80.997002 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.004363 0.809524 fi:0.356897. Ave ac:0.010627,0.011851 Initialization: 29.493000 Memcpy Instances: 407.165009 Memcpy Classifiers: 0.078000 Kernel 1: 0.022000 Kernel 2: 534.002014 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.077000 Kernel 1: 0.015000 Kernel 2: 540.231995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 543.651001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 542.804016 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.016000 Kernel 2: 552.202026 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 540.754028 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 542.943970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 547.742004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 536.927002 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.060000 Kernel 1: 0.018000 Kernel 2: 256.359009 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005534 0.577397 fi:0.597785. Ave ac:0.009745,0.031063 Best acc 0.005534 0.577397 Initialization: 6.281000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.783000 Kernel 1: 0.024000 Kernel 2: 95.264999 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005382 accuracy2:0.221176 Initialization: 6.129000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.774000 Kernel 1: 0.023000 Kernel 2: 101.551003 Copyback: 0.019000 Sum: 0.031000 It 0,Best ac:0.004107 0.533333 fi:0.566385. Ave ac:0.009902,0.013751 Initialization: 5.902000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.090000 Kernel 1: 0.022000 Kernel 2: 102.555000 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.005389 0.600000 fi:0.499105. Ave ac:0.013303,0.016666 Initialization: 6.194000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.792000 Kernel 1: 0.023000 Kernel 2: 100.961998 Copyback: 0.018000 Sum: 0.032000 It 2,Best ac:0.003593 0.636364 fi:0.463602. Ave ac:0.013431,0.016240 Initialization: 6.402000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.117000 Kernel 1: 0.022000 Kernel 2: 103.389999 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.003849 0.500000 fi:0.599844. Ave ac:0.013745,0.016195 Initialization: 5.877000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.117000 Kernel 1: 0.023000 Kernel 2: 102.126999 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.003850 0.652174 fi:0.447668. Ave ac:0.012811,0.013872 Initialization: 5.852000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.373000 Kernel 1: 0.022000 Kernel 2: 102.228996 Copyback: 0.018000 Sum: 0.034000 It 5,Best ac:0.003849 0.681818 fi:0.418026. Ave ac:0.010690,0.010364 Initialization: 6.313000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.785000 Kernel 1: 0.022000 Kernel 2: 104.016998 Copyback: 0.018000 Sum: 0.032000 It 6,Best ac:0.007698 0.697674 fi:0.400323. Ave ac:0.009124,0.011091 Initialization: 6.423000 Memcpy Classifiers: 0.490000 Memcpy Instances: 7.784000 Kernel 1: 0.023000 Kernel 2: 108.028999 Copyback: 0.017000 Sum: 0.037000 It 7,Best ac:0.007957 0.596154 fi:0.501716. Ave ac:0.007411,0.008741 Initialization: 6.285000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.340000 Kernel 1: 0.022000 Kernel 2: 103.390999 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.004106 0.666667 fi:0.433054. Ave ac:0.008747,0.009176 Initialization: 6.121000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.139000 Kernel 1: 0.022000 Kernel 2: 98.132004 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.004107 0.727273 fi:0.372446. Ave ac:0.009472,0.010069 Iteration 10:MDL fitness activated Error 0.372446 TL 0.041567 MDL Theory Length Weight: 2.9867325685 (1) Initialization: 5.888000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.880000 Kernel 1: 0.023000 Kernel 2: 98.893997 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.005390 0.724138 fi:0.449265. Ave ac:0.007600,0.006980 Initialization: 5.876000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.991000 Kernel 1: 0.022000 Kernel 2: 100.338997 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.003593 0.823529 fi:0.388039. Ave ac:0.008816,0.007895 Initialization: 5.863000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.040000 Kernel 1: 0.022000 Kernel 2: 102.392998 Copyback: 0.016000 Sum: 0.032000 It 12,Best ac:0.003337 0.764706 fi:0.503795. Ave ac:0.009047,0.010871 Initialization: 5.913000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.867000 Kernel 1: 0.022000 Kernel 2: 98.497002 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.003849 0.750000 fi:0.441957. Ave ac:0.009163,0.010005 Initialization: 5.890000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.812000 Kernel 1: 0.023000 Kernel 2: 99.735001 Copyback: 0.016000 Sum: 0.032000 It 14,Best ac:0.003850 0.833333 fi:0.367025. Ave ac:0.010039,0.013138 Initialization: 5.896000 Memcpy Classifiers: 0.404000 Memcpy Instances: 7.786000 Kernel 1: 0.023000 Kernel 2: 99.834999 Copyback: 0.017000 Sum: 0.038000 It 15,Best ac:0.003336 0.866667 fi:0.372020. Ave ac:0.007667,0.009760 Initialization: 5.866000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.856000 Kernel 1: 0.023000 Kernel 2: 99.060997 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004363 0.772727 fi:0.406884. Ave ac:0.007136,0.009939 Initialization: 5.847000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.067000 Kernel 1: 0.022000 Kernel 2: 97.126999 Copyback: 0.018000 Sum: 0.035000 It 17,Best ac:0.003594 0.700000 fi:0.467522. Ave ac:0.007418,0.009297 Initialization: 6.105000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.779000 Kernel 1: 0.023000 Kernel 2: 97.759003 Copyback: 0.018000 Sum: 0.034000 It 18,Best ac:0.003849 0.937500 fi:0.245185. Ave ac:0.007120,0.009362 Initialization: 5.907000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.015000 Kernel 1: 0.022000 Kernel 2: 97.111000 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.003080 0.923077 fi:0.381365. Ave ac:0.007802,0.011252 Initialization: 6.257000 Memcpy Classifiers: 0.384000 Memcpy Instances: 7.897000 Kernel 1: 0.023000 Kernel 2: 101.005997 Copyback: 0.018000 Sum: 0.032000 It 20,Best ac:0.005132 0.714286 fi:0.474767. Ave ac:0.006327,0.006576 Initialization: 7.169000 Memcpy Classifiers: 0.384000 Memcpy Instances: 7.796000 Kernel 1: 0.023000 Kernel 2: 98.921997 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.002823 1.000000 fi:0.332006. Ave ac:0.007101,0.006983 Initialization: 5.786000 Memcpy Classifiers: 0.403000 Memcpy Instances: 7.878000 Kernel 1: 0.022000 Kernel 2: 100.253998 Copyback: 0.018000 Sum: 0.033000 It 22,Best ac:0.004363 0.809524 fi:0.367905. Ave ac:0.007485,0.007206 Initialization: 6.280000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.792000 Kernel 1: 0.022000 Kernel 2: 98.010002 Copyback: 0.018000 Sum: 0.033000 It 23,Best ac:0.003850 0.833333 fi:0.356044. Ave ac:0.007180,0.009367 Initialization: 6.362000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.920000 Kernel 1: 0.022000 Kernel 2: 100.717003 Copyback: 0.016000 Sum: 0.040000 It 24,Best ac:0.003336 0.812500 fi:0.425369. Ave ac:0.006814,0.006201 Initialization: 6.238000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.901000 Kernel 1: 0.023000 Kernel 2: 96.903999 Copyback: 0.017000 Sum: 0.036000 It 25,Best ac:0.004106 0.761905 fi:0.418801. Ave ac:0.006978,0.008870 Initialization: 6.142000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.789000 Kernel 1: 0.023000 Kernel 2: 97.651001 Copyback: 0.018000 Sum: 0.032000 It 26,Best ac:0.003850 0.789474 fi:0.379537. Ave ac:0.006035,0.006933 Initialization: 5.873000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.487000 Kernel 1: 0.021000 Kernel 2: 101.282997 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.003851 0.882353 fi:0.307025. Ave ac:0.007809,0.008412 MDL Theory Length Weight: 2.6880593116 (10) Initialization: 5.847000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.974000 Kernel 1: 0.022000 Kernel 2: 99.524002 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.003337 0.812500 fi:0.407406. Ave ac:0.005173,0.008965 Initialization: 5.950000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.838000 Kernel 1: 0.023000 Kernel 2: 96.744003 Copyback: 0.017000 Sum: 0.039000 It 29,Best ac:0.002823 0.916667 fi:0.470911. Ave ac:0.007872,0.011587 Initialization: 6.051000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.812000 Kernel 1: 0.022000 Kernel 2: 96.110001 Copyback: 0.017000 Sum: 0.036000 It 30,Best ac:0.003337 1.000000 fi:0.229657. Ave ac:0.010912,0.014293 Initialization: 6.124000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.775000 Kernel 1: 0.022000 Kernel 2: 93.849998 Copyback: 0.018000 Sum: 0.036000 It 31,Best ac:0.004363 0.850000 fi:0.358877. Ave ac:0.007046,0.008394 Initialization: 7.287000 Memcpy Classifiers: 0.389000 Memcpy Instances: 9.087000 Kernel 1: 0.022000 Kernel 2: 93.902000 Copyback: 0.017000 Sum: 0.036000 It 32,Best ac:0.004620 0.857143 fi:0.307768. Ave ac:0.008789,0.011968 Initialization: 5.984000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.206000 Kernel 1: 0.022000 Kernel 2: 91.411003 Copyback: 0.017000 Sum: 0.038000 It 33,Best ac:0.003593 0.875000 fi:0.295449. Ave ac:0.007909,0.012246 Initialization: 29.378000 Memcpy Instances: 394.652008 Memcpy Classifiers: 0.067000 Kernel 1: 0.021000 Kernel 2: 600.226990 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 593.562988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 600.953003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 597.700012 Copyback: 0.019000 Sum: 0.006000 Memcpy Classifiers: 0.072000 Kernel 1: 0.019000 Kernel 2: 646.060974 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.072000 Kernel 1: 0.015000 Kernel 2: 597.940002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 596.104980 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 633.530029 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.073000 Kernel 1: 0.021000 Kernel 2: 586.903015 Copyback: 0.366000 Sum: 0.003000 Memcpy Classifiers: 0.058000 Kernel 1: 0.015000 Kernel 2: 276.458008 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.034757 0.570237 fi:0.572559. Ave ac:0.007252,0.023353 Best acc 0.034757 0.570237 Rule:Att PSSM_-4_10 is [>-6.809011]|Att PSSM_-2_7 is [<-0.610021]|Att PSSM_-1_19 is [-2.131091,5.004082]|Att PSSM_0_4 is [-6.151084,-1.848916]|Att PSSM_0_12 is [-6.246930,-2.552827]|Att PSSM_2_2 is [<-0.039213]|Att PSSM_2_7 is [>-6.270722]|Att PSSM_4_7 is [-4.563587,-1.715557]|1 Accuracy : 0.780483 0 1 152759 11321 40186 30372 Removed 1867 instances. 192945 Instances left. Acc of rule 0.005534-0.577397 Initialization: 6.312000 Memcpy Classifiers: 0.542000 Memcpy Instances: 7.697000 Kernel 1: 0.024000 Kernel 2: 94.628998 Copyback: 0.021000 Sum: 0.047000 Initial population average accuracy1:0.004821 accuracy2:0.199663 Initialization: 5.860000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.756000 Kernel 1: 0.023000 Kernel 2: 99.472000 Copyback: 0.020000 Sum: 0.046000 It 0,Best ac:0.005443 0.488372 fi:0.610659. Ave ac:0.009810,0.012869 Initialization: 6.964000 Memcpy Classifiers: 0.507000 Memcpy Instances: 8.788000 Kernel 1: 0.022000 Kernel 2: 101.204002 Copyback: 0.017000 Sum: 0.037000 It 1,Best ac:0.004405 0.708333 fi:0.391207. Ave ac:0.012884,0.015176 Initialization: 6.134000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.728000 Kernel 1: 0.023000 Kernel 2: 98.793999 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.002851 0.733333 fi:0.525190. Ave ac:0.014189,0.016785 Initialization: 6.280000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.702000 Kernel 1: 0.022000 Kernel 2: 99.813004 Copyback: 0.018000 Sum: 0.032000 It 3,Best ac:0.004664 0.600000 fi:0.499414. Ave ac:0.011744,0.013402 Initialization: 5.889000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.722000 Kernel 1: 0.022000 Kernel 2: 100.009003 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.005184 0.645161 fi:0.453997. Ave ac:0.009871,0.012229 Initialization: 6.139000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.739000 Kernel 1: 0.022000 Kernel 2: 98.415001 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004146 0.571429 fi:0.528239. Ave ac:0.009536,0.010834 Initialization: 6.056000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.701000 Kernel 1: 0.023000 Kernel 2: 95.656998 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.003887 0.750000 fi:0.349791. Ave ac:0.008336,0.009648 Initialization: 6.853000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.386000 Kernel 1: 0.022000 Kernel 2: 95.494003 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004663 0.782609 fi:0.316805. Ave ac:0.008914,0.009348 Initialization: 5.861000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.747000 Kernel 1: 0.022000 Kernel 2: 90.957001 Copyback: 0.017000 Sum: 0.037000 It 8,Best ac:0.003110 0.857143 fi:0.334979. Ave ac:0.008316,0.010258 Initialization: 5.815000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.708000 Kernel 1: 0.023000 Kernel 2: 86.074997 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.006219 0.631579 fi:0.467076. Ave ac:0.007483,0.010127 Iteration 10:MDL fitness activated Error 0.467076 TL 0.028836 MDL Theory Length Weight: 5.3992500071 (3) Initialization: 6.145000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.980000 Kernel 1: 0.022000 Kernel 2: 91.486000 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.005183 0.666667 fi:0.591866. Ave ac:0.009276,0.010210 Initialization: 5.895000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.711000 Kernel 1: 0.024000 Kernel 2: 89.372002 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.003109 0.923077 fi:0.438189. Ave ac:0.009949,0.012120 Initialization: 5.860000 Memcpy Classifiers: 0.344000 Memcpy Instances: 7.838000 Kernel 1: 0.022000 Kernel 2: 85.065002 Copyback: 0.017000 Sum: 0.038000 It 12,Best ac:0.003886 0.882353 fi:0.408688. Ave ac:0.010275,0.009372 Initialization: 6.219000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.708000 Kernel 1: 0.022000 Kernel 2: 83.717003 Copyback: 0.018000 Sum: 0.034000 It 13,Best ac:0.003887 0.750000 fi:0.491927. Ave ac:0.009079,0.009986 Initialization: 6.002000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.413000 Kernel 1: 0.022000 Kernel 2: 82.258003 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.003887 0.750000 fi:0.489812. Ave ac:0.011750,0.011449 Initialization: 6.070000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.709000 Kernel 1: 0.023000 Kernel 2: 82.199997 Copyback: 0.018000 Sum: 0.038000 It 15,Best ac:0.004924 0.826087 fi:0.407966. Ave ac:0.012350,0.013115 Initialization: 6.267000 Memcpy Classifiers: 0.324000 Memcpy Instances: 7.720000 Kernel 1: 0.022000 Kernel 2: 80.987999 Copyback: 0.018000 Sum: 0.039000 It 16,Best ac:0.004405 0.772727 fi:0.398313. Ave ac:0.013094,0.014754 Initialization: 5.859000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.708000 Kernel 1: 0.023000 Kernel 2: 76.480003 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.002332 1.000000 fi:0.467801. Ave ac:0.008424,0.009770 Initialization: 5.898000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.151000 Kernel 1: 0.023000 Kernel 2: 74.942001 Copyback: 0.016000 Sum: 0.035000 It 18,Best ac:0.004147 0.666667 fi:0.508917. Ave ac:0.010210,0.012204 Initialization: 5.903000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.716000 Kernel 1: 0.024000 Kernel 2: 75.478996 Copyback: 0.018000 Sum: 0.039000 It 19,Best ac:0.005701 0.666667 fi:0.512223. Ave ac:0.008595,0.009650 Initialization: 5.891000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.683000 Kernel 1: 0.023000 Kernel 2: 71.849998 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.003888 0.714286 fi:0.491165. Ave ac:0.007946,0.010533 Initialization: 5.835000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.419000 Kernel 1: 0.022000 Kernel 2: 72.916000 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.005959 0.766667 fi:0.419895. Ave ac:0.009398,0.010523 Initialization: 5.848000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.524000 Kernel 1: 0.023000 Kernel 2: 71.634003 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.004924 0.791667 fi:0.416531. Ave ac:0.008906,0.013266 Initialization: 6.108000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.709000 Kernel 1: 0.023000 Kernel 2: 70.906998 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.003370 0.866667 fi:0.385533. Ave ac:0.007788,0.010916 Initialization: 5.940000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.705000 Kernel 1: 0.022000 Kernel 2: 69.774002 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.003628 0.933333 fi:0.265091. Ave ac:0.007767,0.009609 Initialization: 5.823000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.090000 Kernel 1: 0.021000 Kernel 2: 70.233002 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.004146 0.761905 fi:0.437368. Ave ac:0.007943,0.011063 Initialization: 6.137000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.919000 Kernel 1: 0.022000 Kernel 2: 67.875999 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.003629 0.777778 fi:0.399458. Ave ac:0.005894,0.007075 Initialization: 6.019000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.706000 Kernel 1: 0.023000 Kernel 2: 68.550003 Copyback: 0.018000 Sum: 0.021000 It 27,Best ac:0.003887 0.789474 fi:0.402305. Ave ac:0.004914,0.005803 Initialization: 6.098000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.698000 Kernel 1: 0.022000 Kernel 2: 67.903999 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.006997 0.794118 fi:0.364097. Ave ac:0.006677,0.008335 Initialization: 6.076000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.734000 Kernel 1: 0.022000 Kernel 2: 69.785004 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.004664 0.857143 fi:0.319325. Ave ac:0.008220,0.008100 Initialization: 6.014000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.788000 Kernel 1: 0.022000 Kernel 2: 71.297997 Copyback: 0.018000 Sum: 0.025000 It 30,Best ac:0.005443 0.750000 fi:0.423438. Ave ac:0.005978,0.007688 Initialization: 6.141000 Memcpy Classifiers: 0.229000 Memcpy Instances: 7.699000 Kernel 1: 0.022000 Kernel 2: 69.360001 Copyback: 0.018000 Sum: 0.025000 It 31,Best ac:0.004664 0.692308 fi:0.462665. Ave ac:0.006214,0.007466 Initialization: 5.769000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.715000 Kernel 1: 0.023000 Kernel 2: 68.903999 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.003109 0.923077 fi:0.348206. Ave ac:0.007599,0.009327 Initialization: 6.237000 Memcpy Classifiers: 0.229000 Memcpy Instances: 8.619000 Kernel 1: 0.023000 Kernel 2: 68.172997 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.003629 0.736842 fi:0.456312. Ave ac:0.007781,0.010857 MDL Theory Length Weight: 4.8593250064 (10) Initialization: 29.422001 Memcpy Instances: 391.332001 Memcpy Classifiers: 0.063000 Kernel 1: 0.021000 Kernel 2: 469.410004 Copyback: 0.370000 Sum: 0.015000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 467.325989 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.062000 Kernel 1: 0.017000 Kernel 2: 464.933990 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.055000 Kernel 1: 0.016000 Kernel 2: 461.489014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 463.175995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 463.466003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 468.024994 Copyback: 0.018000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 468.063995 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 471.386993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 165.563004 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003732 0.619621 fi:0.563036. Ave ac:0.007142,0.022263 Best acc 0.003732 0.619621 Initialization: 6.241000 Memcpy Classifiers: 0.627000 Memcpy Instances: 8.090000 Kernel 1: 0.024000 Kernel 2: 92.846001 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.004973 accuracy2:0.207406 Initialization: 6.417000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.806000 Kernel 1: 0.021000 Kernel 2: 100.848000 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.003369 0.500000 fi:0.624799. Ave ac:0.009452,0.013535 Initialization: 5.873000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.504000 Kernel 1: 0.022000 Kernel 2: 99.224998 Copyback: 0.018000 Sum: 0.031000 It 1,Best ac:0.010368 0.512821 fi:0.583805. Ave ac:0.012512,0.015019 Initialization: 6.244000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.718000 Kernel 1: 0.021000 Kernel 2: 98.136002 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.006736 0.530612 fi:0.567790. Ave ac:0.013717,0.016836 Initialization: 6.250000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.719000 Kernel 1: 0.021000 Kernel 2: 100.597000 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.005960 0.605263 fi:0.493519. Ave ac:0.012407,0.013600 Initialization: 7.146000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.065000 Kernel 1: 0.022000 Kernel 2: 97.290001 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.003887 0.681818 fi:0.417975. Ave ac:0.010819,0.012021 Initialization: 5.960000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.690000 Kernel 1: 0.023000 Kernel 2: 93.992996 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.005442 0.677419 fi:0.421615. Ave ac:0.011041,0.013690 Initialization: 5.836000 Memcpy Classifiers: 0.538000 Memcpy Instances: 7.833000 Kernel 1: 0.022000 Kernel 2: 92.735001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.003110 0.750000 fi:0.442122. Ave ac:0.011263,0.013929 Initialization: 5.913000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.826000 Kernel 1: 0.023000 Kernel 2: 92.692001 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.002850 0.785714 fi:0.473731. Ave ac:0.010675,0.010813 Initialization: 6.058000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.820000 Kernel 1: 0.022000 Kernel 2: 95.445999 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.003110 0.800000 fi:0.392122. Ave ac:0.009510,0.011414 Initialization: 5.826000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.979000 Kernel 1: 0.022000 Kernel 2: 92.060997 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.004924 0.678571 fi:0.420716. Ave ac:0.008593,0.009683 Iteration 10:MDL fitness activated Error 0.420716 TL 0.025152 MDL Theory Length Weight: 5.5756503538 (2) Initialization: 6.086000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.691000 Kernel 1: 0.023000 Kernel 2: 90.382004 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.004925 0.655172 fi:0.587098. Ave ac:0.008239,0.008688 Initialization: 5.893000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.913000 Kernel 1: 0.022000 Kernel 2: 84.620003 Copyback: 0.018000 Sum: 0.036000 It 11,Best ac:0.003627 0.666667 fi:0.568928. Ave ac:0.007157,0.009110 Initialization: 5.794000 Memcpy Classifiers: 0.473000 Memcpy Instances: 7.907000 Kernel 1: 0.023000 Kernel 2: 82.028000 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.003629 0.736842 fi:0.482395. Ave ac:0.009922,0.012185 Initialization: 6.366000 Memcpy Classifiers: 0.656000 Memcpy Instances: 7.755000 Kernel 1: 0.024000 Kernel 2: 80.369003 Copyback: 0.371000 Sum: 0.036000 It 13,Best ac:0.004925 0.655172 fi:0.589315. Ave ac:0.011734,0.016176 Initialization: 5.850000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.765000 Kernel 1: 0.023000 Kernel 2: 80.056999 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.004664 0.692308 fi:0.540495. Ave ac:0.011226,0.014336 Initialization: 6.147000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.697000 Kernel 1: 0.023000 Kernel 2: 76.382004 Copyback: 0.017000 Sum: 0.022000 It 15,Best ac:0.002332 0.900000 fi:0.583759. Ave ac:0.012547,0.018866 Initialization: 6.521000 Memcpy Classifiers: 0.296000 Memcpy Instances: 8.664000 Kernel 1: 0.021000 Kernel 2: 73.030998 Copyback: 0.017000 Sum: 0.024000 It 16,Best ac:0.005962 0.696970 fi:0.495364. Ave ac:0.015164,0.028144 Initialization: 5.799000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.735000 Kernel 1: 0.023000 Kernel 2: 69.820999 Copyback: 0.018000 Sum: 0.024000 It 17,Best ac:0.003886 0.714286 fi:0.460523. Ave ac:0.016730,0.030081 Initialization: 5.891000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.158000 Kernel 1: 0.021000 Kernel 2: 66.950996 Copyback: 0.017000 Sum: 0.025000 It 18,Best ac:0.003110 0.750000 fi:0.514945. Ave ac:0.010310,0.021805 Initialization: 6.142000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.601000 Kernel 1: 0.023000 Kernel 2: 65.658997 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.002332 1.000000 fi:0.467213. Ave ac:0.015652,0.033825 Initialization: 6.268000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.729000 Kernel 1: 0.023000 Kernel 2: 66.177002 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.003628 0.666667 fi:0.536280. Ave ac:0.017324,0.034010 Initialization: 6.251000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.697000 Kernel 1: 0.022000 Kernel 2: 64.856003 Copyback: 0.018000 Sum: 0.023000 It 21,Best ac:0.006219 0.705882 fi:0.476550. Ave ac:0.015777,0.034518 Initialization: 6.043000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.695000 Kernel 1: 0.021000 Kernel 2: 65.189003 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.003887 0.750000 fi:0.490032. Ave ac:0.018207,0.039784 Initialization: 6.022000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.699000 Kernel 1: 0.022000 Kernel 2: 69.013000 Copyback: 0.018000 Sum: 0.022000 It 23,Best ac:0.004146 0.727273 fi:0.447407. Ave ac:0.019550,0.037285 Initialization: 6.027000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.707000 Kernel 1: 0.023000 Kernel 2: 70.639000 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.004146 0.761905 fi:0.447441. Ave ac:0.021796,0.039788 Initialization: 5.962000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.742000 Kernel 1: 0.022000 Kernel 2: 74.385002 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.004405 0.680000 fi:0.498234. Ave ac:0.016160,0.027235 Initialization: 5.809000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.858000 Kernel 1: 0.023000 Kernel 2: 76.785004 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.005960 0.676471 fi:0.523373. Ave ac:0.013144,0.025202 Initialization: 6.080000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.695000 Kernel 1: 0.023000 Kernel 2: 75.015999 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.009067 0.660377 fi:0.494623. Ave ac:0.015626,0.026401 Initialization: 5.849000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.740000 Kernel 1: 0.023000 Kernel 2: 77.362999 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.003369 0.764706 fi:0.434412. Ave ac:0.014043,0.022728 Initialization: 6.221000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.708000 Kernel 1: 0.022000 Kernel 2: 75.351997 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.005702 0.785714 fi:0.396260. Ave ac:0.011623,0.015815 Initialization: 6.032000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.747000 Kernel 1: 0.022000 Kernel 2: 75.984001 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.003369 0.866667 fi:0.365658. Ave ac:0.009729,0.011134 Initialization: 5.914000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.702000 Kernel 1: 0.022000 Kernel 2: 76.730003 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.004924 0.703704 fi:0.466173. Ave ac:0.011448,0.016271 Initialization: 6.220000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.233000 Kernel 1: 0.022000 Kernel 2: 76.282997 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.003370 0.722222 fi:0.508035. Ave ac:0.012689,0.018129 Initialization: 5.864000 Memcpy Classifiers: 0.246000 Memcpy Instances: 9.628000 Kernel 1: 0.022000 Kernel 2: 76.228996 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.003370 0.812500 fi:0.411803. Ave ac:0.010542,0.012613 Initialization: 29.545000 Memcpy Instances: 391.657990 Memcpy Classifiers: 0.067000 Kernel 1: 0.022000 Kernel 2: 506.877991 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 528.028015 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 496.035004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 522.486023 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 518.958008 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 507.759003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 509.571991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 517.203979 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 499.588989 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 177.509003 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003664 0.565148 fi:0.613447. Ave ac:0.013607,0.041460 Best acc 0.003664 0.565148 Rule:Att PSSM_0_1 is [2.967875,6.545198]|Att PSSM_0_2 is [<-2.828472]|Att PSSM_0_7 is [<-2.351986]|Att PSSM_1_12 is [<3.844465]|Att PSSM_3_2 is [<-1.791653]|1 Accuracy : 0.781668 0 1 152317 11763 39466 31092 Removed 1162 instances. 191783 Instances left. Acc of rule 0.003732-0.619621 Initialization: 5.891000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.653000 Kernel 1: 0.025000 Kernel 2: 94.084000 Copyback: 0.018000 Sum: 0.050000 Initial population average accuracy1:0.005724 accuracy2:0.209823 Initialization: 5.883000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.650000 Kernel 1: 0.023000 Kernel 2: 95.391998 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.003911 0.576923 fi:0.522834. Ave ac:0.010990,0.015403 Initialization: 5.785000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.920000 Kernel 1: 0.022000 Kernel 2: 96.699997 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.003910 0.500000 fi:0.599760. Ave ac:0.012774,0.017637 Initialization: 6.119000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.142000 Kernel 1: 0.022000 Kernel 2: 99.344002 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.004170 0.533333 fi:0.566298. Ave ac:0.011612,0.015307 Initialization: 6.263000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.666000 Kernel 1: 0.024000 Kernel 2: 99.184998 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.003911 0.652174 fi:0.447584. Ave ac:0.011469,0.014736 Initialization: 5.829000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.962000 Kernel 1: 0.022000 Kernel 2: 98.274002 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.003911 0.625000 fi:0.474758. Ave ac:0.011820,0.011221 Initialization: 6.050000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.717000 Kernel 1: 0.022000 Kernel 2: 98.665001 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.010169 0.609375 fi:0.487289. Ave ac:0.010425,0.011101 Initialization: 5.809000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.920000 Kernel 1: 0.021000 Kernel 2: 95.724998 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.004170 0.615385 fi:0.484247. Ave ac:0.010239,0.010866 Initialization: 6.643000 Memcpy Classifiers: 0.493000 Memcpy Instances: 7.695000 Kernel 1: 0.023000 Kernel 2: 95.930000 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.003390 0.928571 fi:0.179589. Ave ac:0.009112,0.011989 Initialization: 5.819000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.003000 Kernel 1: 0.022000 Kernel 2: 91.309998 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004954 0.678571 fi:0.420671. Ave ac:0.009938,0.010317 Initialization: 6.184000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.694000 Kernel 1: 0.021000 Kernel 2: 90.029999 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.004432 0.739130 fi:0.360372. Ave ac:0.009425,0.008615 Iteration 10:MDL fitness activated Error 0.360372 TL 0.020808 MDL Theory Length Weight: 5.7729419386 (3) Initialization: 6.329000 Memcpy Classifiers: 0.472000 Memcpy Instances: 7.740000 Kernel 1: 0.023000 Kernel 2: 89.973000 Copyback: 0.018000 Sum: 0.034000 It 10,Best ac:0.006258 0.600000 fi:0.640783. Ave ac:0.007618,0.008845 Initialization: 5.870000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.146000 Kernel 1: 0.022000 Kernel 2: 88.055000 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.003650 0.736842 fi:0.528153. Ave ac:0.009089,0.011779 Initialization: 6.035000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.682000 Kernel 1: 0.022000 Kernel 2: 87.470001 Copyback: 0.018000 Sum: 0.038000 It 12,Best ac:0.003911 0.652174 fi:0.582072. Ave ac:0.011229,0.014377 Initialization: 6.042000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.689000 Kernel 1: 0.023000 Kernel 2: 84.386002 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.005997 0.718750 fi:0.526921. Ave ac:0.012980,0.016440 Initialization: 5.900000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.654000 Kernel 1: 0.023000 Kernel 2: 81.502998 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.003127 0.750000 fi:0.554140. Ave ac:0.010784,0.014016 Initialization: 5.818000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.036000 Kernel 1: 0.022000 Kernel 2: 78.153000 Copyback: 0.020000 Sum: 0.037000 It 15,Best ac:0.003389 0.764706 fi:0.469425. Ave ac:0.011801,0.014387 Initialization: 6.150000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.921000 Kernel 1: 0.021000 Kernel 2: 77.800003 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.003911 0.625000 fi:0.595558. Ave ac:0.012575,0.016782 Initialization: 5.870000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.930000 Kernel 1: 0.022000 Kernel 2: 76.078003 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.004694 0.900000 fi:0.341053. Ave ac:0.011004,0.014858 Initialization: 6.033000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.744000 Kernel 1: 0.023000 Kernel 2: 77.279999 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.003650 0.700000 fi:0.474864. Ave ac:0.010860,0.012897 Initialization: 5.902000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.807000 Kernel 1: 0.022000 Kernel 2: 75.431999 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.003911 0.789474 fi:0.426727. Ave ac:0.010955,0.015778 Initialization: 6.012000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.661000 Kernel 1: 0.023000 Kernel 2: 74.944000 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.003649 0.736842 fi:0.449752. Ave ac:0.010522,0.015448 Initialization: 6.634000 Memcpy Classifiers: 0.266000 Memcpy Instances: 7.724000 Kernel 1: 0.022000 Kernel 2: 74.719002 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.003650 0.700000 fi:0.505554. Ave ac:0.012394,0.016066 Initialization: 5.807000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.100000 Kernel 1: 0.023000 Kernel 2: 71.906998 Copyback: 0.024000 Sum: 0.025000 It 22,Best ac:0.003909 0.833333 fi:0.416322. Ave ac:0.013210,0.019345 Initialization: 5.880000 Memcpy Classifiers: 0.289000 Memcpy Instances: 7.641000 Kernel 1: 0.023000 Kernel 2: 73.197998 Copyback: 0.018000 Sum: 0.024000 It 23,Best ac:0.012516 0.545455 fi:0.599147. Ave ac:0.010297,0.014198 Initialization: 5.720000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.855000 Kernel 1: 0.023000 Kernel 2: 69.719002 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.003389 0.684211 fi:0.524180. Ave ac:0.016018,0.021228 Initialization: 6.235000 Memcpy Classifiers: 0.251000 Memcpy Instances: 7.658000 Kernel 1: 0.022000 Kernel 2: 70.607002 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.004953 0.863636 fi:0.356406. Ave ac:0.017077,0.024856 Initialization: 6.266000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.683000 Kernel 1: 0.022000 Kernel 2: 70.574997 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.004692 0.666667 fi:0.499300. Ave ac:0.017258,0.021856 MDL Theory Length Weight: 5.1956477447 (10) Initialization: 5.807000 Memcpy Classifiers: 0.236000 Memcpy Instances: 7.987000 Kernel 1: 0.022000 Kernel 2: 71.299004 Copyback: 0.018000 Sum: 0.025000 It 27,Best ac:0.004171 0.640000 fi:0.526058. Ave ac:0.013961,0.022222 Initialization: 6.215000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.642000 Kernel 1: 0.022000 Kernel 2: 69.663002 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.004694 0.692308 fi:0.555659. Ave ac:0.013749,0.019584 Initialization: 6.240000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.686000 Kernel 1: 0.022000 Kernel 2: 70.457001 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.005474 0.617647 fi:0.561403. Ave ac:0.016590,0.022642 Initialization: 6.213000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.673000 Kernel 1: 0.022000 Kernel 2: 70.044998 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.004692 0.666667 fi:0.499131. Ave ac:0.015187,0.020743 Initialization: 6.122000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.652000 Kernel 1: 0.029000 Kernel 2: 71.918999 Copyback: 0.018000 Sum: 0.024000 It 31,Best ac:0.004172 0.640000 fi:0.541382. Ave ac:0.013295,0.017158 Initialization: 5.875000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.700000 Kernel 1: 0.023000 Kernel 2: 70.764999 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.003910 0.789474 fi:0.437798. Ave ac:0.012275,0.019162 Initialization: 6.152000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.730000 Kernel 1: 0.023000 Kernel 2: 68.342003 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.003389 0.764706 fi:0.392163. Ave ac:0.016731,0.025078 Initialization: 29.469000 Memcpy Instances: 384.980988 Memcpy Classifiers: 0.060000 Kernel 1: 0.022000 Kernel 2: 442.809998 Copyback: 0.016000 Sum: 0.012000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 440.580994 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 452.059998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 448.712006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 453.226013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 444.321014 Copyback: 0.021000 Sum: 0.007000 Memcpy Classifiers: 0.062000 Kernel 1: 0.022000 Kernel 2: 460.050995 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 447.085999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 455.144012 Copyback: 0.020000 Sum: 0.006000 Memcpy Classifiers: 0.042000 Kernel 1: 0.020000 Kernel 2: 128.854004 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003999 0.552594 fi:0.607057. Ave ac:0.016431,0.056847 Best acc 0.003999 0.552594 Initialization: 6.845000 Memcpy Classifiers: 0.508000 Memcpy Instances: 7.672000 Kernel 1: 0.024000 Kernel 2: 95.871002 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.006239 accuracy2:0.198761 Initialization: 5.829000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.668000 Kernel 1: 0.023000 Kernel 2: 100.836998 Copyback: 0.022000 Sum: 0.043000 It 0,Best ac:0.009648 0.536232 fi:0.560690. Ave ac:0.011423,0.017486 Initialization: 6.532000 Memcpy Classifiers: 0.472000 Memcpy Instances: 8.642000 Kernel 1: 0.022000 Kernel 2: 99.070000 Copyback: 0.018000 Sum: 0.036000 It 1,Best ac:0.007040 0.692308 fi:0.405903. Ave ac:0.011734,0.014563 Initialization: 6.829000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.423000 Kernel 1: 0.022000 Kernel 2: 95.127998 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.004694 0.486486 fi:0.612884. Ave ac:0.012901,0.015067 Initialization: 6.223000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.705000 Kernel 1: 0.022000 Kernel 2: 91.115997 Copyback: 0.018000 Sum: 0.035000 It 3,Best ac:0.003390 0.684211 fi:0.423950. Ave ac:0.010986,0.012171 Initialization: 6.036000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.759000 Kernel 1: 0.022000 Kernel 2: 92.004997 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.004433 0.607143 fi:0.492357. Ave ac:0.011360,0.013520 Initialization: 6.637000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.191000 Kernel 1: 0.023000 Kernel 2: 90.373001 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.003390 0.684211 fi:0.423950. Ave ac:0.010743,0.012171 Initialization: 5.812000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.650000 Kernel 1: 0.023000 Kernel 2: 91.550003 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.004954 0.678571 fi:0.420671. Ave ac:0.011095,0.012090 Initialization: 6.047000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.847000 Kernel 1: 0.022000 Kernel 2: 90.300003 Copyback: 0.018000 Sum: 0.036000 It 7,Best ac:0.004691 0.666667 fi:0.432707. Ave ac:0.009523,0.011688 Initialization: 5.788000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.426000 Kernel 1: 0.022000 Kernel 2: 92.738998 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.008081 0.659574 fi:0.438121. Ave ac:0.011411,0.013299 Initialization: 6.237000 Memcpy Classifiers: 0.403000 Memcpy Instances: 7.666000 Kernel 1: 0.022000 Kernel 2: 92.662003 Copyback: 0.018000 Sum: 0.034000 It 9,Best ac:0.005735 0.666667 fi:0.432189. Ave ac:0.011699,0.014635 Iteration 10:MDL fitness activated Error 0.432189 TL 0.030424 MDL Theory Length Weight: 4.7352119678 (9) Initialization: 5.886000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.660000 Kernel 1: 0.023000 Kernel 2: 93.566002 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.004171 0.727273 fi:0.510030. Ave ac:0.008654,0.010842 Initialization: 6.229000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.973000 Kernel 1: 0.022000 Kernel 2: 90.822998 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.004692 0.642857 fi:0.596879. Ave ac:0.009325,0.012928 Initialization: 6.297000 Memcpy Classifiers: 0.375000 Memcpy Instances: 8.023000 Kernel 1: 0.022000 Kernel 2: 91.353996 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.003650 0.875000 fi:0.391526. Ave ac:0.012309,0.014495 Initialization: 5.802000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.706000 Kernel 1: 0.023000 Kernel 2: 90.599998 Copyback: 0.018000 Sum: 0.033000 It 13,Best ac:0.005474 0.656250 fi:0.551132. Ave ac:0.011705,0.014355 Initialization: 6.330000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.133000 Kernel 1: 0.021000 Kernel 2: 89.739998 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.005215 0.714286 fi:0.483841. Ave ac:0.012306,0.015159 Initialization: 5.828000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.889000 Kernel 1: 0.023000 Kernel 2: 88.939003 Copyback: 0.018000 Sum: 0.033000 It 15,Best ac:0.003649 0.823529 fi:0.401317. Ave ac:0.009271,0.011895 Initialization: 5.872000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.879000 Kernel 1: 0.022000 Kernel 2: 90.967003 Copyback: 0.371000 Sum: 0.034000 It 16,Best ac:0.003911 0.789474 fi:0.427996. Ave ac:0.009343,0.012524 Initialization: 6.033000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.200000 Kernel 1: 0.022000 Kernel 2: 88.990997 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.003650 0.777778 fi:0.420167. Ave ac:0.007392,0.011654 Initialization: 5.810000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.713000 Kernel 1: 0.023000 Kernel 2: 88.334000 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.004954 0.730769 fi:0.462452. Ave ac:0.008721,0.012986 Initialization: 6.389000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.970000 Kernel 1: 0.023000 Kernel 2: 88.316002 Copyback: 0.018000 Sum: 0.032000 It 19,Best ac:0.002868 0.846154 fi:0.565850. Ave ac:0.008667,0.019450 Initialization: 5.802000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.903000 Kernel 1: 0.022000 Kernel 2: 85.442001 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.003128 0.750000 fi:0.516202. Ave ac:0.012462,0.019035 Initialization: 6.187000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.712000 Kernel 1: 0.022000 Kernel 2: 84.955002 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.005215 0.645161 fi:0.527222. Ave ac:0.008893,0.016778 MDL Theory Length Weight: 4.2616907710 (10) Initialization: 5.833000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.891000 Kernel 1: 0.023000 Kernel 2: 84.182999 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.004432 0.629630 fi:0.525445. Ave ac:0.015638,0.028046 Initialization: 6.984000 Memcpy Classifiers: 0.305000 Memcpy Instances: 7.694000 Kernel 1: 0.023000 Kernel 2: 81.793999 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.003127 0.705882 fi:0.556505. Ave ac:0.012033,0.029875 Initialization: 6.767000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.683000 Kernel 1: 0.022000 Kernel 2: 84.606003 Copyback: 0.018000 Sum: 0.024000 It 24,Best ac:0.005476 0.583333 fi:0.574002. Ave ac:0.012374,0.028049 Initialization: 6.306000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.779000 Kernel 1: 0.022000 Kernel 2: 85.505997 Copyback: 0.016000 Sum: 0.022000 It 25,Best ac:0.003650 0.666667 fi:0.494969. Ave ac:0.014634,0.029764 Initialization: 5.817000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.901000 Kernel 1: 0.023000 Kernel 2: 80.194000 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.005474 0.656250 fi:0.484662. Ave ac:0.015015,0.028931 Initialization: 5.887000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.059000 Kernel 1: 0.022000 Kernel 2: 80.728996 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003911 0.750000 fi:0.415700. Ave ac:0.012850,0.026123 Initialization: 5.798000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.099000 Kernel 1: 0.021000 Kernel 2: 80.570000 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.005737 0.628571 fi:0.522286. Ave ac:0.009881,0.020497 Initialization: 6.314000 Memcpy Classifiers: 0.306000 Memcpy Instances: 7.658000 Kernel 1: 0.021000 Kernel 2: 78.085999 Copyback: 0.018000 Sum: 0.023000 It 29,Best ac:0.005996 0.741935 fi:0.411370. Ave ac:0.016686,0.029533 Initialization: 6.165000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.642000 Kernel 1: 0.023000 Kernel 2: 77.992996 Copyback: 0.018000 Sum: 0.026000 It 30,Best ac:0.003129 0.750000 fi:0.488510. Ave ac:0.017172,0.033094 Initialization: 5.797000 Memcpy Classifiers: 0.282000 Memcpy Instances: 9.912000 Kernel 1: 0.022000 Kernel 2: 77.056000 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.004432 0.629630 fi:0.522527. Ave ac:0.013748,0.029001 Initialization: 5.847000 Memcpy Classifiers: 0.294000 Memcpy Instances: 7.865000 Kernel 1: 0.022000 Kernel 2: 75.683998 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.003389 0.722222 fi:0.424953. Ave ac:0.018473,0.035692 Initialization: 6.778000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.653000 Kernel 1: 0.023000 Kernel 2: 73.913002 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.004172 0.761905 fi:0.406563. Ave ac:0.017926,0.034908 Initialization: 29.872999 Memcpy Instances: 399.898010 Memcpy Classifiers: 0.066000 Kernel 1: 0.022000 Kernel 2: 481.946014 Copyback: 0.017000 Sum: 0.015000 Memcpy Classifiers: 0.059000 Kernel 1: 0.017000 Kernel 2: 493.257996 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 489.371002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 494.596985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 512.971985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 486.234009 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.017000 Kernel 2: 496.622009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 484.282990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 504.566010 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.043000 Kernel 1: 0.014000 Kernel 2: 130.306000 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004854 0.540337 fi:0.613534. Ave ac:0.015009,0.050921 Best acc 0.004854 0.540337 Rule:Att PSSM_-2_9 is [<9.044541]|Att PSSM_-1_14 is [-2.080081,5.581006]|Att PSSM_0_12 is [<-2.634598]|Att PSSM_0_14 is [>-2.478397]|Att PSSM_3_5 is [0.362425,10.716449]|1 Accuracy : 0.782290 0 1 151696 12384 38699 31859 Removed 1388 instances. 190395 Instances left. Acc of rule 0.003999-0.552594 Initialization: 5.852000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.839000 Kernel 1: 0.024000 Kernel 2: 93.936996 Copyback: 0.018000 Sum: 0.051000 Initial population average accuracy1:0.005853 accuracy2:0.201757 Initialization: 5.941000 Memcpy Classifiers: 0.572000 Memcpy Instances: 7.724000 Kernel 1: 0.022000 Kernel 2: 97.444000 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.012080 0.410714 fi:0.684933. Ave ac:0.010988,0.015864 Initialization: 5.879000 Memcpy Classifiers: 0.768000 Memcpy Instances: 7.604000 Kernel 1: 0.023000 Kernel 2: 97.129997 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.003676 0.560000 fi:0.539851. Ave ac:0.011212,0.013604 Initialization: 6.287000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.649000 Kernel 1: 0.022000 Kernel 2: 97.675003 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.013393 0.520408 fi:0.574582. Ave ac:0.011331,0.013289 Initialization: 6.037000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.047000 Kernel 1: 0.022000 Kernel 2: 95.551003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003151 0.600000 fi:0.560809. Ave ac:0.011413,0.013547 Initialization: 5.801000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.677000 Kernel 1: 0.022000 Kernel 2: 95.144997 Copyback: 0.018000 Sum: 0.028000 It 4,Best ac:0.004202 0.761905 fi:0.337684. Ave ac:0.013579,0.013735 Initialization: 5.802000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.940000 Kernel 1: 0.022000 Kernel 2: 91.171997 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004464 0.586207 fi:0.513250. Ave ac:0.014340,0.015043 Initialization: 5.863000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.275000 Kernel 1: 0.022000 Kernel 2: 85.925003 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.003676 0.636364 fi:0.463488. Ave ac:0.011419,0.013442 Initialization: 5.679000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.634000 Kernel 1: 0.023000 Kernel 2: 85.782997 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.003414 0.722222 fi:0.377761. Ave ac:0.012203,0.013008 Initialization: 6.211000 Memcpy Classifiers: 0.401000 Memcpy Instances: 7.813000 Kernel 1: 0.021000 Kernel 2: 82.696999 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004989 0.730769 fi:0.368425. Ave ac:0.011255,0.013722 Initialization: 6.019000 Memcpy Classifiers: 0.472000 Memcpy Instances: 7.632000 Kernel 1: 0.022000 Kernel 2: 82.258003 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.003676 0.636364 fi:0.463488. Ave ac:0.009458,0.011751 Iteration 10:MDL fitness activated Error 0.463488 TL 0.036089 MDL Theory Length Weight: 4.2810051565 (6) Initialization: 6.929000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.597000 Kernel 1: 0.024000 Kernel 2: 80.591003 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.006303 0.615385 fi:0.590660. Ave ac:0.009518,0.009402 Initialization: 5.826000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.663000 Kernel 1: 0.024000 Kernel 2: 80.127998 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.005777 0.611111 fi:0.595730. Ave ac:0.009497,0.012134 Initialization: 5.795000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.611000 Kernel 1: 0.023000 Kernel 2: 76.458000 Copyback: 0.018000 Sum: 0.031000 It 12,Best ac:0.003151 0.800000 fi:0.455081. Ave ac:0.010079,0.014328 Initialization: 5.843000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.840000 Kernel 1: 0.022000 Kernel 2: 76.528999 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.003939 0.714286 fi:0.504489. Ave ac:0.012557,0.017325 Initialization: 6.082000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.685000 Kernel 1: 0.022000 Kernel 2: 74.780998 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.005252 0.625000 fi:0.587251. Ave ac:0.010893,0.011160 Initialization: 6.163000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.584000 Kernel 1: 0.023000 Kernel 2: 75.445999 Copyback: 0.018000 Sum: 0.031000 It 15,Best ac:0.003152 0.705882 fi:0.550103. Ave ac:0.011232,0.015118 Initialization: 5.723000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.322000 Kernel 1: 0.022000 Kernel 2: 70.838997 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004202 0.761905 fi:0.437890. Ave ac:0.012496,0.017955 Initialization: 5.773000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.321000 Kernel 1: 0.021000 Kernel 2: 70.238998 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.003676 0.700000 fi:0.446879. Ave ac:0.013926,0.017696 Initialization: 6.668000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.641000 Kernel 1: 0.022000 Kernel 2: 69.469002 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.003939 0.750000 fi:0.419742. Ave ac:0.010652,0.012638 Initialization: 5.917000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.952000 Kernel 1: 0.021000 Kernel 2: 69.470001 Copyback: 0.018000 Sum: 0.022000 It 19,Best ac:0.004989 0.703704 fi:0.481671. Ave ac:0.011192,0.017733 Initialization: 6.331000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.793000 Kernel 1: 0.022000 Kernel 2: 68.168999 Copyback: 0.020000 Sum: 0.021000 It 20,Best ac:0.004202 0.666667 fi:0.511716. Ave ac:0.013188,0.018921 Initialization: 6.556000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.598000 Kernel 1: 0.023000 Kernel 2: 66.901001 Copyback: 0.018000 Sum: 0.022000 It 21,Best ac:0.003414 0.866667 fi:0.303974. Ave ac:0.012331,0.014882 Initialization: 6.617000 Memcpy Classifiers: 0.266000 Memcpy Instances: 7.683000 Kernel 1: 0.022000 Kernel 2: 65.394997 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.003414 0.650000 fi:0.503331. Ave ac:0.008743,0.010035 Initialization: 6.356000 Memcpy Classifiers: 0.249000 Memcpy Instances: 8.056000 Kernel 1: 0.022000 Kernel 2: 68.073997 Copyback: 0.019000 Sum: 0.027000 It 23,Best ac:0.003415 0.764706 fi:0.381266. Ave ac:0.010824,0.014406 Initialization: 6.229000 Memcpy Classifiers: 0.253000 Memcpy Instances: 8.354000 Kernel 1: 0.021000 Kernel 2: 66.917999 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.003151 0.923077 fi:0.299746. Ave ac:0.009073,0.012884 Initialization: 5.778000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.420000 Kernel 1: 0.021000 Kernel 2: 65.052002 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.003676 0.636364 fi:0.524820. Ave ac:0.008859,0.013459 Initialization: 6.197000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.486000 Kernel 1: 0.021000 Kernel 2: 63.813999 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.002889 0.916667 fi:0.380667. Ave ac:0.013885,0.023256 Initialization: 6.048000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.108000 Kernel 1: 0.022000 Kernel 2: 64.926003 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.003939 0.652174 fi:0.520142. Ave ac:0.009977,0.015187 Initialization: 5.836000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.131000 Kernel 1: 0.023000 Kernel 2: 64.558998 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.003676 0.777778 fi:0.398428. Ave ac:0.007342,0.007932 Initialization: 6.025000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.634000 Kernel 1: 0.023000 Kernel 2: 65.011002 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003939 0.882353 fi:0.285813. Ave ac:0.006924,0.007136 Initialization: 5.829000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.654000 Kernel 1: 0.023000 Kernel 2: 66.001999 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.004727 0.562500 fi:0.592128. Ave ac:0.005117,0.007169 Initialization: 5.963000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.710000 Kernel 1: 0.022000 Kernel 2: 64.217003 Copyback: 0.018000 Sum: 0.023000 It 31,Best ac:0.006040 0.605263 fi:0.598442. Ave ac:0.007604,0.011766 Initialization: 5.816000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.792000 Kernel 1: 0.023000 Kernel 2: 64.689003 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.008141 0.543860 fi:0.607176. Ave ac:0.011515,0.022239 Initialization: 5.811000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.256000 Kernel 1: 0.021000 Kernel 2: 64.113998 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.004727 0.642857 fi:0.494612. Ave ac:0.016009,0.023584 Initialization: 31.452000 Memcpy Instances: 384.502014 Memcpy Classifiers: 0.093000 Kernel 1: 0.022000 Kernel 2: 455.760010 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.093000 Kernel 1: 0.014000 Kernel 2: 449.854004 Copyback: 0.367000 Sum: 0.003000 Memcpy Classifiers: 0.092000 Kernel 1: 0.015000 Kernel 2: 450.102997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.014000 Kernel 2: 452.359009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.091000 Kernel 1: 0.014000 Kernel 2: 463.261993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.093000 Kernel 1: 0.014000 Kernel 2: 457.626007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.092000 Kernel 1: 0.014000 Kernel 2: 440.919006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.090000 Kernel 1: 0.014000 Kernel 2: 450.651001 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.098000 Kernel 1: 0.013000 Kernel 2: 445.920013 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004843 0.541398 fi:0.613172. Ave ac:0.011524,0.034638 Best acc 0.004843 0.541398 Initialization: 6.075000 Memcpy Classifiers: 0.595000 Memcpy Instances: 7.712000 Kernel 1: 0.023000 Kernel 2: 93.144997 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005358 accuracy2:0.210479 Initialization: 6.061000 Memcpy Classifiers: 0.560000 Memcpy Instances: 7.662000 Kernel 1: 0.022000 Kernel 2: 96.593002 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.004989 0.527778 fi:0.571417. Ave ac:0.009523,0.013444 Initialization: 6.064000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.645000 Kernel 1: 0.022000 Kernel 2: 98.415001 Copyback: 0.018000 Sum: 0.031000 It 1,Best ac:0.002889 0.647059 fi:0.583683. Ave ac:0.010866,0.013016 Initialization: 6.091000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.813000 Kernel 1: 0.022000 Kernel 2: 96.027000 Copyback: 0.017000 Sum: 0.037000 It 2,Best ac:0.002363 0.818182 fi:0.552425. Ave ac:0.011817,0.012245 Initialization: 6.581000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.590000 Kernel 1: 0.022000 Kernel 2: 92.052002 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.003676 0.518519 fi:0.581333. Ave ac:0.011170,0.011489 Initialization: 6.155000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.609000 Kernel 1: 0.022000 Kernel 2: 89.933998 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.003414 0.650000 fi:0.449983. Ave ac:0.011321,0.012603 Initialization: 6.259000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.897000 Kernel 1: 0.022000 Kernel 2: 90.626999 Copyback: 0.018000 Sum: 0.033000 It 5,Best ac:0.003414 0.619048 fi:0.480935. Ave ac:0.011960,0.014331 Initialization: 5.759000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.116000 Kernel 1: 0.023000 Kernel 2: 91.650002 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.004202 0.640000 fi:0.459589. Ave ac:0.010946,0.011500 Initialization: 5.758000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.946000 Kernel 1: 0.022000 Kernel 2: 91.218002 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003414 0.684211 fi:0.415772. Ave ac:0.011574,0.012269 Initialization: 6.342000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.041000 Kernel 1: 0.022000 Kernel 2: 91.295998 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003151 0.750000 fi:0.410809. Ave ac:0.009445,0.010788 Initialization: 6.341000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.597000 Kernel 1: 0.023000 Kernel 2: 91.598000 Copyback: 0.018000 Sum: 0.030000 It 9,Best ac:0.004989 0.730769 fi:0.368425. Ave ac:0.008612,0.008073 Iteration 10:MDL fitness activated Error 0.368425 TL 0.034495 MDL Theory Length Weight: 3.5601500129 (1) Initialization: 5.833000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.959000 Kernel 1: 0.022000 Kernel 2: 90.195999 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.005252 0.714286 fi:0.514040. Ave ac:0.008216,0.008562 Initialization: 5.839000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.675000 Kernel 1: 0.023000 Kernel 2: 88.887001 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.004989 0.863636 fi:0.347079. Ave ac:0.008483,0.008441 Initialization: 5.814000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.860000 Kernel 1: 0.022000 Kernel 2: 86.578003 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.003676 0.823529 fi:0.416289. Ave ac:0.008101,0.009259 Initialization: 6.754000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.150000 Kernel 1: 0.023000 Kernel 2: 85.799004 Copyback: 0.018000 Sum: 0.031000 It 13,Best ac:0.003152 0.750000 fi:0.514710. Ave ac:0.007806,0.007450 Initialization: 5.852000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.301000 Kernel 1: 0.023000 Kernel 2: 84.004997 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.005777 0.687500 fi:0.481297. Ave ac:0.008367,0.007547 Initialization: 5.936000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.622000 Kernel 1: 0.023000 Kernel 2: 83.390999 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.004727 0.720000 fi:0.516721. Ave ac:0.009227,0.009501 Initialization: 5.798000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.861000 Kernel 1: 0.023000 Kernel 2: 82.972000 Copyback: 0.018000 Sum: 0.028000 It 16,Best ac:0.004202 0.761905 fi:0.429919. Ave ac:0.007709,0.007520 Initialization: 5.746000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.668000 Kernel 1: 0.023000 Kernel 2: 80.194000 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.004989 0.826087 fi:0.355026. Ave ac:0.009606,0.008692 Initialization: 5.870000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.781000 Kernel 1: 0.022000 Kernel 2: 78.388000 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.004464 0.809524 fi:0.383132. Ave ac:0.009197,0.010264 Initialization: 5.825000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.873000 Kernel 1: 0.023000 Kernel 2: 76.014999 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.003676 0.736842 fi:0.484019. Ave ac:0.008446,0.008551 Initialization: 6.077000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.248000 Kernel 1: 0.022000 Kernel 2: 74.646004 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.002626 1.000000 fi:0.402305. Ave ac:0.006871,0.006292 MDL Theory Length Weight: 3.2041350116 (10) Initialization: 6.599000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.225000 Kernel 1: 0.022000 Kernel 2: 72.652000 Copyback: 0.017000 Sum: 0.037000 It 21,Best ac:0.003676 0.736842 fi:0.436344. Ave ac:0.008460,0.007906 Initialization: 6.399000 Memcpy Classifiers: 0.324000 Memcpy Instances: 8.004000 Kernel 1: 0.022000 Kernel 2: 74.359001 Copyback: 0.371000 Sum: 0.031000 It 22,Best ac:0.004464 0.739130 fi:0.436958. Ave ac:0.007245,0.006361 Initialization: 6.119000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.293000 Kernel 1: 0.022000 Kernel 2: 74.237999 Copyback: 0.018000 Sum: 0.036000 It 23,Best ac:0.005515 0.807692 fi:0.382068. Ave ac:0.008107,0.008064 Initialization: 6.020000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.613000 Kernel 1: 0.022000 Kernel 2: 74.260002 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.004464 0.739130 fi:0.426287. Ave ac:0.007351,0.006782 Initialization: 6.757000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.594000 Kernel 1: 0.022000 Kernel 2: 75.072998 Copyback: 0.020000 Sum: 0.034000 It 25,Best ac:0.006567 0.757576 fi:0.412573. Ave ac:0.007810,0.007023 Initialization: 6.236000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.616000 Kernel 1: 0.022000 Kernel 2: 74.888000 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.006830 0.764706 fi:0.402636. Ave ac:0.009686,0.008085 Initialization: 6.268000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.713000 Kernel 1: 0.022000 Kernel 2: 75.032997 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.004202 0.695652 fi:0.485087. Ave ac:0.006928,0.007386 Initialization: 6.850000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.860000 Kernel 1: 0.021000 Kernel 2: 73.738998 Copyback: 0.020000 Sum: 0.036000 It 28,Best ac:0.004727 0.666667 fi:0.509331. Ave ac:0.008933,0.008907 Initialization: 6.449000 Memcpy Classifiers: 0.307000 Memcpy Instances: 7.773000 Kernel 1: 0.023000 Kernel 2: 72.296997 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.003414 0.764706 fi:0.411414. Ave ac:0.009385,0.009331 Initialization: 5.850000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.627000 Kernel 1: 0.022000 Kernel 2: 74.196999 Copyback: 0.022000 Sum: 0.035000 It 30,Best ac:0.009194 0.700000 fi:0.456039. Ave ac:0.008200,0.007954 Initialization: 6.203000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.635000 Kernel 1: 0.021000 Kernel 2: 71.737999 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.004464 0.772727 fi:0.402293. Ave ac:0.011028,0.010537 Initialization: 5.984000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.595000 Kernel 1: 0.022000 Kernel 2: 71.147003 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.006040 0.741935 fi:0.407353. Ave ac:0.008762,0.008672 MDL Theory Length Weight: 2.8837215104 (10) Initialization: 6.019000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.101000 Kernel 1: 0.022000 Kernel 2: 74.056000 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.003152 0.923077 fi:0.305256. Ave ac:0.009409,0.009941 Initialization: 29.667000 Memcpy Instances: 380.576996 Memcpy Classifiers: 0.071000 Kernel 1: 0.023000 Kernel 2: 506.572998 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 506.242004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 496.989014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 516.106018 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 497.872986 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.070000 Kernel 1: 0.022000 Kernel 2: 502.540009 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 511.346985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 497.998993 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 483.816010 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.006140 0.557729 fi:0.593942. Ave ac:0.007457,0.022130 Best acc 0.006140 0.557729 Rule:Att PSSM_0_4 is [<-0.655142]|Att PSSM_0_12 is [<-2.277617]|Att PSSM_1_4 is [-7.956860,-2.539279]|Att PSSM_3_7 is [-4.819211,-1.380780]|Att PSSM_4_12 is [<-1.797622]|1 Accuracy : 0.783322 0 1 150769 13311 37530 33028 Removed 2096 instances. 188299 Instances left. Acc of rule 0.006140-0.557729 Initialization: 6.232000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.506000 Kernel 1: 0.024000 Kernel 2: 92.989998 Copyback: 0.018000 Sum: 0.052000 Initial population average accuracy1:0.004491 accuracy2:0.195234 Initialization: 5.927000 Memcpy Classifiers: 0.561000 Memcpy Instances: 7.791000 Kernel 1: 0.022000 Kernel 2: 95.638000 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.004514 0.472222 fi:0.627164. Ave ac:0.007887,0.010815 Initialization: 5.765000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.924000 Kernel 1: 0.023000 Kernel 2: 97.314003 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.005575 0.567568 fi:0.531280. Ave ac:0.010669,0.012592 Initialization: 5.736000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.033000 Kernel 1: 0.022000 Kernel 2: 95.203003 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.005045 0.542857 fi:0.556261. Ave ac:0.014269,0.016496 Initialization: 6.217000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.506000 Kernel 1: 0.022000 Kernel 2: 93.959000 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.011683 0.478261 fi:0.617472. Ave ac:0.013797,0.015661 Initialization: 5.726000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.996000 Kernel 1: 0.022000 Kernel 2: 90.302002 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.002124 1.000000 fi:0.423406. Ave ac:0.014836,0.017524 Initialization: 6.169000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.519000 Kernel 1: 0.021000 Kernel 2: 89.837997 Copyback: 0.018000 Sum: 0.033000 It 5,Best ac:0.004249 0.800000 fi:0.299524. Ave ac:0.012761,0.012626 Initialization: 6.195000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.994000 Kernel 1: 0.021000 Kernel 2: 87.176003 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.002655 0.833333 fi:0.445924. Ave ac:0.010320,0.012579 Initialization: 6.034000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.524000 Kernel 1: 0.023000 Kernel 2: 87.735001 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003186 0.750000 fi:0.385108. Ave ac:0.010735,0.011502 Initialization: 5.709000 Memcpy Classifiers: 0.404000 Memcpy Instances: 7.507000 Kernel 1: 0.022000 Kernel 2: 87.750000 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.004249 0.592593 fi:0.506929. Ave ac:0.009481,0.010679 Initialization: 5.936000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.544000 Kernel 1: 0.023000 Kernel 2: 87.190002 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.002922 0.846154 fi:0.359972. Ave ac:0.009646,0.009136 Iteration 10:MDL fitness activated Error 0.359972 TL 0.030261 MDL Theory Length Weight: 3.9651752530 (5) Initialization: 6.025000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.685000 Kernel 1: 0.022000 Kernel 2: 84.656998 Copyback: 0.018000 Sum: 0.032000 It 10,Best ac:0.003186 0.800000 fi:0.500764. Ave ac:0.008038,0.007490 Initialization: 5.732000 Memcpy Classifiers: 0.466000 Memcpy Instances: 7.702000 Kernel 1: 0.022000 Kernel 2: 83.478996 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.004780 0.720000 fi:0.471794. Ave ac:0.009276,0.009405 Initialization: 5.749000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.507000 Kernel 1: 0.024000 Kernel 2: 82.845001 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.003717 0.736842 fi:0.483771. Ave ac:0.007438,0.008184 Initialization: 6.222000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.797000 Kernel 1: 0.022000 Kernel 2: 81.591003 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.003983 0.652174 fi:0.570830. Ave ac:0.009548,0.009814 Initialization: 5.682000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.723000 Kernel 1: 0.022000 Kernel 2: 85.079002 Copyback: 0.018000 Sum: 0.028000 It 14,Best ac:0.009291 0.614035 fi:0.575490. Ave ac:0.009182,0.010083 Initialization: 5.910000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.768000 Kernel 1: 0.022000 Kernel 2: 79.917999 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.004249 0.695652 fi:0.517053. Ave ac:0.008870,0.009491 Initialization: 5.783000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.493000 Kernel 1: 0.023000 Kernel 2: 84.785004 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.003983 0.714286 fi:0.490596. Ave ac:0.009385,0.010052 Initialization: 5.798000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.910000 Kernel 1: 0.021000 Kernel 2: 80.735001 Copyback: 0.018000 Sum: 0.032000 It 17,Best ac:0.004514 0.680000 fi:0.528064. Ave ac:0.009139,0.008914 Initialization: 5.705000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.931000 Kernel 1: 0.022000 Kernel 2: 85.271004 Copyback: 0.018000 Sum: 0.030000 It 18,Best ac:0.003187 0.800000 fi:0.476864. Ave ac:0.010628,0.010075 Initialization: 6.115000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.507000 Kernel 1: 0.023000 Kernel 2: 81.198997 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.003717 0.736842 fi:0.480645. Ave ac:0.009710,0.010476 Initialization: 6.663000 Memcpy Classifiers: 0.354000 Memcpy Instances: 7.826000 Kernel 1: 0.022000 Kernel 2: 82.191002 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.005045 0.791667 fi:0.362763. Ave ac:0.010156,0.010913 Initialization: 6.142000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.511000 Kernel 1: 0.023000 Kernel 2: 79.331001 Copyback: 0.018000 Sum: 0.033000 It 21,Best ac:0.005044 0.703704 fi:0.468980. Ave ac:0.011217,0.014054 Initialization: 6.008000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.778000 Kernel 1: 0.022000 Kernel 2: 79.666000 Copyback: 0.020000 Sum: 0.038000 It 22,Best ac:0.004778 0.720000 fi:0.447529. Ave ac:0.008949,0.009704 Initialization: 6.545000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.487000 Kernel 1: 0.023000 Kernel 2: 79.619003 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.003186 0.857143 fi:0.348749. Ave ac:0.009844,0.010459 Initialization: 5.765000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.901000 Kernel 1: 0.021000 Kernel 2: 81.612000 Copyback: 0.018000 Sum: 0.032000 It 24,Best ac:0.004780 0.692308 fi:0.496700. Ave ac:0.009909,0.009861 Initialization: 5.960000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.489000 Kernel 1: 0.024000 Kernel 2: 83.177002 Copyback: 0.018000 Sum: 0.032000 It 25,Best ac:0.004249 0.842105 fi:0.380760. Ave ac:0.007695,0.007933 Initialization: 5.981000 Memcpy Classifiers: 0.293000 Memcpy Instances: 7.552000 Kernel 1: 0.022000 Kernel 2: 81.545998 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.003983 0.681818 fi:0.488080. Ave ac:0.006104,0.008548 Initialization: 5.729000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.259000 Kernel 1: 0.022000 Kernel 2: 79.314003 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.003716 0.777778 fi:0.438620. Ave ac:0.008885,0.010192 Initialization: 5.696000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.750000 Kernel 1: 0.022000 Kernel 2: 77.679001 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.003717 0.875000 fi:0.367704. Ave ac:0.008511,0.009283 Initialization: 5.826000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.748000 Kernel 1: 0.021000 Kernel 2: 78.818001 Copyback: 0.018000 Sum: 0.033000 It 29,Best ac:0.005843 0.733333 fi:0.429825. Ave ac:0.006246,0.007971 Initialization: 6.428000 Memcpy Classifiers: 0.372000 Memcpy Instances: 7.509000 Kernel 1: 0.023000 Kernel 2: 76.444000 Copyback: 0.034000 Sum: 0.030000 It 30,Best ac:0.004781 0.818182 fi:0.373085. Ave ac:0.009683,0.012194 Initialization: 5.751000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.571000 Kernel 1: 0.023000 Kernel 2: 74.986000 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.004514 0.809524 fi:0.367394. Ave ac:0.006087,0.008588 Initialization: 5.765000 Memcpy Classifiers: 0.372000 Memcpy Instances: 7.496000 Kernel 1: 0.022000 Kernel 2: 75.521004 Copyback: 0.018000 Sum: 0.038000 It 32,Best ac:0.003983 0.882353 fi:0.298291. Ave ac:0.007569,0.009025 Initialization: 5.719000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.686000 Kernel 1: 0.022000 Kernel 2: 76.859001 Copyback: 0.018000 Sum: 0.030000 It 33,Best ac:0.004514 0.850000 fi:0.324635. Ave ac:0.007832,0.010038 Initialization: 29.969000 Memcpy Instances: 380.687988 Memcpy Classifiers: 0.076000 Kernel 1: 0.022000 Kernel 2: 546.046997 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.075000 Kernel 1: 0.015000 Kernel 2: 540.156982 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 538.596008 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 555.330994 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.073000 Kernel 1: 0.016000 Kernel 2: 533.380005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 545.085022 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 545.747009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 522.786011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 461.631989 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003473 0.571678 fi:0.603487. Ave ac:0.006549,0.019455 Best acc 0.003473 0.571678 Initialization: 5.693000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.924000 Kernel 1: 0.023000 Kernel 2: 94.639000 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.004924 accuracy2:0.201852 Initialization: 6.209000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.538000 Kernel 1: 0.023000 Kernel 2: 99.635002 Copyback: 0.018000 Sum: 0.046000 It 0,Best ac:0.004781 0.545455 fi:0.553796. Ave ac:0.008842,0.012101 Initialization: 5.732000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.523000 Kernel 1: 0.023000 Kernel 2: 98.672997 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.005311 0.487805 fi:0.611178. Ave ac:0.011353,0.014485 Initialization: 5.751000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.663000 Kernel 1: 0.023000 Kernel 2: 104.043999 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003717 0.608696 fi:0.491097. Ave ac:0.012205,0.013437 Initialization: 6.070000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.045000 Kernel 1: 0.022000 Kernel 2: 105.507004 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.003187 0.600000 fi:0.533955. Ave ac:0.009785,0.011550 Initialization: 6.067000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.534000 Kernel 1: 0.022000 Kernel 2: 105.708000 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.004514 0.629630 fi:0.469756. Ave ac:0.009500,0.010845 Initialization: 5.758000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.659000 Kernel 1: 0.023000 Kernel 2: 103.741997 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.003717 0.636364 fi:0.463432. Ave ac:0.009118,0.010662 Initialization: 6.032000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.266000 Kernel 1: 0.022000 Kernel 2: 104.288002 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.005576 0.807692 fi:0.291155. Ave ac:0.008063,0.011014 Initialization: 6.149000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.724000 Kernel 1: 0.022000 Kernel 2: 98.487000 Copyback: 0.017000 Sum: 0.037000 It 7,Best ac:0.007435 0.651163 fi:0.446737. Ave ac:0.007546,0.009527 Initialization: 5.676000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.745000 Kernel 1: 0.022000 Kernel 2: 97.620003 Copyback: 0.017000 Sum: 0.037000 It 8,Best ac:0.006373 0.666667 fi:0.431774. Ave ac:0.007079,0.008230 Initialization: 6.158000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.526000 Kernel 1: 0.022000 Kernel 2: 95.699997 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.002655 0.833333 fi:0.445924. Ave ac:0.006422,0.010366 Iteration 10:MDL fitness activated Error 0.445924 TL 0.022069 MDL Theory Length Weight: 6.7353825820 (4) Initialization: 5.844000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.744000 Kernel 1: 0.023000 Kernel 2: 93.438004 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.004249 0.640000 fi:0.572805. Ave ac:0.007328,0.011000 Initialization: 5.894000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.363000 Kernel 1: 0.022000 Kernel 2: 93.813004 Copyback: 0.017000 Sum: 0.040000 It 11,Best ac:0.003983 0.750000 fi:0.503202. Ave ac:0.012260,0.017022 Initialization: 6.132000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.541000 Kernel 1: 0.022000 Kernel 2: 88.972000 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.002390 0.900000 fi:0.619899. Ave ac:0.008855,0.013657 Initialization: 6.150000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.529000 Kernel 1: 0.021000 Kernel 2: 88.973999 Copyback: 0.018000 Sum: 0.035000 It 13,Best ac:0.005576 0.677419 fi:0.518460. Ave ac:0.009907,0.014386 Initialization: 6.196000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.905000 Kernel 1: 0.022000 Kernel 2: 86.516998 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.003983 0.789474 fi:0.449566. Ave ac:0.011663,0.017186 Initialization: 6.073000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.531000 Kernel 1: 0.022000 Kernel 2: 85.134003 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.004250 0.695652 fi:0.530488. Ave ac:0.011186,0.018960 Initialization: 6.096000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.524000 Kernel 1: 0.023000 Kernel 2: 82.888000 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.003716 0.636364 fi:0.530239. Ave ac:0.011932,0.018383 Initialization: 6.264000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.542000 Kernel 1: 0.023000 Kernel 2: 80.973000 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.006107 0.718750 fi:0.474152. Ave ac:0.012345,0.020024 Initialization: 5.787000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.560000 Kernel 1: 0.022000 Kernel 2: 81.458000 Copyback: 0.018000 Sum: 0.022000 It 18,Best ac:0.003451 0.722222 fi:0.514025. Ave ac:0.013034,0.021730 Initialization: 6.204000 Memcpy Classifiers: 0.736000 Memcpy Instances: 7.500000 Kernel 1: 0.023000 Kernel 2: 80.358002 Copyback: 0.017000 Sum: 0.020000 It 19,Best ac:0.003452 0.764706 fi:0.456102. Ave ac:0.011982,0.021681 Initialization: 5.930000 Memcpy Classifiers: 0.501000 Memcpy Instances: 7.559000 Kernel 1: 0.022000 Kernel 2: 80.335999 Copyback: 0.018000 Sum: 0.021000 It 20,Best ac:0.003717 0.777778 fi:0.427250. Ave ac:0.012688,0.021988 Initialization: 5.770000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.997000 Kernel 1: 0.022000 Kernel 2: 75.351997 Copyback: 0.018000 Sum: 0.022000 It 21,Best ac:0.003717 0.636364 fi:0.556235. Ave ac:0.014421,0.027530 Initialization: 6.478000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.706000 Kernel 1: 0.021000 Kernel 2: 73.514999 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.003186 0.705882 fi:0.537519. Ave ac:0.016563,0.027443 Initialization: 5.797000 Memcpy Classifiers: 0.289000 Memcpy Instances: 7.756000 Kernel 1: 0.023000 Kernel 2: 73.278999 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.004249 0.571429 fi:0.593807. Ave ac:0.017500,0.027808 Initialization: 5.784000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.514000 Kernel 1: 0.024000 Kernel 2: 71.285004 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.003452 0.650000 fi:0.515643. Ave ac:0.022501,0.038076 Initialization: 5.810000 Memcpy Classifiers: 0.248000 Memcpy Instances: 7.599000 Kernel 1: 0.022000 Kernel 2: 70.372002 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.003452 0.684211 fi:0.475638. Ave ac:0.021557,0.036428 Initialization: 5.846000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.714000 Kernel 1: 0.022000 Kernel 2: 68.842003 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.005309 0.625000 fi:0.569298. Ave ac:0.020505,0.038068 Initialization: 5.905000 Memcpy Classifiers: 0.217000 Memcpy Instances: 7.816000 Kernel 1: 0.022000 Kernel 2: 70.332001 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.003452 0.684211 fi:0.501726. Ave ac:0.023249,0.040709 Initialization: 6.714000 Memcpy Classifiers: 0.230000 Memcpy Instances: 8.177000 Kernel 1: 0.021000 Kernel 2: 67.892998 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.012218 0.647887 fi:0.506994. Ave ac:0.027497,0.047158 Initialization: 5.788000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.488000 Kernel 1: 0.024000 Kernel 2: 68.084000 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.006375 0.685714 fi:0.505528. Ave ac:0.022948,0.037366 MDL Theory Length Weight: 6.0618443238 (10) Initialization: 6.407000 Memcpy Classifiers: 0.206000 Memcpy Instances: 8.727000 Kernel 1: 0.022000 Kernel 2: 70.873001 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.003984 0.714286 fi:0.439298. Ave ac:0.021048,0.037576 Initialization: 5.949000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.506000 Kernel 1: 0.023000 Kernel 2: 69.313004 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.005840 0.666667 fi:0.505628. Ave ac:0.023389,0.039168 Initialization: 6.027000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.519000 Kernel 1: 0.022000 Kernel 2: 69.232002 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.005578 0.807692 fi:0.368556. Ave ac:0.019151,0.029469 Initialization: 5.734000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.883000 Kernel 1: 0.022000 Kernel 2: 69.515999 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.003717 0.736842 fi:0.485636. Ave ac:0.017169,0.029618 Initialization: 29.771000 Memcpy Instances: 380.842010 Memcpy Classifiers: 0.064000 Kernel 1: 0.024000 Kernel 2: 508.191010 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.057000 Kernel 1: 0.015000 Kernel 2: 517.341003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 515.054016 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 518.284973 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 515.221985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 518.142029 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 510.677002 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 530.619995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 425.635010 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.051843 0.480295 fi:0.659970. Ave ac:0.013099,0.041668 Best acc 0.051843 0.480295 Rule:Att PSSM_-3_12 is [-5.678545,-1.520960]|Att PSSM_-2_15 is [<2.798777]|Att PSSM_-1_5 is [<6.486335]|Att PSSM_0_1 is [>3.745181]|Att PSSM_0_4 is [<-2.645714]|Att PSSM_0_7 is [<-1.003714]|1 Accuracy : 0.784020 0 1 150279 13801 36876 33682 Removed 1144 instances. 187155 Instances left. Acc of rule 0.003473-0.571678 Initialization: 5.933000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.628000 Kernel 1: 0.024000 Kernel 2: 93.540001 Copyback: 0.018000 Sum: 0.052000 Initial population average accuracy1:0.005476 accuracy2:0.197857 Initialization: 6.373000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.352000 Kernel 1: 0.022000 Kernel 2: 96.898003 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.004009 0.454545 fi:0.645076. Ave ac:0.010229,0.013171 Initialization: 5.713000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.463000 Kernel 1: 0.022000 Kernel 2: 98.058998 Copyback: 0.018000 Sum: 0.032000 It 1,Best ac:0.005343 0.571429 fi:0.527506. Ave ac:0.011077,0.011928 Initialization: 5.761000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.499000 Kernel 1: 0.022000 Kernel 2: 95.389000 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.005610 0.656250 fi:0.442547. Ave ac:0.009653,0.010905 Initialization: 5.890000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.941000 Kernel 1: 0.022000 Kernel 2: 94.130997 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.005076 0.527778 fi:0.571295. Ave ac:0.008906,0.010152 Initialization: 5.921000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.455000 Kernel 1: 0.022000 Kernel 2: 94.533997 Copyback: 0.018000 Sum: 0.034000 It 4,Best ac:0.003206 0.545455 fi:0.573224. Ave ac:0.008992,0.009836 Initialization: 5.837000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.482000 Kernel 1: 0.021000 Kernel 2: 95.545998 Copyback: 0.018000 Sum: 0.032000 It 5,Best ac:0.006681 0.581395 fi:0.516846. Ave ac:0.008293,0.009100 Initialization: 6.243000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.141000 Kernel 1: 0.022000 Kernel 2: 95.392998 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.004007 0.555556 fi:0.544068. Ave ac:0.008992,0.010027 Initialization: 6.095000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.483000 Kernel 1: 0.022000 Kernel 2: 95.613998 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.004274 0.727273 fi:0.372213. Ave ac:0.007332,0.007539 Initialization: 6.224000 Memcpy Classifiers: 0.458000 Memcpy Instances: 7.516000 Kernel 1: 0.023000 Kernel 2: 95.494003 Copyback: 0.018000 Sum: 0.034000 It 8,Best ac:0.004809 0.545455 fi:0.553753. Ave ac:0.006728,0.006758 Initialization: 5.759000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.847000 Kernel 1: 0.022000 Kernel 2: 96.299004 Copyback: 0.018000 Sum: 0.037000 It 9,Best ac:0.004007 0.714286 fi:0.385338. Ave ac:0.007843,0.007228 Iteration 10:MDL fitness activated Error 0.385338 TL 0.037689 MDL Theory Length Weight: 3.4080111371 (3) Initialization: 5.858000 Memcpy Classifiers: 0.406000 Memcpy Instances: 7.879000 Kernel 1: 0.021000 Kernel 2: 96.004997 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.004007 0.681818 fi:0.549645. Ave ac:0.006621,0.006498 Initialization: 7.221000 Memcpy Classifiers: 0.419000 Memcpy Instances: 7.895000 Kernel 1: 0.022000 Kernel 2: 92.694000 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.002938 0.846154 fi:0.449729. Ave ac:0.007951,0.008104 Initialization: 5.715000 Memcpy Classifiers: 0.465000 Memcpy Instances: 7.870000 Kernel 1: 0.021000 Kernel 2: 95.814003 Copyback: 0.018000 Sum: 0.034000 It 12,Best ac:0.004809 0.562500 fi:0.639434. Ave ac:0.007705,0.008298 Initialization: 5.922000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.826000 Kernel 1: 0.023000 Kernel 2: 92.396004 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.003741 0.777778 fi:0.467157. Ave ac:0.009923,0.009951 Initialization: 5.711000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.732000 Kernel 1: 0.022000 Kernel 2: 92.767998 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.003739 0.736842 fi:0.460704. Ave ac:0.007853,0.008354 Initialization: 5.832000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.838000 Kernel 1: 0.022000 Kernel 2: 89.882004 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.004808 0.642857 fi:0.578814. Ave ac:0.009299,0.010498 Initialization: 5.958000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.692000 Kernel 1: 0.023000 Kernel 2: 91.780998 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.004007 0.789474 fi:0.455323. Ave ac:0.011596,0.011697 Initialization: 7.248000 Memcpy Classifiers: 0.383000 Memcpy Instances: 7.459000 Kernel 1: 0.022000 Kernel 2: 92.359001 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.003473 0.812500 fi:0.372149. Ave ac:0.010770,0.010090 Initialization: 5.773000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.723000 Kernel 1: 0.022000 Kernel 2: 89.755997 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.003473 0.684211 fi:0.515729. Ave ac:0.008705,0.011792 Initialization: 5.661000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.677000 Kernel 1: 0.022000 Kernel 2: 91.056000 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.004543 0.739130 fi:0.454002. Ave ac:0.008798,0.009011 Initialization: 6.217000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.713000 Kernel 1: 0.022000 Kernel 2: 94.093002 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.003206 0.600000 fi:0.588482. Ave ac:0.006561,0.007047 Initialization: 5.706000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.154000 Kernel 1: 0.021000 Kernel 2: 93.858002 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.004541 0.629630 fi:0.546541. Ave ac:0.007361,0.007642 Initialization: 5.669000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.909000 Kernel 1: 0.022000 Kernel 2: 90.835999 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.004006 0.600000 fi:0.600820. Ave ac:0.006745,0.008098 Initialization: 5.755000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.279000 Kernel 1: 0.022000 Kernel 2: 90.637001 Copyback: 0.018000 Sum: 0.035000 It 23,Best ac:0.003207 0.800000 fi:0.382340. Ave ac:0.010238,0.012396 Initialization: 6.113000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.513000 Kernel 1: 0.023000 Kernel 2: 84.676003 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.006412 0.727273 fi:0.426647. Ave ac:0.007628,0.006990 Initialization: 6.154000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.718000 Kernel 1: 0.022000 Kernel 2: 85.568001 Copyback: 0.017000 Sum: 0.038000 It 25,Best ac:0.004275 0.727273 fi:0.464434. Ave ac:0.008498,0.010981 Initialization: 5.704000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.091000 Kernel 1: 0.022000 Kernel 2: 85.567001 Copyback: 0.017000 Sum: 0.037000 It 26,Best ac:0.004542 0.708333 fi:0.475779. Ave ac:0.008205,0.009975 MDL Theory Length Weight: 3.0672100234 (10) Initialization: 5.670000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.454000 Kernel 1: 0.024000 Kernel 2: 81.996002 Copyback: 0.018000 Sum: 0.035000 It 27,Best ac:0.003472 0.684211 fi:0.483499. Ave ac:0.006670,0.007305 Initialization: 6.104000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.513000 Kernel 1: 0.023000 Kernel 2: 83.434998 Copyback: 0.018000 Sum: 0.031000 It 28,Best ac:0.004809 0.782609 fi:0.371865. Ave ac:0.009040,0.010676 Initialization: 5.973000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.387000 Kernel 1: 0.297000 Kernel 2: 83.189003 Copyback: 0.017000 Sum: 0.036000 It 29,Best ac:0.004007 0.789474 fi:0.386424. Ave ac:0.008400,0.009500 Initialization: 5.787000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.195000 Kernel 1: 0.022000 Kernel 2: 82.811996 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.003206 0.750000 fi:0.445601. Ave ac:0.009305,0.009509 Initialization: 5.881000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.968000 Kernel 1: 0.021000 Kernel 2: 83.794998 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.003741 0.823529 fi:0.355107. Ave ac:0.009022,0.010117 Initialization: 5.639000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.734000 Kernel 1: 0.022000 Kernel 2: 82.253998 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.003740 0.777778 fi:0.413061. Ave ac:0.007448,0.009608 Initialization: 5.702000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.615000 Kernel 1: 0.023000 Kernel 2: 82.466003 Copyback: 0.018000 Sum: 0.033000 It 33,Best ac:0.002672 0.833333 fi:0.484544. Ave ac:0.008750,0.011657 Initialization: 30.555000 Memcpy Instances: 372.635986 Memcpy Classifiers: 0.071000 Kernel 1: 0.022000 Kernel 2: 567.398010 Copyback: 0.023000 Sum: 0.017000 Memcpy Classifiers: 0.072000 Kernel 1: 0.022000 Kernel 2: 592.286011 Copyback: 0.363000 Sum: 0.007000 Memcpy Classifiers: 0.072000 Kernel 1: 0.021000 Kernel 2: 610.080994 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.071000 Kernel 1: 0.021000 Kernel 2: 555.981995 Copyback: 0.021000 Sum: 0.008000 Memcpy Classifiers: 0.071000 Kernel 1: 0.020000 Kernel 2: 583.395996 Copyback: 0.020000 Sum: 0.022000 Memcpy Classifiers: 0.072000 Kernel 1: 0.018000 Kernel 2: 562.927979 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 573.349976 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 586.796997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 423.997009 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003890 0.515216 fi:0.639730. Ave ac:0.008712,0.024964 Best acc 0.003890 0.515216 Initialization: 5.743000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.898000 Kernel 1: 0.025000 Kernel 2: 92.070000 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.005754 accuracy2:0.206016 Initialization: 5.832000 Memcpy Classifiers: 0.811000 Memcpy Instances: 7.960000 Kernel 1: 0.022000 Kernel 2: 96.185997 Copyback: 0.018000 Sum: 0.052000 It 0,Best ac:0.003205 0.571429 fi:0.548445. Ave ac:0.010004,0.012771 Initialization: 5.737000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.994000 Kernel 1: 0.022000 Kernel 2: 94.915001 Copyback: 0.017000 Sum: 0.036000 It 1,Best ac:0.003474 0.590909 fi:0.508988. Ave ac:0.011057,0.013770 Initialization: 5.710000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.921000 Kernel 1: 0.047000 Kernel 2: 93.140999 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.003472 0.650000 fi:0.449900. Ave ac:0.011844,0.015265 Initialization: 6.155000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.557000 Kernel 1: 0.022000 Kernel 2: 89.565002 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.005075 0.633333 fi:0.465739. Ave ac:0.011546,0.015461 Initialization: 6.276000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.936000 Kernel 1: 0.022000 Kernel 2: 88.334999 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.003473 0.650000 fi:0.449900. Ave ac:0.010305,0.014318 Initialization: 5.863000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.647000 Kernel 1: 0.021000 Kernel 2: 87.160004 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003473 0.541667 fi:0.558230. Ave ac:0.009363,0.012799 Initialization: 5.702000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.634000 Kernel 1: 0.022000 Kernel 2: 87.469002 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.004009 0.600000 fi:0.499621. Ave ac:0.009858,0.011306 Initialization: 6.039000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.486000 Kernel 1: 0.022000 Kernel 2: 89.392998 Copyback: 0.020000 Sum: 0.032000 It 7,Best ac:0.003473 0.684211 fi:0.415689. Ave ac:0.009485,0.010535 Initialization: 5.729000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.677000 Kernel 1: 0.022000 Kernel 2: 91.953003 Copyback: 0.018000 Sum: 0.032000 It 8,Best ac:0.006146 0.718750 fi:0.379767. Ave ac:0.008722,0.009766 Initialization: 5.989000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.450000 Kernel 1: 0.023000 Kernel 2: 90.905998 Copyback: 0.017000 Sum: 0.038000 It 9,Best ac:0.006679 0.833333 fi:0.264908. Ave ac:0.008642,0.009068 Iteration 10:MDL fitness activated Error 0.264908 TL 0.027214 MDL Theory Length Weight: 3.2448104937 (1) Initialization: 5.980000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.455000 Kernel 1: 0.023000 Kernel 2: 98.130997 Copyback: 0.024000 Sum: 0.037000 It 10,Best ac:0.003206 0.800000 fi:0.434380. Ave ac:0.007165,0.006070 Initialization: 5.963000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.451000 Kernel 1: 0.022000 Kernel 2: 88.467003 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.003473 0.722222 fi:0.481514. Ave ac:0.007748,0.006901 Initialization: 5.766000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.647000 Kernel 1: 0.021000 Kernel 2: 86.059998 Copyback: 0.018000 Sum: 0.037000 It 12,Best ac:0.003473 0.650000 fi:0.544196. Ave ac:0.006684,0.006754 Initialization: 5.850000 Memcpy Classifiers: 0.544000 Memcpy Instances: 7.452000 Kernel 1: 0.022000 Kernel 2: 86.167000 Copyback: 0.018000 Sum: 0.031000 It 13,Best ac:0.004808 0.666667 fi:0.526486. Ave ac:0.009034,0.007864 Initialization: 5.965000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.320000 Kernel 1: 0.020000 Kernel 2: 86.644997 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.003740 0.700000 fi:0.470847. Ave ac:0.009071,0.009510 Initialization: 6.165000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.466000 Kernel 1: 0.021000 Kernel 2: 84.997002 Copyback: 0.018000 Sum: 0.034000 It 15,Best ac:0.003472 0.684211 fi:0.475034. Ave ac:0.010218,0.009634 Initialization: 6.138000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.463000 Kernel 1: 0.021000 Kernel 2: 82.843002 Copyback: 0.017000 Sum: 0.037000 It 16,Best ac:0.003741 0.666667 fi:0.500902. Ave ac:0.010824,0.010602 Initialization: 6.125000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.471000 Kernel 1: 0.022000 Kernel 2: 81.196999 Copyback: 0.022000 Sum: 0.035000 It 17,Best ac:0.005345 0.714286 fi:0.437829. Ave ac:0.009684,0.008739 Initialization: 5.778000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.753000 Kernel 1: 0.021000 Kernel 2: 80.148003 Copyback: 0.018000 Sum: 0.034000 It 18,Best ac:0.007215 0.729730 fi:0.443614. Ave ac:0.010895,0.010445 Initialization: 6.678000 Memcpy Classifiers: 0.343000 Memcpy Instances: 7.467000 Kernel 1: 0.023000 Kernel 2: 79.264999 Copyback: 0.018000 Sum: 0.031000 It 19,Best ac:0.004808 0.692308 fi:0.500486. Ave ac:0.008482,0.007037 MDL Theory Length Weight: 2.9203294444 (11) Initialization: 5.928000 Memcpy Classifiers: 0.547000 Memcpy Instances: 9.007000 Kernel 1: 0.022000 Kernel 2: 80.045998 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.003739 0.823529 fi:0.359578. Ave ac:0.007722,0.006726 Initialization: 5.901000 Memcpy Classifiers: 0.421000 Memcpy Instances: 7.446000 Kernel 1: 0.022000 Kernel 2: 80.550003 Copyback: 0.018000 Sum: 0.034000 It 21,Best ac:0.002940 0.785714 fi:0.472804. Ave ac:0.006307,0.008042 Initialization: 6.176000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.719000 Kernel 1: 0.021000 Kernel 2: 81.665001 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.006946 0.722222 fi:0.435855. Ave ac:0.007233,0.008300 Initialization: 5.715000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.707000 Kernel 1: 0.022000 Kernel 2: 81.510002 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.006944 0.634146 fi:0.499910. Ave ac:0.010018,0.009370 Initialization: 5.715000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.187000 Kernel 1: 0.022000 Kernel 2: 83.453003 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.004007 0.750000 fi:0.419640. Ave ac:0.008719,0.007908 Initialization: 5.771000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.447000 Kernel 1: 0.023000 Kernel 2: 80.877998 Copyback: 0.018000 Sum: 0.028000 It 25,Best ac:0.003206 0.800000 fi:0.381216. Ave ac:0.006449,0.005694 Initialization: 6.434000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.754000 Kernel 1: 0.022000 Kernel 2: 81.908997 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.004541 0.680000 fi:0.482885. Ave ac:0.008040,0.008372 Initialization: 5.770000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.501000 Kernel 1: 0.023000 Kernel 2: 80.239998 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.003472 0.812500 fi:0.339355. Ave ac:0.006057,0.006474 Initialization: 5.675000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.612000 Kernel 1: 0.022000 Kernel 2: 84.052002 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.004809 0.692308 fi:0.482324. Ave ac:0.006029,0.006144 Initialization: 6.220000 Memcpy Classifiers: 0.569000 Memcpy Instances: 7.501000 Kernel 1: 0.022000 Kernel 2: 81.827003 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.002938 0.846154 fi:0.423600. Ave ac:0.007169,0.006399 Initialization: 6.094000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.491000 Kernel 1: 0.022000 Kernel 2: 87.554001 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.004007 0.576923 fi:0.571460. Ave ac:0.006111,0.005635 Initialization: 5.877000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.860000 Kernel 1: 0.022000 Kernel 2: 83.467003 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.003474 0.619048 fi:0.533066. Ave ac:0.007693,0.008093 Initialization: 5.942000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.507000 Kernel 1: 0.023000 Kernel 2: 82.908997 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.005612 0.677419 fi:0.496798. Ave ac:0.006888,0.006086 Initialization: 6.193000 Memcpy Classifiers: 0.370000 Memcpy Instances: 7.450000 Kernel 1: 0.023000 Kernel 2: 82.901001 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.003206 0.857143 fi:0.315174. Ave ac:0.007422,0.007120 Initialization: 30.725000 Memcpy Instances: 386.303986 Memcpy Classifiers: 0.075000 Kernel 1: 0.021000 Kernel 2: 567.867981 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 581.932983 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.074000 Kernel 1: 0.016000 Kernel 2: 593.335022 Copyback: 0.015000 Sum: 0.004000 Memcpy Classifiers: 0.075000 Kernel 1: 0.015000 Kernel 2: 576.515015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 571.348999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 583.916016 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 588.280029 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 594.721008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 423.479004 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004852 0.514156 fi:0.633792. Ave ac:0.007729,0.022328 Best acc 0.004852 0.514156 Rule:Att PSSM_-4_19 is [>-3.799403]|Att PSSM_-3_4 is [-5.545636,-0.454364]|Att PSSM_-1_12 is [<0.026342]|Att PSSM_-1_14 is [>-5.863644]|Att PSSM_0_4 is [-6.557301,6.586066]|Att PSSM_0_7 is [-5.443275,-3.255431]|Att PSSM_0_20 is [-3.473435,6.366738]|Att PSSM_4_19 is [-1.899119,7.610108]|1 Accuracy : 0.784204 0 1 149594 14486 36148 34410 Removed 1413 instances. 185742 Instances left. Acc of rule 0.003890-0.515216 Initialization: 5.646000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.604000 Kernel 1: 0.023000 Kernel 2: 92.692001 Copyback: 0.019000 Sum: 0.046000 Initial population average accuracy1:0.005385 accuracy2:0.194949 Initialization: 5.716000 Memcpy Classifiers: 0.759000 Memcpy Instances: 7.463000 Kernel 1: 0.022000 Kernel 2: 97.616997 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.004576 0.447368 fi:0.651931. Ave ac:0.009647,0.013107 Initialization: 6.161000 Memcpy Classifiers: 0.965000 Memcpy Instances: 7.679000 Kernel 1: 0.023000 Kernel 2: 99.376999 Copyback: 0.016000 Sum: 0.034000 It 1,Best ac:0.003769 0.437500 fi:0.662222. Ave ac:0.012216,0.013840 Initialization: 5.756000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.401000 Kernel 1: 0.023000 Kernel 2: 98.726997 Copyback: 0.018000 Sum: 0.034000 It 2,Best ac:0.004307 0.457143 fi:0.642298. Ave ac:0.012416,0.015454 Initialization: 5.747000 Memcpy Classifiers: 0.673000 Memcpy Instances: 7.426000 Kernel 1: 0.023000 Kernel 2: 101.849998 Copyback: 0.018000 Sum: 0.038000 It 3,Best ac:0.002962 0.785714 fi:0.390764. Ave ac:0.011990,0.014328 Initialization: 6.176000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.393000 Kernel 1: 0.023000 Kernel 2: 95.223000 Copyback: 0.018000 Sum: 0.035000 It 4,Best ac:0.004038 0.681818 fi:0.417763. Ave ac:0.011129,0.013097 Initialization: 6.027000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.487000 Kernel 1: 0.022000 Kernel 2: 95.004997 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.003230 0.571429 fi:0.530185. Ave ac:0.008329,0.009497 Initialization: 6.491000 Memcpy Classifiers: 0.734000 Memcpy Instances: 7.442000 Kernel 1: 0.022000 Kernel 2: 95.477997 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.003769 0.666667 fi:0.433055. Ave ac:0.008015,0.009262 Initialization: 5.633000 Memcpy Classifiers: 0.442000 Memcpy Instances: 7.380000 Kernel 1: 0.064000 Kernel 2: 93.639999 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.002153 1.000000 fi:0.401075. Ave ac:0.010795,0.011536 Initialization: 5.710000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.703000 Kernel 1: 0.021000 Kernel 2: 92.697998 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003769 0.700000 fi:0.399722. Ave ac:0.009175,0.010567 Initialization: 6.553000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.737000 Kernel 1: 0.021000 Kernel 2: 94.043999 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.005114 0.678571 fi:0.420447. Ave ac:0.007769,0.010418 Iteration 10:MDL fitness activated Error 0.420447 TL 0.027545 MDL Theory Length Weight: 5.0880854809 (7) Initialization: 5.667000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.707000 Kernel 1: 0.022000 Kernel 2: 93.848999 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.006999 0.634146 fi:0.567252. Ave ac:0.007518,0.008808 Initialization: 5.728000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.629000 Kernel 1: 0.023000 Kernel 2: 90.160004 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.003769 0.666667 fi:0.484932. Ave ac:0.012165,0.013144 Initialization: 5.949000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.484000 Kernel 1: 0.023000 Kernel 2: 86.239998 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.003769 0.636364 fi:0.551288. Ave ac:0.010023,0.016065 Initialization: 5.952000 Memcpy Classifiers: 0.333000 Memcpy Instances: 7.419000 Kernel 1: 0.023000 Kernel 2: 86.221001 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.002961 0.647059 fi:0.581297. Ave ac:0.015237,0.019812 Initialization: 6.768000 Memcpy Classifiers: 0.305000 Memcpy Instances: 7.671000 Kernel 1: 0.023000 Kernel 2: 82.455002 Copyback: 0.017000 Sum: 0.024000 It 14,Best ac:0.003232 0.631579 fi:0.525371. Ave ac:0.014036,0.019535 Initialization: 5.952000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.718000 Kernel 1: 0.022000 Kernel 2: 80.513000 Copyback: 0.017000 Sum: 0.022000 It 15,Best ac:0.004845 0.580645 fi:0.606444. Ave ac:0.016822,0.025294 Initialization: 5.995000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.453000 Kernel 1: 0.022000 Kernel 2: 75.565002 Copyback: 0.018000 Sum: 0.023000 It 16,Best ac:0.003499 0.722222 fi:0.421565. Ave ac:0.028057,0.035368 Initialization: 6.013000 Memcpy Classifiers: 0.270000 Memcpy Instances: 7.885000 Kernel 1: 0.021000 Kernel 2: 73.319000 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.003230 0.666667 fi:0.512209. Ave ac:0.020836,0.030438 Initialization: 6.135000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.426000 Kernel 1: 0.021000 Kernel 2: 72.417999 Copyback: 0.017000 Sum: 0.020000 It 18,Best ac:0.004038 0.714286 fi:0.448142. Ave ac:0.024524,0.040437 Initialization: 5.863000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.823000 Kernel 1: 0.021000 Kernel 2: 72.582001 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.004038 0.555556 fi:0.609321. Ave ac:0.015934,0.033274 Initialization: 5.719000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.769000 Kernel 1: 0.021000 Kernel 2: 69.018997 Copyback: 0.017000 Sum: 0.025000 It 20,Best ac:0.003769 0.583333 fi:0.551255. Ave ac:0.022098,0.042380 Initialization: 5.655000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.379000 Kernel 1: 0.024000 Kernel 2: 69.421997 Copyback: 0.017000 Sum: 0.021000 It 21,Best ac:0.003230 0.631579 fi:0.510647. Ave ac:0.026299,0.044426 Initialization: 6.081000 Memcpy Classifiers: 0.266000 Memcpy Instances: 7.378000 Kernel 1: 0.023000 Kernel 2: 70.552002 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.005385 0.645161 fi:0.507016. Ave ac:0.024662,0.043701 Initialization: 5.649000 Memcpy Classifiers: 0.699000 Memcpy Instances: 7.382000 Kernel 1: 0.021000 Kernel 2: 66.415001 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.004038 0.625000 fi:0.539038. Ave ac:0.026142,0.045330 Initialization: 6.000000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.381000 Kernel 1: 0.022000 Kernel 2: 69.829002 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.004845 0.545455 fi:0.604955. Ave ac:0.023358,0.045065 Initialization: 5.617000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.784000 Kernel 1: 0.021000 Kernel 2: 67.028999 Copyback: 0.017000 Sum: 0.020000 It 25,Best ac:0.004845 0.666667 fi:0.479326. Ave ac:0.026262,0.045032 MDL Theory Length Weight: 4.5792769328 (10) Initialization: 6.064000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.443000 Kernel 1: 0.022000 Kernel 2: 69.250000 Copyback: 0.019000 Sum: 0.021000 It 26,Best ac:0.003500 0.619048 fi:0.561285. Ave ac:0.024102,0.046910 Initialization: 5.669000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.378000 Kernel 1: 0.023000 Kernel 2: 71.555000 Copyback: 0.018000 Sum: 0.021000 It 27,Best ac:0.004307 0.695652 fi:0.445347. Ave ac:0.022036,0.039825 Initialization: 5.825000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.720000 Kernel 1: 0.022000 Kernel 2: 72.748001 Copyback: 0.018000 Sum: 0.019000 It 28,Best ac:0.003499 0.764706 fi:0.384683. Ave ac:0.021849,0.040533 Initialization: 5.668000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.628000 Kernel 1: 0.023000 Kernel 2: 73.310997 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.003230 0.705882 fi:0.438011. Ave ac:0.017157,0.035328 Initialization: 5.673000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.698000 Kernel 1: 0.023000 Kernel 2: 71.349998 Copyback: 0.018000 Sum: 0.021000 It 30,Best ac:0.003499 0.722222 fi:0.438902. Ave ac:0.012720,0.026352 Initialization: 5.732000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.618000 Kernel 1: 0.022000 Kernel 2: 66.793999 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.005114 0.703704 fi:0.459257. Ave ac:0.012308,0.026370 Initialization: 5.696000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.572000 Kernel 1: 0.023000 Kernel 2: 68.177002 Copyback: 0.017000 Sum: 0.020000 It 32,Best ac:0.003230 0.800000 fi:0.371438. Ave ac:0.011457,0.021707 Initialization: 6.264000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.391000 Kernel 1: 0.022000 Kernel 2: 71.088997 Copyback: 0.018000 Sum: 0.021000 It 33,Best ac:0.003769 0.700000 fi:0.450507. Ave ac:0.007570,0.018123 Initialization: 30.278999 Memcpy Instances: 373.654999 Memcpy Classifiers: 0.071000 Kernel 1: 0.022000 Kernel 2: 476.886993 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.064000 Kernel 1: 0.017000 Kernel 2: 504.717987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 503.661011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 480.218994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 495.000000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 490.811005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 484.783997 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 489.730988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 241.496994 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003209 0.508532 fi:0.641171. Ave ac:0.013677,0.044699 Best acc 0.003209 0.508532 Initialization: 5.747000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.866000 Kernel 1: 0.024000 Kernel 2: 91.264000 Copyback: 0.017000 Sum: 0.051000 Initial population average accuracy1:0.005324 accuracy2:0.186760 Initialization: 5.816000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.874000 Kernel 1: 0.021000 Kernel 2: 98.385002 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.004307 0.533333 fi:0.566107. Ave ac:0.009292,0.011410 Initialization: 8.022000 Memcpy Classifiers: 0.474000 Memcpy Instances: 7.626000 Kernel 1: 0.022000 Kernel 2: 94.545998 Copyback: 0.018000 Sum: 0.034000 It 1,Best ac:0.005114 0.500000 fi:0.599018. Ave ac:0.011767,0.014170 Initialization: 5.992000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.581000 Kernel 1: 0.022000 Kernel 2: 92.501999 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.004845 0.545455 fi:0.553705. Ave ac:0.010832,0.010843 Initialization: 6.101000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.430000 Kernel 1: 0.022000 Kernel 2: 93.828003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.002961 0.687500 fi:0.488979. Ave ac:0.010034,0.010164 Initialization: 6.161000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.565000 Kernel 1: 0.021000 Kernel 2: 92.008003 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004038 0.681818 fi:0.417763. Ave ac:0.011585,0.011925 Initialization: 6.253000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.455000 Kernel 1: 0.022000 Kernel 2: 88.586998 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004038 0.681818 fi:0.417763. Ave ac:0.011066,0.011301 Initialization: 5.733000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.414000 Kernel 1: 0.023000 Kernel 2: 90.711998 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.004576 0.629630 fi:0.469670. Ave ac:0.010179,0.011519 Initialization: 5.623000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.458000 Kernel 1: 0.023000 Kernel 2: 89.688004 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.003230 0.666667 fi:0.434947. Ave ac:0.008108,0.008841 Initialization: 5.741000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.592000 Kernel 1: 0.022000 Kernel 2: 92.043999 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.003500 0.764706 fi:0.335156. Ave ac:0.007933,0.007686 Initialization: 6.440000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.388000 Kernel 1: 0.023000 Kernel 2: 86.995003 Copyback: 0.018000 Sum: 0.033000 It 9,Best ac:0.006460 0.800000 fi:0.298315. Ave ac:0.009849,0.011454 Iteration 10:MDL fitness activated Error 0.298315 TL 0.014261 MDL Theory Length Weight: 6.9728100712 (1) Initialization: 5.738000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.429000 Kernel 1: 0.024000 Kernel 2: 88.028000 Copyback: 0.017000 Sum: 0.059000 It 10,Best ac:0.006999 0.722222 fi:0.504000. Ave ac:0.008737,0.010223 Initialization: 5.697000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.480000 Kernel 1: 0.021000 Kernel 2: 86.183998 Copyback: 0.371000 Sum: 0.034000 It 11,Best ac:0.004576 0.772727 fi:0.557450. Ave ac:0.011274,0.013521 Initialization: 5.873000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.382000 Kernel 1: 0.022000 Kernel 2: 83.801003 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.003499 0.684211 fi:0.603228. Ave ac:0.011150,0.015262 Initialization: 5.908000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.681000 Kernel 1: 0.023000 Kernel 2: 81.291000 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.003230 0.800000 fi:0.433972. Ave ac:0.013262,0.017180 Initialization: 5.627000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.436000 Kernel 1: 0.022000 Kernel 2: 80.024002 Copyback: 0.018000 Sum: 0.022000 It 14,Best ac:0.004307 0.695652 fi:0.531182. Ave ac:0.010909,0.018023 Initialization: 5.978000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.808000 Kernel 1: 0.021000 Kernel 2: 80.491997 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.004038 0.652174 fi:0.557145. Ave ac:0.008952,0.016212 Initialization: 6.188000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.043000 Kernel 1: 0.022000 Kernel 2: 80.885002 Copyback: 0.017000 Sum: 0.022000 It 16,Best ac:0.005653 0.600000 fi:0.570175. Ave ac:0.010264,0.018412 Initialization: 5.875000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.508000 Kernel 1: 0.023000 Kernel 2: 81.222000 Copyback: 0.017000 Sum: 0.021000 It 17,Best ac:0.003770 0.875000 fi:0.346786. Ave ac:0.009346,0.013035 Initialization: 6.029000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.594000 Kernel 1: 0.022000 Kernel 2: 82.416000 Copyback: 0.017000 Sum: 0.021000 It 18,Best ac:0.003770 0.666667 fi:0.549517. Ave ac:0.006945,0.009612 Initialization: 5.717000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.785000 Kernel 1: 0.021000 Kernel 2: 81.760002 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.003770 0.777778 fi:0.413214. Ave ac:0.007198,0.011053 Initialization: 6.049000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.729000 Kernel 1: 0.022000 Kernel 2: 82.982002 Copyback: 0.018000 Sum: 0.023000 It 20,Best ac:0.003230 0.705882 fi:0.472047. Ave ac:0.007704,0.011368 Initialization: 5.728000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.807000 Kernel 1: 0.022000 Kernel 2: 77.134003 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.004576 0.653846 fi:0.540732. Ave ac:0.007255,0.009426 Initialization: 5.570000 Memcpy Classifiers: 0.276000 Memcpy Instances: 9.859000 Kernel 1: 0.022000 Kernel 2: 74.476997 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.003230 0.571429 fi:0.610590. Ave ac:0.007297,0.010359 Initialization: 5.609000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.796000 Kernel 1: 0.021000 Kernel 2: 74.503998 Copyback: 0.018000 Sum: 0.022000 It 23,Best ac:0.004038 0.714286 fi:0.478602. Ave ac:0.011443,0.018518 Initialization: 5.601000 Memcpy Classifiers: 0.203000 Memcpy Instances: 7.856000 Kernel 1: 0.021000 Kernel 2: 77.905998 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.002423 1.000000 fi:0.435732. Ave ac:0.008343,0.010508 Initialization: 5.918000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.866000 Kernel 1: 0.022000 Kernel 2: 76.223000 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.003499 0.684211 fi:0.485987. Ave ac:0.005974,0.006851 Initialization: 6.590000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.428000 Kernel 1: 0.064000 Kernel 2: 78.533997 Copyback: 0.018000 Sum: 0.023000 It 26,Best ac:0.004577 0.708333 fi:0.458652. Ave ac:0.009169,0.016209 MDL Theory Length Weight: 6.2755290641 (10) Initialization: 5.760000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.820000 Kernel 1: 0.021000 Kernel 2: 77.339996 Copyback: 0.024000 Sum: 0.029000 It 27,Best ac:0.003499 0.619048 fi:0.548273. Ave ac:0.006297,0.010249 Initialization: 7.595000 Memcpy Classifiers: 0.269000 Memcpy Instances: 7.420000 Kernel 1: 0.021000 Kernel 2: 72.412003 Copyback: 0.017000 Sum: 0.020000 It 28,Best ac:0.003230 0.666667 fi:0.498233. Ave ac:0.009425,0.013515 Initialization: 5.712000 Memcpy Classifiers: 0.460000 Memcpy Instances: 7.410000 Kernel 1: 0.022000 Kernel 2: 72.716003 Copyback: 0.018000 Sum: 0.024000 It 29,Best ac:0.006729 0.543478 fi:0.596373. Ave ac:0.007915,0.011924 Initialization: 6.169000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.298000 Kernel 1: 0.022000 Kernel 2: 72.358002 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.002692 0.909091 fi:0.446782. Ave ac:0.011003,0.016701 Initialization: 5.723000 Memcpy Classifiers: 0.215000 Memcpy Instances: 7.610000 Kernel 1: 0.021000 Kernel 2: 75.469002 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.004307 0.800000 fi:0.349724. Ave ac:0.008608,0.014916 Initialization: 5.951000 Memcpy Classifiers: 0.244000 Memcpy Instances: 7.465000 Kernel 1: 0.022000 Kernel 2: 70.094002 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.003230 0.705882 fi:0.479712. Ave ac:0.008446,0.014172 Initialization: 5.623000 Memcpy Classifiers: 0.459000 Memcpy Instances: 7.507000 Kernel 1: 0.021000 Kernel 2: 74.194000 Copyback: 0.018000 Sum: 0.025000 It 33,Best ac:0.003499 0.684211 fi:0.477461. Ave ac:0.009366,0.011968 Initialization: 30.195999 Memcpy Instances: 374.910004 Memcpy Classifiers: 0.055000 Kernel 1: 0.022000 Kernel 2: 507.273010 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 499.225006 Copyback: 0.015000 Sum: 0.004000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 495.856995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 505.101013 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 489.988007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 498.184998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 511.773987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 501.015991 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 235.718002 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.045423 0.484273 fi:0.652427. Ave ac:0.007132,0.020754 Best acc 0.045423 0.484273 Rule:Att PSSM_-2_7 is [-6.614466,-3.642519]|Att PSSM_0_7 is [<-4.824249]|1 Accuracy : 0.784289 0 1 149018 15062 35552 35006 Removed 1172 instances. 184570 Instances left. Acc of rule 0.003209-0.508532 Initialization: 6.003000 Memcpy Classifiers: 0.579000 Memcpy Instances: 7.494000 Kernel 1: 0.024000 Kernel 2: 89.519997 Copyback: 0.017000 Sum: 0.052000 Initial population average accuracy1:0.005200 accuracy2:0.188460 Initialization: 5.594000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.469000 Kernel 1: 0.022000 Kernel 2: 94.022003 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.007313 0.442623 fi:0.655206. Ave ac:0.009920,0.012120 Initialization: 6.011000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.338000 Kernel 1: 0.022000 Kernel 2: 96.695000 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.002980 0.647059 fi:0.515521. Ave ac:0.011388,0.012685 Initialization: 5.713000 Memcpy Classifiers: 0.455000 Memcpy Instances: 7.863000 Kernel 1: 0.022000 Kernel 2: 96.532997 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.006773 0.555556 fi:0.542560. Ave ac:0.011546,0.012664 Initialization: 6.143000 Memcpy Classifiers: 0.479000 Memcpy Instances: 7.366000 Kernel 1: 0.022000 Kernel 2: 95.838997 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.008670 0.533333 fi:0.563781. Ave ac:0.010893,0.012049 Initialization: 6.043000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.336000 Kernel 1: 0.022000 Kernel 2: 94.250000 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.004605 0.607143 fi:0.492117. Ave ac:0.009808,0.011590 Initialization: 5.591000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.694000 Kernel 1: 0.021000 Kernel 2: 94.752998 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.004606 0.653846 fi:0.445413. Ave ac:0.011607,0.012211 Initialization: 6.160000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.413000 Kernel 1: 0.023000 Kernel 2: 95.149002 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005146 0.575758 fi:0.523216. Ave ac:0.009304,0.010017 Initialization: 5.879000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.305000 Kernel 1: 0.022000 Kernel 2: 95.068001 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.003522 0.684211 fi:0.415621. Ave ac:0.011178,0.010444 Initialization: 5.640000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.559000 Kernel 1: 0.022000 Kernel 2: 91.018997 Copyback: 0.017000 Sum: 0.064000 It 8,Best ac:0.003793 0.636364 fi:0.463325. Ave ac:0.008484,0.008919 Initialization: 5.588000 Memcpy Classifiers: 0.431000 Memcpy Instances: 7.414000 Kernel 1: 0.022000 Kernel 2: 89.162003 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003792 0.700000 fi:0.399688. Ave ac:0.007899,0.008451 Iteration 10:MDL fitness activated Error 0.399688 TL 0.034031 MDL Theory Length Weight: 3.9149665792 (1) Initialization: 5.750000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.327000 Kernel 1: 0.022000 Kernel 2: 90.053001 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.007857 0.659091 fi:0.516449. Ave ac:0.007267,0.007331 Initialization: 5.799000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.953000 Kernel 1: 0.021000 Kernel 2: 95.967003 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.002980 0.846154 fi:0.410284. Ave ac:0.007608,0.009354 Initialization: 5.907000 Memcpy Classifiers: 0.419000 Memcpy Instances: 7.339000 Kernel 1: 0.023000 Kernel 2: 91.150002 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.004064 0.833333 fi:0.384831. Ave ac:0.009295,0.010632 Initialization: 5.764000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.402000 Kernel 1: 0.022000 Kernel 2: 93.519997 Copyback: 0.017000 Sum: 0.026000 It 13,Best ac:0.005146 0.655172 fi:0.518999. Ave ac:0.007850,0.009633 Initialization: 5.668000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.575000 Kernel 1: 0.023000 Kernel 2: 82.363998 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.006231 0.605263 fi:0.601619. Ave ac:0.007499,0.008136 Initialization: 5.695000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.567000 Kernel 1: 0.022000 Kernel 2: 77.823997 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.003793 0.777778 fi:0.418257. Ave ac:0.010069,0.010385 Initialization: 6.084000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.333000 Kernel 1: 0.022000 Kernel 2: 77.667000 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.003522 0.764706 fi:0.455692. Ave ac:0.010592,0.010679 Initialization: 5.698000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.723000 Kernel 1: 0.022000 Kernel 2: 76.028000 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004877 0.750000 fi:0.475479. Ave ac:0.010333,0.010774 Initialization: 6.070000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.752000 Kernel 1: 0.022000 Kernel 2: 72.605003 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.003522 0.650000 fi:0.522078. Ave ac:0.009467,0.011228 Initialization: 5.614000 Memcpy Classifiers: 0.390000 Memcpy Instances: 7.410000 Kernel 1: 0.022000 Kernel 2: 72.253998 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.003793 0.823529 fi:0.370017. Ave ac:0.009101,0.010778 Initialization: 5.589000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.478000 Kernel 1: 0.023000 Kernel 2: 69.662003 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.004606 0.850000 fi:0.331694. Ave ac:0.009975,0.013330 Initialization: 5.860000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.750000 Kernel 1: 0.021000 Kernel 2: 69.318001 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.003521 0.590909 fi:0.598552. Ave ac:0.007455,0.010118 Initialization: 5.671000 Memcpy Classifiers: 0.327000 Memcpy Instances: 7.400000 Kernel 1: 0.022000 Kernel 2: 70.593002 Copyback: 0.018000 Sum: 0.036000 It 22,Best ac:0.003793 0.736842 fi:0.436463. Ave ac:0.009265,0.013986 Initialization: 5.719000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.773000 Kernel 1: 0.022000 Kernel 2: 70.257004 Copyback: 0.017000 Sum: 0.060000 It 23,Best ac:0.005688 0.724138 fi:0.460272. Ave ac:0.010919,0.012851 Initialization: 5.764000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.135000 Kernel 1: 0.022000 Kernel 2: 67.628998 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.002979 0.785714 fi:0.480237. Ave ac:0.010206,0.014631 Initialization: 5.809000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.338000 Kernel 1: 0.023000 Kernel 2: 67.643997 Copyback: 0.018000 Sum: 0.030000 It 25,Best ac:0.003522 0.722222 fi:0.474340. Ave ac:0.009165,0.011451 Initialization: 5.980000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.391000 Kernel 1: 0.022000 Kernel 2: 66.901001 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.004605 0.680000 fi:0.479326. Ave ac:0.008141,0.012603 Initialization: 5.800000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.159000 Kernel 1: 0.021000 Kernel 2: 66.702003 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.005417 0.714286 fi:0.461116. Ave ac:0.010064,0.012826 Initialization: 5.619000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.695000 Kernel 1: 0.021000 Kernel 2: 68.059998 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.005419 0.689655 fi:0.490012. Ave ac:0.009359,0.012742 Initialization: 6.058000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.783000 Kernel 1: 0.022000 Kernel 2: 67.771004 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.004606 0.680000 fi:0.493071. Ave ac:0.009985,0.014269 MDL Theory Length Weight: 3.5234699213 (10) Initialization: 5.735000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.646000 Kernel 1: 0.021000 Kernel 2: 67.319000 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.003250 1.000000 fi:0.161109. Ave ac:0.009996,0.013423 Initialization: 5.620000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.437000 Kernel 1: 0.022000 Kernel 2: 67.056000 Copyback: 0.018000 Sum: 0.031000 It 31,Best ac:0.003793 0.777778 fi:0.389254. Ave ac:0.007070,0.007751 Initialization: 6.846000 Memcpy Classifiers: 0.268000 Memcpy Instances: 7.668000 Kernel 1: 0.022000 Kernel 2: 68.227997 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.003250 0.750000 fi:0.403584. Ave ac:0.007618,0.008142 Initialization: 5.975000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.330000 Kernel 1: 0.023000 Kernel 2: 67.460999 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.003522 0.619048 fi:0.547344. Ave ac:0.008334,0.008182 Initialization: 30.302000 Memcpy Instances: 374.011993 Memcpy Classifiers: 0.072000 Kernel 1: 0.022000 Kernel 2: 491.554993 Copyback: 0.017000 Sum: 0.014000 Memcpy Classifiers: 0.065000 Kernel 1: 0.016000 Kernel 2: 474.914001 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 485.182007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 493.958008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 492.285004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 482.773987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 474.424988 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 494.170013 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 238.531998 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003706 0.560656 fi:0.593138. Ave ac:0.008518,0.024335 Best acc 0.003706 0.560656 Initialization: 5.986000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.332000 Kernel 1: 0.024000 Kernel 2: 90.782997 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.004204 accuracy2:0.179825 Initialization: 5.970000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.415000 Kernel 1: 0.022000 Kernel 2: 94.237000 Copyback: 0.018000 Sum: 0.036000 It 0,Best ac:0.003522 0.481481 fi:0.618350. Ave ac:0.008166,0.010797 Initialization: 5.989000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.992000 Kernel 1: 0.024000 Kernel 2: 94.939003 Copyback: 0.018000 Sum: 0.031000 It 1,Best ac:0.003522 0.541667 fi:0.558165. Ave ac:0.009977,0.012935 Initialization: 5.645000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.676000 Kernel 1: 0.022000 Kernel 2: 93.907997 Copyback: 0.018000 Sum: 0.029000 It 2,Best ac:0.003522 0.684211 fi:0.415621. Ave ac:0.009608,0.011745 Initialization: 5.700000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.378000 Kernel 1: 0.022000 Kernel 2: 94.949997 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.003250 0.600000 fi:0.499977. Ave ac:0.008310,0.010751 Initialization: 5.669000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.354000 Kernel 1: 0.023000 Kernel 2: 94.351997 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004064 0.714286 fi:0.385260. Ave ac:0.008999,0.012569 Initialization: 5.642000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.631000 Kernel 1: 0.021000 Kernel 2: 94.945999 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.011379 0.567568 fi:0.528116. Ave ac:0.008100,0.011004 Initialization: 5.711000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.628000 Kernel 1: 0.023000 Kernel 2: 96.679001 Copyback: 0.018000 Sum: 0.033000 It 6,Best ac:0.004063 0.625000 fi:0.474545. Ave ac:0.008952,0.010296 Initialization: 5.674000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.551000 Kernel 1: 0.022000 Kernel 2: 93.084999 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.005688 0.750000 fi:0.348687. Ave ac:0.007703,0.007141 Initialization: 6.076000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.451000 Kernel 1: 0.022000 Kernel 2: 92.487999 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.005148 0.730769 fi:0.368204. Ave ac:0.005419,0.005005 Initialization: 5.624000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.088000 Kernel 1: 0.021000 Kernel 2: 93.530998 Copyback: 0.017000 Sum: 0.043000 It 9,Best ac:0.003250 0.800000 fi:0.299975. Ave ac:0.004945,0.005474 Iteration 10:MDL fitness activated Error 0.299975 TL 0.029692 MDL Theory Length Weight: 3.3675727697 (1) Initialization: 5.694000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.335000 Kernel 1: 0.023000 Kernel 2: 91.935997 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.008128 0.681818 fi:0.506139. Ave ac:0.004795,0.004844 Initialization: 5.809000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.413000 Kernel 1: 0.022000 Kernel 2: 90.441002 Copyback: 0.018000 Sum: 0.032000 It 11,Best ac:0.002980 0.687500 fi:0.575071. Ave ac:0.005240,0.005577 Initialization: 6.193000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.586000 Kernel 1: 0.022000 Kernel 2: 89.002998 Copyback: 0.017000 Sum: 0.040000 It 12,Best ac:0.003522 0.590909 fi:0.591169. Ave ac:0.006690,0.005735 Initialization: 5.657000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.574000 Kernel 1: 0.023000 Kernel 2: 86.057999 Copyback: 0.018000 Sum: 0.034000 It 13,Best ac:0.003251 0.750000 fi:0.457437. Ave ac:0.006705,0.006923 Initialization: 5.726000 Memcpy Classifiers: 0.588000 Memcpy Instances: 7.704000 Kernel 1: 0.021000 Kernel 2: 83.746002 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.004877 0.620690 fi:0.566659. Ave ac:0.007040,0.007859 Initialization: 5.848000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.608000 Kernel 1: 0.021000 Kernel 2: 82.313004 Copyback: 0.016000 Sum: 0.030000 It 15,Best ac:0.004064 0.750000 fi:0.445129. Ave ac:0.008398,0.009913 Initialization: 5.808000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.339000 Kernel 1: 0.023000 Kernel 2: 79.429001 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.003793 0.736842 fi:0.463057. Ave ac:0.008993,0.010749 Initialization: 5.693000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.520000 Kernel 1: 0.022000 Kernel 2: 76.410004 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.007857 0.743590 fi:0.450098. Ave ac:0.011598,0.015016 Initialization: 6.135000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.331000 Kernel 1: 0.023000 Kernel 2: 74.606003 Copyback: 0.018000 Sum: 0.031000 It 18,Best ac:0.003792 0.700000 fi:0.475093. Ave ac:0.008007,0.011810 Initialization: 5.618000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.700000 Kernel 1: 0.021000 Kernel 2: 74.584999 Copyback: 0.371000 Sum: 0.035000 It 19,Best ac:0.004605 0.629630 fi:0.564978. Ave ac:0.006081,0.009366 Initialization: 5.651000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.729000 Kernel 1: 0.021000 Kernel 2: 75.319000 Copyback: 0.017000 Sum: 0.037000 It 20,Best ac:0.005960 0.611111 fi:0.587827. Ave ac:0.010374,0.015213 Initialization: 5.698000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.829000 Kernel 1: 0.023000 Kernel 2: 70.745003 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.003792 0.636364 fi:0.542640. Ave ac:0.007735,0.018107 Initialization: 6.057000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.337000 Kernel 1: 0.023000 Kernel 2: 69.699997 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.003522 0.866667 fi:0.301453. Ave ac:0.013407,0.020656 Initialization: 6.144000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.340000 Kernel 1: 0.022000 Kernel 2: 68.393997 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.003521 0.764706 fi:0.417372. Ave ac:0.009637,0.016302 Initialization: 5.683000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.701000 Kernel 1: 0.021000 Kernel 2: 65.907997 Copyback: 0.016000 Sum: 0.029000 It 24,Best ac:0.002980 0.846154 fi:0.473271. Ave ac:0.012445,0.020604 Initialization: 5.719000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.351000 Kernel 1: 0.023000 Kernel 2: 67.325996 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.002980 0.687500 fi:0.537601. Ave ac:0.011893,0.017059 Initialization: 5.681000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.710000 Kernel 1: 0.022000 Kernel 2: 63.805000 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.002980 0.846154 fi:0.372248. Ave ac:0.010904,0.019184 Initialization: 6.269000 Memcpy Classifiers: 0.266000 Memcpy Instances: 7.378000 Kernel 1: 0.022000 Kernel 2: 63.942001 Copyback: 0.018000 Sum: 0.031000 It 27,Best ac:0.004875 0.750000 fi:0.431066. Ave ac:0.010049,0.011877 Initialization: 5.677000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.145000 Kernel 1: 0.022000 Kernel 2: 64.120003 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.003521 0.619048 fi:0.551284. Ave ac:0.007863,0.011339 Initialization: 5.687000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.542000 Kernel 1: 0.022000 Kernel 2: 62.523998 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.003792 0.736842 fi:0.421294. Ave ac:0.010059,0.016871 Initialization: 5.999000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.485000 Kernel 1: 0.023000 Kernel 2: 63.666000 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.005690 0.617647 fi:0.551540. Ave ac:0.010529,0.018648 Initialization: 5.796000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.340000 Kernel 1: 0.023000 Kernel 2: 62.743000 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.003251 0.705882 fi:0.464794. Ave ac:0.010119,0.015004 MDL Theory Length Weight: 3.0308154927 (10) Initialization: 5.728000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.705000 Kernel 1: 0.022000 Kernel 2: 64.443001 Copyback: 0.016000 Sum: 0.030000 It 32,Best ac:0.005690 0.700000 fi:0.470335. Ave ac:0.007240,0.011497 Initialization: 5.815000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.336000 Kernel 1: 0.022000 Kernel 2: 64.172997 Copyback: 0.018000 Sum: 0.031000 It 33,Best ac:0.004605 0.653846 fi:0.524783. Ave ac:0.007568,0.011220 Initialization: 30.238001 Memcpy Instances: 366.877014 Memcpy Classifiers: 0.069000 Kernel 1: 0.023000 Kernel 2: 471.313995 Copyback: 0.017000 Sum: 0.014000 Memcpy Classifiers: 0.064000 Kernel 1: 0.016000 Kernel 2: 463.100006 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.068000 Kernel 1: 0.016000 Kernel 2: 457.510010 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.069000 Kernel 1: 0.016000 Kernel 2: 475.983002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 463.412994 Copyback: 0.017000 Sum: 0.006000 Memcpy Classifiers: 0.070000 Kernel 1: 0.017000 Kernel 2: 479.895996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 455.420013 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.068000 Kernel 1: 0.015000 Kernel 2: 471.592987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 222.841995 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003879 0.544901 fi:0.618192. Ave ac:0.008212,0.024812 Best acc 0.003879 0.544901 Rule:Att PSSM_-3_7 is [>-6.655195]|Att PSSM_-1_12 is [-6.434555,-2.316866]|Att PSSM_0_12 is [-6.345624,-2.773756]|Att PSSM_1_5 is [-1.936920,9.209342]|Att PSSM_1_20 is [<5.708335]|Att PSSM_2_2 is [>-5.439872]|Att PSSM_4_12 is [-5.415410,-0.041260]|1 Accuracy : 0.784920 0 1 148482 15598 34868 35690 Removed 1220 instances. 183350 Instances left. Acc of rule 0.003706-0.560656 Initialization: 5.923000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.466000 Kernel 1: 0.025000 Kernel 2: 90.738998 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005242 accuracy2:0.188882 Initialization: 5.677000 Memcpy Classifiers: 0.704000 Memcpy Instances: 7.404000 Kernel 1: 0.022000 Kernel 2: 96.287003 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.006001 0.500000 fi:0.598481. Ave ac:0.008978,0.011680 Initialization: 5.773000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.294000 Kernel 1: 0.023000 Kernel 2: 100.109001 Copyback: 0.019000 Sum: 0.033000 It 1,Best ac:0.005454 0.555556 fi:0.543217. Ave ac:0.010253,0.012443 Initialization: 5.956000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.278000 Kernel 1: 0.021000 Kernel 2: 100.523003 Copyback: 0.018000 Sum: 0.030000 It 2,Best ac:0.002727 0.714286 fi:0.509132. Ave ac:0.009879,0.011594 Initialization: 6.143000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.735000 Kernel 1: 0.021000 Kernel 2: 99.635002 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.007638 0.560000 fi:0.537606. Ave ac:0.007579,0.009369 Initialization: 6.481000 Memcpy Classifiers: 0.472000 Memcpy Instances: 7.287000 Kernel 1: 0.022000 Kernel 2: 98.983002 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.004910 0.545455 fi:0.553610. Ave ac:0.007318,0.007710 Initialization: 5.992000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.348000 Kernel 1: 0.023000 Kernel 2: 98.130997 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003544 0.684211 fi:0.415586. Ave ac:0.009138,0.010902 Initialization: 5.983000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.283000 Kernel 1: 0.022000 Kernel 2: 95.757004 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004362 0.695652 fi:0.403708. Ave ac:0.008197,0.008566 Initialization: 5.988000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.292000 Kernel 1: 0.023000 Kernel 2: 92.431000 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.002728 0.769231 fi:0.454187. Ave ac:0.008680,0.011642 Initialization: 6.108000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.635000 Kernel 1: 0.023000 Kernel 2: 89.712997 Copyback: 0.018000 Sum: 0.035000 It 8,Best ac:0.003273 0.666667 fi:0.433273. Ave ac:0.008088,0.012189 Initialization: 5.651000 Memcpy Classifiers: 0.666000 Memcpy Instances: 7.302000 Kernel 1: 0.023000 Kernel 2: 88.731003 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003272 0.750000 fi:0.349940. Ave ac:0.009683,0.011462 Iteration 10:MDL fitness activated Error 0.349940 TL 0.030034 MDL Theory Length Weight: 3.8837660176 (1) Initialization: 5.575000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.341000 Kernel 1: 0.023000 Kernel 2: 89.269997 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.002999 0.785714 fi:0.471363. Ave ac:0.008565,0.009850 Initialization: 5.596000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.518000 Kernel 1: 0.022000 Kernel 2: 87.789001 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.004091 0.625000 fi:0.580352. Ave ac:0.008299,0.010713 Initialization: 5.592000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.517000 Kernel 1: 0.022000 Kernel 2: 82.992996 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.007092 0.722222 fi:0.462684. Ave ac:0.010384,0.011763 Initialization: 5.674000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.470000 Kernel 1: 0.023000 Kernel 2: 83.621002 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.008999 0.559322 fi:0.575829. Ave ac:0.010227,0.013154 Initialization: 5.657000 Memcpy Classifiers: 0.421000 Memcpy Instances: 8.057000 Kernel 1: 0.022000 Kernel 2: 76.626999 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004091 0.681818 fi:0.519172. Ave ac:0.008073,0.013950 Initialization: 6.490000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.535000 Kernel 1: 0.022000 Kernel 2: 75.619003 Copyback: 0.017000 Sum: 0.024000 It 15,Best ac:0.002726 0.833333 fi:0.463125. Ave ac:0.015109,0.025078 Initialization: 5.678000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.310000 Kernel 1: 0.022000 Kernel 2: 74.287003 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.003000 0.785714 fi:0.423016. Ave ac:0.013445,0.022798 Initialization: 5.646000 Memcpy Classifiers: 0.338000 Memcpy Instances: 7.676000 Kernel 1: 0.022000 Kernel 2: 72.747002 Copyback: 0.017000 Sum: 0.021000 It 17,Best ac:0.009269 0.596491 fi:0.545283. Ave ac:0.015240,0.023046 Initialization: 5.630000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.670000 Kernel 1: 0.022000 Kernel 2: 72.572998 Copyback: 0.025000 Sum: 0.021000 It 18,Best ac:0.005454 0.769231 fi:0.393047. Ave ac:0.020780,0.032437 Initialization: 5.641000 Memcpy Classifiers: 0.308000 Memcpy Instances: 7.575000 Kernel 1: 0.022000 Kernel 2: 69.457001 Copyback: 0.018000 Sum: 0.023000 It 19,Best ac:0.006543 0.631579 fi:0.506249. Ave ac:0.016299,0.024595 Initialization: 6.613000 Memcpy Classifiers: 0.248000 Memcpy Instances: 7.324000 Kernel 1: 0.022000 Kernel 2: 70.025002 Copyback: 0.018000 Sum: 0.024000 It 20,Best ac:0.009545 0.636364 fi:0.489625. Ave ac:0.013556,0.024374 Initialization: 5.604000 Memcpy Classifiers: 0.370000 Memcpy Instances: 8.625000 Kernel 1: 0.022000 Kernel 2: 67.537003 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.003546 0.764706 fi:0.461334. Ave ac:0.019035,0.032283 Initialization: 5.880000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.304000 Kernel 1: 0.022000 Kernel 2: 68.125999 Copyback: 0.018000 Sum: 0.024000 It 22,Best ac:0.004363 0.695652 fi:0.448890. Ave ac:0.021259,0.034686 Initialization: 5.640000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.958000 Kernel 1: 0.022000 Kernel 2: 67.422997 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.004362 0.666667 fi:0.496194. Ave ac:0.022037,0.034493 Initialization: 5.985000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.382000 Kernel 1: 0.024000 Kernel 2: 68.085999 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.004091 0.652174 fi:0.486295. Ave ac:0.013183,0.025048 Initialization: 5.616000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.720000 Kernel 1: 0.022000 Kernel 2: 67.660004 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.004363 0.615385 fi:0.527007. Ave ac:0.020178,0.037597 Initialization: 6.070000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.278000 Kernel 1: 0.022000 Kernel 2: 68.085999 Copyback: 0.018000 Sum: 0.023000 It 26,Best ac:0.004363 0.571429 fi:0.581468. Ave ac:0.015081,0.027372 Initialization: 6.092000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.289000 Kernel 1: 0.023000 Kernel 2: 68.547997 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003545 0.764706 fi:0.383441. Ave ac:0.021403,0.034976 Initialization: 5.639000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.282000 Kernel 1: 0.024000 Kernel 2: 67.356003 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.005999 0.666667 fi:0.466658. Ave ac:0.020631,0.033814 Initialization: 5.871000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.300000 Kernel 1: 0.022000 Kernel 2: 65.934998 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.004907 0.666667 fi:0.475103. Ave ac:0.022341,0.039238 Initialization: 12.515000 Memcpy Classifiers: 0.313000 Memcpy Instances: 7.634000 Kernel 1: 0.022000 Kernel 2: 65.930000 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.004362 0.800000 fi:0.357364. Ave ac:0.018225,0.031154 Initialization: 5.582000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.277000 Kernel 1: 0.024000 Kernel 2: 66.358002 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.006001 0.687500 fi:0.452820. Ave ac:0.015936,0.026348 Initialization: 5.799000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.273000 Kernel 1: 0.023000 Kernel 2: 68.481003 Copyback: 0.018000 Sum: 0.024000 It 32,Best ac:0.004091 0.714286 fi:0.436651. Ave ac:0.013716,0.023510 Initialization: 6.062000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.301000 Kernel 1: 0.023000 Kernel 2: 67.559998 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.004636 0.653846 fi:0.478831. Ave ac:0.015846,0.027743 Initialization: 30.941000 Memcpy Instances: 367.059998 Memcpy Classifiers: 0.064000 Kernel 1: 0.022000 Kernel 2: 492.161987 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 507.955994 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.063000 Kernel 1: 0.016000 Kernel 2: 500.653015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 488.872009 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 497.591003 Copyback: 0.368000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 499.096008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 501.877014 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 494.300995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 206.365005 Copyback: 0.017000 Sum: 0.000000 It 34,Best ac:0.003360 0.496774 fi:0.646155. Ave ac:0.012307,0.038136 Best acc 0.003360 0.496774 Initialization: 5.612000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.531000 Kernel 1: 0.023000 Kernel 2: 90.347000 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.005570 accuracy2:0.189743 Initialization: 5.689000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.292000 Kernel 1: 0.023000 Kernel 2: 94.386002 Copyback: 0.020000 Sum: 0.035000 It 0,Best ac:0.004910 0.409091 fi:0.689974. Ave ac:0.009260,0.011679 Initialization: 5.624000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.491000 Kernel 1: 0.023000 Kernel 2: 96.250999 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.009542 0.486111 fi:0.610481. Ave ac:0.011361,0.013077 Initialization: 5.557000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.939000 Kernel 1: 0.022000 Kernel 2: 95.003998 Copyback: 0.017000 Sum: 0.027000 It 2,Best ac:0.004909 0.580645 fi:0.518420. Ave ac:0.012564,0.016198 Initialization: 5.601000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.527000 Kernel 1: 0.023000 Kernel 2: 90.878998 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.006819 0.490196 fi:0.607847. Ave ac:0.013281,0.016688 Initialization: 5.642000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.282000 Kernel 1: 0.021000 Kernel 2: 86.504997 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.003001 0.785714 fi:0.360045. Ave ac:0.011080,0.012516 Initialization: 6.838000 Memcpy Classifiers: 0.442000 Memcpy Instances: 7.909000 Kernel 1: 0.022000 Kernel 2: 85.957001 Copyback: 0.018000 Sum: 0.034000 It 5,Best ac:0.004910 0.545455 fi:0.553610. Ave ac:0.013021,0.015670 Initialization: 5.650000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.272000 Kernel 1: 0.023000 Kernel 2: 84.154999 Copyback: 0.018000 Sum: 0.039000 It 6,Best ac:0.003272 0.600000 fi:0.499940. Ave ac:0.010525,0.014218 Initialization: 5.639000 Memcpy Classifiers: 0.667000 Memcpy Instances: 7.303000 Kernel 1: 0.022000 Kernel 2: 79.653999 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.003272 0.705882 fi:0.394058. Ave ac:0.010830,0.012745 Initialization: 5.961000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.598000 Kernel 1: 0.021000 Kernel 2: 76.059998 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.004363 0.571429 fi:0.527928. Ave ac:0.009847,0.010812 Initialization: 5.603000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.755000 Kernel 1: 0.022000 Kernel 2: 75.031998 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003272 0.631579 fi:0.468364. Ave ac:0.009882,0.010746 Iteration 10:MDL fitness activated Error 0.468364 TL 0.028545 MDL Theory Length Weight: 5.4693038370 (6) Initialization: 6.076000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.309000 Kernel 1: 0.023000 Kernel 2: 78.388000 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.004636 0.566667 fi:0.690919. Ave ac:0.010248,0.011117 Initialization: 5.709000 Memcpy Classifiers: 0.804000 Memcpy Instances: 7.333000 Kernel 1: 0.022000 Kernel 2: 72.764000 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.008999 0.622642 fi:0.616289. Ave ac:0.011718,0.014387 Initialization: 6.093000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.609000 Kernel 1: 0.022000 Kernel 2: 70.901001 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.003000 0.733333 fi:0.575079. Ave ac:0.013915,0.016308 Initialization: 6.052000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.303000 Kernel 1: 0.022000 Kernel 2: 70.167000 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.003544 0.650000 fi:0.576241. Ave ac:0.013272,0.014863 Initialization: 5.669000 Memcpy Classifiers: 0.355000 Memcpy Instances: 7.686000 Kernel 1: 0.021000 Kernel 2: 68.443001 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004364 0.695652 fi:0.516468. Ave ac:0.012285,0.014029 Initialization: 5.671000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.560000 Kernel 1: 0.022000 Kernel 2: 66.625000 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.003545 0.590909 fi:0.607216. Ave ac:0.012224,0.016142 Initialization: 6.160000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.568000 Kernel 1: 0.023000 Kernel 2: 68.129997 Copyback: 0.017000 Sum: 0.024000 It 16,Best ac:0.004636 0.680000 fi:0.514380. Ave ac:0.013568,0.017269 Initialization: 5.917000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.320000 Kernel 1: 0.022000 Kernel 2: 64.959000 Copyback: 0.017000 Sum: 0.024000 It 17,Best ac:0.003544 0.684211 fi:0.481478. Ave ac:0.015116,0.021938 Initialization: 6.402000 Memcpy Classifiers: 0.474000 Memcpy Instances: 7.297000 Kernel 1: 0.022000 Kernel 2: 63.073002 Copyback: 0.017000 Sum: 0.022000 It 18,Best ac:0.003544 0.619048 fi:0.563207. Ave ac:0.015368,0.021562 Initialization: 5.867000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.548000 Kernel 1: 0.023000 Kernel 2: 64.213997 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.003272 0.800000 fi:0.409155. Ave ac:0.016259,0.026666 Initialization: 5.817000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.287000 Kernel 1: 0.023000 Kernel 2: 62.816002 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.004364 0.761905 fi:0.425945. Ave ac:0.017909,0.023261 Initialization: 6.091000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.461000 Kernel 1: 0.022000 Kernel 2: 63.500000 Copyback: 0.017000 Sum: 0.021000 It 21,Best ac:0.003272 0.705882 fi:0.491427. Ave ac:0.017609,0.027719 Initialization: 5.651000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.909000 Kernel 1: 0.021000 Kernel 2: 63.591999 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.003545 0.722222 fi:0.434253. Ave ac:0.013959,0.020907 Initialization: 5.599000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.283000 Kernel 1: 0.023000 Kernel 2: 65.317001 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.003001 0.733333 fi:0.460837. Ave ac:0.012547,0.016959 Initialization: 5.611000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.533000 Kernel 1: 0.022000 Kernel 2: 64.402000 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.004089 0.535714 fi:0.652266. Ave ac:0.014760,0.026488 Initialization: 5.636000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.284000 Kernel 1: 0.023000 Kernel 2: 64.934998 Copyback: 0.018000 Sum: 0.024000 It 25,Best ac:0.003545 0.619048 fi:0.575919. Ave ac:0.019479,0.029693 Initialization: 5.598000 Memcpy Classifiers: 0.281000 Memcpy Instances: 7.348000 Kernel 1: 0.022000 Kernel 2: 64.247002 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.005181 0.612903 fi:0.543948. Ave ac:0.017236,0.027430 Initialization: 6.734000 Memcpy Classifiers: 0.248000 Memcpy Instances: 7.321000 Kernel 1: 0.022000 Kernel 2: 64.365997 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003272 0.750000 fi:0.436562. Ave ac:0.014345,0.021294 Initialization: 5.967000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.286000 Kernel 1: 0.023000 Kernel 2: 63.507000 Copyback: 0.020000 Sum: 0.024000 It 28,Best ac:0.003545 0.866667 fi:0.294034. Ave ac:0.012295,0.021747 Initialization: 6.041000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.368000 Kernel 1: 0.022000 Kernel 2: 63.471001 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003273 0.750000 fi:0.436562. Ave ac:0.011053,0.020645 Initialization: 5.684000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.317000 Kernel 1: 0.022000 Kernel 2: 64.202003 Copyback: 0.018000 Sum: 0.025000 It 30,Best ac:0.008181 0.697674 fi:0.449865. Ave ac:0.011317,0.020444 Initialization: 5.748000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.278000 Kernel 1: 0.023000 Kernel 2: 66.746002 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.002182 1.000000 fi:0.467718. Ave ac:0.012289,0.023893 Initialization: 5.668000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.276000 Kernel 1: 0.024000 Kernel 2: 64.466003 Copyback: 0.018000 Sum: 0.023000 It 32,Best ac:0.003544 0.764706 fi:0.390836. Ave ac:0.019562,0.032798 Initialization: 5.595000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.541000 Kernel 1: 0.023000 Kernel 2: 63.629002 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.004909 0.782609 fi:0.398918. Ave ac:0.015346,0.028657 Initialization: 30.722000 Memcpy Instances: 365.076996 Memcpy Classifiers: 0.066000 Kernel 1: 0.022000 Kernel 2: 478.112000 Copyback: 0.017000 Sum: 0.017000 Memcpy Classifiers: 0.060000 Kernel 1: 0.016000 Kernel 2: 480.989014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 473.337006 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 475.681000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 484.433014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 479.520996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 484.234009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 489.768005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 193.522003 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003240 0.479419 fi:0.678472. Ave ac:0.013489,0.042679 Best acc 0.003240 0.479419 Initialization: 6.199000 Memcpy Classifiers: 0.621000 Memcpy Instances: 7.588000 Kernel 1: 0.024000 Kernel 2: 89.056999 Copyback: 0.018000 Sum: 0.054000 Initial population average accuracy1:0.005123 accuracy2:0.205787 Initialization: 5.677000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.066000 Kernel 1: 0.022000 Kernel 2: 96.586998 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.004635 0.459459 fi:0.639755. Ave ac:0.009468,0.011634 Initialization: 5.614000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.722000 Kernel 1: 0.022000 Kernel 2: 96.078003 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.002726 0.625000 fi:0.599530. Ave ac:0.009960,0.011589 Initialization: 6.077000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.281000 Kernel 1: 0.022000 Kernel 2: 95.147003 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.004907 0.562500 fi:0.536568. Ave ac:0.010567,0.013095 Initialization: 5.621000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.298000 Kernel 1: 0.023000 Kernel 2: 94.834999 Copyback: 0.018000 Sum: 0.030000 It 3,Best ac:0.011457 0.538462 fi:0.557102. Ave ac:0.010917,0.010890 Initialization: 5.603000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.613000 Kernel 1: 0.022000 Kernel 2: 99.127998 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.005727 0.567568 fi:0.531059. Ave ac:0.012472,0.012261 Initialization: 5.741000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.284000 Kernel 1: 0.022000 Kernel 2: 97.652000 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003272 0.800000 fi:0.299943. Ave ac:0.012078,0.011855 Initialization: 5.664000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.992000 Kernel 1: 0.022000 Kernel 2: 97.859001 Copyback: 0.017000 Sum: 0.039000 It 6,Best ac:0.003272 0.571429 fi:0.528511. Ave ac:0.010974,0.011878 Initialization: 5.828000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.274000 Kernel 1: 0.022000 Kernel 2: 96.151001 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.003545 0.590909 fi:0.508885. Ave ac:0.010266,0.009956 Initialization: 5.846000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.282000 Kernel 1: 0.022000 Kernel 2: 92.448997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.004091 0.652174 fi:0.447328. Ave ac:0.009106,0.008379 Initialization: 5.989000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.309000 Kernel 1: 0.022000 Kernel 2: 90.879997 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003272 0.631579 fi:0.468364. Ave ac:0.008980,0.009283 Iteration 10:MDL fitness activated Error 0.468364 TL 0.031635 MDL Theory Length Weight: 4.9350421642 (5) Initialization: 5.766000 Memcpy Classifiers: 0.455000 Memcpy Instances: 7.310000 Kernel 1: 0.022000 Kernel 2: 88.910004 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.003545 0.684211 fi:0.557324. Ave ac:0.007683,0.007819 Initialization: 5.613000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.178000 Kernel 1: 0.022000 Kernel 2: 85.867996 Copyback: 0.017000 Sum: 0.039000 It 11,Best ac:0.003272 0.800000 fi:0.519279. Ave ac:0.007800,0.008420 Initialization: 6.198000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.329000 Kernel 1: 0.022000 Kernel 2: 84.116997 Copyback: 0.018000 Sum: 0.032000 It 12,Best ac:0.005998 0.536585 fi:0.645665. Ave ac:0.008558,0.008714 Initialization: 6.391000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.440000 Kernel 1: 0.022000 Kernel 2: 82.476997 Copyback: 0.018000 Sum: 0.031000 It 13,Best ac:0.003272 0.631579 fi:0.602670. Ave ac:0.009659,0.011685 Initialization: 5.498000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.081000 Kernel 1: 0.022000 Kernel 2: 79.553001 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.004363 0.695652 fi:0.467753. Ave ac:0.012344,0.011815 Initialization: 5.600000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.617000 Kernel 1: 0.022000 Kernel 2: 77.030998 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.003001 0.733333 fi:0.508464. Ave ac:0.009080,0.010031 Initialization: 6.056000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.550000 Kernel 1: 0.021000 Kernel 2: 78.372002 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004909 0.692308 fi:0.532946. Ave ac:0.012013,0.011693 Initialization: 5.930000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.483000 Kernel 1: 0.022000 Kernel 2: 77.051003 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004092 0.600000 fi:0.616647. Ave ac:0.008890,0.008865 Initialization: 5.615000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.633000 Kernel 1: 0.021000 Kernel 2: 78.049004 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.003273 0.705882 fi:0.555603. Ave ac:0.008128,0.007571 Initialization: 5.609000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.330000 Kernel 1: 0.022000 Kernel 2: 74.269997 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.003545 0.722222 fi:0.461097. Ave ac:0.008464,0.008007 Initialization: 6.239000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.851000 Kernel 1: 0.022000 Kernel 2: 70.679001 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.003272 0.705882 fi:0.508482. Ave ac:0.006992,0.006269 Initialization: 5.655000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.954000 Kernel 1: 0.022000 Kernel 2: 71.095001 Copyback: 0.018000 Sum: 0.035000 It 21,Best ac:0.005183 0.593750 fi:0.594572. Ave ac:0.007580,0.009613 Initialization: 5.618000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.614000 Kernel 1: 0.022000 Kernel 2: 69.850998 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.003544 0.590909 fi:0.603635. Ave ac:0.008333,0.009914 Initialization: 5.645000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.552000 Kernel 1: 0.022000 Kernel 2: 71.827003 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.004092 0.714286 fi:0.496743. Ave ac:0.011351,0.013008 Initialization: 5.702000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.598000 Kernel 1: 0.022000 Kernel 2: 71.101997 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.004636 0.708333 fi:0.504160. Ave ac:0.008730,0.009276 Initialization: 5.727000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.375000 Kernel 1: 0.022000 Kernel 2: 70.976997 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.003273 0.666667 fi:0.553530. Ave ac:0.007080,0.010013 Initialization: 5.568000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.381000 Kernel 1: 0.022000 Kernel 2: 70.692001 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.002727 0.833333 fi:0.508272. Ave ac:0.007872,0.011082 Initialization: 5.887000 Memcpy Classifiers: 0.410000 Memcpy Instances: 7.373000 Kernel 1: 0.023000 Kernel 2: 69.454002 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.004635 0.739130 fi:0.468757. Ave ac:0.007901,0.009396 Initialization: 5.614000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.605000 Kernel 1: 0.022000 Kernel 2: 69.514999 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.003819 0.636364 fi:0.556709. Ave ac:0.011124,0.013600 MDL Theory Length Weight: 4.4415379477 (10) Initialization: 5.658000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.615000 Kernel 1: 0.022000 Kernel 2: 68.454002 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003000 0.785714 fi:0.465911. Ave ac:0.009449,0.009753 Initialization: 5.636000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.788000 Kernel 1: 0.022000 Kernel 2: 68.700996 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.003546 0.764706 fi:0.409580. Ave ac:0.010451,0.015758 Initialization: 6.050000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.733000 Kernel 1: 0.023000 Kernel 2: 70.018997 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.003273 0.857143 fi:0.343126. Ave ac:0.010046,0.011623 Initialization: 5.661000 Memcpy Classifiers: 0.365000 Memcpy Instances: 7.336000 Kernel 1: 0.022000 Kernel 2: 67.311996 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.003272 0.800000 fi:0.401095. Ave ac:0.010230,0.012152 Initialization: 6.054000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.327000 Kernel 1: 0.023000 Kernel 2: 68.607002 Copyback: 0.018000 Sum: 0.026000 It 33,Best ac:0.003272 0.631579 fi:0.570958. Ave ac:0.009134,0.010842 Initialization: 30.792999 Memcpy Instances: 373.931000 Memcpy Classifiers: 0.072000 Kernel 1: 0.022000 Kernel 2: 510.191986 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 526.625000 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.071000 Kernel 1: 0.015000 Kernel 2: 509.057007 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.071000 Kernel 1: 0.016000 Kernel 2: 515.999023 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.015000 Kernel 2: 519.250977 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 524.818970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 523.625000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 504.417999 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 210.190994 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003458 0.531879 fi:0.670557. Ave ac:0.012194,0.036525 Best acc 0.003458 0.531879 Initialization: 5.761000 Memcpy Classifiers: 0.596000 Memcpy Instances: 7.621000 Kernel 1: 0.024000 Kernel 2: 87.696999 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005089 accuracy2:0.185472 Initialization: 5.712000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.743000 Kernel 1: 0.022000 Kernel 2: 96.710999 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.003818 0.482759 fi:0.616890. Ave ac:0.010332,0.017250 Initialization: 5.592000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.679000 Kernel 1: 0.031000 Kernel 2: 97.301003 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.004363 0.500000 fi:0.599356. Ave ac:0.010839,0.016059 Initialization: 5.605000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.681000 Kernel 1: 0.022000 Kernel 2: 96.230003 Copyback: 0.020000 Sum: 0.034000 It 2,Best ac:0.003000 0.647059 fi:0.498700. Ave ac:0.010810,0.016884 Initialization: 6.019000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.483000 Kernel 1: 0.022000 Kernel 2: 94.403000 Copyback: 0.017000 Sum: 0.026000 It 3,Best ac:0.003818 0.518519 fi:0.581130. Ave ac:0.008959,0.012505 Initialization: 5.604000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.530000 Kernel 1: 0.022000 Kernel 2: 89.504997 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.003546 0.565217 fi:0.534577. Ave ac:0.008530,0.010152 Initialization: 7.037000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.321000 Kernel 1: 0.023000 Kernel 2: 86.787003 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.003546 0.722222 fi:0.377572. Ave ac:0.008377,0.011194 Initialization: 5.840000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.923000 Kernel 1: 0.023000 Kernel 2: 88.692001 Copyback: 0.018000 Sum: 0.030000 It 6,Best ac:0.004091 0.576923 fi:0.522579. Ave ac:0.009506,0.010986 Initialization: 5.852000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.334000 Kernel 1: 0.023000 Kernel 2: 86.726997 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.004907 0.666667 fi:0.432402. Ave ac:0.010412,0.012324 Initialization: 5.621000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.276000 Kernel 1: 0.024000 Kernel 2: 84.929001 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004091 0.652174 fi:0.447332. Ave ac:0.012278,0.013731 Initialization: 5.829000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.323000 Kernel 1: 0.023000 Kernel 2: 77.620003 Copyback: 0.018000 Sum: 0.035000 It 9,Best ac:0.004092 0.714286 fi:0.385217. Ave ac:0.014041,0.015997 Iteration 10:MDL fitness activated Error 0.385217 TL 0.023399 MDL Theory Length Weight: 5.4875769752 (5) Initialization: 5.613000 Memcpy Classifiers: 0.632000 Memcpy Instances: 7.277000 Kernel 1: 0.023000 Kernel 2: 73.385002 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.002727 0.833333 fi:0.563582. Ave ac:0.011064,0.012275 Initialization: 5.797000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.329000 Kernel 1: 0.023000 Kernel 2: 69.109001 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.004909 0.620690 fi:0.594658. Ave ac:0.011727,0.013363 Initialization: 5.844000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.995000 Kernel 1: 0.023000 Kernel 2: 68.320999 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.003545 0.764706 fi:0.482695. Ave ac:0.013827,0.016034 Initialization: 5.649000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.627000 Kernel 1: 0.022000 Kernel 2: 67.266998 Copyback: 0.020000 Sum: 0.028000 It 13,Best ac:0.004091 0.714286 fi:0.540288. Ave ac:0.015870,0.017464 Initialization: 6.046000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.606000 Kernel 1: 0.022000 Kernel 2: 65.049004 Copyback: 0.017000 Sum: 0.024000 It 14,Best ac:0.003544 0.764706 fi:0.444139. Ave ac:0.016015,0.017834 Initialization: 5.573000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.667000 Kernel 1: 0.023000 Kernel 2: 63.331001 Copyback: 0.018000 Sum: 0.022000 It 15,Best ac:0.004637 0.680000 fi:0.553571. Ave ac:0.013734,0.020431 Initialization: 6.043000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.279000 Kernel 1: 0.022000 Kernel 2: 64.507004 Copyback: 0.017000 Sum: 0.022000 It 16,Best ac:0.004091 0.750000 fi:0.424268. Ave ac:0.016785,0.019005 Initialization: 6.013000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.311000 Kernel 1: 0.022000 Kernel 2: 62.964001 Copyback: 0.017000 Sum: 0.021000 It 17,Best ac:0.006545 0.585366 fi:0.575726. Ave ac:0.019043,0.026022 Initialization: 6.021000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.468000 Kernel 1: 0.022000 Kernel 2: 60.470001 Copyback: 0.017000 Sum: 0.021000 It 18,Best ac:0.012817 0.546512 fi:0.615941. Ave ac:0.019071,0.025908 Initialization: 6.226000 Memcpy Classifiers: 0.205000 Memcpy Instances: 8.023000 Kernel 1: 0.022000 Kernel 2: 62.158001 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.004909 0.666667 fi:0.503542. Ave ac:0.018433,0.025426 Initialization: 5.608000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.340000 Kernel 1: 0.022000 Kernel 2: 59.764000 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.004909 0.818182 fi:0.331214. Ave ac:0.022810,0.035404 Initialization: 5.585000 Memcpy Classifiers: 0.292000 Memcpy Instances: 7.721000 Kernel 1: 0.022000 Kernel 2: 59.606998 Copyback: 0.024000 Sum: 0.024000 It 21,Best ac:0.008179 0.612245 fi:0.553383. Ave ac:0.021995,0.031336 Initialization: 6.147000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.736000 Kernel 1: 0.022000 Kernel 2: 61.094002 Copyback: 0.017000 Sum: 0.020000 It 22,Best ac:0.003818 0.666667 fi:0.507747. Ave ac:0.020882,0.030420 Initialization: 5.698000 Memcpy Classifiers: 0.204000 Memcpy Instances: 8.078000 Kernel 1: 0.021000 Kernel 2: 62.481998 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.005453 0.714286 fi:0.471932. Ave ac:0.022038,0.030242 Initialization: 5.781000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.564000 Kernel 1: 0.022000 Kernel 2: 61.296001 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.004907 0.620690 fi:0.564646. Ave ac:0.015914,0.021227 Initialization: 5.864000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.278000 Kernel 1: 0.022000 Kernel 2: 60.813000 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.004363 0.666667 fi:0.484960. Ave ac:0.018713,0.026467 Initialization: 5.694000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.271000 Kernel 1: 0.023000 Kernel 2: 61.198002 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.005727 0.700000 fi:0.469775. Ave ac:0.017578,0.027319 Initialization: 5.631000 Memcpy Classifiers: 0.543000 Memcpy Instances: 8.450000 Kernel 1: 0.022000 Kernel 2: 60.202000 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003272 0.705882 fi:0.512514. Ave ac:0.014918,0.023167 Initialization: 5.649000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.760000 Kernel 1: 0.022000 Kernel 2: 60.835999 Copyback: 0.020000 Sum: 0.023000 It 28,Best ac:0.005453 0.606061 fi:0.557643. Ave ac:0.017158,0.024475 Initialization: 6.052000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.303000 Kernel 1: 0.022000 Kernel 2: 61.689999 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.003544 0.619048 fi:0.548081. Ave ac:0.012153,0.015456 MDL Theory Length Weight: 4.9388192777 (10) Initialization: 5.684000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.325000 Kernel 1: 0.022000 Kernel 2: 60.667000 Copyback: 0.018000 Sum: 0.021000 It 30,Best ac:0.003272 0.705882 fi:0.450113. Ave ac:0.016411,0.026521 Initialization: 5.887000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.292000 Kernel 1: 0.023000 Kernel 2: 61.216999 Copyback: 0.017000 Sum: 0.020000 It 31,Best ac:0.006272 0.718750 fi:0.427906. Ave ac:0.013076,0.022182 Initialization: 5.642000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.284000 Kernel 1: 0.023000 Kernel 2: 62.710999 Copyback: 0.018000 Sum: 0.023000 It 32,Best ac:0.003546 0.764706 fi:0.409866. Ave ac:0.013755,0.022328 Initialization: 6.381000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.515000 Kernel 1: 0.023000 Kernel 2: 60.108002 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003272 0.800000 fi:0.365974. Ave ac:0.010464,0.015955 Initialization: 30.037001 Memcpy Instances: 368.015015 Memcpy Classifiers: 0.057000 Kernel 1: 0.022000 Kernel 2: 449.751007 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 461.151001 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.057000 Kernel 1: 0.021000 Kernel 2: 457.127991 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 449.015991 Copyback: 0.367000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 456.011993 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 454.341003 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 444.661011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 449.919006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.046000 Kernel 1: 0.014000 Kernel 2: 187.442001 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003627 0.501130 fi:0.659220. Ave ac:0.010875,0.031875 Best acc 0.003627 0.501130 Rule:Att PSSM_-4_7 is [-4.911947,-0.104758]|Att PSSM_-1_5 is [<4.488421]|Att PSSM_0_3 is [<-2.015492]|Att PSSM_0_12 is [-6.807360,-2.705685]|Att PSSM_1_4 is [<1.773757]|Att PSSM_1_6 is [>-6.608792]|Att PSSM_2_11 is [>-2.873686]|Att PSSM_3_15 is [<3.532733]|Att PSSM_4_12 is [<-1.267948]|1 Accuracy : 0.785244 0 1 147924 16156 34234 36324 Removed 1192 instances. 182158 Instances left. Acc of rule 0.003458-0.531879 Initialization: 5.699000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.219000 Kernel 1: 0.031000 Kernel 2: 91.266998 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.004875 accuracy2:0.179418 Initialization: 5.566000 Memcpy Classifiers: 0.494000 Memcpy Instances: 7.432000 Kernel 1: 0.021000 Kernel 2: 98.488998 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.003568 0.448276 fi:0.651485. Ave ac:0.009212,0.011267 Initialization: 5.759000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.272000 Kernel 1: 0.022000 Kernel 2: 96.450996 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.003293 0.571429 fi:0.528481. Ave ac:0.010104,0.012455 Initialization: 6.090000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.236000 Kernel 1: 0.033000 Kernel 2: 96.641998 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.002745 0.625000 fi:0.583658. Ave ac:0.010182,0.013060 Initialization: 5.732000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.464000 Kernel 1: 0.021000 Kernel 2: 98.213997 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.007414 0.465517 fi:0.632159. Ave ac:0.010020,0.011471 Initialization: 5.970000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.688000 Kernel 1: 0.022000 Kernel 2: 99.866997 Copyback: 0.018000 Sum: 0.030000 It 4,Best ac:0.005763 0.567568 fi:0.531006. Ave ac:0.010749,0.011492 Initialization: 5.985000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.224000 Kernel 1: 0.022000 Kernel 2: 104.028999 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003568 0.650000 fi:0.449761. Ave ac:0.009646,0.009174 Initialization: 5.818000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.646000 Kernel 1: 0.023000 Kernel 2: 104.081001 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.006041 0.578947 fi:0.519473. Ave ac:0.008594,0.010579 Initialization: 5.614000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.264000 Kernel 1: 0.022000 Kernel 2: 105.593002 Copyback: 0.018000 Sum: 0.033000 It 7,Best ac:0.002744 0.714286 fi:0.495527. Ave ac:0.007834,0.007584 Initialization: 5.958000 Memcpy Classifiers: 0.499000 Memcpy Instances: 7.231000 Kernel 1: 0.023000 Kernel 2: 99.825996 Copyback: 0.018000 Sum: 0.031000 It 8,Best ac:0.003020 0.846154 fi:0.283370. Ave ac:0.007887,0.010586 Initialization: 5.628000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.623000 Kernel 1: 0.023000 Kernel 2: 100.755997 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.003019 0.687500 fi:0.443294. Ave ac:0.007931,0.007313 Iteration 10:MDL fitness activated Error 0.443294 TL 0.039523 MDL Theory Length Weight: 3.7387299447 (2) Initialization: 5.891000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.442000 Kernel 1: 0.023000 Kernel 2: 97.820000 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.004117 0.681818 fi:0.562542. Ave ac:0.007306,0.007942 Initialization: 5.607000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.221000 Kernel 1: 0.023000 Kernel 2: 93.721001 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.003295 0.666667 fi:0.580601. Ave ac:0.007402,0.007301 Initialization: 5.585000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.546000 Kernel 1: 0.023000 Kernel 2: 91.178001 Copyback: 0.018000 Sum: 0.035000 It 12,Best ac:0.003842 0.700000 fi:0.574217. Ave ac:0.008817,0.010515 Initialization: 5.590000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.379000 Kernel 1: 0.023000 Kernel 2: 85.182999 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.002744 0.833333 fi:0.446595. Ave ac:0.010644,0.014881 Initialization: 5.842000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.553000 Kernel 1: 0.022000 Kernel 2: 82.488998 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.004117 0.576923 fi:0.570355. Ave ac:0.008421,0.010211 Initialization: 5.977000 Memcpy Classifiers: 0.387000 Memcpy Instances: 7.380000 Kernel 1: 0.022000 Kernel 2: 78.137001 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.003568 0.619048 fi:0.572094. Ave ac:0.010726,0.021426 Initialization: 5.593000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.476000 Kernel 1: 0.023000 Kernel 2: 74.028999 Copyback: 0.018000 Sum: 0.024000 It 16,Best ac:0.004942 0.720000 fi:0.426797. Ave ac:0.013713,0.023284 Initialization: 5.809000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.252000 Kernel 1: 0.024000 Kernel 2: 70.642998 Copyback: 0.017000 Sum: 0.023000 It 17,Best ac:0.003019 0.785714 fi:0.441989. Ave ac:0.011394,0.024573 Initialization: 5.691000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.148000 Kernel 1: 0.023000 Kernel 2: 70.906998 Copyback: 0.018000 Sum: 0.024000 It 18,Best ac:0.004665 0.653846 fi:0.547603. Ave ac:0.018021,0.032262 Initialization: 6.129000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.860000 Kernel 1: 0.023000 Kernel 2: 72.084999 Copyback: 0.017000 Sum: 0.021000 It 19,Best ac:0.003293 0.705882 fi:0.483817. Ave ac:0.020837,0.027788 Initialization: 5.791000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.269000 Kernel 1: 0.021000 Kernel 2: 66.117996 Copyback: 0.017000 Sum: 0.025000 It 20,Best ac:0.002471 0.900000 fi:0.431363. Ave ac:0.015174,0.028984 Initialization: 5.734000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.056000 Kernel 1: 0.022000 Kernel 2: 67.588997 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.003843 0.736842 fi:0.407910. Ave ac:0.016032,0.025767 Initialization: 6.090000 Memcpy Classifiers: 0.308000 Memcpy Instances: 7.340000 Kernel 1: 0.023000 Kernel 2: 65.294998 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.002744 0.769231 fi:0.488961. Ave ac:0.016041,0.022923 Initialization: 6.167000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.284000 Kernel 1: 0.022000 Kernel 2: 65.098999 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.004116 0.750000 fi:0.392259. Ave ac:0.012524,0.019634 Initialization: 5.578000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.471000 Kernel 1: 0.022000 Kernel 2: 65.859001 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.004392 0.615385 fi:0.533811. Ave ac:0.011424,0.024896 Initialization: 5.964000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.553000 Kernel 1: 0.022000 Kernel 2: 64.553001 Copyback: 0.018000 Sum: 0.024000 It 25,Best ac:0.003569 0.650000 fi:0.489557. Ave ac:0.012506,0.023768 Initialization: 5.656000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.217000 Kernel 1: 0.023000 Kernel 2: 64.952003 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.004941 0.620690 fi:0.509364. Ave ac:0.015528,0.033378 Initialization: 5.657000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.440000 Kernel 1: 0.021000 Kernel 2: 64.438004 Copyback: 0.018000 Sum: 0.023000 It 27,Best ac:0.002470 1.000000 fi:0.377112. Ave ac:0.009780,0.026682 Initialization: 5.674000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.982000 Kernel 1: 0.022000 Kernel 2: 64.074997 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.003843 0.666667 fi:0.479328. Ave ac:0.020369,0.037060 Initialization: 5.849000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.914000 Kernel 1: 0.021000 Kernel 2: 62.792000 Copyback: 0.018000 Sum: 0.024000 It 29,Best ac:0.005215 0.703704 fi:0.458470. Ave ac:0.012928,0.028583 Initialization: 5.630000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.719000 Kernel 1: 0.023000 Kernel 2: 64.068001 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.003293 0.666667 fi:0.481025. Ave ac:0.009109,0.020655 Initialization: 5.828000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.237000 Kernel 1: 0.023000 Kernel 2: 64.658997 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.004941 0.514286 fi:0.622748. Ave ac:0.008439,0.023848 Initialization: 5.944000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.239000 Kernel 1: 0.022000 Kernel 2: 64.388000 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.003843 0.666667 fi:0.483849. Ave ac:0.015011,0.030510 Initialization: 5.856000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.416000 Kernel 1: 0.022000 Kernel 2: 63.816002 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003568 0.565217 fi:0.568599. Ave ac:0.013269,0.029102 Initialization: 31.318001 Memcpy Instances: 366.535004 Memcpy Classifiers: 0.083000 Kernel 1: 0.022000 Kernel 2: 534.705994 Copyback: 0.016000 Sum: 0.018000 Memcpy Classifiers: 0.082000 Kernel 1: 0.015000 Kernel 2: 454.960999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 539.421021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 457.194000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 543.382019 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 441.433014 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.083000 Kernel 1: 0.018000 Kernel 2: 548.968994 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 432.794006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 148.951004 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004277 0.513852 fi:0.648832. Ave ac:0.015237,0.049334 Best acc 0.004277 0.513852 Initialization: 5.928000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.713000 Kernel 1: 0.024000 Kernel 2: 89.824997 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.004199 accuracy2:0.173312 Initialization: 5.914000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.271000 Kernel 1: 0.022000 Kernel 2: 94.837997 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.006313 0.353846 fi:0.744430. Ave ac:0.007846,0.009863 Initialization: 5.612000 Memcpy Classifiers: 0.521000 Memcpy Instances: 7.454000 Kernel 1: 0.022000 Kernel 2: 94.305000 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.007135 0.393939 fi:0.703892. Ave ac:0.009248,0.011433 Initialization: 5.675000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.258000 Kernel 1: 0.023000 Kernel 2: 95.255997 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.005215 0.431818 fi:0.667052. Ave ac:0.010585,0.012037 Initialization: 5.852000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.222000 Kernel 1: 0.022000 Kernel 2: 94.397003 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.006039 0.440000 fi:0.658425. Ave ac:0.011268,0.013286 Initialization: 5.614000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.848000 Kernel 1: 0.022000 Kernel 2: 91.858002 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003843 0.583333 fi:0.516276. Ave ac:0.011366,0.012702 Initialization: 6.002000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.230000 Kernel 1: 0.023000 Kernel 2: 91.071999 Copyback: 0.369000 Sum: 0.034000 It 5,Best ac:0.003568 0.619048 fi:0.480713. Ave ac:0.009757,0.009889 Initialization: 5.987000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.618000 Kernel 1: 0.022000 Kernel 2: 90.737000 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.006312 0.547619 fi:0.550657. Ave ac:0.008257,0.008453 Initialization: 5.542000 Memcpy Classifiers: 0.604000 Memcpy Instances: 7.227000 Kernel 1: 0.023000 Kernel 2: 87.297997 Copyback: 0.018000 Sum: 0.036000 It 7,Best ac:0.003295 0.545455 fi:0.554452. Ave ac:0.009620,0.011894 Initialization: 5.689000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.578000 Kernel 1: 0.023000 Kernel 2: 84.996002 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003294 0.750000 fi:0.349909. Ave ac:0.008911,0.009052 Initialization: 5.984000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.230000 Kernel 1: 0.022000 Kernel 2: 86.073997 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.003843 0.736842 fi:0.362770. Ave ac:0.008696,0.010179 Iteration 10:MDL fitness activated Error 0.362770 TL 0.028265 MDL Theory Length Weight: 4.2781521231 (2) Initialization: 6.463000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.292000 Kernel 1: 0.022000 Kernel 2: 83.000999 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.003019 0.733333 fi:0.554805. Ave ac:0.008731,0.011194 Initialization: 5.716000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.228000 Kernel 1: 0.022000 Kernel 2: 80.296997 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.007414 0.574468 fi:0.573733. Ave ac:0.008201,0.009808 Initialization: 5.558000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.248000 Kernel 1: 0.023000 Kernel 2: 82.230003 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.003568 0.812500 fi:0.367662. Ave ac:0.009118,0.013202 Initialization: 5.938000 Memcpy Classifiers: 0.365000 Memcpy Instances: 7.240000 Kernel 1: 0.022000 Kernel 2: 77.629997 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.002470 0.818182 fi:0.590355. Ave ac:0.009093,0.013894 Initialization: 5.548000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.436000 Kernel 1: 0.022000 Kernel 2: 77.323997 Copyback: 0.017000 Sum: 0.026000 It 14,Best ac:0.005215 0.678571 fi:0.504031. Ave ac:0.008369,0.010456 Initialization: 5.773000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.253000 Kernel 1: 0.024000 Kernel 2: 74.973999 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.003568 0.722222 fi:0.525674. Ave ac:0.009018,0.012321 Initialization: 5.848000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.333000 Kernel 1: 0.022000 Kernel 2: 74.000000 Copyback: 0.017000 Sum: 0.024000 It 16,Best ac:0.003019 0.785714 fi:0.431662. Ave ac:0.011632,0.019693 Initialization: 5.849000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.223000 Kernel 1: 0.022000 Kernel 2: 73.351997 Copyback: 0.017000 Sum: 0.024000 It 17,Best ac:0.004117 0.714286 fi:0.468424. Ave ac:0.011055,0.016251 Initialization: 5.582000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.267000 Kernel 1: 0.022000 Kernel 2: 72.580002 Copyback: 0.017000 Sum: 0.023000 It 18,Best ac:0.004392 0.666667 fi:0.493599. Ave ac:0.013374,0.019721 Initialization: 5.567000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.482000 Kernel 1: 0.022000 Kernel 2: 73.307999 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.003019 0.733333 fi:0.477865. Ave ac:0.015065,0.023880 Initialization: 5.805000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.263000 Kernel 1: 0.023000 Kernel 2: 71.669998 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.004117 0.681818 fi:0.467336. Ave ac:0.014565,0.021405 Initialization: 5.567000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.522000 Kernel 1: 0.023000 Kernel 2: 70.013000 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.004666 0.680000 fi:0.474336. Ave ac:0.010266,0.014116 MDL Theory Length Weight: 3.8503369108 (10) Initialization: 7.711000 Memcpy Classifiers: 0.248000 Memcpy Instances: 7.458000 Kernel 1: 0.023000 Kernel 2: 70.039001 Copyback: 0.017000 Sum: 0.021000 It 22,Best ac:0.003294 0.857143 fi:0.301626. Ave ac:0.011348,0.014311 Initialization: 5.887000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.344000 Kernel 1: 0.022000 Kernel 2: 69.997002 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.008782 0.542373 fi:0.595540. Ave ac:0.006014,0.008916 Initialization: 5.907000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.234000 Kernel 1: 0.023000 Kernel 2: 68.658997 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.004117 0.681818 fi:0.459078. Ave ac:0.010708,0.015462 Initialization: 6.047000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.248000 Kernel 1: 0.022000 Kernel 2: 68.155998 Copyback: 0.018000 Sum: 0.023000 It 25,Best ac:0.002470 0.900000 fi:0.431964. Ave ac:0.010962,0.012888 Initialization: 5.557000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.660000 Kernel 1: 0.022000 Kernel 2: 67.498001 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.005490 0.740741 fi:0.403358. Ave ac:0.008697,0.012332 Initialization: 6.013000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.312000 Kernel 1: 0.022000 Kernel 2: 67.421997 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.004116 0.789474 fi:0.394169. Ave ac:0.007117,0.010606 Initialization: 6.439000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.642000 Kernel 1: 0.022000 Kernel 2: 67.112000 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.003293 0.705882 fi:0.434995. Ave ac:0.004703,0.004602 Initialization: 6.033000 Memcpy Classifiers: 0.337000 Memcpy Instances: 7.597000 Kernel 1: 0.022000 Kernel 2: 66.206001 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003020 0.647059 fi:0.536938. Ave ac:0.007720,0.010323 Initialization: 5.773000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.350000 Kernel 1: 0.023000 Kernel 2: 66.063004 Copyback: 0.018000 Sum: 0.024000 It 30,Best ac:0.004666 0.629630 fi:0.548258. Ave ac:0.006097,0.009040 Initialization: 5.982000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.288000 Kernel 1: 0.023000 Kernel 2: 65.649002 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.003019 0.687500 fi:0.504139. Ave ac:0.011232,0.013361 MDL Theory Length Weight: 3.4653032197 (20) Initialization: 5.594000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.563000 Kernel 1: 0.022000 Kernel 2: 65.384003 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.004666 0.708333 fi:0.449566. Ave ac:0.011068,0.012953 Initialization: 5.636000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.569000 Kernel 1: 0.022000 Kernel 2: 64.790001 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003019 0.647059 fi:0.526416. Ave ac:0.007058,0.007766 Initialization: 32.723999 Memcpy Instances: 380.239014 Memcpy Classifiers: 0.076000 Kernel 1: 0.023000 Kernel 2: 562.546021 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.074000 Kernel 1: 0.015000 Kernel 2: 474.578003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 568.564026 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 473.554993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 558.169983 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 472.303986 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 562.296997 Copyback: 0.366000 Sum: 0.003000 Memcpy Classifiers: 0.075000 Kernel 1: 0.015000 Kernel 2: 472.924988 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 150.315002 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.003222 0.515817 fi:0.628082. Ave ac:0.010073,0.028439 Best acc 0.003222 0.515817 Rule:Att PSSM_0_2 is [<-2.053823]|Att PSSM_0_13 is [2.318408,6.835425]|Att PSSM_1_20 is [>-2.802765]|Att PSSM_3_7 is [<-0.458285]|1 Accuracy : 0.785397 0 1 147373 16707 33647 36911 Removed 1138 instances. 181020 Instances left. Acc of rule 0.003222-0.515817 Initialization: 5.524000 Memcpy Classifiers: 0.863000 Memcpy Instances: 7.175000 Kernel 1: 0.023000 Kernel 2: 88.518997 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.004951 accuracy2:0.190215 Initialization: 5.800000 Memcpy Classifiers: 0.578000 Memcpy Instances: 7.178000 Kernel 1: 0.022000 Kernel 2: 93.167000 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.003315 0.666667 fi:0.433211. Ave ac:0.008821,0.012345 Initialization: 5.551000 Memcpy Classifiers: 0.556000 Memcpy Instances: 7.220000 Kernel 1: 0.022000 Kernel 2: 96.151001 Copyback: 0.018000 Sum: 0.030000 It 1,Best ac:0.005800 0.477273 fi:0.621245. Ave ac:0.009827,0.012059 Initialization: 5.521000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.980000 Kernel 1: 0.021000 Kernel 2: 92.269997 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.002486 0.750000 fi:0.526151. Ave ac:0.010973,0.013352 Initialization: 5.873000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.180000 Kernel 1: 0.023000 Kernel 2: 90.586998 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.004144 0.600000 fi:0.499424. Ave ac:0.010601,0.013318 Initialization: 5.619000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.644000 Kernel 1: 0.023000 Kernel 2: 93.425003 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.006630 0.558140 fi:0.539925. Ave ac:0.009669,0.010039 Initialization: 5.936000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.200000 Kernel 1: 0.021000 Kernel 2: 92.657997 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.003315 0.600000 fi:0.499878. Ave ac:0.009724,0.010822 Initialization: 5.535000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.689000 Kernel 1: 0.022000 Kernel 2: 92.487000 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.006352 0.638889 fi:0.459327. Ave ac:0.008638,0.008571 Initialization: 5.989000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.679000 Kernel 1: 0.022000 Kernel 2: 88.736000 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003591 0.565217 fi:0.534509. Ave ac:0.009805,0.009098 Initialization: 5.962000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.205000 Kernel 1: 0.022000 Kernel 2: 91.781998 Copyback: 0.018000 Sum: 0.043000 It 8,Best ac:0.004419 0.695652 fi:0.403621. Ave ac:0.010747,0.008638 Initialization: 5.529000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.243000 Kernel 1: 0.023000 Kernel 2: 86.692001 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.007182 0.722222 fi:0.375540. Ave ac:0.008407,0.007397 Iteration 10:MDL fitness activated Error 0.375540 TL 0.035027 MDL Theory Length Weight: 3.5737968063 (1) Initialization: 6.083000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.567000 Kernel 1: 0.022000 Kernel 2: 88.736000 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.004696 0.566667 fi:0.661442. Ave ac:0.005649,0.005334 Initialization: 5.572000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.424000 Kernel 1: 0.022000 Kernel 2: 88.619003 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004972 0.692308 fi:0.522364. Ave ac:0.009565,0.007478 Initialization: 6.088000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.301000 Kernel 1: 0.021000 Kernel 2: 87.963997 Copyback: 0.018000 Sum: 0.035000 It 12,Best ac:0.003038 0.611111 fi:0.615298. Ave ac:0.009738,0.008529 Initialization: 5.519000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.342000 Kernel 1: 0.022000 Kernel 2: 86.984001 Copyback: 0.016000 Sum: 0.034000 It 13,Best ac:0.003314 0.800000 fi:0.412740. Ave ac:0.010029,0.008351 Initialization: 5.504000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.192000 Kernel 1: 0.023000 Kernel 2: 84.962997 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.007733 0.756757 fi:0.439113. Ave ac:0.007930,0.007150 Initialization: 5.536000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.942000 Kernel 1: 0.022000 Kernel 2: 84.750999 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.005523 0.606061 fi:0.611836. Ave ac:0.006733,0.006721 Initialization: 5.509000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.222000 Kernel 1: 0.023000 Kernel 2: 87.247002 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.003316 0.750000 fi:0.437386. Ave ac:0.007273,0.006412 Initialization: 5.738000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.182000 Kernel 1: 0.023000 Kernel 2: 81.953003 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.003314 0.705882 fi:0.470687. Ave ac:0.006539,0.006257 Initialization: 5.595000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.364000 Kernel 1: 0.022000 Kernel 2: 81.116997 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.005803 0.656250 fi:0.544393. Ave ac:0.007562,0.007756 Initialization: 5.587000 Memcpy Classifiers: 0.575000 Memcpy Instances: 7.218000 Kernel 1: 0.022000 Kernel 2: 79.459999 Copyback: 0.018000 Sum: 0.034000 It 19,Best ac:0.003039 0.846154 fi:0.363328. Ave ac:0.009049,0.007125 Initialization: 6.393000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.193000 Kernel 1: 0.023000 Kernel 2: 80.718002 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.003314 0.666667 fi:0.533564. Ave ac:0.006688,0.005357 Initialization: 5.633000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.702000 Kernel 1: 0.022000 Kernel 2: 80.978996 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.002209 1.000000 fi:0.468130. Ave ac:0.007302,0.006053 Initialization: 6.454000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.260000 Kernel 1: 0.023000 Kernel 2: 81.503998 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.004695 0.708333 fi:0.474622. Ave ac:0.006052,0.006844 Initialization: 5.575000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.177000 Kernel 1: 0.023000 Kernel 2: 81.415001 Copyback: 0.018000 Sum: 0.041000 It 23,Best ac:0.005249 0.826087 fi:0.375709. Ave ac:0.006925,0.006164 Initialization: 5.982000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.187000 Kernel 1: 0.022000 Kernel 2: 80.681999 Copyback: 0.018000 Sum: 0.033000 It 24,Best ac:0.002762 0.833333 fi:0.451404. Ave ac:0.006010,0.005062 Initialization: 5.574000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.597000 Kernel 1: 0.022000 Kernel 2: 80.806999 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.004419 0.640000 fi:0.533570. Ave ac:0.005946,0.005315 Initialization: 5.522000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.604000 Kernel 1: 0.022000 Kernel 2: 79.404999 Copyback: 0.016000 Sum: 0.037000 It 26,Best ac:0.003314 0.923077 fi:0.288351. Ave ac:0.007270,0.007172 Initialization: 6.806000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.192000 Kernel 1: 0.023000 Kernel 2: 78.903000 Copyback: 0.018000 Sum: 0.036000 It 27,Best ac:0.002762 1.000000 fi:0.276276. Ave ac:0.007564,0.005883 Initialization: 6.506000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.259000 Kernel 1: 0.022000 Kernel 2: 73.641998 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.008564 0.632653 fi:0.548356. Ave ac:0.005701,0.005836 Initialization: 5.552000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.378000 Kernel 1: 0.022000 Kernel 2: 74.164001 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.003867 0.777778 fi:0.409950. Ave ac:0.005928,0.006011 Initialization: 5.896000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.214000 Kernel 1: 0.022000 Kernel 2: 74.487999 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.003867 0.583333 fi:0.602415. Ave ac:0.006471,0.006025 Initialization: 5.647000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.919000 Kernel 1: 0.022000 Kernel 2: 76.804001 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.003590 0.764706 fi:0.430409. Ave ac:0.009855,0.007158 Initialization: 5.855000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.263000 Kernel 1: 0.024000 Kernel 2: 74.375999 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.002762 0.833333 fi:0.437301. Ave ac:0.006476,0.005188 Initialization: 5.534000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.553000 Kernel 1: 0.022000 Kernel 2: 76.790001 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.005800 0.636364 fi:0.535394. Ave ac:0.007301,0.006608 Initialization: 31.084000 Memcpy Instances: 364.058014 Memcpy Classifiers: 0.073000 Kernel 1: 0.021000 Kernel 2: 641.403015 Copyback: 0.369000 Sum: 0.016000 Memcpy Classifiers: 0.280000 Kernel 1: 0.014000 Kernel 2: 634.632019 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.019000 Kernel 2: 646.927002 Copyback: 0.023000 Sum: 0.009000 Memcpy Classifiers: 0.074000 Kernel 1: 0.022000 Kernel 2: 641.424988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.015000 Kernel 2: 631.328003 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.072000 Kernel 1: 0.016000 Kernel 2: 642.419983 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 644.567993 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.073000 Kernel 1: 0.016000 Kernel 2: 625.086975 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.043000 Kernel 1: 0.013000 Kernel 2: 119.125999 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.003596 0.517077 fi:0.668819. Ave ac:0.008078,0.021899 Best acc 0.003596 0.517077 Initialization: 5.560000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.924000 Kernel 1: 0.024000 Kernel 2: 91.454002 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.005312 accuracy2:0.177219 Initialization: 5.545000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.651000 Kernel 1: 0.022000 Kernel 2: 95.980003 Copyback: 0.017000 Sum: 0.029000 It 0,Best ac:0.003590 0.433333 fi:0.666393. Ave ac:0.009737,0.013519 Initialization: 5.643000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.432000 Kernel 1: 0.022000 Kernel 2: 95.375999 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.003314 0.480000 fi:0.619878. Ave ac:0.010573,0.012236 Initialization: 5.585000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.174000 Kernel 1: 0.023000 Kernel 2: 93.752998 Copyback: 0.018000 Sum: 0.029000 It 2,Best ac:0.006352 0.522727 fi:0.575488. Ave ac:0.011143,0.011168 Initialization: 6.013000 Memcpy Classifiers: 0.457000 Memcpy Instances: 8.207000 Kernel 1: 0.022000 Kernel 2: 88.782997 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003315 0.500000 fi:0.599878. Ave ac:0.008431,0.009350 Initialization: 5.749000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.788000 Kernel 1: 0.023000 Kernel 2: 90.290001 Copyback: 0.018000 Sum: 0.031000 It 4,Best ac:0.003315 0.571429 fi:0.528449. Ave ac:0.011742,0.012146 Initialization: 5.596000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.245000 Kernel 1: 0.022000 Kernel 2: 88.744003 Copyback: 0.018000 Sum: 0.031000 It 5,Best ac:0.005803 0.583333 fi:0.515180. Ave ac:0.011439,0.013212 Initialization: 6.426000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.493000 Kernel 1: 0.021000 Kernel 2: 84.536003 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.002486 0.750000 fi:0.526151. Ave ac:0.010766,0.010703 Initialization: 5.796000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.183000 Kernel 1: 0.021000 Kernel 2: 85.375999 Copyback: 0.018000 Sum: 0.028000 It 7,Best ac:0.005525 0.645161 fi:0.453508. Ave ac:0.009860,0.009344 Initialization: 5.813000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.220000 Kernel 1: 0.021000 Kernel 2: 87.255997 Copyback: 0.018000 Sum: 0.027000 It 8,Best ac:0.005247 0.703704 fi:0.395116. Ave ac:0.008213,0.008424 Initialization: 5.731000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.178000 Kernel 1: 0.023000 Kernel 2: 86.771004 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.003590 0.684211 fi:0.415516. Ave ac:0.008457,0.009594 Iteration 10:MDL fitness activated Error 0.415516 TL 0.027791 MDL Theory Length Weight: 4.9837774828 (2) Initialization: 5.542000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.912000 Kernel 1: 0.022000 Kernel 2: 85.297997 Copyback: 0.023000 Sum: 0.033000 It 10,Best ac:0.003039 0.785714 fi:0.501494. Ave ac:0.007319,0.008993 Initialization: 6.286000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.216000 Kernel 1: 0.022000 Kernel 2: 85.106003 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.003866 0.583333 fi:0.653330. Ave ac:0.008284,0.007622 Initialization: 5.900000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.224000 Kernel 1: 0.022000 Kernel 2: 85.344002 Copyback: 0.018000 Sum: 0.033000 It 12,Best ac:0.003315 0.750000 fi:0.483450. Ave ac:0.009211,0.008476 Initialization: 6.122000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.877000 Kernel 1: 0.022000 Kernel 2: 81.507004 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.008287 0.600000 fi:0.570260. Ave ac:0.009999,0.011034 Initialization: 5.910000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.541000 Kernel 1: 0.022000 Kernel 2: 82.485001 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004143 0.625000 fi:0.543137. Ave ac:0.012635,0.015863 Initialization: 5.963000 Memcpy Classifiers: 0.403000 Memcpy Instances: 7.321000 Kernel 1: 0.021000 Kernel 2: 79.234001 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.010773 0.619048 fi:0.563227. Ave ac:0.010954,0.013183 Initialization: 5.995000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.185000 Kernel 1: 0.022000 Kernel 2: 76.564003 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.003867 0.700000 fi:0.505855. Ave ac:0.014033,0.017223 Initialization: 5.927000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.177000 Kernel 1: 0.021000 Kernel 2: 75.084000 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.004144 0.681818 fi:0.517288. Ave ac:0.010930,0.013211 Initialization: 6.477000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.226000 Kernel 1: 0.022000 Kernel 2: 77.014000 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.003315 0.666667 fi:0.520143. Ave ac:0.010927,0.014677 Initialization: 6.247000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.181000 Kernel 1: 0.022000 Kernel 2: 76.957001 Copyback: 0.018000 Sum: 0.033000 It 19,Best ac:0.005249 0.760000 fi:0.424048. Ave ac:0.008328,0.010479 Initialization: 5.526000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.420000 Kernel 1: 0.021000 Kernel 2: 77.737999 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.002762 0.833333 fi:0.439555. Ave ac:0.008503,0.010779 Initialization: 5.987000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.751000 Kernel 1: 0.021000 Kernel 2: 75.678001 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.003867 0.666667 fi:0.519007. Ave ac:0.008844,0.013063 Initialization: 6.282000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.197000 Kernel 1: 0.022000 Kernel 2: 77.917999 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.003038 0.578947 fi:0.605061. Ave ac:0.006537,0.006407 Initialization: 5.517000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.426000 Kernel 1: 0.023000 Kernel 2: 78.172997 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.003314 0.750000 fi:0.456157. Ave ac:0.009043,0.009798 Initialization: 5.838000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.358000 Kernel 1: 0.022000 Kernel 2: 77.574997 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.004971 0.692308 fi:0.500862. Ave ac:0.007245,0.007952 Initialization: 5.618000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.287000 Kernel 1: 0.023000 Kernel 2: 75.528000 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.005247 0.730769 fi:0.453283. Ave ac:0.008423,0.007948 Initialization: 5.636000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.232000 Kernel 1: 0.023000 Kernel 2: 75.056000 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.003315 0.750000 fi:0.438107. Ave ac:0.007841,0.006879 Initialization: 5.760000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.348000 Kernel 1: 0.023000 Kernel 2: 72.459000 Copyback: 0.018000 Sum: 0.027000 It 27,Best ac:0.004144 0.625000 fi:0.566749. Ave ac:0.005382,0.005312 Initialization: 5.596000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.588000 Kernel 1: 0.022000 Kernel 2: 73.026001 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.003039 0.785714 fi:0.435116. Ave ac:0.008466,0.007527 MDL Theory Length Weight: 4.4853997345 (10) Initialization: 5.550000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.201000 Kernel 1: 0.023000 Kernel 2: 72.652000 Copyback: 0.019000 Sum: 0.029000 It 29,Best ac:0.003039 0.916667 fi:0.291721. Ave ac:0.007008,0.006951 Initialization: 5.559000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.167000 Kernel 1: 0.022000 Kernel 2: 75.424004 Copyback: 0.018000 Sum: 0.027000 It 30,Best ac:0.004145 0.714286 fi:0.460596. Ave ac:0.008610,0.007892 Initialization: 5.551000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.533000 Kernel 1: 0.022000 Kernel 2: 72.500000 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.003039 0.785714 fi:0.419295. Ave ac:0.005710,0.006645 Initialization: 5.576000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.632000 Kernel 1: 0.022000 Kernel 2: 74.755997 Copyback: 0.020000 Sum: 0.026000 It 32,Best ac:0.003314 0.666667 fi:0.514556. Ave ac:0.008116,0.007930 Initialization: 5.823000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.189000 Kernel 1: 0.022000 Kernel 2: 71.680000 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.003039 0.733333 fi:0.466897. Ave ac:0.009583,0.010566 Initialization: 31.382000 Memcpy Instances: 365.897003 Memcpy Classifiers: 0.070000 Kernel 1: 0.022000 Kernel 2: 631.929016 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.065000 Kernel 1: 0.016000 Kernel 2: 643.968994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 623.455017 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.100000 Kernel 1: 0.014000 Kernel 2: 646.135986 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 633.874023 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 664.322021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 642.122986 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.015000 Kernel 2: 647.189026 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.043000 Kernel 1: 0.014000 Kernel 2: 117.896004 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003160 0.514388 fi:0.666919. Ave ac:0.007977,0.022882 Best acc 0.003160 0.514388 Rule:Att PSSM_-3_18 is [>-5.297293]|Att PSSM_-1_12 is [-5.505738,-0.494262]|Att PSSM_0_5 is [>-2.070938]|Att PSSM_0_7 is [<-0.618929]|Att PSSM_0_15 is [>-6.363490]|Att PSSM_1_4 is [-5.765295,-2.078043]|Att PSSM_3_12 is [<-1.275270]|Att PSSM_4_7 is [<-0.922764]|Att PSSM_4_15 is [-4.163943,0.810559]|1 Accuracy : 0.785580 0 1 146765 17315 32996 37562 Removed 1259 instances. 179761 Instances left. Acc of rule 0.003596-0.517077 Initialization: 5.874000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.203000 Kernel 1: 0.024000 Kernel 2: 90.126999 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005654 accuracy2:0.177672 Initialization: 5.523000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.358000 Kernel 1: 0.023000 Kernel 2: 94.882004 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.001113 1.000000 fi:0.671953. Ave ac:0.009381,0.013095 Initialization: 5.890000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.156000 Kernel 1: 0.022000 Kernel 2: 95.244003 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.004729 0.607143 fi:0.491925. Ave ac:0.011664,0.014397 Initialization: 5.579000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.582000 Kernel 1: 0.022000 Kernel 2: 95.655998 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.004449 0.444444 fi:0.654781. Ave ac:0.013954,0.015494 Initialization: 5.559000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.147000 Kernel 1: 0.023000 Kernel 2: 96.504997 Copyback: 0.018000 Sum: 0.030000 It 3,Best ac:0.004172 0.555556 fi:0.543824. Ave ac:0.012754,0.014333 Initialization: 5.888000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.127000 Kernel 1: 0.022000 Kernel 2: 93.732002 Copyback: 0.018000 Sum: 0.037000 It 4,Best ac:0.003059 0.523810 fi:0.576186. Ave ac:0.012403,0.012723 Initialization: 5.871000 Memcpy Classifiers: 0.401000 Memcpy Instances: 7.202000 Kernel 1: 0.022000 Kernel 2: 95.084999 Copyback: 0.017000 Sum: 0.037000 It 5,Best ac:0.003615 0.650000 fi:0.449688. Ave ac:0.012268,0.011231 Initialization: 5.610000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.594000 Kernel 1: 0.022000 Kernel 2: 95.675003 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.005285 0.527778 fi:0.570986. Ave ac:0.008860,0.010270 Initialization: 6.193000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.208000 Kernel 1: 0.022000 Kernel 2: 93.630997 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.004451 0.640000 fi:0.459226. Ave ac:0.009217,0.011681 Initialization: 5.570000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.557000 Kernel 1: 0.022000 Kernel 2: 91.183998 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.004449 0.640000 fi:0.459226. Ave ac:0.007889,0.009790 Initialization: 5.832000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.167000 Kernel 1: 0.021000 Kernel 2: 89.489998 Copyback: 0.018000 Sum: 0.029000 It 9,Best ac:0.005563 0.606061 fi:0.492549. Ave ac:0.009321,0.011840 Iteration 10:MDL fitness activated Error 0.492549 TL 0.029208 MDL Theory Length Weight: 5.6212204029 (5) Initialization: 5.512000 Memcpy Classifiers: 0.424000 Memcpy Instances: 7.277000 Kernel 1: 0.022000 Kernel 2: 89.068001 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.003060 0.550000 fi:0.643846. Ave ac:0.007302,0.007683 Initialization: 5.792000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.123000 Kernel 1: 0.022000 Kernel 2: 88.203003 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.003060 0.733333 fi:0.600907. Ave ac:0.009695,0.012890 Initialization: 5.717000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.215000 Kernel 1: 0.022000 Kernel 2: 85.116997 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.007232 0.650000 fi:0.619310. Ave ac:0.009339,0.012013 Initialization: 5.516000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.403000 Kernel 1: 0.022000 Kernel 2: 83.113998 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.003059 0.687500 fi:0.586645. Ave ac:0.009979,0.014717 Initialization: 5.773000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.009000 Kernel 1: 0.021000 Kernel 2: 80.444000 Copyback: 0.021000 Sum: 0.035000 It 14,Best ac:0.002503 0.900000 fi:0.536042. Ave ac:0.009410,0.012444 Initialization: 6.016000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.142000 Kernel 1: 0.022000 Kernel 2: 75.132004 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.004172 0.576923 fi:0.602237. Ave ac:0.010323,0.015560 Initialization: 5.831000 Memcpy Classifiers: 0.325000 Memcpy Instances: 7.639000 Kernel 1: 0.021000 Kernel 2: 73.700996 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.003616 0.650000 fi:0.543363. Ave ac:0.015095,0.020238 Initialization: 5.819000 Memcpy Classifiers: 0.337000 Memcpy Instances: 8.003000 Kernel 1: 0.021000 Kernel 2: 71.933998 Copyback: 0.017000 Sum: 0.023000 It 17,Best ac:0.003894 0.823529 fi:0.379723. Ave ac:0.011791,0.018330 Initialization: 5.996000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.525000 Kernel 1: 0.022000 Kernel 2: 72.375000 Copyback: 0.020000 Sum: 0.024000 It 18,Best ac:0.004451 0.761905 fi:0.443101. Ave ac:0.012619,0.015984 Initialization: 5.953000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.040000 Kernel 1: 0.022000 Kernel 2: 71.444000 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.002782 0.769231 fi:0.523274. Ave ac:0.013466,0.024482 Initialization: 6.138000 Memcpy Classifiers: 0.266000 Memcpy Instances: 7.144000 Kernel 1: 0.022000 Kernel 2: 70.699997 Copyback: 0.017000 Sum: 0.026000 It 20,Best ac:0.003894 0.583333 fi:0.582588. Ave ac:0.011686,0.016419 Initialization: 5.602000 Memcpy Classifiers: 0.299000 Memcpy Instances: 7.515000 Kernel 1: 0.022000 Kernel 2: 70.780998 Copyback: 0.018000 Sum: 0.024000 It 21,Best ac:0.004451 0.695652 fi:0.497248. Ave ac:0.014479,0.021455 Initialization: 6.018000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.630000 Kernel 1: 0.022000 Kernel 2: 68.372002 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.003893 0.636364 fi:0.535493. Ave ac:0.013283,0.019902 Initialization: 5.989000 Memcpy Classifiers: 0.266000 Memcpy Instances: 7.126000 Kernel 1: 0.021000 Kernel 2: 67.961998 Copyback: 0.025000 Sum: 0.026000 It 23,Best ac:0.003060 0.687500 fi:0.509232. Ave ac:0.015713,0.026674 Initialization: 6.309000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.456000 Kernel 1: 0.023000 Kernel 2: 69.443001 Copyback: 0.018000 Sum: 0.040000 It 24,Best ac:0.004451 0.666667 fi:0.481649. Ave ac:0.019402,0.032381 Initialization: 5.515000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.159000 Kernel 1: 0.022000 Kernel 2: 68.248001 Copyback: 0.018000 Sum: 0.025000 It 25,Best ac:0.004172 0.750000 fi:0.420030. Ave ac:0.016102,0.028887 Initialization: 6.865000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.964000 Kernel 1: 0.022000 Kernel 2: 67.431999 Copyback: 0.018000 Sum: 0.024000 It 26,Best ac:0.004727 0.607143 fi:0.583975. Ave ac:0.019190,0.032736 MDL Theory Length Weight: 5.0590983626 (10) Initialization: 5.677000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.449000 Kernel 1: 0.022000 Kernel 2: 65.390999 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.004451 0.615385 fi:0.528022. Ave ac:0.021480,0.037931 Initialization: 5.594000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.506000 Kernel 1: 0.022000 Kernel 2: 65.919998 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.004729 0.680000 fi:0.473632. Ave ac:0.024631,0.039853 Initialization: 6.774000 Memcpy Classifiers: 0.248000 Memcpy Instances: 7.204000 Kernel 1: 0.022000 Kernel 2: 66.307999 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.003337 0.705882 fi:0.456230. Ave ac:0.026596,0.041065 Initialization: 5.566000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.616000 Kernel 1: 0.023000 Kernel 2: 67.828003 Copyback: 0.018000 Sum: 0.023000 It 30,Best ac:0.003059 0.647059 fi:0.548608. Ave ac:0.025760,0.038855 Initialization: 5.526000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.882000 Kernel 1: 0.021000 Kernel 2: 64.650002 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.003894 0.736842 fi:0.427782. Ave ac:0.027049,0.047005 Initialization: 5.522000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.595000 Kernel 1: 0.022000 Kernel 2: 64.657997 Copyback: 0.017000 Sum: 0.020000 It 32,Best ac:0.003059 0.647059 fi:0.488348. Ave ac:0.026556,0.042039 Initialization: 6.887000 Memcpy Classifiers: 0.248000 Memcpy Instances: 7.302000 Kernel 1: 0.023000 Kernel 2: 65.307999 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003616 0.684211 fi:0.484471. Ave ac:0.016061,0.030606 Initialization: 31.209000 Memcpy Instances: 358.522003 Memcpy Classifiers: 0.068000 Kernel 1: 0.022000 Kernel 2: 545.916992 Copyback: 0.017000 Sum: 0.014000 Memcpy Classifiers: 0.063000 Kernel 1: 0.016000 Kernel 2: 537.963989 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 532.192993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 547.296021 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 545.713989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 540.599976 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 546.757996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 558.004028 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.043000 Kernel 1: 0.013000 Kernel 2: 110.966003 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.091661 0.418527 fi:0.697538. Ave ac:0.019994,0.061828 Best acc 0.091661 0.418527 Initialization: 5.928000 Memcpy Classifiers: 0.560000 Memcpy Instances: 7.125000 Kernel 1: 0.024000 Kernel 2: 90.641998 Copyback: 0.018000 Sum: 0.053000 Initial population average accuracy1:0.004723 accuracy2:0.169931 Initialization: 5.867000 Memcpy Classifiers: 1.457000 Memcpy Instances: 7.146000 Kernel 1: 0.023000 Kernel 2: 92.338997 Copyback: 0.018000 Sum: 0.039000 It 0,Best ac:0.004174 0.555556 fi:0.543821. Ave ac:0.007703,0.009563 Initialization: 6.062000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.099000 Kernel 1: 0.022000 Kernel 2: 95.083000 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.008345 0.447761 fi:0.649307. Ave ac:0.008973,0.010864 Initialization: 5.936000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.608000 Kernel 1: 0.022000 Kernel 2: 91.398003 Copyback: 0.371000 Sum: 0.032000 It 2,Best ac:0.008067 0.491525 fi:0.605697. Ave ac:0.009388,0.011568 Initialization: 5.939000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.371000 Kernel 1: 0.022000 Kernel 2: 90.600998 Copyback: 0.018000 Sum: 0.032000 It 3,Best ac:0.003059 0.578947 fi:0.521049. Ave ac:0.008358,0.008442 Initialization: 5.849000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.202000 Kernel 1: 0.022000 Kernel 2: 90.161003 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004171 0.681818 fi:0.417562. Ave ac:0.008294,0.011282 Initialization: 5.898000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.134000 Kernel 1: 0.023000 Kernel 2: 88.873001 Copyback: 0.018000 Sum: 0.038000 It 5,Best ac:0.006398 0.522727 fi:0.575420. Ave ac:0.006833,0.008306 Initialization: 5.933000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.264000 Kernel 1: 0.022000 Kernel 2: 87.696999 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.003337 0.600000 fi:0.499842. Ave ac:0.006656,0.007935 Initialization: 5.907000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.134000 Kernel 1: 0.022000 Kernel 2: 87.180000 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.003616 0.684211 fi:0.415477. Ave ac:0.006394,0.006523 Initialization: 5.532000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.748000 Kernel 1: 0.022000 Kernel 2: 82.356003 Copyback: 0.018000 Sum: 0.032000 It 8,Best ac:0.003059 0.647059 fi:0.452937. Ave ac:0.005660,0.005261 Initialization: 5.992000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.146000 Kernel 1: 0.022000 Kernel 2: 82.138000 Copyback: 0.019000 Sum: 0.032000 It 9,Best ac:0.003615 0.650000 fi:0.449688. Ave ac:0.006021,0.005573 Iteration 10:MDL fitness activated Error 0.449688 TL 0.033151 MDL Theory Length Weight: 4.5216677648 (3) Initialization: 6.100000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.167000 Kernel 1: 0.024000 Kernel 2: 81.574997 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.007232 0.590909 fi:0.598476. Ave ac:0.006530,0.005446 Initialization: 5.563000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.398000 Kernel 1: 0.023000 Kernel 2: 79.209000 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.005285 0.575758 fi:0.643575. Ave ac:0.005168,0.005592 Initialization: 5.813000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.156000 Kernel 1: 0.021000 Kernel 2: 78.305000 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.005284 0.703704 fi:0.465055. Ave ac:0.007346,0.006488 Initialization: 5.609000 Memcpy Classifiers: 0.386000 Memcpy Instances: 7.224000 Kernel 1: 0.022000 Kernel 2: 76.748001 Copyback: 0.018000 Sum: 0.035000 It 13,Best ac:0.004449 0.640000 fi:0.590329. Ave ac:0.009086,0.009012 Initialization: 5.755000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.172000 Kernel 1: 0.022000 Kernel 2: 74.234001 Copyback: 0.018000 Sum: 0.033000 It 14,Best ac:0.003059 0.647059 fi:0.533434. Ave ac:0.007370,0.007774 Initialization: 5.529000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.320000 Kernel 1: 0.021000 Kernel 2: 73.557999 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.003061 0.687500 fi:0.532826. Ave ac:0.008745,0.008579 Initialization: 5.491000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.347000 Kernel 1: 0.022000 Kernel 2: 73.658997 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.004451 0.800000 fi:0.414915. Ave ac:0.009959,0.013953 Initialization: 5.566000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.367000 Kernel 1: 0.022000 Kernel 2: 71.044998 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.013352 0.527473 fi:0.638657. Ave ac:0.008697,0.011990 Initialization: 5.601000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.155000 Kernel 1: 0.022000 Kernel 2: 69.295998 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.004449 0.761905 fi:0.429104. Ave ac:0.012350,0.012133 Initialization: 5.566000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.345000 Kernel 1: 0.023000 Kernel 2: 69.152000 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.003616 0.722222 fi:0.466014. Ave ac:0.007236,0.008940 Initialization: 5.538000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.352000 Kernel 1: 0.022000 Kernel 2: 66.838997 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.005006 0.720000 fi:0.457232. Ave ac:0.006889,0.007381 Initialization: 5.493000 Memcpy Classifiers: 0.328000 Memcpy Instances: 8.263000 Kernel 1: 0.021000 Kernel 2: 66.252998 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.005284 0.593750 fi:0.568434. Ave ac:0.008096,0.008587 Initialization: 5.811000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.127000 Kernel 1: 0.022000 Kernel 2: 67.681000 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.004729 0.739130 fi:0.439021. Ave ac:0.011576,0.014640 Initialization: 5.627000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.303000 Kernel 1: 0.021000 Kernel 2: 67.158997 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.004172 0.681818 fi:0.512023. Ave ac:0.010836,0.014347 Initialization: 5.553000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.423000 Kernel 1: 0.022000 Kernel 2: 66.598999 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.003616 0.722222 fi:0.444624. Ave ac:0.010411,0.018067 Initialization: 5.479000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.413000 Kernel 1: 0.022000 Kernel 2: 67.874001 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.004729 0.566667 fi:0.586926. Ave ac:0.008960,0.015330 MDL Theory Length Weight: 4.0695009883 (10) Initialization: 5.507000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.179000 Kernel 1: 0.022000 Kernel 2: 66.380997 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.003060 0.687500 fi:0.516616. Ave ac:0.012583,0.016365 Initialization: 5.565000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.618000 Kernel 1: 0.023000 Kernel 2: 64.686996 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.004171 0.652174 fi:0.521483. Ave ac:0.011977,0.016393 Initialization: 5.627000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.268000 Kernel 1: 0.022000 Kernel 2: 65.143997 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.003060 0.647059 fi:0.512779. Ave ac:0.012520,0.022907 Initialization: 5.488000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.255000 Kernel 1: 0.023000 Kernel 2: 64.570999 Copyback: 0.018000 Sum: 0.023000 It 29,Best ac:0.003338 0.705882 fi:0.473653. Ave ac:0.012946,0.020390 Initialization: 5.949000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.118000 Kernel 1: 0.022000 Kernel 2: 62.498001 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.004174 0.833333 fi:0.302898. Ave ac:0.012851,0.023034 Initialization: 5.509000 Memcpy Classifiers: 0.356000 Memcpy Instances: 7.335000 Kernel 1: 0.021000 Kernel 2: 62.355000 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.005007 0.600000 fi:0.543675. Ave ac:0.013420,0.024191 Initialization: 6.045000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.505000 Kernel 1: 0.021000 Kernel 2: 62.487000 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.003338 0.705882 fi:0.453804. Ave ac:0.016231,0.023465 Initialization: 5.552000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.114000 Kernel 1: 0.023000 Kernel 2: 62.223999 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.003060 0.611111 fi:0.547387. Ave ac:0.012404,0.021865 Initialization: 31.320000 Memcpy Instances: 365.579987 Memcpy Classifiers: 0.071000 Kernel 1: 0.022000 Kernel 2: 441.320007 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 529.560974 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.070000 Kernel 1: 0.016000 Kernel 2: 435.881989 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.016000 Kernel 2: 539.505005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 432.860992 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 527.283997 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 438.076996 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 524.953003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.042000 Kernel 1: 0.014000 Kernel 2: 112.408997 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.003399 0.525818 fi:0.634432. Ave ac:0.014255,0.045090 Best acc 0.003399 0.525818 Rule:Att PSSM_0_10 is [-2.541995,5.602572]|Att PSSM_0_12 is [<-3.771073]|Att PSSM_1_7 is [<0.129989]|Att PSSM_3_10 is [-2.905759,6.713541]|Att PSSM_4_7 is [<-0.224433]|1 Accuracy : 0.785836 0 1 146214 17866 32385 38173 Removed 1162 instances. 178599 Instances left. Acc of rule 0.003399-0.525818 Initialization: 5.741000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.249000 Kernel 1: 0.023000 Kernel 2: 86.342003 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.004940 accuracy2:0.171696 Initialization: 5.473000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.342000 Kernel 1: 0.022000 Kernel 2: 90.347000 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.003080 0.611111 fi:0.488851. Ave ac:0.009241,0.011602 Initialization: 5.686000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.147000 Kernel 1: 0.023000 Kernel 2: 91.737999 Copyback: 0.018000 Sum: 0.028000 It 1,Best ac:0.002240 0.800000 fi:0.531755. Ave ac:0.009776,0.012063 Initialization: 5.532000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.138000 Kernel 1: 0.023000 Kernel 2: 88.054001 Copyback: 0.020000 Sum: 0.028000 It 2,Best ac:0.003080 0.550000 fi:0.549965. Ave ac:0.009716,0.012073 Initialization: 5.769000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.083000 Kernel 1: 0.021000 Kernel 2: 87.914001 Copyback: 0.018000 Sum: 0.032000 It 3,Best ac:0.004199 0.535714 fi:0.563623. Ave ac:0.009564,0.010515 Initialization: 5.482000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.751000 Kernel 1: 0.024000 Kernel 2: 83.197998 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.002800 0.625000 fi:0.539694. Ave ac:0.010144,0.011315 Initialization: 5.608000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.067000 Kernel 1: 0.023000 Kernel 2: 78.817001 Copyback: 0.018000 Sum: 0.036000 It 5,Best ac:0.005319 0.575758 fi:0.522952. Ave ac:0.011061,0.014085 Initialization: 5.829000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.377000 Kernel 1: 0.021000 Kernel 2: 76.042999 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.002800 0.714286 fi:0.450409. Ave ac:0.011465,0.012694 Initialization: 5.574000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.132000 Kernel 1: 0.022000 Kernel 2: 77.160004 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004758 0.586207 fi:0.512816. Ave ac:0.012076,0.013761 Initialization: 5.806000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.273000 Kernel 1: 0.023000 Kernel 2: 75.593002 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.007839 0.538462 fi:0.558835. Ave ac:0.011000,0.012698 Initialization: 5.885000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.388000 Kernel 1: 0.022000 Kernel 2: 75.533997 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003359 0.600000 fi:0.499808. Ave ac:0.012252,0.014619 Iteration 10:MDL fitness activated Error 0.499808 TL 0.025740 MDL Theory Length Weight: 6.4724682127 (4) Initialization: 5.497000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.118000 Kernel 1: 0.024000 Kernel 2: 79.080002 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.003918 0.666667 fi:0.621884. Ave ac:0.011452,0.010782 Initialization: 5.486000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.459000 Kernel 1: 0.021000 Kernel 2: 75.335999 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.005039 0.692308 fi:0.583358. Ave ac:0.011982,0.011048 Initialization: 5.492000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.326000 Kernel 1: 0.023000 Kernel 2: 71.841003 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.003359 0.857143 fi:0.360944. Ave ac:0.011848,0.011895 Initialization: 5.491000 Memcpy Classifiers: 0.334000 Memcpy Instances: 7.954000 Kernel 1: 0.022000 Kernel 2: 71.204002 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.003639 0.619048 fi:0.597539. Ave ac:0.012960,0.015382 Initialization: 5.895000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.131000 Kernel 1: 0.021000 Kernel 2: 69.517998 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.002800 0.714286 fi:0.557615. Ave ac:0.017052,0.023048 Initialization: 5.809000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.122000 Kernel 1: 0.021000 Kernel 2: 69.418999 Copyback: 0.018000 Sum: 0.026000 It 15,Best ac:0.002800 0.833333 fi:0.450120. Ave ac:0.019288,0.020731 Initialization: 5.476000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.282000 Kernel 1: 0.023000 Kernel 2: 68.361000 Copyback: 0.017000 Sum: 0.021000 It 16,Best ac:0.003359 0.666667 fi:0.551423. Ave ac:0.020685,0.026703 Initialization: 5.450000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.250000 Kernel 1: 0.022000 Kernel 2: 66.013000 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.006999 0.568182 fi:0.614223. Ave ac:0.019209,0.024665 Initialization: 5.658000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.382000 Kernel 1: 0.022000 Kernel 2: 64.362999 Copyback: 0.017000 Sum: 0.021000 It 18,Best ac:0.002800 0.769231 fi:0.543233. Ave ac:0.024401,0.028001 Initialization: 5.759000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.137000 Kernel 1: 0.022000 Kernel 2: 65.055000 Copyback: 0.017000 Sum: 0.021000 It 19,Best ac:0.003080 0.611111 fi:0.593302. Ave ac:0.019964,0.031024 Initialization: 5.489000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.379000 Kernel 1: 0.022000 Kernel 2: 62.004002 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.003080 0.733333 fi:0.478287. Ave ac:0.023010,0.033516 Initialization: 6.117000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.109000 Kernel 1: 0.021000 Kernel 2: 63.014000 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.006719 0.631579 fi:0.535390. Ave ac:0.017926,0.029263 MDL Theory Length Weight: 5.8252213914 (10) Initialization: 5.748000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.073000 Kernel 1: 0.023000 Kernel 2: 63.228001 Copyback: 0.017000 Sum: 0.019000 It 22,Best ac:0.004759 0.680000 fi:0.500895. Ave ac:0.020515,0.032505 Initialization: 5.762000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.098000 Kernel 1: 0.022000 Kernel 2: 63.643002 Copyback: 0.017000 Sum: 0.019000 It 23,Best ac:0.006439 0.718750 fi:0.506883. Ave ac:0.015963,0.031538 Initialization: 5.505000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.306000 Kernel 1: 0.022000 Kernel 2: 63.251999 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.003080 0.733333 fi:0.425221. Ave ac:0.016420,0.026193 Initialization: 5.560000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.490000 Kernel 1: 0.021000 Kernel 2: 63.960999 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.003079 0.647059 fi:0.515386. Ave ac:0.016744,0.029826 Initialization: 5.507000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.121000 Kernel 1: 0.021000 Kernel 2: 62.327999 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.005039 0.600000 fi:0.578241. Ave ac:0.020082,0.032930 Initialization: 5.732000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.888000 Kernel 1: 0.022000 Kernel 2: 62.080002 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.005319 0.612903 fi:0.579081. Ave ac:0.019141,0.032952 Initialization: 5.561000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.324000 Kernel 1: 0.021000 Kernel 2: 62.972000 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.003919 0.777778 fi:0.387228. Ave ac:0.021197,0.029784 Initialization: 5.542000 Memcpy Classifiers: 0.307000 Memcpy Instances: 7.446000 Kernel 1: 0.021000 Kernel 2: 59.786999 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003080 0.846154 fi:0.319323. Ave ac:0.015129,0.024668 Initialization: 5.762000 Memcpy Classifiers: 0.229000 Memcpy Instances: 7.137000 Kernel 1: 0.022000 Kernel 2: 60.251999 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.003359 0.800000 fi:0.357351. Ave ac:0.009203,0.016147 Initialization: 5.951000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.072000 Kernel 1: 0.022000 Kernel 2: 59.935001 Copyback: 0.018000 Sum: 0.023000 It 31,Best ac:0.002800 0.833333 fi:0.406014. Ave ac:0.008837,0.012976 Initialization: 5.723000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.080000 Kernel 1: 0.023000 Kernel 2: 61.098999 Copyback: 0.018000 Sum: 0.023000 It 32,Best ac:0.003359 0.666667 fi:0.510253. Ave ac:0.009142,0.013887 Initialization: 5.856000 Memcpy Classifiers: 1.253000 Memcpy Instances: 7.262000 Kernel 1: 0.023000 Kernel 2: 61.009998 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003919 0.933333 fi:0.269524. Ave ac:0.007870,0.011764 Initialization: 31.055000 Memcpy Instances: 354.445007 Memcpy Classifiers: 0.081000 Kernel 1: 0.023000 Kernel 2: 534.968994 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 529.825989 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 528.679016 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.078000 Kernel 1: 0.016000 Kernel 2: 535.119019 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 541.138000 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.079000 Kernel 1: 0.015000 Kernel 2: 529.984009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 539.268982 Copyback: 0.018000 Sum: 0.006000 Memcpy Classifiers: 0.086000 Kernel 1: 0.018000 Kernel 2: 427.184998 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.026893 0.483442 fi:0.659075. Ave ac:0.007258,0.020673 Best acc 0.026893 0.483442 Initialization: 6.379000 Memcpy Classifiers: 0.581000 Memcpy Instances: 7.146000 Kernel 1: 0.024000 Kernel 2: 86.297997 Copyback: 0.018000 Sum: 0.052000 Initial population average accuracy1:0.004804 accuracy2:0.189495 Initialization: 5.517000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.408000 Kernel 1: 0.023000 Kernel 2: 92.805000 Copyback: 0.018000 Sum: 0.040000 It 0,Best ac:0.004481 0.470588 fi:0.628588. Ave ac:0.009526,0.011691 Initialization: 5.545000 Memcpy Classifiers: 0.492000 Memcpy Instances: 7.093000 Kernel 1: 0.023000 Kernel 2: 94.539001 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.003639 0.520000 fi:0.579648. Ave ac:0.011183,0.014369 Initialization: 5.482000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.151000 Kernel 1: 0.022000 Kernel 2: 94.487999 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.003080 0.523810 fi:0.576155. Ave ac:0.012560,0.016326 Initialization: 5.526000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.100000 Kernel 1: 0.023000 Kernel 2: 94.459000 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.003080 0.500000 fi:0.599965. Ave ac:0.012846,0.016142 Initialization: 5.746000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.492000 Kernel 1: 0.022000 Kernel 2: 91.508003 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.003080 0.523810 fi:0.576155. Ave ac:0.012880,0.018188 Initialization: 5.721000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.560000 Kernel 1: 0.022000 Kernel 2: 94.428001 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.003918 0.666667 fi:0.432827. Ave ac:0.011272,0.014628 Initialization: 5.785000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.073000 Kernel 1: 0.023000 Kernel 2: 94.316002 Copyback: 0.018000 Sum: 0.028000 It 6,Best ac:0.003080 0.647059 fi:0.452906. Ave ac:0.009705,0.013646 Initialization: 5.483000 Memcpy Classifiers: 0.495000 Memcpy Instances: 7.244000 Kernel 1: 0.023000 Kernel 2: 98.054001 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.004761 0.531250 fi:0.567769. Ave ac:0.010315,0.013817 Initialization: 5.515000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.284000 Kernel 1: 0.023000 Kernel 2: 95.977997 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.003919 0.583333 fi:0.516160. Ave ac:0.008753,0.011466 Initialization: 5.985000 Memcpy Classifiers: 0.514000 Memcpy Instances: 7.075000 Kernel 1: 0.022000 Kernel 2: 100.299004 Copyback: 0.018000 Sum: 0.037000 It 9,Best ac:0.011475 0.554054 fi:0.541203. Ave ac:0.008940,0.012661 Iteration 10:MDL fitness activated Error 0.541203 TL 0.029602 MDL Theory Length Weight: 6.0942825871 (5) Initialization: 5.700000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.168000 Kernel 1: 0.022000 Kernel 2: 96.373001 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.007561 0.562500 fi:0.657955. Ave ac:0.008425,0.009383 Initialization: 5.879000 Memcpy Classifiers: 0.427000 Memcpy Instances: 7.090000 Kernel 1: 0.022000 Kernel 2: 87.695999 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.003640 0.619048 fi:0.647282. Ave ac:0.011346,0.012937 Initialization: 6.036000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.099000 Kernel 1: 0.022000 Kernel 2: 82.518997 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.006999 0.625000 fi:0.576552. Ave ac:0.010819,0.013428 Initialization: 5.510000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.246000 Kernel 1: 0.023000 Kernel 2: 78.505997 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.004479 0.761905 fi:0.488234. Ave ac:0.013735,0.018167 Initialization: 5.910000 Memcpy Classifiers: 0.820000 Memcpy Instances: 7.097000 Kernel 1: 0.023000 Kernel 2: 74.654999 Copyback: 0.018000 Sum: 0.028000 It 14,Best ac:0.004199 0.714286 fi:0.538430. Ave ac:0.012925,0.017543 Initialization: 5.926000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.157000 Kernel 1: 0.022000 Kernel 2: 74.072998 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.003920 0.700000 fi:0.538974. Ave ac:0.011620,0.016201 Initialization: 5.912000 Memcpy Classifiers: 0.356000 Memcpy Instances: 8.089000 Kernel 1: 0.021000 Kernel 2: 73.829002 Copyback: 0.017000 Sum: 0.025000 It 16,Best ac:0.003359 0.666667 fi:0.567877. Ave ac:0.014181,0.019061 Initialization: 5.542000 Memcpy Classifiers: 0.358000 Memcpy Instances: 7.395000 Kernel 1: 0.023000 Kernel 2: 72.626999 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.005319 0.612903 fi:0.611662. Ave ac:0.010302,0.013828 Initialization: 6.054000 Memcpy Classifiers: 0.354000 Memcpy Instances: 10.003000 Kernel 1: 0.021000 Kernel 2: 69.713997 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.003359 0.800000 fi:0.400645. Ave ac:0.011022,0.012538 Initialization: 5.917000 Memcpy Classifiers: 0.384000 Memcpy Instances: 7.246000 Kernel 1: 0.024000 Kernel 2: 66.848000 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.005599 0.714286 fi:0.437907. Ave ac:0.009998,0.015414 Initialization: 5.859000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.089000 Kernel 1: 0.023000 Kernel 2: 80.682999 Copyback: 0.209000 Sum: 0.025000 It 20,Best ac:0.003919 0.777778 fi:0.494808. Ave ac:0.011019,0.014849 Initialization: 5.764000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.065000 Kernel 1: 0.023000 Kernel 2: 69.668999 Copyback: 0.020000 Sum: 0.023000 It 21,Best ac:0.006439 0.657143 fi:0.557650. Ave ac:0.007659,0.012139 Initialization: 5.525000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.638000 Kernel 1: 0.023000 Kernel 2: 66.601997 Copyback: 0.018000 Sum: 0.023000 It 22,Best ac:0.003080 0.687500 fi:0.533493. Ave ac:0.012053,0.017806 Initialization: 5.976000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.427000 Kernel 1: 0.022000 Kernel 2: 64.887001 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.003359 0.705882 fi:0.472253. Ave ac:0.010538,0.015474 Initialization: 5.749000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.277000 Kernel 1: 0.021000 Kernel 2: 63.716000 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.003919 0.777778 fi:0.409620. Ave ac:0.009952,0.017814 Initialization: 5.473000 Memcpy Classifiers: 0.262000 Memcpy Instances: 7.302000 Kernel 1: 0.023000 Kernel 2: 60.926998 Copyback: 0.018000 Sum: 0.025000 It 25,Best ac:0.004479 0.500000 fi:0.641214. Ave ac:0.009526,0.018816 Initialization: 5.482000 Memcpy Classifiers: 0.245000 Memcpy Instances: 9.104000 Kernel 1: 0.022000 Kernel 2: 63.046001 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.005318 0.612903 fi:0.555054. Ave ac:0.011015,0.021692 Initialization: 5.882000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.278000 Kernel 1: 0.022000 Kernel 2: 61.686001 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.006997 0.555556 fi:0.641612. Ave ac:0.008755,0.018457 MDL Theory Length Weight: 5.4848543284 (10) Initialization: 5.725000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.285000 Kernel 1: 0.022000 Kernel 2: 64.899002 Copyback: 0.016000 Sum: 0.023000 It 28,Best ac:0.001959 1.000000 fi:0.524212. Ave ac:0.013611,0.022309 Initialization: 5.705000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.399000 Kernel 1: 0.022000 Kernel 2: 64.408997 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.004759 0.772727 fi:0.411040. Ave ac:0.015146,0.022609 Initialization: 5.953000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.190000 Kernel 1: 0.023000 Kernel 2: 66.695000 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.005041 0.692308 fi:0.519811. Ave ac:0.010053,0.012137 Initialization: 5.519000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.137000 Kernel 1: 0.022000 Kernel 2: 66.438004 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.004479 0.592593 fi:0.568910. Ave ac:0.009032,0.013345 Initialization: 6.343000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.097000 Kernel 1: 0.023000 Kernel 2: 67.519997 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.002240 1.000000 fi:0.389070. Ave ac:0.014495,0.018493 Initialization: 5.492000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.513000 Kernel 1: 0.022000 Kernel 2: 68.782997 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.004759 0.809524 fi:0.368608. Ave ac:0.009865,0.011815 Initialization: 31.445000 Memcpy Instances: 368.144989 Memcpy Classifiers: 0.079000 Kernel 1: 0.022000 Kernel 2: 578.109985 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 581.393005 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 573.547974 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.077000 Kernel 1: 0.016000 Kernel 2: 569.650024 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.076000 Kernel 1: 0.015000 Kernel 2: 590.046997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 575.229980 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 571.898987 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.083000 Kernel 1: 0.019000 Kernel 2: 473.446991 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.004412 0.500000 fi:0.683961. Ave ac:0.009891,0.028680 Best acc 0.004412 0.500000 Initialization: 5.665000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.994000 Kernel 1: 0.023000 Kernel 2: 90.209999 Copyback: 0.019000 Sum: 0.049000 Initial population average accuracy1:0.004805 accuracy2:0.177712 Initialization: 5.485000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.537000 Kernel 1: 0.022000 Kernel 2: 93.004997 Copyback: 0.018000 Sum: 0.033000 It 0,Best ac:0.004759 0.472222 fi:0.626801. Ave ac:0.008496,0.010754 Initialization: 5.883000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.581000 Kernel 1: 0.022000 Kernel 2: 94.571999 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.005321 0.527778 fi:0.570927. Ave ac:0.011587,0.012390 Initialization: 5.568000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.105000 Kernel 1: 0.022000 Kernel 2: 92.737999 Copyback: 0.019000 Sum: 0.035000 It 2,Best ac:0.008116 0.537037 fi:0.560103. Ave ac:0.011317,0.011800 Initialization: 5.762000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.083000 Kernel 1: 0.023000 Kernel 2: 90.550003 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.006159 0.536585 fi:0.561653. Ave ac:0.011400,0.013633 Initialization: 5.754000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.522000 Kernel 1: 0.022000 Kernel 2: 89.813004 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004479 0.666667 fi:0.432513. Ave ac:0.010533,0.011097 Initialization: 5.490000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.549000 Kernel 1: 0.022000 Kernel 2: 87.227997 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.003639 0.590909 fi:0.508742. Ave ac:0.009621,0.010537 Initialization: 5.565000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.082000 Kernel 1: 0.023000 Kernel 2: 87.220001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005598 0.606061 fi:0.492492. Ave ac:0.008541,0.008536 Initialization: 5.777000 Memcpy Classifiers: 0.443000 Memcpy Instances: 7.605000 Kernel 1: 0.022000 Kernel 2: 84.820999 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.004199 0.535714 fi:0.563623. Ave ac:0.008000,0.007541 Initialization: 5.537000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.098000 Kernel 1: 0.023000 Kernel 2: 82.116997 Copyback: 0.020000 Sum: 0.031000 It 8,Best ac:0.003359 0.631579 fi:0.468229. Ave ac:0.008918,0.008462 Initialization: 5.750000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.142000 Kernel 1: 0.022000 Kernel 2: 80.737000 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.002800 0.666667 fi:0.498028. Ave ac:0.008532,0.009126 Iteration 10:MDL fitness activated Error 0.498028 TL 0.028988 MDL Theory Length Weight: 5.7268230531 (6) Initialization: 5.484000 Memcpy Classifiers: 0.395000 Memcpy Instances: 7.342000 Kernel 1: 0.022000 Kernel 2: 79.367996 Copyback: 0.020000 Sum: 0.030000 It 10,Best ac:0.003639 0.722222 fi:0.509174. Ave ac:0.007371,0.008305 Initialization: 5.531000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.068000 Kernel 1: 0.023000 Kernel 2: 76.867996 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.003919 0.608696 fi:0.607428. Ave ac:0.009600,0.011057 Initialization: 5.907000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.082000 Kernel 1: 0.022000 Kernel 2: 76.124001 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.002800 0.769231 fi:0.498489. Ave ac:0.010458,0.011300 Initialization: 5.659000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.306000 Kernel 1: 0.023000 Kernel 2: 76.017998 Copyback: 0.018000 Sum: 0.071000 It 13,Best ac:0.009241 0.578947 fi:0.630769. Ave ac:0.010670,0.013496 Initialization: 5.498000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.124000 Kernel 1: 0.022000 Kernel 2: 71.747002 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004199 0.750000 fi:0.494515. Ave ac:0.011861,0.014589 Initialization: 5.608000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.499000 Kernel 1: 0.023000 Kernel 2: 71.084000 Copyback: 0.018000 Sum: 0.031000 It 15,Best ac:0.003080 0.733333 fi:0.500671. Ave ac:0.013363,0.018609 Initialization: 5.904000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.404000 Kernel 1: 0.022000 Kernel 2: 70.390999 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.008399 0.545455 fi:0.610780. Ave ac:0.012524,0.014527 Initialization: 5.504000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.437000 Kernel 1: 0.022000 Kernel 2: 71.695000 Copyback: 0.018000 Sum: 0.027000 It 17,Best ac:0.008961 0.581818 fi:0.610034. Ave ac:0.013233,0.019251 Initialization: 5.748000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.467000 Kernel 1: 0.021000 Kernel 2: 69.333000 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.003639 0.650000 fi:0.595633. Ave ac:0.011778,0.015235 Initialization: 5.515000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.897000 Kernel 1: 0.022000 Kernel 2: 67.119003 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.008119 0.617021 fi:0.584847. Ave ac:0.011930,0.014785 Initialization: 5.912000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.086000 Kernel 1: 0.022000 Kernel 2: 68.328003 Copyback: 0.019000 Sum: 0.027000 It 20,Best ac:0.003080 0.611111 fi:0.588585. Ave ac:0.012973,0.015726 Initialization: 5.966000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.283000 Kernel 1: 0.022000 Kernel 2: 67.140999 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.002799 0.833333 fi:0.422104. Ave ac:0.012621,0.019971 Initialization: 5.507000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.118000 Kernel 1: 0.023000 Kernel 2: 66.234001 Copyback: 0.018000 Sum: 0.024000 It 22,Best ac:0.006721 0.558140 fi:0.628386. Ave ac:0.014085,0.021958 Initialization: 5.741000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.143000 Kernel 1: 0.022000 Kernel 2: 64.836998 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.003080 0.647059 fi:0.543665. Ave ac:0.015514,0.026575 Initialization: 5.775000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.085000 Kernel 1: 0.022000 Kernel 2: 64.591003 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.003639 0.565217 fi:0.587294. Ave ac:0.016316,0.027025 Initialization: 6.279000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.042000 Kernel 1: 0.022000 Kernel 2: 63.585999 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.003079 0.733333 fi:0.444674. Ave ac:0.017408,0.023625 Initialization: 5.706000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.172000 Kernel 1: 0.023000 Kernel 2: 64.549004 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.004198 0.600000 fi:0.645319. Ave ac:0.015968,0.025639 Initialization: 5.741000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.065000 Kernel 1: 0.022000 Kernel 2: 63.480000 Copyback: 0.019000 Sum: 0.021000 It 27,Best ac:0.005599 0.666667 fi:0.500197. Ave ac:0.015985,0.026588 Initialization: 5.822000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.072000 Kernel 1: 0.021000 Kernel 2: 63.445000 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.004479 0.800000 fi:0.434471. Ave ac:0.015024,0.021931 Initialization: 5.960000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.154000 Kernel 1: 0.023000 Kernel 2: 62.681999 Copyback: 0.016000 Sum: 0.023000 It 29,Best ac:0.003080 0.647059 fi:0.510796. Ave ac:0.011974,0.024195 Initialization: 5.599000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.784000 Kernel 1: 0.022000 Kernel 2: 63.301998 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.006437 0.741935 fi:0.418717. Ave ac:0.012822,0.020119 Initialization: 5.737000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.121000 Kernel 1: 0.022000 Kernel 2: 61.271999 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.003639 0.722222 fi:0.489937. Ave ac:0.014328,0.023447 Initialization: 5.483000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.477000 Kernel 1: 0.023000 Kernel 2: 61.563000 Copyback: 0.021000 Sum: 0.027000 It 32,Best ac:0.003080 0.733333 fi:0.467613. Ave ac:0.011069,0.016854 Initialization: 5.954000 Memcpy Classifiers: 0.229000 Memcpy Instances: 7.079000 Kernel 1: 0.023000 Kernel 2: 62.377998 Copyback: 0.018000 Sum: 0.025000 It 33,Best ac:0.003360 0.705882 fi:0.495373. Ave ac:0.012566,0.025011 Initialization: 31.461000 Memcpy Instances: 362.595001 Memcpy Classifiers: 0.078000 Kernel 1: 0.022000 Kernel 2: 528.409973 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.076000 Kernel 1: 0.015000 Kernel 2: 528.232971 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.015000 Kernel 2: 536.684998 Copyback: 0.021000 Sum: 0.009000 Memcpy Classifiers: 0.079000 Kernel 1: 0.022000 Kernel 2: 524.304016 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.077000 Kernel 1: 0.016000 Kernel 2: 537.439026 Copyback: 0.368000 Sum: 0.003000 Memcpy Classifiers: 0.076000 Kernel 1: 0.015000 Kernel 2: 540.403992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 527.612000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.083000 Kernel 1: 0.015000 Kernel 2: 426.386993 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.065465 0.414536 fi:0.708152. Ave ac:0.017048,0.053296 Best acc 0.065465 0.414536 Initialization: 6.000000 Memcpy Classifiers: 0.563000 Memcpy Instances: 7.316000 Kernel 1: 0.023000 Kernel 2: 89.081001 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.004550 accuracy2:0.181723 Initialization: 5.469000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.119000 Kernel 1: 0.024000 Kernel 2: 95.363998 Copyback: 0.019000 Sum: 0.038000 It 0,Best ac:0.003920 0.400000 fi:0.699490. Ave ac:0.007970,0.010951 Initialization: 6.083000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.108000 Kernel 1: 0.024000 Kernel 2: 97.570000 Copyback: 0.018000 Sum: 0.032000 It 1,Best ac:0.004478 0.432432 fi:0.666748. Ave ac:0.010561,0.012564 Initialization: 5.826000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.101000 Kernel 1: 0.023000 Kernel 2: 94.389999 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.005319 0.513514 fi:0.585191. Ave ac:0.010626,0.012901 Initialization: 5.885000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.085000 Kernel 1: 0.022000 Kernel 2: 91.189003 Copyback: 0.018000 Sum: 0.029000 It 3,Best ac:0.005318 0.527778 fi:0.570931. Ave ac:0.010081,0.012945 Initialization: 5.918000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.121000 Kernel 1: 0.022000 Kernel 2: 87.524002 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.003919 0.608696 fi:0.490798. Ave ac:0.010744,0.013699 Initialization: 5.470000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.463000 Kernel 1: 0.022000 Kernel 2: 87.573997 Copyback: 0.025000 Sum: 0.027000 It 5,Best ac:0.003639 0.541667 fi:0.557984. Ave ac:0.009163,0.010849 Initialization: 5.525000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.471000 Kernel 1: 0.022000 Kernel 2: 86.653999 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.003359 0.750000 fi:0.349808. Ave ac:0.008319,0.009647 Initialization: 5.498000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.405000 Kernel 1: 0.021000 Kernel 2: 85.780998 Copyback: 0.018000 Sum: 0.033000 It 7,Best ac:0.006717 0.600000 fi:0.497925. Ave ac:0.010862,0.013904 Initialization: 5.900000 Memcpy Classifiers: 0.417000 Memcpy Instances: 10.791000 Kernel 1: 0.021000 Kernel 2: 82.728996 Copyback: 0.016000 Sum: 0.027000 It 8,Best ac:0.004479 0.761905 fi:0.337275. Ave ac:0.008606,0.011013 Initialization: 5.687000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.086000 Kernel 1: 0.022000 Kernel 2: 81.178001 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.003919 0.560000 fi:0.539494. Ave ac:0.008634,0.010553 Iteration 10:MDL fitness activated Error 0.539494 TL 0.043103 MDL Theory Length Weight: 4.1721183447 (2) Initialization: 5.487000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.421000 Kernel 1: 0.022000 Kernel 2: 80.433998 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.003919 0.608696 fi:0.586222. Ave ac:0.008809,0.009943 Initialization: 5.756000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.077000 Kernel 1: 0.022000 Kernel 2: 72.245003 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.003359 0.705882 fi:0.500904. Ave ac:0.009073,0.013905 Initialization: 5.646000 Memcpy Classifiers: 0.354000 Memcpy Instances: 7.156000 Kernel 1: 0.023000 Kernel 2: 71.178001 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.007001 0.625000 fi:0.553840. Ave ac:0.011731,0.016787 Initialization: 5.498000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.735000 Kernel 1: 0.022000 Kernel 2: 66.875999 Copyback: 0.017000 Sum: 0.026000 It 13,Best ac:0.007839 0.538462 fi:0.620725. Ave ac:0.012620,0.019553 Initialization: 5.726000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.095000 Kernel 1: 0.022000 Kernel 2: 65.427002 Copyback: 0.017000 Sum: 0.021000 It 14,Best ac:0.002520 0.818182 fi:0.544562. Ave ac:0.011839,0.018651 Initialization: 5.710000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.072000 Kernel 1: 0.022000 Kernel 2: 65.959999 Copyback: 0.017000 Sum: 0.021000 It 15,Best ac:0.003080 0.647059 fi:0.515743. Ave ac:0.013486,0.022769 Initialization: 5.450000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.384000 Kernel 1: 0.022000 Kernel 2: 63.393002 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.004201 0.625000 fi:0.532410. Ave ac:0.013910,0.023502 Initialization: 24.295000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.752000 Kernel 1: 0.023000 Kernel 2: 62.182999 Copyback: 0.018000 Sum: 0.025000 It 17,Best ac:0.003640 0.619048 fi:0.519128. Ave ac:0.018906,0.026725 Initialization: 5.462000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.413000 Kernel 1: 0.021000 Kernel 2: 60.153999 Copyback: 0.017000 Sum: 0.023000 It 18,Best ac:0.003359 0.705882 fi:0.459091. Ave ac:0.016465,0.025031 Initialization: 5.461000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.426000 Kernel 1: 0.022000 Kernel 2: 57.049999 Copyback: 0.017000 Sum: 0.021000 It 19,Best ac:0.003920 0.777778 fi:0.394235. Ave ac:0.017117,0.030134 Initialization: 5.445000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.441000 Kernel 1: 0.021000 Kernel 2: 58.445000 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.003080 0.523810 fi:0.621108. Ave ac:0.021411,0.037229 Initialization: 5.503000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.073000 Kernel 1: 0.023000 Kernel 2: 57.805000 Copyback: 0.018000 Sum: 0.023000 It 21,Best ac:0.003080 0.611111 fi:0.554020. Ave ac:0.026088,0.038705 Initialization: 6.036000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.465000 Kernel 1: 0.022000 Kernel 2: 58.558998 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.003359 0.666667 fi:0.478426. Ave ac:0.020412,0.032115 Initialization: 6.008000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.425000 Kernel 1: 0.022000 Kernel 2: 59.193001 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.003359 0.666667 fi:0.479157. Ave ac:0.020550,0.034849 Initialization: 5.546000 Memcpy Classifiers: 0.190000 Memcpy Instances: 7.074000 Kernel 1: 0.023000 Kernel 2: 57.044998 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.004759 0.629630 fi:0.510899. Ave ac:0.025587,0.043224 Initialization: 5.819000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.237000 Kernel 1: 0.022000 Kernel 2: 59.480000 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.003359 0.705882 fi:0.430287. Ave ac:0.015677,0.032981 Initialization: 6.060000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.092000 Kernel 1: 0.023000 Kernel 2: 59.785000 Copyback: 0.017000 Sum: 0.020000 It 26,Best ac:0.003359 0.750000 fi:0.379842. Ave ac:0.014878,0.029561 Initialization: 5.495000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.468000 Kernel 1: 0.022000 Kernel 2: 57.069000 Copyback: 0.018000 Sum: 0.021000 It 27,Best ac:0.003639 0.619048 fi:0.533237. Ave ac:0.016752,0.035816 Initialization: 5.919000 Memcpy Classifiers: 0.190000 Memcpy Instances: 7.106000 Kernel 1: 0.022000 Kernel 2: 57.178001 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.003919 0.777778 fi:0.367001. Ave ac:0.016373,0.034373 Initialization: 5.915000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.106000 Kernel 1: 0.022000 Kernel 2: 56.507000 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003920 0.736842 fi:0.421166. Ave ac:0.015179,0.030832 Initialization: 5.781000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.076000 Kernel 1: 0.023000 Kernel 2: 57.272999 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.005319 0.655172 fi:0.485871. Ave ac:0.015885,0.033581 Initialization: 5.524000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.442000 Kernel 1: 0.022000 Kernel 2: 56.752998 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.003080 1.000000 fi:0.144927. Ave ac:0.017409,0.033046 Initialization: 5.763000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.699000 Kernel 1: 0.023000 Kernel 2: 57.227001 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.007279 0.577778 fi:0.561365. Ave ac:0.013994,0.034325 Initialization: 6.006000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.445000 Kernel 1: 0.021000 Kernel 2: 57.410000 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003918 0.518519 fi:0.619989. Ave ac:0.017268,0.034524 Initialization: 31.556999 Memcpy Instances: 357.234985 Memcpy Classifiers: 0.085000 Kernel 1: 0.022000 Kernel 2: 521.586975 Copyback: 0.365000 Sum: 0.015000 Memcpy Classifiers: 0.085000 Kernel 1: 0.018000 Kernel 2: 519.250000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.083000 Kernel 1: 0.014000 Kernel 2: 504.859009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 510.571014 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.082000 Kernel 1: 0.013000 Kernel 2: 523.848022 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.081000 Kernel 1: 0.016000 Kernel 2: 500.671997 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.082000 Kernel 1: 0.016000 Kernel 2: 514.833008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.088000 Kernel 1: 0.014000 Kernel 2: 412.550995 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003382 0.441520 fi:0.699779. Ave ac:0.022457,0.068787 Best acc 0.003382 0.441520 Initialization: 5.752000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.084000 Kernel 1: 0.049000 Kernel 2: 88.515999 Copyback: 0.018000 Sum: 0.054000 Initial population average accuracy1:0.004388 accuracy2:0.175547 Initialization: 5.954000 Memcpy Classifiers: 0.541000 Memcpy Instances: 9.088000 Kernel 1: 0.022000 Kernel 2: 91.929001 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.003638 0.481481 fi:0.618169. Ave ac:0.009233,0.011965 Initialization: 5.464000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.570000 Kernel 1: 0.022000 Kernel 2: 94.587997 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.004199 0.428571 fi:0.670765. Ave ac:0.011534,0.014203 Initialization: 5.731000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.272000 Kernel 1: 0.022000 Kernel 2: 93.223000 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.003080 0.458333 fi:0.641629. Ave ac:0.010096,0.011831 Initialization: 5.496000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.063000 Kernel 1: 0.024000 Kernel 2: 90.087997 Copyback: 0.019000 Sum: 0.031000 It 3,Best ac:0.003919 0.500000 fi:0.599494. Ave ac:0.009797,0.011360 Initialization: 5.842000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.181000 Kernel 1: 0.022000 Kernel 2: 87.984001 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.004199 0.555556 fi:0.543781. Ave ac:0.009915,0.011549 Initialization: 5.522000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.072000 Kernel 1: 0.023000 Kernel 2: 87.952003 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.006159 0.578947 fi:0.519291. Ave ac:0.008292,0.008522 Initialization: 5.503000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.107000 Kernel 1: 0.022000 Kernel 2: 87.028000 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.004199 0.681818 fi:0.417519. Ave ac:0.009662,0.009283 Initialization: 5.565000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.141000 Kernel 1: 0.022000 Kernel 2: 87.578003 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.007561 0.658537 fi:0.438911. Ave ac:0.008939,0.008340 Initialization: 5.670000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.225000 Kernel 1: 0.022000 Kernel 2: 83.275002 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.003080 0.687500 fi:0.412462. Ave ac:0.006868,0.006511 Initialization: 5.879000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.091000 Kernel 1: 0.022000 Kernel 2: 83.640999 Copyback: 0.018000 Sum: 0.034000 It 9,Best ac:0.002240 0.888889 fi:0.441834. Ave ac:0.006721,0.006083 Iteration 10:MDL fitness activated Error 0.441834 TL 0.034039 MDL Theory Length Weight: 4.3267981729 (2) Initialization: 5.476000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.404000 Kernel 1: 0.022000 Kernel 2: 83.218002 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.003359 0.705882 fi:0.527604. Ave ac:0.007212,0.007689 Initialization: 5.974000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.176000 Kernel 1: 0.022000 Kernel 2: 76.606003 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.003919 0.583333 fi:0.637189. Ave ac:0.005649,0.006232 Initialization: 5.558000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.462000 Kernel 1: 0.022000 Kernel 2: 77.222000 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.005041 0.562500 fi:0.639820. Ave ac:0.007104,0.006183 Initialization: 5.518000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.478000 Kernel 1: 0.021000 Kernel 2: 76.861000 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.005319 0.760000 fi:0.463539. Ave ac:0.007295,0.005759 Initialization: 5.517000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.769000 Kernel 1: 0.021000 Kernel 2: 74.027000 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.005319 0.612903 fi:0.567626. Ave ac:0.004956,0.004199 Initialization: 5.999000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.091000 Kernel 1: 0.023000 Kernel 2: 74.961998 Copyback: 0.018000 Sum: 0.036000 It 15,Best ac:0.007841 0.518519 fi:0.674119. Ave ac:0.005964,0.005664 Initialization: 5.420000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.433000 Kernel 1: 0.022000 Kernel 2: 73.667000 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.003079 0.647059 fi:0.552807. Ave ac:0.005744,0.005922 Initialization: 5.453000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.275000 Kernel 1: 0.023000 Kernel 2: 75.047997 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.003080 0.647059 fi:0.555284. Ave ac:0.007879,0.008484 Initialization: 5.503000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.604000 Kernel 1: 0.022000 Kernel 2: 74.737000 Copyback: 1.006000 Sum: 0.035000 It 18,Best ac:0.004199 0.750000 fi:0.470097. Ave ac:0.009836,0.010677 Initialization: 6.244000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.171000 Kernel 1: 0.022000 Kernel 2: 73.352997 Copyback: 0.018000 Sum: 0.031000 It 19,Best ac:0.004199 0.535714 fi:0.644931. Ave ac:0.005793,0.005924 Initialization: 5.726000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.264000 Kernel 1: 0.022000 Kernel 2: 73.764000 Copyback: 0.019000 Sum: 0.032000 It 20,Best ac:0.003359 0.666667 fi:0.523785. Ave ac:0.007272,0.006932 Initialization: 5.801000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.151000 Kernel 1: 0.022000 Kernel 2: 72.344002 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.003359 0.705882 fi:0.480823. Ave ac:0.007919,0.007257 Initialization: 5.530000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.141000 Kernel 1: 0.023000 Kernel 2: 68.835999 Copyback: 0.016000 Sum: 0.033000 It 22,Best ac:0.003639 0.812500 fi:0.398413. Ave ac:0.007161,0.007059 Initialization: 5.890000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.141000 Kernel 1: 0.022000 Kernel 2: 70.194000 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.003080 0.733333 fi:0.465451. Ave ac:0.005829,0.004375 Initialization: 5.580000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.092000 Kernel 1: 0.023000 Kernel 2: 68.919998 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.004199 0.714286 fi:0.464796. Ave ac:0.006864,0.005593 Initialization: 6.926000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.286000 Kernel 1: 0.022000 Kernel 2: 69.905998 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.003080 0.611111 fi:0.549802. Ave ac:0.006880,0.005774 Initialization: 5.531000 Memcpy Classifiers: 0.315000 Memcpy Instances: 7.248000 Kernel 1: 0.021000 Kernel 2: 68.337997 Copyback: 0.019000 Sum: 0.032000 It 26,Best ac:0.003639 0.764706 fi:0.410519. Ave ac:0.006450,0.007189 Initialization: 5.921000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.087000 Kernel 1: 0.023000 Kernel 2: 71.320999 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.006161 0.611111 fi:0.565775. Ave ac:0.006300,0.005405 Initialization: 5.656000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.065000 Kernel 1: 0.022000 Kernel 2: 69.780998 Copyback: 0.020000 Sum: 0.035000 It 28,Best ac:0.003080 0.647059 fi:0.563534. Ave ac:0.006238,0.006318 Initialization: 5.657000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.071000 Kernel 1: 0.023000 Kernel 2: 71.253998 Copyback: 0.018000 Sum: 0.034000 It 29,Best ac:0.004199 0.652174 fi:0.532195. Ave ac:0.007637,0.006493 Initialization: 5.864000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.104000 Kernel 1: 0.022000 Kernel 2: 67.584000 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.003639 0.650000 fi:0.530707. Ave ac:0.006381,0.006454 Initialization: 5.683000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.077000 Kernel 1: 0.157000 Kernel 2: 68.716003 Copyback: 0.017000 Sum: 0.038000 It 31,Best ac:0.008681 0.673913 fi:0.504066. Ave ac:0.006185,0.004791 MDL Theory Length Weight: 3.8941183556 (10) Initialization: 5.549000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.359000 Kernel 1: 0.022000 Kernel 2: 69.164001 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.004479 0.695652 fi:0.483584. Ave ac:0.005745,0.005851 Initialization: 5.722000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.166000 Kernel 1: 0.022000 Kernel 2: 68.297997 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.005599 0.689655 fi:0.461700. Ave ac:0.008791,0.010163 Initialization: 31.056000 Memcpy Instances: 357.890015 Memcpy Classifiers: 0.070000 Kernel 1: 0.022000 Kernel 2: 576.101013 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 576.367981 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 585.513977 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 577.815979 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 579.125000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 592.815002 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.070000 Kernel 1: 0.015000 Kernel 2: 581.431030 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.228000 Kernel 1: 0.016000 Kernel 2: 468.852997 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004143 0.461347 fi:0.690824. Ave ac:0.007671,0.021539 Best acc 0.004143 0.461347 Initialization: 6.101000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.301000 Kernel 1: 0.023000 Kernel 2: 87.796997 Copyback: 0.021000 Sum: 0.046000 Initial population average accuracy1:0.004291 accuracy2:0.181240 Initialization: 5.828000 Memcpy Classifiers: 0.490000 Memcpy Instances: 7.086000 Kernel 1: 0.022000 Kernel 2: 93.735001 Copyback: 0.018000 Sum: 0.043000 It 0,Best ac:0.005319 0.463415 fi:0.635295. Ave ac:0.007876,0.010632 Initialization: 5.491000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.497000 Kernel 1: 0.022000 Kernel 2: 91.716003 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.005319 0.441860 fi:0.656849. Ave ac:0.008900,0.011104 Initialization: 5.490000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.273000 Kernel 1: 0.023000 Kernel 2: 90.175003 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.012878 0.484211 fi:0.610262. Ave ac:0.010105,0.011378 Initialization: 6.112000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.330000 Kernel 1: 0.022000 Kernel 2: 89.959000 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.006997 0.510204 fi:0.587564. Ave ac:0.010966,0.012307 Initialization: 5.502000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.320000 Kernel 1: 0.021000 Kernel 2: 83.861000 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003640 0.590909 fi:0.508739. Ave ac:0.010393,0.012571 Initialization: 5.502000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.075000 Kernel 1: 0.022000 Kernel 2: 82.630997 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.003919 0.636364 fi:0.463130. Ave ac:0.011343,0.012482 Initialization: 5.494000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.187000 Kernel 1: 0.022000 Kernel 2: 83.299004 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.004478 0.551724 fi:0.547456. Ave ac:0.007881,0.007811 Initialization: 5.776000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.772000 Kernel 1: 0.022000 Kernel 2: 81.336998 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.006719 0.571429 fi:0.526496. Ave ac:0.008733,0.009596 Initialization: 5.750000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.293000 Kernel 1: 0.021000 Kernel 2: 84.524002 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.002800 0.833333 fi:0.330070. Ave ac:0.007446,0.007003 Initialization: 6.473000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.783000 Kernel 1: 0.022000 Kernel 2: 83.065002 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.006159 0.564103 fi:0.534136. Ave ac:0.007520,0.007393 Iteration 10:MDL fitness activated Error 0.534136 TL 0.033927 MDL Theory Length Weight: 5.2479352103 (2) Initialization: 5.875000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.069000 Kernel 1: 0.021000 Kernel 2: 82.008003 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.004199 0.714286 fi:0.582165. Ave ac:0.007105,0.005780 Initialization: 5.523000 Memcpy Classifiers: 0.428000 Memcpy Instances: 7.263000 Kernel 1: 0.022000 Kernel 2: 79.584999 Copyback: 0.018000 Sum: 0.031000 It 11,Best ac:0.003640 0.590909 fi:0.629330. Ave ac:0.006912,0.007704 Initialization: 6.539000 Memcpy Classifiers: 0.401000 Memcpy Instances: 7.161000 Kernel 1: 0.021000 Kernel 2: 78.232002 Copyback: 0.020000 Sum: 0.033000 It 12,Best ac:0.004759 0.607143 fi:0.619290. Ave ac:0.008036,0.007761 Initialization: 6.420000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.301000 Kernel 1: 0.021000 Kernel 2: 78.762001 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.003080 0.611111 fi:0.639783. Ave ac:0.010373,0.011428 Initialization: 6.163000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.123000 Kernel 1: 0.021000 Kernel 2: 77.194000 Copyback: 0.018000 Sum: 0.033000 It 14,Best ac:0.004479 0.761905 fi:0.497011. Ave ac:0.008922,0.010925 Initialization: 5.956000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.125000 Kernel 1: 0.022000 Kernel 2: 78.045998 Copyback: 0.020000 Sum: 0.035000 It 15,Best ac:0.003639 0.684211 fi:0.577769. Ave ac:0.009517,0.010851 Initialization: 5.931000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.183000 Kernel 1: 0.022000 Kernel 2: 78.591003 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.004199 0.600000 fi:0.651417. Ave ac:0.007568,0.010499 Initialization: 5.852000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.446000 Kernel 1: 0.022000 Kernel 2: 76.075996 Copyback: 0.021000 Sum: 0.043000 It 17,Best ac:0.003639 0.541667 fi:0.617915. Ave ac:0.011426,0.015425 Initialization: 5.614000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.512000 Kernel 1: 0.022000 Kernel 2: 75.842003 Copyback: 0.016000 Sum: 0.036000 It 18,Best ac:0.002520 0.692308 fi:0.668465. Ave ac:0.009769,0.015278 Initialization: 5.821000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.091000 Kernel 1: 0.022000 Kernel 2: 74.346001 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.003919 0.666667 fi:0.540997. Ave ac:0.010796,0.016616 Initialization: 5.524000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.236000 Kernel 1: 0.023000 Kernel 2: 71.718002 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.001680 1.000000 fi:0.611551. Ave ac:0.011364,0.020951 Initialization: 5.727000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.068000 Kernel 1: 0.022000 Kernel 2: 71.825996 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.003919 0.823529 fi:0.385735. Ave ac:0.010482,0.016935 Initialization: 5.499000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.202000 Kernel 1: 0.051000 Kernel 2: 72.163002 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.004199 0.600000 fi:0.568337. Ave ac:0.011599,0.020478 Initialization: 5.717000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.584000 Kernel 1: 0.021000 Kernel 2: 71.419998 Copyback: 0.016000 Sum: 0.022000 It 23,Best ac:0.003640 0.650000 fi:0.537517. Ave ac:0.011243,0.022687 Initialization: 5.508000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.858000 Kernel 1: 0.022000 Kernel 2: 69.068001 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.002520 0.818182 fi:0.526711. Ave ac:0.010867,0.018778 Initialization: 5.539000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.868000 Kernel 1: 0.021000 Kernel 2: 68.972000 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.002799 0.666667 fi:0.593826. Ave ac:0.016939,0.028994 Initialization: 5.797000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.639000 Kernel 1: 0.022000 Kernel 2: 67.486000 Copyback: 0.018000 Sum: 0.021000 It 26,Best ac:0.005319 0.593750 fi:0.607833. Ave ac:0.014116,0.028788 Initialization: 5.486000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.889000 Kernel 1: 0.022000 Kernel 2: 67.662003 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003359 0.666667 fi:0.539157. Ave ac:0.016938,0.027402 Initialization: 5.471000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.324000 Kernel 1: 0.022000 Kernel 2: 67.717003 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.002800 0.666667 fi:0.561267. Ave ac:0.015123,0.029473 Initialization: 5.906000 Memcpy Classifiers: 0.266000 Memcpy Instances: 7.609000 Kernel 1: 0.022000 Kernel 2: 67.472000 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.005321 0.655172 fi:0.520242. Ave ac:0.015195,0.031400 Initialization: 5.465000 Memcpy Classifiers: 0.273000 Memcpy Instances: 7.941000 Kernel 1: 0.022000 Kernel 2: 68.877998 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.005041 0.666667 fi:0.471182. Ave ac:0.009642,0.017641 MDL Theory Length Weight: 4.7231416893 (10) Initialization: 5.818000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.587000 Kernel 1: 0.022000 Kernel 2: 69.390999 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.002520 0.900000 fi:0.418227. Ave ac:0.012379,0.025280 Initialization: 5.543000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.610000 Kernel 1: 0.022000 Kernel 2: 67.667999 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.006439 0.718750 fi:0.418069. Ave ac:0.015474,0.032131 Initialization: 5.897000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.373000 Kernel 1: 0.022000 Kernel 2: 65.713997 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.003359 0.571429 fi:0.604143. Ave ac:0.014969,0.034052 Initialization: 31.518999 Memcpy Instances: 358.276001 Memcpy Classifiers: 0.079000 Kernel 1: 0.022000 Kernel 2: 546.507019 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.077000 Kernel 1: 0.015000 Kernel 2: 553.328979 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 547.447998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 548.354004 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 559.562012 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 570.231995 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.080000 Kernel 1: 0.021000 Kernel 2: 558.812988 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.084000 Kernel 1: 0.018000 Kernel 2: 452.062012 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.029345 0.427697 fi:0.694204. Ave ac:0.018915,0.062315 Best acc 0.029345 0.427697 Phenotype: 0:Att PSSM_-2_11 is [>-1.250307]|Att PSSM_-1_7 is [<-3.869181]|Att PSSM_0_12 is [<-4.392047]|Att PSSM_2_7 is [<-2.124244]|1 1:Att PSSM_-4_3 is [<3.902554]|Att PSSM_-2_12 is [-6.518408,2.738065]|Att PSSM_-1_4 is [<0.548038]|Att PSSM_-1_7 is [-6.199277,3.358099]|Att PSSM_0_4 is [<7.018625]|Att PSSM_0_9 is [<-4.152702]|Att PSSM_0_17 is [-5.413825,3.413825]|Att PSSM_0_18 is [-6.548143,2.623749]|Att PSSM_1_2 is [<-3.125147]|Att PSSM_1_14 is [-3.146560,7.137150]|Att PSSM_2_3 is [-6.377772,2.377772]|Att PSSM_2_6 is [-5.445529,4.896894]|Att PSSM_3_6 is [<1.289307]|Att PSSM_3_12 is [-5.456995,-0.543005]|Att PSSM_4_12 is [<-0.083673]|1 2:Att PSSM_-2_7 is [-6.783632,-1.216368]|Att PSSM_-1_6 is [<-2.643021]|Att PSSM_0_2 is [-6.955458,-3.044542]|Att PSSM_0_4 is [-7.461999,-4.819323]|Att PSSM_0_12 is [<-3.571591]|Att PSSM_0_13 is [<10.703155]|Att PSSM_1_6 is [<-1.357820]|Att PSSM_1_15 is [<-1.764399]|Att PSSM_2_7 is [<5.895735]|Att PSSM_3_13 is [<10.920753]|Att PSSM_4_2 is [<-1.639561]|Att PSSM_4_9 is [-5.211311,4.325068]|1 3:Att PSSM_-3_4 is [<-3.828955]|Att PSSM_-2_15 is [<-3.217184]|Att PSSM_-1_12 is [<-3.884357]|Att PSSM_0_2 is [<-3.723974]|Att PSSM_0_12 is [<-2.019654]|Att PSSM_0_15 is [<3.026627]|Att PSSM_1_12 is [-5.589892,-1.256443]|Att PSSM_2_12 is [-6.116144,-1.883856]|Att PSSM_3_12 is [<4.587985]|1 4:Att PSSM_-4_17 is [-5.794721,5.881728]|Att PSSM_-1_12 is [-4.434017,1.242148]|Att PSSM_0_2 is [<-3.485890]|Att PSSM_0_5 is [>-0.414527]|Att PSSM_0_7 is [-5.066551,-2.229742]|Att PSSM_1_10 is [>-0.823821]|Att PSSM_4_6 is [<-0.922327]|1 5:Att PSSM_-3_6 is [-6.206226,-0.241686]|Att PSSM_-2_18 is [<9.124354]|Att PSSM_-1_3 is [-6.940167,-2.172482]|Att PSSM_0_2 is [<-4.394466]|Att PSSM_0_7 is [<-2.079861]|Att PSSM_0_13 is [>-1.472366]|Att PSSM_3_7 is [<2.309583]|Att PSSM_4_12 is [<-1.328482]|1 6:Att PSSM_-2_16 is [<2.772301]|Att PSSM_-1_10 is [<7.868015]|Att PSSM_-1_12 is [<-2.426821]|Att PSSM_0_7 is [<-3.114269]|Att PSSM_0_19 is [-4.659636,2.659636]|Att PSSM_1_7 is [-6.190419,-3.547125]|Att PSSM_2_12 is [<-2.560619]|1 7:Att PSSM_-3_2 is [<1.723263]|Att PSSM_-3_5 is [-6.763674,6.763674]|Att PSSM_-3_7 is [<-1.092174]|Att PSSM_-3_13 is [-4.056184,8.056184]|Att PSSM_-3_19 is [-5.186426,5.186426]|Att PSSM_-1_2 is [<-2.811306]|Att PSSM_0_6 is [<-0.889263]|Att PSSM_0_12 is [-6.702064,-3.132427]|Att PSSM_1_7 is [-6.608078,-2.432613]|Att PSSM_2_17 is [<3.445584]|Att PSSM_4_7 is [<-1.323169]|1 8:Att PSSM_-1_7 is [-6.647946,-0.485362]|Att PSSM_-1_11 is [<3.793967]|Att PSSM_0_1 is [>-0.823471]|Att PSSM_0_6 is [<-2.832524]|Att PSSM_0_12 is [-6.421502,-3.505584]|Att PSSM_1_9 is [-6.338681,6.254180]|Att PSSM_1_12 is [-6.262771,-0.560036]|Att PSSM_2_6 is [<3.464547]|Att PSSM_2_7 is [<-1.886246]|1 9:Att PSSM_0_6 is [<-3.517153]|Att PSSM_0_10 is [>1.410024]|Att PSSM_1_6 is [<1.722913]|Att PSSM_1_7 is [-6.453032,0.453031]|Att PSSM_1_15 is [-6.074944,0.074944]|Att PSSM_2_2 is [-5.317607,-1.325822]|Att PSSM_2_7 is [-5.199701,-0.800299]|Att PSSM_2_19 is [>-3.286868]|1 10:Att PSSM_-3_3 is [<5.814252]|Att PSSM_0_12 is [<-4.792302]|Att PSSM_1_4 is [-7.057601,-3.153584]|Att PSSM_1_5 is [-2.991166,6.389456]|Att PSSM_2_15 is [<7.943550]|1 11:Att PSSM_-3_13 is [>-6.279193]|Att PSSM_-1_3 is [-6.303190,-1.590816]|Att PSSM_0_1 is [>4.883550]|Att PSSM_0_12 is [<-2.222636]|Att PSSM_0_19 is [<-0.757670]|Att PSSM_2_18 is [<8.829782]|1 12:Att PSSM_-3_12 is [<-1.437274]|Att PSSM_-1_5 is [-1.745486,6.632762]|Att PSSM_-1_7 is [<-0.743687]|Att PSSM_0_2 is [-6.196897,-3.859579]|Att PSSM_0_5 is [-1.980951,8.831975]|Att PSSM_2_3 is [<6.709131]|1 13:Att PSSM_-2_16 is [<-0.225633]|Att PSSM_-1_7 is [<-1.647742]|Att PSSM_-1_19 is [<8.167072]|Att PSSM_0_3 is [<-1.870519]|Att PSSM_0_12 is [<-2.270511]|Att PSSM_1_7 is [<-1.723692]|Att PSSM_3_5 is [-3.626643,6.910398]|Att PSSM_3_7 is [<-2.373997]|1 14:Att PSSM_-3_4 is [<2.991087]|Att PSSM_0_1 is [>0.630397]|Att PSSM_0_2 is [-6.667560,-1.191165]|Att PSSM_0_5 is [>-1.276828]|Att PSSM_0_12 is [-6.359761,-2.299839]|Att PSSM_3_14 is [-3.282032,8.709914]|Att PSSM_4_2 is [<-2.058547]|Att PSSM_4_14 is [-6.973449,7.653650]|1 15:Att PSSM_-1_15 is [<0.397865]|Att PSSM_0_3 is [<-0.842474]|Att PSSM_0_4 is [<3.962019]|Att PSSM_0_12 is [<-3.976416]|Att PSSM_1_14 is [<8.297293]|Att PSSM_3_6 is [-6.478587,-1.065765]|Att PSSM_3_7 is [-6.432848,4.432848]|Att PSSM_3_15 is [<3.100644]|Att PSSM_4_1 is [0.539896,6.915029]|Att PSSM_4_4 is [-7.240859,1.545708]|Att PSSM_4_14 is [-4.644336,2.644336]|Att PSSM_4_20 is [-2.455515,6.455515]|1 16:Att PSSM_-4_5 is [<6.369556]|Att PSSM_-2_1 is [-3.389561,1.389561]|Att PSSM_-1_4 is [-7.622435,1.622435]|Att PSSM_-1_17 is [-3.717926,6.665091]|Att PSSM_0_6 is [<-3.458844]|Att PSSM_0_9 is [-6.148643,4.347066]|Att PSSM_0_18 is [<8.909289]|Att PSSM_0_20 is [>-0.786880]|Att PSSM_4_6 is [<-3.692477]|1 17:Att PSSM_-3_3 is [<-2.214672]|Att PSSM_0_2 is [<-4.774673]|Att PSSM_0_20 is [-1.272298,6.045464]|Att PSSM_4_7 is [<-0.324120]|1 18:Att PSSM_-2_7 is [-6.944454,-2.192352]|Att PSSM_-1_11 is [>-2.066371]|Att PSSM_0_1 is [-2.931737,5.941518]|Att PSSM_0_7 is [<-3.706014]|Att PSSM_0_12 is [<-2.045042]|1 19:Att PSSM_-4_7 is [-5.555649,-0.730962]|Att PSSM_0_12 is [-6.462205,-3.572242]|Att PSSM_1_18 is [-0.089299,8.866398]|Att PSSM_3_12 is [-5.623579,-0.352948]|1 20:Att PSSM_-4_13 is [-5.948085,5.369452]|Att PSSM_-3_12 is [-6.650137,-1.349863]|Att PSSM_-3_18 is [<7.093193]|Att PSSM_-2_12 is [<-2.147038]|Att PSSM_-1_12 is [-5.823621,-2.699607]|Att PSSM_0_2 is [<-2.525069]|Att PSSM_0_12 is [<-2.012466]|Att PSSM_2_19 is [<9.445916]|Att PSSM_3_6 is [-3.255632,0.010747]|Att PSSM_3_8 is [>-5.312876]|Att PSSM_4_14 is [>-4.528991]|1 21:Att PSSM_0_7 is [<-4.673481]|Att PSSM_1_10 is [>-2.073577]|Att PSSM_2_12 is [-6.876179,-2.108328]|1 22:Att PSSM_-4_12 is [<-0.099823]|Att PSSM_-3_2 is [<0.201385]|Att PSSM_-2_12 is [<-1.629239]|Att PSSM_-1_12 is [-5.295476,-0.146287]|Att PSSM_0_2 is [<-1.007641]|Att PSSM_0_7 is [<-2.266048]|Att PSSM_1_4 is [-7.890686,-2.009937]|Att PSSM_4_2 is [<6.174911]|1 23:Att PSSM_-2_9 is [-6.949121,2.949121]|Att PSSM_-1_11 is [-3.070549,6.556186]|Att PSSM_0_12 is [-6.679945,-3.573768]|Att PSSM_1_10 is [-3.799975,6.978326]|Att PSSM_3_15 is [-6.464186,-1.535814]|Att PSSM_4_6 is [<-2.680187]|1 24:Att PSSM_-1_4 is [<-1.882097]|Att PSSM_-1_5 is [-3.597619,9.541943]|Att PSSM_0_3 is [<1.763693]|Att PSSM_0_4 is [-7.423728,-2.330473]|Att PSSM_0_12 is [-6.100656,-0.067602]|Att PSSM_0_15 is [<1.073844]|Att PSSM_1_7 is [<-1.112369]|Att PSSM_2_12 is [-4.456860,-2.932443]|Att PSSM_4_4 is [-5.660058,5.660058]|1 25:Att PSSM_-4_12 is [-4.732021,-1.676936]|Att PSSM_-3_13 is [-2.639601,7.761765]|Att PSSM_0_7 is [<-3.344143]|Att PSSM_1_11 is [>-2.364784]|Att PSSM_1_20 is [<5.064791]|Att PSSM_2_15 is [-5.496655,3.496655]|Att PSSM_3_15 is [-6.216430,-1.783570]|Att PSSM_4_7 is [-6.781744,0.781744]|1 26:Att PSSM_-4_10 is [>-6.809011]|Att PSSM_-2_7 is [<-0.610021]|Att PSSM_-1_19 is [-2.131091,5.004082]|Att PSSM_0_4 is [-6.151084,-1.848916]|Att PSSM_0_12 is [-6.246930,-2.552827]|Att PSSM_2_2 is [<-0.039213]|Att PSSM_2_7 is [>-6.270722]|Att PSSM_4_7 is [-4.563587,-1.715557]|1 27:Att PSSM_0_1 is [2.967875,6.545198]|Att PSSM_0_2 is [<-2.828472]|Att PSSM_0_7 is [<-2.351986]|Att PSSM_1_12 is [<3.844465]|Att PSSM_3_2 is [<-1.791653]|1 28:Att PSSM_-2_9 is [<9.044541]|Att PSSM_-1_14 is [-2.080081,5.581006]|Att PSSM_0_12 is [<-2.634598]|Att PSSM_0_14 is [>-2.478397]|Att PSSM_3_5 is [0.362425,10.716449]|1 29:Att PSSM_0_4 is [<-0.655142]|Att PSSM_0_12 is [<-2.277617]|Att PSSM_1_4 is [-7.956860,-2.539279]|Att PSSM_3_7 is [-4.819211,-1.380780]|Att PSSM_4_12 is [<-1.797622]|1 30:Att PSSM_-3_12 is [-5.678545,-1.520960]|Att PSSM_-2_15 is [<2.798777]|Att PSSM_-1_5 is [<6.486335]|Att PSSM_0_1 is [>3.745181]|Att PSSM_0_4 is [<-2.645714]|Att PSSM_0_7 is [<-1.003714]|1 31:Att PSSM_-4_19 is [>-3.799403]|Att PSSM_-3_4 is [-5.545636,-0.454364]|Att PSSM_-1_12 is [<0.026342]|Att PSSM_-1_14 is [>-5.863644]|Att PSSM_0_4 is [-6.557301,6.586066]|Att PSSM_0_7 is [-5.443275,-3.255431]|Att PSSM_0_20 is [-3.473435,6.366738]|Att PSSM_4_19 is [-1.899119,7.610108]|1 32:Att PSSM_-2_7 is [-6.614466,-3.642519]|Att PSSM_0_7 is [<-4.824249]|1 33:Att PSSM_-3_7 is [>-6.655195]|Att PSSM_-1_12 is [-6.434555,-2.316866]|Att PSSM_0_12 is [-6.345624,-2.773756]|Att PSSM_1_5 is [-1.936920,9.209342]|Att PSSM_1_20 is [<5.708335]|Att PSSM_2_2 is [>-5.439872]|Att PSSM_4_12 is [-5.415410,-0.041260]|1 34:Att PSSM_-4_7 is [-4.911947,-0.104758]|Att PSSM_-1_5 is [<4.488421]|Att PSSM_0_3 is [<-2.015492]|Att PSSM_0_12 is [-6.807360,-2.705685]|Att PSSM_1_4 is [<1.773757]|Att PSSM_1_6 is [>-6.608792]|Att PSSM_2_11 is [>-2.873686]|Att PSSM_3_15 is [<3.532733]|Att PSSM_4_12 is [<-1.267948]|1 35:Att PSSM_0_2 is [<-2.053823]|Att PSSM_0_13 is [2.318408,6.835425]|Att PSSM_1_20 is [>-2.802765]|Att PSSM_3_7 is [<-0.458285]|1 36:Att PSSM_-3_18 is [>-5.297293]|Att PSSM_-1_12 is [-5.505738,-0.494262]|Att PSSM_0_5 is [>-2.070938]|Att PSSM_0_7 is [<-0.618929]|Att PSSM_0_15 is [>-6.363490]|Att PSSM_1_4 is [-5.765295,-2.078043]|Att PSSM_3_12 is [<-1.275270]|Att PSSM_4_7 is [<-0.922764]|Att PSSM_4_15 is [-4.163943,0.810559]|1 37:Att PSSM_0_10 is [-2.541995,5.602572]|Att PSSM_0_12 is [<-3.771073]|Att PSSM_1_7 is [<0.129989]|Att PSSM_3_10 is [-2.905759,6.713541]|Att PSSM_4_7 is [<-0.224433]|1 38:Default rule -> 0 Train accuracy : 0.785836 Train error : 0.214164 Train not classified : 0.000000 Train For each class: 0: accuracy : 146214 0: error : 17866 0: not classified : 0 1: accuracy : 38173 1: error : 32385 1: not classified : 0 Train Confusion Matrix. Row real class, Column predicted class 0 1 146214 17866 32385 38173 Performance of each classifier: Classifier 0: 1295/1425=90.877193% Classifier 1: 1181/1343=87.937453% Classifier 2: 1145/1302=87.941628% Classifier 3: 1331/1518=87.681159% Classifier 4: 1457/1790=81.396648% Classifier 5: 1071/1303=82.194935% Classifier 6: 1185/1437=82.463466% Classifier 7: 1030/1297=79.414032% Classifier 8: 1154/1474=78.290366% Classifier 9: 1259/1683=74.806892% Classifier 10: 1105/1460=75.684932% Classifier 11: 1092/1387=78.731074% Classifier 12: 939/1255=74.820717% Classifier 13: 1183/1637=72.266341% Classifier 14: 1085/1428=75.980392% Classifier 15: 918/1341=68.456376% Classifier 16: 952/1446=65.836791% Classifier 17: 967/1436=67.339833% Classifier 18: 1711/2579=66.343544% Classifier 19: 911/1390=65.539568% Classifier 20: 1066/1563=68.202175% Classifier 21: 849/1366=62.152269% Classifier 22: 1706/2641=64.596744% Classifier 23: 932/1480=62.972973% Classifier 24: 994/1602=62.047441% Classifier 25: 776/1243=62.429606% Classifier 26: 1078/1867=57.739689% Classifier 27: 720/1162=61.962134% Classifier 28: 767/1388=55.259366% Classifier 29: 1169/2096=55.772901% Classifier 30: 654/1144=57.167832% Classifier 31: 728/1413=51.521585% Classifier 32: 596/1172=50.853242% Classifier 33: 684/1220=56.065574% Classifier 34: 634/1192=53.187919% Classifier 35: 587/1138=51.581722% Classifier 36: 651/1259=51.707705% Classifier 37: 611/1162=52.581756% Classifier 38: 146214/178599=81.867200% Test accuracy : 0.787715 Test error : 0.212285 Test not classified : 0.000000 Test For each class: 0: accuracy : 14518 0: error : 1861 0: not classified : 0 1: accuracy : 3538 1: error : 3005 1: not classified : 0 Test Confusion Matrix. Row real class, Column predicted class 0 1 14518 1861 3005 3538 Performance of each classifier: Classifier 0: 158/177=89.265537% Classifier 1: 103/120=85.833333% Classifier 2: 114/137=83.211679% Classifier 3: 157/178=88.202247% Classifier 4: 129/160=80.625000% Classifier 5: 114/137=83.211679% Classifier 6: 119/142=83.802817% Classifier 7: 108/144=75.000000% Classifier 8: 91/122=74.590164% Classifier 9: 121/156=77.564103% Classifier 10: 114/150=76.000000% Classifier 11: 87/131=66.412214% Classifier 12: 62/95=65.263158% Classifier 13: 105/151=69.536424% Classifier 14: 85/107=79.439252% Classifier 15: 80/129=62.015504% Classifier 16: 87/134=64.925373% Classifier 17: 106/166=63.855422% Classifier 18: 170/257=66.147860% Classifier 19: 96/149=64.429530% Classifier 20: 88/140=62.857143% Classifier 21: 102/161=63.354037% Classifier 22: 120/215=55.813953% Classifier 23: 96/158=60.759494% Classifier 24: 75/121=61.983471% Classifier 25: 81/139=58.273381% Classifier 26: 99/188=52.659574% Classifier 27: 52/106=49.056604% Classifier 28: 77/157=49.044586% Classifier 29: 119/196=60.714286% Classifier 30: 40/91=43.956044% Classifier 31: 76/159=47.798742% Classifier 32: 55/97=56.701031% Classifier 33: 63/106=59.433962% Classifier 34: 58/108=53.703704% Classifier 35: 40/102=39.215686% Classifier 36: 38/104=36.538462% Classifier 37: 53/109=48.623853% Classifier 38: 14518/17523=82.851110% Total time: 975.94 1008.25