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 1212176877 Dataset name: PSSM+CN_Q2 Attribute 0:Name PSSM_-4_1 Def:real Attribute 0 real valued Attribute 1:Name PSSM_-4_2 Def:real Attribute 1 real valued Attribute 2:Name PSSM_-4_3 Def:real Attribute 2 real valued Attribute 3:Name PSSM_-4_4 Def:real Attribute 3 real valued Attribute 4:Name PSSM_-4_5 Def:real Attribute 4 real valued Attribute 5:Name PSSM_-4_6 Def:real Attribute 5 real valued Attribute 6:Name PSSM_-4_7 Def:real Attribute 6 real valued Attribute 7:Name PSSM_-4_8 Def:real Attribute 7 real valued Attribute 8:Name PSSM_-4_9 Def:real Attribute 8 real valued Attribute 9:Name PSSM_-4_10 Def:real Attribute 9 real valued Attribute 10:Name PSSM_-4_11 Def:real Attribute 10 real valued Attribute 11:Name PSSM_-4_12 Def:real Attribute 11 real valued Attribute 12:Name PSSM_-4_13 Def:real Attribute 12 real valued Attribute 13:Name PSSM_-4_14 Def:real Attribute 13 real valued Attribute 14:Name PSSM_-4_15 Def:real Attribute 14 real valued Attribute 15:Name PSSM_-4_16 Def:real Attribute 15 real valued Attribute 16:Name PSSM_-4_17 Def:real Attribute 16 real valued Attribute 17:Name PSSM_-4_18 Def:real Attribute 17 real valued Attribute 18:Name PSSM_-4_19 Def:real Attribute 18 real valued Attribute 19:Name PSSM_-4_20 Def:real Attribute 19 real valued Attribute 20:Name PSSM_-3_1 Def:real Attribute 20 real valued Attribute 21:Name PSSM_-3_2 Def:real Attribute 21 real valued Attribute 22:Name PSSM_-3_3 Def:real Attribute 22 real valued Attribute 23:Name PSSM_-3_4 Def:real Attribute 23 real valued Attribute 24:Name PSSM_-3_5 Def:real Attribute 24 real valued Attribute 25:Name PSSM_-3_6 Def:real Attribute 25 real valued Attribute 26:Name PSSM_-3_7 Def:real Attribute 26 real valued Attribute 27:Name PSSM_-3_8 Def:real Attribute 27 real valued Attribute 28:Name PSSM_-3_9 Def:real Attribute 28 real valued Attribute 29:Name PSSM_-3_10 Def:real Attribute 29 real valued Attribute 30:Name PSSM_-3_11 Def:real Attribute 30 real valued Attribute 31:Name PSSM_-3_12 Def:real Attribute 31 real valued Attribute 32:Name PSSM_-3_13 Def:real Attribute 32 real valued Attribute 33:Name PSSM_-3_14 Def:real Attribute 33 real valued Attribute 34:Name PSSM_-3_15 Def:real Attribute 34 real valued Attribute 35:Name PSSM_-3_16 Def:real Attribute 35 real valued Attribute 36:Name PSSM_-3_17 Def:real Attribute 36 real valued Attribute 37:Name PSSM_-3_18 Def:real Attribute 37 real valued Attribute 38:Name PSSM_-3_19 Def:real Attribute 38 real valued Attribute 39:Name PSSM_-3_20 Def:real Attribute 39 real valued Attribute 40:Name PSSM_-2_1 Def:real Attribute 40 real valued Attribute 41:Name PSSM_-2_2 Def:real Attribute 41 real valued Attribute 42:Name PSSM_-2_3 Def:real Attribute 42 real valued Attribute 43:Name PSSM_-2_4 Def:real Attribute 43 real valued Attribute 44:Name PSSM_-2_5 Def:real Attribute 44 real valued Attribute 45:Name PSSM_-2_6 Def:real Attribute 45 real valued Attribute 46:Name PSSM_-2_7 Def:real Attribute 46 real valued Attribute 47:Name PSSM_-2_8 Def:real Attribute 47 real valued Attribute 48:Name PSSM_-2_9 Def:real Attribute 48 real valued Attribute 49:Name PSSM_-2_10 Def:real Attribute 49 real valued Attribute 50:Name PSSM_-2_11 Def:real Attribute 50 real valued Attribute 51:Name PSSM_-2_12 Def:real Attribute 51 real valued Attribute 52:Name PSSM_-2_13 Def:real Attribute 52 real valued Attribute 53:Name PSSM_-2_14 Def:real Attribute 53 real valued Attribute 54:Name PSSM_-2_15 Def:real Attribute 54 real valued Attribute 55:Name PSSM_-2_16 Def:real Attribute 55 real valued Attribute 56:Name PSSM_-2_17 Def:real Attribute 56 real valued Attribute 57:Name PSSM_-2_18 Def:real Attribute 57 real valued Attribute 58:Name PSSM_-2_19 Def:real Attribute 58 real valued Attribute 59:Name PSSM_-2_20 Def:real Attribute 59 real valued Attribute 60:Name PSSM_-1_1 Def:real Attribute 60 real valued Attribute 61:Name PSSM_-1_2 Def:real Attribute 61 real valued Attribute 62:Name PSSM_-1_3 Def:real Attribute 62 real valued Attribute 63:Name PSSM_-1_4 Def:real Attribute 63 real valued Attribute 64:Name PSSM_-1_5 Def:real Attribute 64 real valued Attribute 65:Name PSSM_-1_6 Def:real Attribute 65 real valued Attribute 66:Name PSSM_-1_7 Def:real Attribute 66 real valued Attribute 67:Name PSSM_-1_8 Def:real Attribute 67 real valued Attribute 68:Name PSSM_-1_9 Def:real Attribute 68 real valued Attribute 69:Name PSSM_-1_10 Def:real Attribute 69 real valued Attribute 70:Name PSSM_-1_11 Def:real Attribute 70 real valued Attribute 71:Name PSSM_-1_12 Def:real Attribute 71 real valued Attribute 72:Name PSSM_-1_13 Def:real Attribute 72 real valued Attribute 73:Name PSSM_-1_14 Def:real Attribute 73 real valued Attribute 74:Name PSSM_-1_15 Def:real Attribute 74 real valued Attribute 75:Name PSSM_-1_16 Def:real Attribute 75 real valued Attribute 76:Name PSSM_-1_17 Def:real Attribute 76 real valued Attribute 77:Name PSSM_-1_18 Def:real Attribute 77 real valued Attribute 78:Name PSSM_-1_19 Def:real Attribute 78 real valued Attribute 79:Name PSSM_-1_20 Def:real Attribute 79 real valued Attribute 80:Name PSSM_0_1 Def:real Attribute 80 real valued Attribute 81:Name PSSM_0_2 Def:real Attribute 81 real valued Attribute 82:Name PSSM_0_3 Def:real Attribute 82 real valued Attribute 83:Name PSSM_0_4 Def:real Attribute 83 real valued Attribute 84:Name PSSM_0_5 Def:real Attribute 84 real valued Attribute 85:Name PSSM_0_6 Def:real Attribute 85 real valued Attribute 86:Name PSSM_0_7 Def:real Attribute 86 real valued Attribute 87:Name PSSM_0_8 Def:real Attribute 87 real valued Attribute 88:Name PSSM_0_9 Def:real Attribute 88 real valued Attribute 89:Name PSSM_0_10 Def:real Attribute 89 real valued Attribute 90:Name PSSM_0_11 Def:real Attribute 90 real valued Attribute 91:Name PSSM_0_12 Def:real Attribute 91 real valued Attribute 92:Name PSSM_0_13 Def:real Attribute 92 real valued Attribute 93:Name PSSM_0_14 Def:real Attribute 93 real valued Attribute 94:Name PSSM_0_15 Def:real Attribute 94 real valued Attribute 95:Name PSSM_0_16 Def:real Attribute 95 real valued Attribute 96:Name PSSM_0_17 Def:real Attribute 96 real valued Attribute 97:Name PSSM_0_18 Def:real Attribute 97 real valued Attribute 98:Name PSSM_0_19 Def:real Attribute 98 real valued Attribute 99:Name PSSM_0_20 Def:real Attribute 99 real valued Attribute 100:Name PSSM_1_1 Def:real Attribute 100 real valued Attribute 101:Name PSSM_1_2 Def:real Attribute 101 real valued Attribute 102:Name PSSM_1_3 Def:real Attribute 102 real valued Attribute 103:Name PSSM_1_4 Def:real Attribute 103 real valued Attribute 104:Name PSSM_1_5 Def:real Attribute 104 real valued Attribute 105:Name PSSM_1_6 Def:real Attribute 105 real valued Attribute 106:Name PSSM_1_7 Def:real Attribute 106 real valued Attribute 107:Name PSSM_1_8 Def:real Attribute 107 real valued Attribute 108:Name PSSM_1_9 Def:real Attribute 108 real valued Attribute 109:Name PSSM_1_10 Def:real Attribute 109 real valued Attribute 110:Name PSSM_1_11 Def:real Attribute 110 real valued Attribute 111:Name PSSM_1_12 Def:real Attribute 111 real valued Attribute 112:Name PSSM_1_13 Def:real Attribute 112 real valued Attribute 113:Name PSSM_1_14 Def:real Attribute 113 real valued Attribute 114:Name PSSM_1_15 Def:real Attribute 114 real valued Attribute 115:Name PSSM_1_16 Def:real Attribute 115 real valued Attribute 116:Name PSSM_1_17 Def:real Attribute 116 real valued Attribute 117:Name PSSM_1_18 Def:real Attribute 117 real valued Attribute 118:Name PSSM_1_19 Def:real Attribute 118 real valued Attribute 119:Name PSSM_1_20 Def:real Attribute 119 real valued Attribute 120:Name PSSM_2_1 Def:real Attribute 120 real valued Attribute 121:Name PSSM_2_2 Def:real Attribute 121 real valued Attribute 122:Name PSSM_2_3 Def:real Attribute 122 real valued Attribute 123:Name PSSM_2_4 Def:real Attribute 123 real valued Attribute 124:Name PSSM_2_5 Def:real Attribute 124 real valued Attribute 125:Name PSSM_2_6 Def:real Attribute 125 real valued Attribute 126:Name PSSM_2_7 Def:real Attribute 126 real valued Attribute 127:Name PSSM_2_8 Def:real Attribute 127 real valued Attribute 128:Name PSSM_2_9 Def:real Attribute 128 real valued Attribute 129:Name PSSM_2_10 Def:real Attribute 129 real valued Attribute 130:Name PSSM_2_11 Def:real Attribute 130 real valued Attribute 131:Name PSSM_2_12 Def:real Attribute 131 real valued Attribute 132:Name PSSM_2_13 Def:real Attribute 132 real valued Attribute 133:Name PSSM_2_14 Def:real Attribute 133 real valued Attribute 134:Name PSSM_2_15 Def:real Attribute 134 real valued Attribute 135:Name PSSM_2_16 Def:real Attribute 135 real valued Attribute 136:Name PSSM_2_17 Def:real Attribute 136 real valued Attribute 137:Name PSSM_2_18 Def:real Attribute 137 real valued Attribute 138:Name PSSM_2_19 Def:real Attribute 138 real valued Attribute 139:Name PSSM_2_20 Def:real Attribute 139 real valued Attribute 140:Name PSSM_3_1 Def:real Attribute 140 real valued Attribute 141:Name PSSM_3_2 Def:real Attribute 141 real valued Attribute 142:Name PSSM_3_3 Def:real Attribute 142 real valued Attribute 143:Name PSSM_3_4 Def:real Attribute 143 real valued Attribute 144:Name PSSM_3_5 Def:real Attribute 144 real valued Attribute 145:Name PSSM_3_6 Def:real Attribute 145 real valued Attribute 146:Name PSSM_3_7 Def:real Attribute 146 real valued Attribute 147:Name PSSM_3_8 Def:real Attribute 147 real valued Attribute 148:Name PSSM_3_9 Def:real Attribute 148 real valued Attribute 149:Name PSSM_3_10 Def:real Attribute 149 real valued Attribute 150:Name PSSM_3_11 Def:real Attribute 150 real valued Attribute 151:Name PSSM_3_12 Def:real Attribute 151 real valued Attribute 152:Name PSSM_3_13 Def:real Attribute 152 real valued Attribute 153:Name PSSM_3_14 Def:real Attribute 153 real valued Attribute 154:Name PSSM_3_15 Def:real Attribute 154 real valued Attribute 155:Name PSSM_3_16 Def:real Attribute 155 real valued Attribute 156:Name PSSM_3_17 Def:real Attribute 156 real valued Attribute 157:Name PSSM_3_18 Def:real Attribute 157 real valued Attribute 158:Name PSSM_3_19 Def:real Attribute 158 real valued Attribute 159:Name PSSM_3_20 Def:real Attribute 159 real valued Attribute 160:Name PSSM_4_1 Def:real Attribute 160 real valued Attribute 161:Name PSSM_4_2 Def:real Attribute 161 real valued Attribute 162:Name PSSM_4_3 Def:real Attribute 162 real valued Attribute 163:Name PSSM_4_4 Def:real Attribute 163 real valued Attribute 164:Name PSSM_4_5 Def:real Attribute 164 real valued Attribute 165:Name PSSM_4_6 Def:real Attribute 165 real valued Attribute 166:Name PSSM_4_7 Def:real Attribute 166 real valued Attribute 167:Name PSSM_4_8 Def:real Attribute 167 real valued Attribute 168:Name PSSM_4_9 Def:real Attribute 168 real valued Attribute 169:Name PSSM_4_10 Def:real Attribute 169 real valued Attribute 170:Name PSSM_4_11 Def:real Attribute 170 real valued Attribute 171:Name PSSM_4_12 Def:real Attribute 171 real valued Attribute 172:Name PSSM_4_13 Def:real Attribute 172 real valued Attribute 173:Name PSSM_4_14 Def:real Attribute 173 real valued Attribute 174:Name PSSM_4_15 Def:real Attribute 174 real valued Attribute 175:Name PSSM_4_16 Def:real Attribute 175 real valued Attribute 176:Name PSSM_4_17 Def:real Attribute 176 real valued Attribute 177:Name PSSM_4_18 Def:real Attribute 177 real valued Attribute 178:Name PSSM_4_19 Def:real Attribute 178 real valued Attribute 179:Name PSSM_4_20 Def:real Attribute 179 real valued Attribute 180:Name class Def:{0,1} Attribute 180 nominal Value 0 of attribute 180: 0 Value 1 of attribute 180: 1 Least frequent class is 1 Most frequent class is 0 Coverage break for class 0 : 0.007150 Coverage break for class 1 : 0.016627 Probability of irrelevant attribute set to 0.916667 Initialization: 39.675999 Memcpy Classifiers: 0.607000 Memcpy Instances: 9.324000 Kernel 1: 0.069000 Kernel 2: 113.536003 Copyback: 0.023000 Sum: 0.016000 Initial population average accuracy1:0.006240 accuracy2:0.287679 Initialization: 6.820000 Memcpy Classifiers: 0.631000 Memcpy Instances: 9.277000 Kernel 1: 0.023000 Kernel 2: 119.179001 Copyback: 0.017000 Sum: 0.025000 It 0,Best ac:0.007033 0.702128 fi:0.397185. Ave ac:0.013908,0.021934 Initialization: 8.005000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.727000 Kernel 1: 0.023000 Kernel 2: 117.982002 Copyback: 0.017000 Sum: 0.024000 It 1,Best ac:0.005966 0.717949 fi:0.381724. Ave ac:0.017939,0.021091 Initialization: 6.888000 Memcpy Classifiers: 0.465000 Memcpy Instances: 9.307000 Kernel 1: 0.022000 Kernel 2: 114.988998 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.008099 0.760000 fi:0.338952. Ave ac:0.015349,0.016938 Initialization: 6.896000 Memcpy Classifiers: 0.504000 Memcpy Instances: 9.255000 Kernel 1: 0.024000 Kernel 2: 115.106003 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.009804 0.741935 fi:0.356440. Ave ac:0.014406,0.015284 Initialization: 7.271000 Memcpy Classifiers: 0.466000 Memcpy Instances: 9.305000 Kernel 1: 0.023000 Kernel 2: 116.845001 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.010439 0.816667 fi:0.281495. Ave ac:0.017233,0.015869 Initialization: 7.496000 Memcpy Classifiers: 0.491000 Memcpy Instances: 9.517000 Kernel 1: 0.023000 Kernel 2: 116.292999 Copyback: 0.017000 Sum: 0.026000 It 5,Best ac:0.007245 0.850000 fi:0.249240. Ave ac:0.015422,0.014639 Initialization: 6.894000 Memcpy Classifiers: 0.522000 Memcpy Instances: 9.286000 Kernel 1: 0.025000 Kernel 2: 111.485001 Copyback: 0.018000 Sum: 0.029000 It 6,Best ac:0.005327 0.961538 fi:0.138351. Ave ac:0.013972,0.014188 Initialization: 6.856000 Memcpy Classifiers: 0.482000 Memcpy Instances: 9.301000 Kernel 1: 0.022000 Kernel 2: 111.817001 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.004901 0.920000 fi:0.198315. Ave ac:0.014288,0.013771 Initialization: 6.863000 Memcpy Classifiers: 0.483000 Memcpy Instances: 9.246000 Kernel 1: 0.023000 Kernel 2: 110.394997 Copyback: 0.020000 Sum: 0.031000 It 8,Best ac:0.006820 0.888889 fi:0.210496. Ave ac:0.013141,0.013231 Initialization: 6.794000 Memcpy Classifiers: 0.482000 Memcpy Instances: 9.798000 Kernel 1: 0.023000 Kernel 2: 109.728996 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.008095 0.904762 fi:0.194192. Ave ac:0.015489,0.014253 Iteration 10:MDL fitness activated Error 0.194192 TL 0.032336 MDL Theory Length Weight: 2.0018314337 (4) Initialization: 6.883000 Memcpy Classifiers: 0.449000 Memcpy Instances: 9.227000 Kernel 1: 0.023000 Kernel 2: 105.412003 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.008099 0.926829 fi:0.235027. Ave ac:0.014288,0.012598 Initialization: 6.880000 Memcpy Classifiers: 0.424000 Memcpy Instances: 9.292000 Kernel 1: 0.023000 Kernel 2: 104.138000 Copyback: 0.018000 Sum: 0.032000 It 11,Best ac:0.006179 0.966667 fi:0.210868. Ave ac:0.012733,0.010989 Initialization: 6.836000 Memcpy Classifiers: 0.486000 Memcpy Instances: 9.451000 Kernel 1: 0.024000 Kernel 2: 104.500000 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.006820 0.969697 fi:0.194473. Ave ac:0.013939,0.012998 Initialization: 6.862000 Memcpy Classifiers: 0.424000 Memcpy Instances: 9.253000 Kernel 1: 0.024000 Kernel 2: 102.772003 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.007884 0.948718 fi:0.195503. Ave ac:0.011667,0.009239 Initialization: 6.818000 Memcpy Classifiers: 0.409000 Memcpy Instances: 9.285000 Kernel 1: 0.022000 Kernel 2: 100.384003 Copyback: 0.018000 Sum: 0.031000 It 14,Best ac:0.006181 0.966667 fi:0.219182. Ave ac:0.011359,0.009555 Initialization: 6.873000 Memcpy Classifiers: 0.420000 Memcpy Instances: 9.256000 Kernel 1: 0.023000 Kernel 2: 102.209999 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.006181 0.966667 fi:0.216607. Ave ac:0.009336,0.006970 Initialization: 6.773000 Memcpy Classifiers: 0.427000 Memcpy Instances: 9.571000 Kernel 1: 0.029000 Kernel 2: 101.737000 Copyback: 0.018000 Sum: 0.029000 It 16,Best ac:0.013001 0.910448 fi:0.243375. Ave ac:0.010013,0.008293 Initialization: 6.815000 Memcpy Classifiers: 0.425000 Memcpy Instances: 9.293000 Kernel 1: 0.023000 Kernel 2: 101.230003 Copyback: 0.018000 Sum: 0.031000 It 17,Best ac:0.006392 1.000000 fi:0.148288. Ave ac:0.010689,0.008319 Initialization: 6.873000 Memcpy Classifiers: 0.424000 Memcpy Instances: 9.277000 Kernel 1: 0.024000 Kernel 2: 98.424004 Copyback: 0.371000 Sum: 0.031000 It 18,Best ac:0.005753 0.964286 fi:0.197287. Ave ac:0.008456,0.006639 Initialization: 7.346000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.579000 Kernel 1: 0.025000 Kernel 2: 97.973999 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.005752 1.000000 fi:0.169550. Ave ac:0.009793,0.007803 Initialization: 6.901000 Memcpy Classifiers: 0.425000 Memcpy Instances: 9.289000 Kernel 1: 0.041000 Kernel 2: 98.928001 Copyback: 0.018000 Sum: 0.031000 It 20,Best ac:0.008523 1.000000 fi:0.159488. Ave ac:0.008537,0.006128 Initialization: 6.828000 Memcpy Classifiers: 0.425000 Memcpy Instances: 9.497000 Kernel 1: 0.023000 Kernel 2: 96.667999 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.004901 1.000000 fi:0.174022. Ave ac:0.008911,0.006352 Initialization: 6.847000 Memcpy Classifiers: 0.455000 Memcpy Instances: 9.258000 Kernel 1: 0.025000 Kernel 2: 97.986000 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.004901 1.000000 fi:0.178326. Ave ac:0.008856,0.007141 Initialization: 6.867000 Memcpy Classifiers: 0.403000 Memcpy Instances: 9.223000 Kernel 1: 0.025000 Kernel 2: 93.375999 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.010015 0.959184 fi:0.191559. Ave ac:0.008310,0.005435 Initialization: 7.268000 Memcpy Classifiers: 0.468000 Memcpy Instances: 9.357000 Kernel 1: 0.024000 Kernel 2: 97.052002 Copyback: 0.018000 Sum: 0.034000 It 24,Best ac:0.005754 1.000000 fi:0.173615. Ave ac:0.008585,0.006293 Initialization: 6.951000 Memcpy Classifiers: 0.456000 Memcpy Instances: 9.226000 Kernel 1: 0.024000 Kernel 2: 95.913002 Copyback: 0.024000 Sum: 0.034000 It 25,Best ac:0.005328 1.000000 fi:0.169955. Ave ac:0.009004,0.006446 Initialization: 6.825000 Memcpy Classifiers: 0.412000 Memcpy Instances: 9.215000 Kernel 1: 0.025000 Kernel 2: 92.709000 Copyback: 0.018000 Sum: 0.034000 It 26,Best ac:0.005754 1.000000 fi:0.146519. Ave ac:0.010510,0.006699 Initialization: 7.348000 Memcpy Classifiers: 0.457000 Memcpy Instances: 9.248000 Kernel 1: 0.025000 Kernel 2: 92.060997 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.008523 0.975610 fi:0.174852. Ave ac:0.006947,0.004407 Initialization: 6.830000 Memcpy Classifiers: 0.457000 Memcpy Instances: 9.221000 Kernel 1: 0.030000 Kernel 2: 93.141998 Copyback: 0.018000 Sum: 0.034000 It 28,Best ac:0.005327 0.925926 fi:0.239476. Ave ac:0.007457,0.004894 Initialization: 6.851000 Memcpy Classifiers: 0.409000 Memcpy Instances: 9.738000 Kernel 1: 0.024000 Kernel 2: 91.483002 Copyback: 0.018000 Sum: 0.035000 It 29,Best ac:0.004900 1.000000 fi:0.171679. Ave ac:0.010352,0.006559 Initialization: 6.894000 Memcpy Classifiers: 0.439000 Memcpy Instances: 9.272000 Kernel 1: 0.024000 Kernel 2: 87.730003 Copyback: 0.017000 Sum: 0.071000 It 30,Best ac:0.015342 1.000000 fi:0.141001. Ave ac:0.009009,0.005617 Initialization: 6.845000 Memcpy Classifiers: 0.414000 Memcpy Instances: 9.246000 Kernel 1: 0.030000 Kernel 2: 88.694000 Copyback: 0.017000 Sum: 0.036000 It 31,Best ac:0.007032 1.000000 fi:0.150236. Ave ac:0.008944,0.004756 Initialization: 6.911000 Memcpy Classifiers: 0.406000 Memcpy Instances: 9.265000 Kernel 1: 0.025000 Kernel 2: 87.162003 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.005114 1.000000 fi:0.156271. Ave ac:0.009005,0.005089 Initialization: 7.051000 Memcpy Classifiers: 0.408000 Memcpy Instances: 9.924000 Kernel 1: 0.024000 Kernel 2: 86.935997 Copyback: 0.018000 Sum: 0.035000 It 33,Best ac:0.005114 0.960000 fi:0.193179. Ave ac:0.007712,0.004703 Initialization: 21.809999 Memcpy Instances: 471.412994 Memcpy Classifiers: 0.072000 Kernel 1: 0.026000 Kernel 2: 453.576996 Copyback: 0.017000 Sum: 0.013000 Memcpy Classifiers: 0.077000 Kernel 1: 0.017000 Kernel 2: 439.726013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 453.779999 Copyback: 0.022000 Sum: 0.004000 Memcpy Classifiers: 0.074000 Kernel 1: 0.023000 Kernel 2: 462.437012 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 458.260986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 448.001007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 443.992004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 453.585999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 450.993011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 457.114014 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 445.295013 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.068000 Kernel 1: 0.012000 Kernel 2: 448.764008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.017000 Kernel 2: 449.220001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 443.516998 Copyback: 0.019000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 275.910004 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005528 0.898199 fi:0.252546. Ave ac:0.008366,0.029778 Best acc 0.005528 0.898199 Initialization: 6.979000 Memcpy Classifiers: 0.624000 Memcpy Instances: 9.310000 Kernel 1: 0.025000 Kernel 2: 113.815002 Copyback: 0.018000 Sum: 0.034000 Initial population average accuracy1:0.006899 accuracy2:0.283840 Initialization: 6.867000 Memcpy Classifiers: 0.622000 Memcpy Instances: 9.228000 Kernel 1: 0.024000 Kernel 2: 118.323997 Copyback: 0.020000 Sum: 0.048000 It 0,Best ac:0.010443 0.777778 fi:0.320382. Ave ac:0.014404,0.019954 Initialization: 6.954000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.252000 Kernel 1: 0.023000 Kernel 2: 121.033997 Copyback: 0.018000 Sum: 0.036000 It 1,Best ac:0.005753 0.843750 fi:0.255995. Ave ac:0.019898,0.026704 Initialization: 6.914000 Memcpy Classifiers: 0.521000 Memcpy Instances: 9.406000 Kernel 1: 0.022000 Kernel 2: 116.144997 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.004475 0.913043 fi:0.281369. Ave ac:0.017307,0.022615 Initialization: 7.074000 Memcpy Classifiers: 0.483000 Memcpy Instances: 9.441000 Kernel 1: 0.024000 Kernel 2: 113.442001 Copyback: 0.018000 Sum: 0.032000 It 3,Best ac:0.005327 0.892857 fi:0.207032. Ave ac:0.014510,0.017348 Initialization: 6.880000 Memcpy Classifiers: 0.504000 Memcpy Instances: 9.244000 Kernel 1: 0.025000 Kernel 2: 108.259003 Copyback: 0.019000 Sum: 0.035000 It 4,Best ac:0.007245 0.918919 fi:0.180322. Ave ac:0.013854,0.017248 Initialization: 7.047000 Memcpy Classifiers: 0.466000 Memcpy Instances: 9.309000 Kernel 1: 0.023000 Kernel 2: 102.621002 Copyback: 0.018000 Sum: 0.033000 It 5,Best ac:0.007030 0.916667 fi:0.182648. Ave ac:0.011476,0.013807 Initialization: 7.110000 Memcpy Classifiers: 0.517000 Memcpy Instances: 9.718000 Kernel 1: 0.023000 Kernel 2: 99.956001 Copyback: 0.019000 Sum: 0.033000 It 6,Best ac:0.004901 0.958333 fi:0.159357. Ave ac:0.009160,0.009883 Initialization: 6.955000 Memcpy Classifiers: 0.428000 Memcpy Instances: 9.229000 Kernel 1: 0.023000 Kernel 2: 99.540001 Copyback: 0.018000 Sum: 0.035000 It 7,Best ac:0.007246 0.871795 fi:0.227446. Ave ac:0.011278,0.009526 Initialization: 7.090000 Memcpy Classifiers: 0.441000 Memcpy Instances: 9.461000 Kernel 1: 0.023000 Kernel 2: 100.299004 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.007673 1.000000 fi:0.099096. Ave ac:0.011005,0.008814 Initialization: 7.659000 Memcpy Classifiers: 0.444000 Memcpy Instances: 9.297000 Kernel 1: 0.024000 Kernel 2: 101.867996 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.007032 0.916667 fi:0.182648. Ave ac:0.010320,0.009678 Iteration 10:MDL fitness activated Error 0.182648 TL 0.027824 MDL Theory Length Weight: 2.1881429997 (2) Initialization: 6.923000 Memcpy Classifiers: 0.465000 Memcpy Instances: 9.325000 Kernel 1: 0.024000 Kernel 2: 102.002998 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.005114 0.960000 fi:0.203356. Ave ac:0.009101,0.007065 Initialization: 7.035000 Memcpy Classifiers: 0.403000 Memcpy Instances: 9.408000 Kernel 1: 0.024000 Kernel 2: 101.903000 Copyback: 0.018000 Sum: 0.030000 It 11,Best ac:0.004901 1.000000 fi:0.172366. Ave ac:0.010950,0.008637 Initialization: 7.056000 Memcpy Classifiers: 0.405000 Memcpy Instances: 9.715000 Kernel 1: 0.021000 Kernel 2: 96.411003 Copyback: 0.018000 Sum: 0.033000 It 12,Best ac:0.007460 0.972222 fi:0.198782. Ave ac:0.011211,0.007846 Initialization: 6.869000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.338000 Kernel 1: 0.023000 Kernel 2: 98.952003 Copyback: 0.018000 Sum: 0.033000 It 13,Best ac:0.006392 0.967742 fi:0.207132. Ave ac:0.010636,0.007901 Initialization: 6.920000 Memcpy Classifiers: 0.421000 Memcpy Instances: 9.671000 Kernel 1: 0.022000 Kernel 2: 96.679001 Copyback: 0.018000 Sum: 0.035000 It 14,Best ac:0.007032 0.970588 fi:0.190092. Ave ac:0.009089,0.006613 Initialization: 6.899000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.201000 Kernel 1: 0.024000 Kernel 2: 97.378998 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.005327 0.925926 fi:0.237358. Ave ac:0.008604,0.007395 Initialization: 6.925000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.210000 Kernel 1: 0.026000 Kernel 2: 91.794998 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.006392 0.937500 fi:0.204888. Ave ac:0.009395,0.007785 Initialization: 6.903000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.749000 Kernel 1: 0.023000 Kernel 2: 91.515999 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.006607 0.939394 fi:0.221770. Ave ac:0.009202,0.007801 Initialization: 6.828000 Memcpy Classifiers: 0.341000 Memcpy Instances: 10.360000 Kernel 1: 0.022000 Kernel 2: 90.595001 Copyback: 0.018000 Sum: 0.033000 It 18,Best ac:0.011722 0.982143 fi:0.169186. Ave ac:0.012691,0.009038 Initialization: 6.930000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.261000 Kernel 1: 0.023000 Kernel 2: 90.242996 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.005539 1.000000 fi:0.158760. Ave ac:0.010469,0.007942 Initialization: 7.293000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.212000 Kernel 1: 0.024000 Kernel 2: 87.160004 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.005328 1.000000 fi:0.148000. Ave ac:0.008148,0.005690 Initialization: 6.879000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.262000 Kernel 1: 0.024000 Kernel 2: 86.342003 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.006606 1.000000 fi:0.158959. Ave ac:0.009163,0.006550 Initialization: 6.912000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.202000 Kernel 1: 0.024000 Kernel 2: 85.917999 Copyback: 0.018000 Sum: 0.030000 It 22,Best ac:0.004901 1.000000 fi:0.162796. Ave ac:0.008259,0.005521 Initialization: 6.800000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.786000 Kernel 1: 0.024000 Kernel 2: 83.494003 Copyback: 0.018000 Sum: 0.032000 It 23,Best ac:0.006394 0.967742 fi:0.177413. Ave ac:0.007316,0.005678 Initialization: 6.899000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.205000 Kernel 1: 0.025000 Kernel 2: 84.280998 Copyback: 0.371000 Sum: 0.032000 It 24,Best ac:0.005327 1.000000 fi:0.143850. Ave ac:0.008291,0.005297 Initialization: 7.211000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.278000 Kernel 1: 0.023000 Kernel 2: 82.796997 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.008736 0.953488 fi:0.191055. Ave ac:0.008012,0.005845 Initialization: 6.934000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.199000 Kernel 1: 0.023000 Kernel 2: 82.903000 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.007033 1.000000 fi:0.149833. Ave ac:0.008623,0.006426 Initialization: 6.842000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.308000 Kernel 1: 0.024000 Kernel 2: 82.420998 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.008736 0.976190 fi:0.167428. Ave ac:0.008611,0.006879 Initialization: 6.885000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.256000 Kernel 1: 0.024000 Kernel 2: 83.148003 Copyback: 0.018000 Sum: 0.028000 It 28,Best ac:0.007032 0.970588 fi:0.185668. Ave ac:0.007284,0.004821 Initialization: 7.570000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.527000 Kernel 1: 0.022000 Kernel 2: 81.430000 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.007032 0.970588 fi:0.172143. Ave ac:0.008851,0.007423 Initialization: 6.800000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.283000 Kernel 1: 0.025000 Kernel 2: 80.528999 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.005754 1.000000 fi:0.147293. Ave ac:0.008118,0.006521 Initialization: 6.864000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.231000 Kernel 1: 0.024000 Kernel 2: 81.978996 Copyback: 0.018000 Sum: 0.033000 It 31,Best ac:0.006606 1.000000 fi:0.146212. Ave ac:0.006679,0.005104 Initialization: 6.937000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.203000 Kernel 1: 0.025000 Kernel 2: 80.281998 Copyback: 0.018000 Sum: 0.032000 It 32,Best ac:0.005753 0.964286 fi:0.176239. Ave ac:0.008210,0.007353 Initialization: 6.801000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.355000 Kernel 1: 0.025000 Kernel 2: 78.837997 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.004902 1.000000 fi:0.169050. Ave ac:0.007326,0.005277 MDL Theory Length Weight: 1.9693286998 (10) Initialization: 23.281000 Memcpy Instances: 460.200989 Memcpy Classifiers: 0.061000 Kernel 1: 0.029000 Kernel 2: 438.424988 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 453.632996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 438.717987 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.059000 Kernel 1: 0.018000 Kernel 2: 432.009003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 428.899994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 443.941010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.015000 Kernel 2: 436.609009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 456.373993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.012000 Kernel 2: 435.050995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 425.993988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 445.046997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 435.308014 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.012000 Kernel 2: 440.096008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 423.466003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 270.544006 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005038 0.900228 fi:0.236461. Ave ac:0.008212,0.030055 Best acc 0.005038 0.900228 Rule:Att PSSM_-1_20 is [>1.665513]|Att PSSM_0_6 is [<-3.970341]|Att PSSM_1_4 is [<-4.573944]|Att PSSM_3_2 is [-6.830506,2.830506]|Att PSSM_3_7 is [-6.965768,4.322567]|Att PSSM_4_2 is [<-0.036240]|1 Accuracy : 0.703769 0 1 163949 131 69376 1182 Removed 1313 instances. 233325 Instances left. Acc of rule 0.005038-0.900228 Initialization: 6.794000 Memcpy Classifiers: 0.559000 Memcpy Instances: 9.152000 Kernel 1: 0.026000 Kernel 2: 115.933998 Copyback: 0.017000 Sum: 0.030000 Initial population average accuracy1:0.006174 accuracy2:0.285294 Initialization: 6.870000 Memcpy Classifiers: 0.524000 Memcpy Instances: 9.140000 Kernel 1: 0.024000 Kernel 2: 120.206001 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.005358 0.714286 fi:0.385572. Ave ac:0.010700,0.015392 Initialization: 6.825000 Memcpy Classifiers: 0.451000 Memcpy Instances: 10.553000 Kernel 1: 0.026000 Kernel 2: 125.192001 Copyback: 0.018000 Sum: 0.030000 It 1,Best ac:0.006001 0.700000 fi:0.399638. Ave ac:0.015234,0.018516 Initialization: 6.753000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.245000 Kernel 1: 0.026000 Kernel 2: 124.156998 Copyback: 0.017000 Sum: 0.027000 It 2,Best ac:0.007928 0.770833 fi:0.328147. Ave ac:0.013870,0.018763 Initialization: 6.795000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.442000 Kernel 1: 0.024000 Kernel 2: 124.656998 Copyback: 0.017000 Sum: 0.026000 It 3,Best ac:0.004501 0.913043 fi:0.267430. Ave ac:0.015541,0.021460 Initialization: 6.755000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.763000 Kernel 1: 0.025000 Kernel 2: 118.653000 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.006642 0.861111 fi:0.238309. Ave ac:0.013278,0.018203 Initialization: 6.788000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.178000 Kernel 1: 0.026000 Kernel 2: 118.813004 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.004929 0.821429 fi:0.280994. Ave ac:0.013514,0.015688 Initialization: 7.448000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.602000 Kernel 1: 0.026000 Kernel 2: 117.850998 Copyback: 0.020000 Sum: 0.028000 It 6,Best ac:0.004929 0.920000 fi:0.182423. Ave ac:0.011797,0.012070 Initialization: 6.827000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.236000 Kernel 1: 0.025000 Kernel 2: 114.196999 Copyback: 0.017000 Sum: 0.026000 It 7,Best ac:0.005571 0.928571 fi:0.171215. Ave ac:0.009912,0.009588 Initialization: 7.272000 Memcpy Classifiers: 0.458000 Memcpy Instances: 9.235000 Kernel 1: 0.025000 Kernel 2: 110.442001 Copyback: 0.018000 Sum: 0.026000 It 8,Best ac:0.006857 0.842105 fi:0.257241. Ave ac:0.009114,0.008334 Initialization: 6.756000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.232000 Kernel 1: 0.024000 Kernel 2: 104.957001 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.005144 0.960000 fi:0.139931. Ave ac:0.008574,0.007197 Iteration 10:MDL fitness activated Error 0.139931 TL 0.030013 MDL Theory Length Weight: 1.5540970618 (1) Initialization: 6.759000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.827000 Kernel 1: 0.026000 Kernel 2: 105.128998 Copyback: 0.018000 Sum: 0.031000 It 10,Best ac:0.005785 1.000000 fi:0.145755. Ave ac:0.008669,0.006616 Initialization: 6.879000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.146000 Kernel 1: 0.025000 Kernel 2: 103.430000 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.008571 0.952381 fi:0.191087. Ave ac:0.007765,0.005548 Initialization: 6.828000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.471000 Kernel 1: 0.025000 Kernel 2: 101.240997 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.008787 0.953488 fi:0.214886. Ave ac:0.008072,0.005651 Initialization: 6.865000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.232000 Kernel 1: 0.024000 Kernel 2: 102.338997 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.006215 0.966667 fi:0.196012. Ave ac:0.006564,0.004256 Initialization: 6.851000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.144000 Kernel 1: 0.024000 Kernel 2: 100.153999 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.008571 0.952381 fi:0.185785. Ave ac:0.006897,0.005106 Initialization: 6.747000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.587000 Kernel 1: 0.025000 Kernel 2: 100.599998 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.006000 0.933333 fi:0.218351. Ave ac:0.006837,0.005707 Initialization: 6.800000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.215000 Kernel 1: 0.023000 Kernel 2: 97.997002 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.005358 0.961538 fi:0.185597. Ave ac:0.007858,0.005149 Initialization: 6.884000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.228000 Kernel 1: 0.024000 Kernel 2: 97.156998 Copyback: 0.017000 Sum: 0.039000 It 17,Best ac:0.005142 1.000000 fi:0.149112. Ave ac:0.008391,0.005830 Initialization: 6.807000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.738000 Kernel 1: 0.026000 Kernel 2: 93.847000 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.005571 0.962963 fi:0.200233. Ave ac:0.007704,0.006629 Initialization: 6.781000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.185000 Kernel 1: 0.026000 Kernel 2: 91.774002 Copyback: 0.018000 Sum: 0.032000 It 19,Best ac:0.004928 1.000000 fi:0.153662. Ave ac:0.008932,0.006550 MDL Theory Length Weight: 1.3986873557 (11) Initialization: 6.894000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.185000 Kernel 1: 0.025000 Kernel 2: 94.213997 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.006001 1.000000 fi:0.145099. Ave ac:0.008803,0.004681 Initialization: 6.754000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.769000 Kernel 1: 0.024000 Kernel 2: 91.153000 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.006215 1.000000 fi:0.145871. Ave ac:0.007877,0.006338 Initialization: 6.832000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.193000 Kernel 1: 0.026000 Kernel 2: 89.797997 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.006001 0.965517 fi:0.174040. Ave ac:0.007712,0.005621 Initialization: 6.844000 Memcpy Classifiers: 0.369000 Memcpy Instances: 9.224000 Kernel 1: 0.025000 Kernel 2: 90.954002 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.004928 1.000000 fi:0.150902. Ave ac:0.007017,0.005412 Initialization: 6.849000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.192000 Kernel 1: 0.026000 Kernel 2: 90.036003 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.007072 1.000000 fi:0.135250. Ave ac:0.006863,0.005045 Initialization: 6.767000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.488000 Kernel 1: 0.024000 Kernel 2: 90.818001 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.005572 0.928571 fi:0.213763. Ave ac:0.007879,0.006837 Initialization: 6.863000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.212000 Kernel 1: 0.026000 Kernel 2: 91.219002 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.007501 1.000000 fi:0.141489. Ave ac:0.008532,0.006355 Initialization: 7.334000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.181000 Kernel 1: 0.026000 Kernel 2: 90.386002 Copyback: 0.018000 Sum: 0.031000 It 27,Best ac:0.006429 0.967742 fi:0.175021. Ave ac:0.008468,0.005750 Initialization: 6.997000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.180000 Kernel 1: 0.025000 Kernel 2: 90.003998 Copyback: 0.018000 Sum: 0.033000 It 28,Best ac:0.005142 1.000000 fi:0.138537. Ave ac:0.005991,0.003807 Initialization: 6.815000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.182000 Kernel 1: 0.026000 Kernel 2: 91.447998 Copyback: 0.017000 Sum: 0.029000 It 29,Best ac:0.008357 1.000000 fi:0.131969. Ave ac:0.009248,0.005145 Initialization: 6.823000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.178000 Kernel 1: 0.026000 Kernel 2: 92.160004 Copyback: 0.018000 Sum: 0.031000 It 30,Best ac:0.004928 0.958333 fi:0.184348. Ave ac:0.005970,0.003757 Initialization: 6.848000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.158000 Kernel 1: 0.026000 Kernel 2: 95.403000 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.007071 1.000000 fi:0.135138. Ave ac:0.007533,0.004774 Initialization: 6.814000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.285000 Kernel 1: 0.028000 Kernel 2: 92.947998 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.007285 0.944444 fi:0.198747. Ave ac:0.006862,0.004463 Initialization: 6.896000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.164000 Kernel 1: 0.026000 Kernel 2: 93.967003 Copyback: 0.018000 Sum: 0.031000 It 33,Best ac:0.008785 0.976190 fi:0.166344. Ave ac:0.008727,0.006198 Initialization: 21.757000 Memcpy Instances: 462.415009 Memcpy Classifiers: 0.054000 Kernel 1: 0.028000 Kernel 2: 483.789001 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 479.148987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 484.523010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 483.005005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.015000 Kernel 2: 476.449005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 470.700989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 477.826996 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 471.394989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 480.678986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 469.770996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 472.158997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 476.916992 Copyback: 0.023000 Sum: 0.005000 Memcpy Classifiers: 0.053000 Kernel 1: 0.023000 Kernel 2: 488.614014 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 473.781006 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 279.385986 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005499 0.893454 fi:0.242221. Ave ac:0.006863,0.024276 Best acc 0.005499 0.893454 Initialization: 6.981000 Memcpy Classifiers: 0.549000 Memcpy Instances: 9.164000 Kernel 1: 0.026000 Kernel 2: 113.683998 Copyback: 0.017000 Sum: 0.037000 Initial population average accuracy1:0.006110 accuracy2:0.282171 Initialization: 7.309000 Memcpy Classifiers: 0.492000 Memcpy Instances: 9.371000 Kernel 1: 0.024000 Kernel 2: 124.433998 Copyback: 0.017000 Sum: 0.058000 It 0,Best ac:0.006857 0.711111 fi:0.388235. Ave ac:0.013612,0.017290 Initialization: 6.821000 Memcpy Classifiers: 0.437000 Memcpy Instances: 9.381000 Kernel 1: 0.024000 Kernel 2: 123.317001 Copyback: 0.024000 Sum: 0.033000 It 1,Best ac:0.010499 0.742424 fi:0.355677. Ave ac:0.016738,0.019364 Initialization: 7.327000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.163000 Kernel 1: 0.024000 Kernel 2: 120.879997 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.005571 0.866667 fi:0.233119. Ave ac:0.014306,0.015511 Initialization: 7.184000 Memcpy Classifiers: 0.438000 Memcpy Instances: 9.215000 Kernel 1: 0.023000 Kernel 2: 117.986000 Copyback: 0.018000 Sum: 0.032000 It 3,Best ac:0.008573 0.816327 fi:0.282432. Ave ac:0.014970,0.018587 Initialization: 8.660000 Memcpy Classifiers: 0.393000 Memcpy Instances: 9.150000 Kernel 1: 0.023000 Kernel 2: 110.825996 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.005357 0.925926 fi:0.173933. Ave ac:0.010830,0.013560 Initialization: 6.780000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.160000 Kernel 1: 0.025000 Kernel 2: 112.401001 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.005358 0.833333 fi:0.266525. Ave ac:0.012975,0.014830 Initialization: 8.956000 Memcpy Classifiers: 0.356000 Memcpy Instances: 9.213000 Kernel 1: 0.023000 Kernel 2: 113.665001 Copyback: 0.018000 Sum: 0.031000 It 6,Best ac:0.008787 0.854167 fi:0.244518. Ave ac:0.014405,0.014504 Initialization: 6.895000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.154000 Kernel 1: 0.023000 Kernel 2: 110.168999 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.005787 0.900000 fi:0.199711. Ave ac:0.011574,0.011906 Initialization: 6.894000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.146000 Kernel 1: 0.022000 Kernel 2: 111.760002 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.005357 0.892857 fi:0.207002. Ave ac:0.010673,0.011689 Initialization: 6.801000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.172000 Kernel 1: 0.024000 Kernel 2: 115.041000 Copyback: 0.018000 Sum: 0.031000 It 9,Best ac:0.007071 0.891892 fi:0.207381. Ave ac:0.010050,0.009292 Iteration 10:MDL fitness activated Error 0.207381 TL 0.030819 MDL Theory Length Weight: 2.2430157435 (6) Initialization: 6.723000 Memcpy Classifiers: 0.381000 Memcpy Instances: 10.282000 Kernel 1: 0.023000 Kernel 2: 110.967003 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.006000 0.933333 fi:0.228046. Ave ac:0.010025,0.009422 Initialization: 6.835000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.187000 Kernel 1: 0.024000 Kernel 2: 114.495003 Copyback: 0.018000 Sum: 0.030000 It 11,Best ac:0.007499 0.897436 fi:0.266640. Ave ac:0.010181,0.010244 Initialization: 6.824000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.487000 Kernel 1: 0.023000 Kernel 2: 115.823997 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.008144 0.904762 fi:0.234267. Ave ac:0.012375,0.011302 Initialization: 8.051000 Memcpy Classifiers: 0.372000 Memcpy Instances: 9.176000 Kernel 1: 0.024000 Kernel 2: 108.771004 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.007499 0.921053 fi:0.264339. Ave ac:0.011404,0.009591 Initialization: 6.786000 Memcpy Classifiers: 0.342000 Memcpy Instances: 10.273000 Kernel 1: 0.023000 Kernel 2: 105.651001 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.006858 0.941176 fi:0.207579. Ave ac:0.010518,0.009195 Initialization: 6.842000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.609000 Kernel 1: 0.023000 Kernel 2: 106.124001 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.006214 0.935484 fi:0.224093. Ave ac:0.010689,0.009704 Initialization: 6.877000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.149000 Kernel 1: 0.024000 Kernel 2: 105.056000 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.005571 0.928571 fi:0.217918. Ave ac:0.010053,0.007908 Initialization: 6.749000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.247000 Kernel 1: 0.023000 Kernel 2: 101.611000 Copyback: 0.017000 Sum: 0.038000 It 17,Best ac:0.006214 0.966667 fi:0.179603. Ave ac:0.010567,0.010823 Initialization: 6.924000 Memcpy Classifiers: 0.356000 Memcpy Instances: 9.233000 Kernel 1: 0.025000 Kernel 2: 101.699997 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.008144 0.950000 fi:0.209377. Ave ac:0.009659,0.009350 Initialization: 7.964000 Memcpy Classifiers: 0.385000 Memcpy Instances: 9.184000 Kernel 1: 0.023000 Kernel 2: 99.889000 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.007072 0.970588 fi:0.169185. Ave ac:0.009072,0.007432 Initialization: 6.789000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.660000 Kernel 1: 0.023000 Kernel 2: 103.291000 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.006857 0.941176 fi:0.213292. Ave ac:0.010287,0.008828 Initialization: 6.710000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.194000 Kernel 1: 0.024000 Kernel 2: 102.869003 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.005787 0.964286 fi:0.192391. Ave ac:0.008335,0.008538 Initialization: 6.807000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.217000 Kernel 1: 0.023000 Kernel 2: 106.641998 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.004714 0.956522 fi:0.245556. Ave ac:0.008128,0.009238 Initialization: 6.890000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.151000 Kernel 1: 0.025000 Kernel 2: 102.748001 Copyback: 0.018000 Sum: 0.035000 It 23,Best ac:0.006644 1.000000 fi:0.160067. Ave ac:0.009569,0.007621 Initialization: 6.817000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.289000 Kernel 1: 0.025000 Kernel 2: 102.438004 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.005785 0.900000 fi:0.252909. Ave ac:0.008285,0.007199 Initialization: 7.241000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.478000 Kernel 1: 0.024000 Kernel 2: 100.163002 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.006642 0.968750 fi:0.184210. Ave ac:0.011003,0.009104 Initialization: 6.855000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.198000 Kernel 1: 0.025000 Kernel 2: 103.442001 Copyback: 0.018000 Sum: 0.031000 It 26,Best ac:0.007071 0.942857 fi:0.205769. Ave ac:0.008502,0.007782 Initialization: 6.902000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.160000 Kernel 1: 0.023000 Kernel 2: 101.012001 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.005571 0.896552 fi:0.252456. Ave ac:0.009090,0.007479 Initialization: 6.988000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.707000 Kernel 1: 0.023000 Kernel 2: 98.364998 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.005144 1.000000 fi:0.148778. Ave ac:0.009885,0.008623 Initialization: 6.796000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.147000 Kernel 1: 0.025000 Kernel 2: 97.944000 Copyback: 0.018000 Sum: 0.028000 It 29,Best ac:0.005358 1.000000 fi:0.146233. Ave ac:0.009223,0.007390 Initialization: 7.297000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.157000 Kernel 1: 0.026000 Kernel 2: 98.075996 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.005787 0.964286 fi:0.186442. Ave ac:0.009232,0.008038 Initialization: 6.884000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.149000 Kernel 1: 0.024000 Kernel 2: 98.386002 Copyback: 0.371000 Sum: 0.029000 It 31,Best ac:0.004928 0.958333 fi:0.195588. Ave ac:0.007572,0.006947 Initialization: 6.819000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.635000 Kernel 1: 0.025000 Kernel 2: 96.507004 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.008787 0.976190 fi:0.171342. Ave ac:0.012742,0.010083 Initialization: 7.421000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.215000 Kernel 1: 0.025000 Kernel 2: 96.686996 Copyback: 0.018000 Sum: 0.033000 It 33,Best ac:0.005785 1.000000 fi:0.134865. Ave ac:0.011355,0.009711 Initialization: 21.764000 Memcpy Instances: 458.751007 Memcpy Classifiers: 0.051000 Kernel 1: 0.025000 Kernel 2: 475.078003 Copyback: 0.016000 Sum: 0.008000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 479.609009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 481.028015 Copyback: 0.019000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.018000 Kernel 2: 465.487000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 491.084015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 488.734985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 465.257996 Copyback: 0.018000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 497.019989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 466.346008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.012000 Kernel 2: 472.687988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 489.143005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 483.862000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 472.075012 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 476.339996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 287.289001 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005053 0.877885 fi:0.257230. Ave ac:0.010850,0.039445 Best acc 0.005053 0.877885 Rule:Att PSSM_-1_2 is [<-2.828511]|Att PSSM_-1_12 is [<-3.901815]|Att PSSM_0_2 is [<-4.553699]|Att PSSM_0_7 is [<5.529419]|Att PSSM_1_2 is [<-3.387224]|Att PSSM_2_7 is [<-1.834508]|Att PSSM_4_6 is [-5.529887,-0.470113]|1 Accuracy : 0.708585 0 1 163796 284 68093 2465 Removed 1436 instances. 231889 Instances left. Acc of rule 0.005499-0.893454 Initialization: 7.113000 Memcpy Classifiers: 0.525000 Memcpy Instances: 9.133000 Kernel 1: 0.025000 Kernel 2: 111.739998 Copyback: 0.017000 Sum: 0.034000 Initial population average accuracy1:0.006075 accuracy2:0.276145 Initialization: 7.031000 Memcpy Classifiers: 0.490000 Memcpy Instances: 9.123000 Kernel 1: 0.024000 Kernel 2: 120.402000 Copyback: 0.018000 Sum: 0.033000 It 0,Best ac:0.006037 0.622222 fi:0.477378. Ave ac:0.010989,0.014464 Initialization: 6.800000 Memcpy Classifiers: 0.495000 Memcpy Instances: 9.105000 Kernel 1: 0.023000 Kernel 2: 122.510002 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.007978 0.740000 fi:0.358928. Ave ac:0.014018,0.017652 Initialization: 6.738000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.163000 Kernel 1: 0.026000 Kernel 2: 124.367996 Copyback: 0.018000 Sum: 0.029000 It 2,Best ac:0.007115 0.702128 fi:0.397099. Ave ac:0.015740,0.017895 Initialization: 6.549000 Memcpy Classifiers: 0.539000 Memcpy Instances: 9.600000 Kernel 1: 0.025000 Kernel 2: 117.557999 Copyback: 0.018000 Sum: 0.026000 It 3,Best ac:0.007546 0.777778 fi:0.321300. Ave ac:0.014214,0.016011 Initialization: 6.629000 Memcpy Classifiers: 0.529000 Memcpy Instances: 9.080000 Kernel 1: 0.026000 Kernel 2: 115.103996 Copyback: 0.018000 Sum: 0.026000 It 4,Best ac:0.006900 0.780488 fi:0.318814. Ave ac:0.014512,0.015610 Initialization: 6.703000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.116000 Kernel 1: 0.024000 Kernel 2: 115.458000 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.007978 0.770833 fi:0.328095. Ave ac:0.013228,0.013316 Initialization: 6.745000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.181000 Kernel 1: 0.027000 Kernel 2: 114.110001 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.005390 0.862069 fi:0.237755. Ave ac:0.013860,0.011657 Initialization: 6.745000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.149000 Kernel 1: 0.024000 Kernel 2: 115.249001 Copyback: 0.018000 Sum: 0.028000 It 7,Best ac:0.006253 0.828571 fi:0.270954. Ave ac:0.011889,0.012870 Initialization: 6.714000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.588000 Kernel 1: 0.025000 Kernel 2: 113.167000 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.005390 0.925926 fi:0.173898. Ave ac:0.011112,0.012500 Initialization: 6.702000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.251000 Kernel 1: 0.025000 Kernel 2: 112.906998 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.007978 0.902439 fi:0.196489. Ave ac:0.011828,0.010581 Iteration 10:MDL fitness activated Error 0.196489 TL 0.041993 MDL Theory Length Weight: 1.5597075914 (2) Initialization: 6.694000 Memcpy Classifiers: 0.542000 Memcpy Instances: 9.107000 Kernel 1: 0.026000 Kernel 2: 108.496002 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.005823 0.870968 fi:0.292171. Ave ac:0.009707,0.009351 Initialization: 6.782000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.080000 Kernel 1: 0.027000 Kernel 2: 110.088997 Copyback: 0.018000 Sum: 0.028000 It 11,Best ac:0.005821 0.900000 fi:0.246156. Ave ac:0.010910,0.012041 Initialization: 6.741000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.121000 Kernel 1: 0.026000 Kernel 2: 108.012001 Copyback: 0.018000 Sum: 0.029000 It 12,Best ac:0.005390 0.961538 fi:0.185081. Ave ac:0.010947,0.009909 Initialization: 6.751000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.149000 Kernel 1: 0.026000 Kernel 2: 108.635002 Copyback: 0.016000 Sum: 0.030000 It 13,Best ac:0.005390 0.925926 fi:0.220380. Ave ac:0.011086,0.012581 Initialization: 6.728000 Memcpy Classifiers: 0.423000 Memcpy Instances: 9.578000 Kernel 1: 0.023000 Kernel 2: 103.236000 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.004959 0.920000 fi:0.251395. Ave ac:0.011211,0.010126 Initialization: 6.741000 Memcpy Classifiers: 0.911000 Memcpy Instances: 9.108000 Kernel 1: 0.026000 Kernel 2: 106.880997 Copyback: 0.018000 Sum: 0.033000 It 15,Best ac:0.008409 0.886364 fi:0.256112. Ave ac:0.011620,0.011374 Initialization: 6.761000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.078000 Kernel 1: 0.026000 Kernel 2: 104.161003 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.008624 0.888889 fi:0.254152. Ave ac:0.013000,0.013142 Initialization: 6.781000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.552000 Kernel 1: 0.025000 Kernel 2: 103.277000 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.009702 0.882353 fi:0.256430. Ave ac:0.010680,0.009686 Initialization: 6.704000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.146000 Kernel 1: 0.024000 Kernel 2: 101.794998 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.004959 0.958333 fi:0.198208. Ave ac:0.011987,0.010065 Initialization: 7.350000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.323000 Kernel 1: 0.025000 Kernel 2: 99.264999 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.007115 0.970588 fi:0.182529. Ave ac:0.011430,0.011635 Initialization: 6.728000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.126000 Kernel 1: 0.024000 Kernel 2: 95.536003 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.006684 0.885714 fi:0.251913. Ave ac:0.012081,0.013158 Initialization: 6.788000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.104000 Kernel 1: 0.023000 Kernel 2: 94.985001 Copyback: 0.018000 Sum: 0.035000 It 21,Best ac:0.006254 0.935484 fi:0.205739. Ave ac:0.011265,0.011658 Initialization: 6.729000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.107000 Kernel 1: 0.025000 Kernel 2: 90.264000 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.004959 0.958333 fi:0.174529. Ave ac:0.012565,0.012444 Initialization: 6.652000 Memcpy Classifiers: 0.351000 Memcpy Instances: 10.536000 Kernel 1: 0.024000 Kernel 2: 90.219002 Copyback: 0.018000 Sum: 0.033000 It 23,Best ac:0.005390 1.000000 fi:0.138197. Ave ac:0.011481,0.010185 Initialization: 6.813000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.147000 Kernel 1: 0.025000 Kernel 2: 87.290001 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.006468 0.937500 fi:0.200217. Ave ac:0.010253,0.010016 Initialization: 6.779000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.585000 Kernel 1: 0.026000 Kernel 2: 87.320000 Copyback: 0.018000 Sum: 0.035000 It 25,Best ac:0.008193 0.904762 fi:0.241579. Ave ac:0.009241,0.010185 Initialization: 6.773000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.131000 Kernel 1: 0.025000 Kernel 2: 89.632004 Copyback: 0.019000 Sum: 0.033000 It 26,Best ac:0.006468 0.909091 fi:0.234821. Ave ac:0.010511,0.009438 Initialization: 6.768000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.184000 Kernel 1: 0.026000 Kernel 2: 91.808998 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.005606 0.962963 fi:0.181515. Ave ac:0.010301,0.012252 Initialization: 6.765000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.137000 Kernel 1: 0.026000 Kernel 2: 94.475998 Copyback: 0.018000 Sum: 0.031000 It 28,Best ac:0.009702 1.000000 fi:0.136355. Ave ac:0.010812,0.010486 Initialization: 6.790000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.142000 Kernel 1: 0.024000 Kernel 2: 93.346001 Copyback: 0.018000 Sum: 0.034000 It 29,Best ac:0.006037 0.965517 fi:0.186236. Ave ac:0.010028,0.009059 Initialization: 6.701000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.135000 Kernel 1: 0.028000 Kernel 2: 91.707001 Copyback: 0.019000 Sum: 0.034000 It 30,Best ac:0.006253 0.935484 fi:0.205125. Ave ac:0.010781,0.013138 Initialization: 6.744000 Memcpy Classifiers: 0.339000 Memcpy Instances: 9.590000 Kernel 1: 0.025000 Kernel 2: 90.361000 Copyback: 0.372000 Sum: 0.033000 It 31,Best ac:0.007117 0.942857 fi:0.199852. Ave ac:0.009309,0.009026 Initialization: 6.765000 Memcpy Classifiers: 0.359000 Memcpy Instances: 9.673000 Kernel 1: 0.026000 Kernel 2: 93.767998 Copyback: 0.018000 Sum: 0.035000 It 32,Best ac:0.005176 0.960000 fi:0.173400. Ave ac:0.010461,0.010802 Initialization: 6.687000 Memcpy Classifiers: 0.356000 Memcpy Instances: 9.105000 Kernel 1: 0.025000 Kernel 2: 89.317001 Copyback: 0.018000 Sum: 0.034000 It 33,Best ac:0.007765 0.972973 fi:0.175491. Ave ac:0.009619,0.007987 Initialization: 23.257000 Memcpy Instances: 457.132996 Memcpy Classifiers: 0.063000 Kernel 1: 0.027000 Kernel 2: 489.871002 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 483.997986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 490.147003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.017000 Kernel 2: 484.864014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 492.054993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 478.981995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 479.953003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 491.602997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 475.932007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 487.920013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 488.037994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 484.971985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 500.230988 Copyback: 0.366000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 472.506989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.013000 Kernel 2: 190.613998 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.008163 0.835393 fi:0.301496. Ave ac:0.008920,0.032043 Best acc 0.008163 0.835393 Initialization: 6.824000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.576000 Kernel 1: 0.027000 Kernel 2: 112.445000 Copyback: 0.019000 Sum: 0.032000 Initial population average accuracy1:0.005639 accuracy2:0.281434 Initialization: 6.784000 Memcpy Classifiers: 0.524000 Memcpy Instances: 9.101000 Kernel 1: 0.024000 Kernel 2: 115.289001 Copyback: 0.017000 Sum: 0.058000 It 0,Best ac:0.007115 0.673469 fi:0.425758. Ave ac:0.011992,0.016707 Initialization: 6.738000 Memcpy Classifiers: 0.468000 Memcpy Instances: 10.272000 Kernel 1: 0.023000 Kernel 2: 118.434998 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.004743 0.709677 fi:0.416011. Ave ac:0.016589,0.020084 Initialization: 6.747000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.105000 Kernel 1: 0.024000 Kernel 2: 119.095001 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.005177 0.774194 fi:0.325704. Ave ac:0.018019,0.023922 Initialization: 6.781000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.941000 Kernel 1: 0.024000 Kernel 2: 118.339996 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.007331 0.790698 fi:0.308455. Ave ac:0.015431,0.019289 Initialization: 6.879000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.225000 Kernel 1: 0.023000 Kernel 2: 113.222000 Copyback: 0.018000 Sum: 0.029000 It 4,Best ac:0.005390 0.781250 fi:0.318574. Ave ac:0.012267,0.013889 Initialization: 6.822000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.714000 Kernel 1: 0.023000 Kernel 2: 113.891998 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.005390 0.781250 fi:0.318574. Ave ac:0.013490,0.017940 Initialization: 6.810000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.211000 Kernel 1: 0.023000 Kernel 2: 109.531998 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.010781 0.862069 fi:0.235889. Ave ac:0.014018,0.016784 Initialization: 6.813000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.089000 Kernel 1: 0.024000 Kernel 2: 105.706001 Copyback: 0.018000 Sum: 0.035000 It 7,Best ac:0.006684 0.885714 fi:0.213662. Ave ac:0.011110,0.009829 Initialization: 6.736000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.104000 Kernel 1: 0.022000 Kernel 2: 107.821999 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.005607 0.962963 fi:0.136787. Ave ac:0.013383,0.011573 Initialization: 8.005000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.119000 Kernel 1: 0.024000 Kernel 2: 104.295998 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.005821 0.931034 fi:0.168640. Ave ac:0.010594,0.011410 Iteration 10:MDL fitness activated Error 0.168640 TL 0.031137 MDL Theory Length Weight: 1.8053678080 (2) Initialization: 6.761000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.133000 Kernel 1: 0.023000 Kernel 2: 103.574997 Copyback: 0.020000 Sum: 0.032000 It 10,Best ac:0.006684 0.885714 fi:0.261889. Ave ac:0.010653,0.010675 Initialization: 6.786000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.115000 Kernel 1: 0.024000 Kernel 2: 98.635002 Copyback: 0.018000 Sum: 0.033000 It 11,Best ac:0.006468 0.909091 fi:0.245762. Ave ac:0.009977,0.009257 Initialization: 6.830000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.142000 Kernel 1: 0.023000 Kernel 2: 97.901001 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.009487 0.956522 fi:0.192844. Ave ac:0.010624,0.008147 Initialization: 6.857000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.117000 Kernel 1: 0.025000 Kernel 2: 97.098999 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.006468 0.937500 fi:0.214753. Ave ac:0.008685,0.006872 Initialization: 6.736000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.116000 Kernel 1: 0.025000 Kernel 2: 96.221001 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.005821 0.964286 fi:0.176141. Ave ac:0.009167,0.007206 Initialization: 6.764000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.193000 Kernel 1: 0.024000 Kernel 2: 95.712997 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.007978 0.925000 fi:0.217552. Ave ac:0.007466,0.006232 Initialization: 6.759000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.088000 Kernel 1: 0.024000 Kernel 2: 96.566002 Copyback: 0.018000 Sum: 0.033000 It 16,Best ac:0.005390 0.925926 fi:0.219258. Ave ac:0.007698,0.005837 Initialization: 6.714000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.164000 Kernel 1: 0.023000 Kernel 2: 97.804001 Copyback: 0.018000 Sum: 0.039000 It 17,Best ac:0.005176 0.923077 fi:0.232920. Ave ac:0.009139,0.008181 Initialization: 6.873000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.213000 Kernel 1: 0.025000 Kernel 2: 96.167999 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.005390 1.000000 fi:0.142234. Ave ac:0.009329,0.008084 Initialization: 7.285000 Memcpy Classifiers: 0.324000 Memcpy Instances: 9.093000 Kernel 1: 0.024000 Kernel 2: 94.022003 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.005175 0.960000 fi:0.196982. Ave ac:0.007877,0.007315 Initialization: 6.739000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.126000 Kernel 1: 0.025000 Kernel 2: 94.500000 Copyback: 0.018000 Sum: 0.032000 It 20,Best ac:0.005391 0.925926 fi:0.220958. Ave ac:0.007808,0.007198 Initialization: 6.747000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.090000 Kernel 1: 0.024000 Kernel 2: 92.719002 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.005606 1.000000 fi:0.146471. Ave ac:0.009167,0.009690 Initialization: 6.832000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.080000 Kernel 1: 0.026000 Kernel 2: 93.155998 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.006468 0.882353 fi:0.264114. Ave ac:0.008611,0.007355 Initialization: 6.878000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.077000 Kernel 1: 0.024000 Kernel 2: 93.940002 Copyback: 0.018000 Sum: 0.033000 It 23,Best ac:0.005391 1.000000 fi:0.140575. Ave ac:0.009736,0.007636 Initialization: 6.808000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.201000 Kernel 1: 0.025000 Kernel 2: 88.646004 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.004959 1.000000 fi:0.148431. Ave ac:0.009192,0.007094 Initialization: 7.368000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.945000 Kernel 1: 0.024000 Kernel 2: 90.528000 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.007117 0.916667 fi:0.227623. Ave ac:0.006389,0.004508 Initialization: 6.760000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.122000 Kernel 1: 0.025000 Kernel 2: 87.848999 Copyback: 0.018000 Sum: 0.029000 It 26,Best ac:0.005175 0.923077 fi:0.228897. Ave ac:0.007071,0.006751 Initialization: 7.940000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.460000 Kernel 1: 0.025000 Kernel 2: 86.815002 Copyback: 0.018000 Sum: 0.029000 It 27,Best ac:0.005821 0.870968 fi:0.275619. Ave ac:0.006167,0.004699 Initialization: 6.706000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.103000 Kernel 1: 0.025000 Kernel 2: 88.487999 Copyback: 0.018000 Sum: 0.027000 It 28,Best ac:0.006253 0.966667 fi:0.177417. Ave ac:0.008235,0.006944 Initialization: 6.732000 Memcpy Classifiers: 0.333000 Memcpy Instances: 9.176000 Kernel 1: 0.028000 Kernel 2: 88.099998 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.006468 0.967742 fi:0.182616. Ave ac:0.009425,0.007882 Initialization: 6.707000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.084000 Kernel 1: 0.025000 Kernel 2: 89.389999 Copyback: 0.018000 Sum: 0.032000 It 30,Best ac:0.006037 0.965517 fi:0.183609. Ave ac:0.007794,0.005899 Initialization: 6.839000 Memcpy Classifiers: 0.348000 Memcpy Instances: 9.120000 Kernel 1: 0.028000 Kernel 2: 87.350998 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.007115 0.891892 fi:0.249229. Ave ac:0.006141,0.005110 Initialization: 6.996000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.098000 Kernel 1: 0.026000 Kernel 2: 88.294998 Copyback: 0.018000 Sum: 0.031000 It 32,Best ac:0.005390 0.961538 fi:0.188414. Ave ac:0.007799,0.006219 MDL Theory Length Weight: 1.6248310272 (10) Initialization: 6.833000 Memcpy Classifiers: 0.352000 Memcpy Instances: 10.525000 Kernel 1: 0.023000 Kernel 2: 89.880997 Copyback: 0.373000 Sum: 0.032000 It 33,Best ac:0.005821 1.000000 fi:0.142488. Ave ac:0.007918,0.004685 Initialization: 22.042000 Memcpy Instances: 457.927002 Memcpy Classifiers: 0.054000 Kernel 1: 0.028000 Kernel 2: 447.261993 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 456.350006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 461.907990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 462.355011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 455.614990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 472.053986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 459.627014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 465.428986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 457.799011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 456.713013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 465.703003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 466.247986 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 462.072998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 462.854004 Copyback: 0.365000 Sum: 0.003000 Memcpy Classifiers: 0.049000 Kernel 1: 0.017000 Kernel 2: 187.658005 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.005416 0.842953 fi:0.299675. Ave ac:0.006825,0.024079 Best acc 0.005416 0.842953 Rule:Att PSSM_-2_6 is [<-0.572069]|Att PSSM_0_6 is [<4.726444]|Att PSSM_0_9 is [<-4.143219]|Att PSSM_0_10 is [-0.829284,6.285073]|Att PSSM_1_12 is [-6.076975,-1.923025]|Att PSSM_2_15 is [<3.811408]|Att PSSM_3_4 is [<-2.133424]|Att PSSM_4_7 is [<-1.794602]|Att PSSM_4_19 is [<6.993231]|1 Accuracy : 0.712941 0 1 163562 518 66837 3721 Removed 1490 instances. 230399 Instances left. Acc of rule 0.005416-0.842953 Initialization: 6.781000 Memcpy Classifiers: 0.525000 Memcpy Instances: 9.012000 Kernel 1: 0.025000 Kernel 2: 113.310997 Copyback: 0.018000 Sum: 0.033000 Initial population average accuracy1:0.005412 accuracy2:0.271917 Initialization: 6.663000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.248000 Kernel 1: 0.024000 Kernel 2: 133.867004 Copyback: 0.018000 Sum: 0.053000 It 0,Best ac:0.004557 0.656250 fi:0.493575. Ave ac:0.011914,0.017573 Initialization: 6.791000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.023000 Kernel 1: 0.026000 Kernel 2: 136.753006 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.005425 0.657895 fi:0.441895. Ave ac:0.016055,0.020865 Initialization: 6.792000 Memcpy Classifiers: 0.524000 Memcpy Instances: 9.058000 Kernel 1: 0.026000 Kernel 2: 136.889999 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.009332 0.741379 fi:0.357041. Ave ac:0.016820,0.018602 Initialization: 6.747000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.028000 Kernel 1: 0.025000 Kernel 2: 122.103996 Copyback: 0.018000 Sum: 0.028000 It 3,Best ac:0.004990 0.821429 fi:0.278513. Ave ac:0.017466,0.021684 Initialization: 6.691000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.055000 Kernel 1: 0.025000 Kernel 2: 121.528999 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.005207 0.800000 fi:0.299865. Ave ac:0.013820,0.014984 Initialization: 6.661000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.063000 Kernel 1: 0.024000 Kernel 2: 134.063004 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.005425 0.833333 fi:0.266456. Ave ac:0.012719,0.014052 Initialization: 6.722000 Memcpy Classifiers: 0.415000 Memcpy Instances: 10.165000 Kernel 1: 0.025000 Kernel 2: 130.895996 Copyback: 0.018000 Sum: 0.028000 It 6,Best ac:0.007378 0.894737 fi:0.204368. Ave ac:0.012196,0.012988 Initialization: 6.741000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.015000 Kernel 1: 0.027000 Kernel 2: 134.128998 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.005642 0.812500 fi:0.287213. Ave ac:0.009510,0.011218 Initialization: 6.694000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.015000 Kernel 1: 0.023000 Kernel 2: 122.098000 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.008031 0.860465 fi:0.238409. Ave ac:0.011023,0.012112 Initialization: 6.712000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.046000 Kernel 1: 0.023000 Kernel 2: 130.057007 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.004774 0.880000 fi:0.229341. Ave ac:0.009748,0.013064 Iteration 10:MDL fitness activated Error 0.229341 TL 0.027218 MDL Theory Length Weight: 2.8086631123 (4) Initialization: 6.636000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.058000 Kernel 1: 0.024000 Kernel 2: 131.774994 Copyback: 0.018000 Sum: 0.033000 It 10,Best ac:0.005425 0.925926 fi:0.266134. Ave ac:0.008467,0.009922 Initialization: 6.781000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.068000 Kernel 1: 0.024000 Kernel 2: 131.406998 Copyback: 0.018000 Sum: 0.031000 It 11,Best ac:0.004774 0.880000 fi:0.323276. Ave ac:0.008762,0.012068 Initialization: 6.763000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.041000 Kernel 1: 0.025000 Kernel 2: 128.875000 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.004557 0.954545 fi:0.298891. Ave ac:0.009253,0.014447 Initialization: 6.680000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.038000 Kernel 1: 0.023000 Kernel 2: 124.250999 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.005208 0.800000 fi:0.363031. Ave ac:0.009224,0.013232 Initialization: 6.788000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.028000 Kernel 1: 0.025000 Kernel 2: 116.070000 Copyback: 0.017000 Sum: 0.040000 It 14,Best ac:0.004991 0.920000 fi:0.261356. Ave ac:0.011352,0.015070 Initialization: 6.790000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.019000 Kernel 1: 0.024000 Kernel 2: 113.892998 Copyback: 0.017000 Sum: 0.041000 It 15,Best ac:0.005425 0.892857 fi:0.281386. Ave ac:0.011980,0.013860 Initialization: 6.678000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.164000 Kernel 1: 0.025000 Kernel 2: 112.119003 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.008898 0.820000 fi:0.328149. Ave ac:0.011223,0.016610 Initialization: 6.964000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.026000 Kernel 1: 0.023000 Kernel 2: 101.783997 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.007595 0.945946 fi:0.206988. Ave ac:0.013734,0.019702 Initialization: 6.620000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.543000 Kernel 1: 0.026000 Kernel 2: 94.309998 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.004990 0.920000 fi:0.224157. Ave ac:0.011690,0.016523 Initialization: 7.161000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.182000 Kernel 1: 0.024000 Kernel 2: 103.203003 Copyback: 0.018000 Sum: 0.032000 It 19,Best ac:0.006293 0.906250 fi:0.255463. Ave ac:0.009799,0.020782 Initialization: 6.733000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.016000 Kernel 1: 0.026000 Kernel 2: 95.096001 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.006509 1.000000 fi:0.158633. Ave ac:0.012454,0.020076 Initialization: 6.706000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.097000 Kernel 1: 0.026000 Kernel 2: 103.841003 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.005859 0.931034 fi:0.216343. Ave ac:0.009623,0.014849 Initialization: 6.702000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.063000 Kernel 1: 0.024000 Kernel 2: 93.247002 Copyback: 0.018000 Sum: 0.037000 It 22,Best ac:0.006512 0.909091 fi:0.245530. Ave ac:0.008823,0.012044 Initialization: 7.575000 Memcpy Classifiers: 0.286000 Memcpy Instances: 11.657000 Kernel 1: 0.024000 Kernel 2: 93.123001 Copyback: 0.017000 Sum: 0.038000 It 23,Best ac:0.010419 0.872727 fi:0.276067. Ave ac:0.009356,0.011311 Initialization: 6.685000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.699000 Kernel 1: 0.022000 Kernel 2: 93.780998 Copyback: 0.018000 Sum: 0.031000 It 24,Best ac:0.004990 0.884615 fi:0.270540. Ave ac:0.007577,0.009980 Initialization: 6.721000 Memcpy Classifiers: 0.384000 Memcpy Instances: 9.546000 Kernel 1: 0.023000 Kernel 2: 92.070999 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.004992 0.920000 fi:0.236213. Ave ac:0.008918,0.009768 Initialization: 6.620000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.146000 Kernel 1: 0.026000 Kernel 2: 104.598999 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.005208 0.923077 fi:0.234035. Ave ac:0.009701,0.010678 Initialization: 6.783000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.021000 Kernel 1: 0.025000 Kernel 2: 107.153999 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.005208 0.923077 fi:0.226490. Ave ac:0.008789,0.009034 Initialization: 6.710000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.041000 Kernel 1: 0.024000 Kernel 2: 93.117996 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.005424 0.862069 fi:0.285459. Ave ac:0.008299,0.011174 Initialization: 6.697000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.473000 Kernel 1: 0.024000 Kernel 2: 103.699997 Copyback: 0.019000 Sum: 0.027000 It 29,Best ac:0.005425 0.892857 fi:0.253792. Ave ac:0.008501,0.009216 MDL Theory Length Weight: 2.5277968011 (10) Initialization: 6.946000 Memcpy Classifiers: 0.304000 Memcpy Instances: 20.701000 Kernel 1: 0.024000 Kernel 2: 90.499001 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.004992 0.920000 fi:0.221794. Ave ac:0.009233,0.013940 Initialization: 6.793000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.512000 Kernel 1: 0.024000 Kernel 2: 104.616997 Copyback: 0.020000 Sum: 0.025000 It 31,Best ac:0.005425 0.961538 fi:0.192354. Ave ac:0.010283,0.015435 Initialization: 6.807000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.016000 Kernel 1: 0.024000 Kernel 2: 104.528999 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.004991 0.958333 fi:0.187550. Ave ac:0.008718,0.011175 Initialization: 6.739000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.159000 Kernel 1: 0.025000 Kernel 2: 106.191002 Copyback: 0.018000 Sum: 0.027000 It 33,Best ac:0.004991 0.920000 fi:0.222115. Ave ac:0.009201,0.012532 Initialization: 22.183001 Memcpy Instances: 453.787994 Memcpy Classifiers: 0.054000 Kernel 1: 0.029000 Kernel 2: 463.205994 Copyback: 0.016000 Sum: 0.008000 Memcpy Classifiers: 0.051000 Kernel 1: 0.015000 Kernel 2: 479.153015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 461.614990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 461.218994 Copyback: 0.021000 Sum: 0.003000 Memcpy Classifiers: 0.052000 Kernel 1: 0.021000 Kernel 2: 470.958008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 461.065002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 476.963989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 458.690002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 462.694000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 459.799988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 458.304993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 445.589996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 454.783997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 460.147003 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.012000 Kernel 2: 183.214005 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004835 0.789511 fi:0.353451. Ave ac:0.009509,0.036322 Best acc 0.004835 0.789511 Initialization: 6.702000 Memcpy Classifiers: 0.523000 Memcpy Instances: 9.034000 Kernel 1: 0.025000 Kernel 2: 111.446999 Copyback: 0.017000 Sum: 0.033000 Initial population average accuracy1:0.006310 accuracy2:0.281356 Initialization: 6.772000 Memcpy Classifiers: 0.472000 Memcpy Instances: 9.019000 Kernel 1: 0.024000 Kernel 2: 127.848000 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.007378 0.596491 fi:0.502614. Ave ac:0.013731,0.021499 Initialization: 7.634000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.055000 Kernel 1: 0.023000 Kernel 2: 130.432007 Copyback: 0.017000 Sum: 0.026000 It 1,Best ac:0.012153 0.658824 fi:0.438608. Ave ac:0.015118,0.017335 Initialization: 6.783000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.085000 Kernel 1: 0.023000 Kernel 2: 117.793999 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.008462 0.696429 fi:0.402296. Ave ac:0.018014,0.019662 Initialization: 6.640000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.030000 Kernel 1: 0.025000 Kernel 2: 109.489998 Copyback: 0.018000 Sum: 0.032000 It 3,Best ac:0.005209 0.774194 fi:0.325671. Ave ac:0.018054,0.019401 Initialization: 6.968000 Memcpy Classifiers: 0.717000 Memcpy Instances: 9.074000 Kernel 1: 0.024000 Kernel 2: 114.526001 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.004991 0.821429 fi:0.278512. Ave ac:0.020442,0.023695 Initialization: 6.803000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.028000 Kernel 1: 0.024000 Kernel 2: 94.274002 Copyback: 0.017000 Sum: 0.037000 It 5,Best ac:0.016489 0.808511 fi:0.287400. Ave ac:0.016550,0.016868 Initialization: 6.791000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.014000 Kernel 1: 0.024000 Kernel 2: 110.802002 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.006293 0.878788 fi:0.220697. Ave ac:0.016799,0.016999 Initialization: 6.693000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.070000 Kernel 1: 0.023000 Kernel 2: 100.431000 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.005207 0.923077 fi:0.176789. Ave ac:0.013930,0.015230 Initialization: 6.799000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.011000 Kernel 1: 0.026000 Kernel 2: 117.255997 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.004991 0.851852 fi:0.248090. Ave ac:0.011689,0.013386 Initialization: 6.838000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.046000 Kernel 1: 0.024000 Kernel 2: 119.364998 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.007161 0.891892 fi:0.207289. Ave ac:0.010720,0.013622 Iteration 10:MDL fitness activated Error 0.207289 TL 0.042825 MDL Theory Length Weight: 1.6134531091 (3) Initialization: 6.771000 Memcpy Classifiers: 0.383000 Memcpy Instances: 9.014000 Kernel 1: 0.025000 Kernel 2: 122.679001 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.006076 0.965517 fi:0.198072. Ave ac:0.011917,0.013110 Initialization: 6.773000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.020000 Kernel 1: 0.025000 Kernel 2: 120.394997 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.005208 0.923077 fi:0.227084. Ave ac:0.010768,0.011448 Initialization: 6.716000 Memcpy Classifiers: 0.387000 Memcpy Instances: 9.075000 Kernel 1: 0.024000 Kernel 2: 107.503998 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.005427 0.961538 fi:0.198155. Ave ac:0.010942,0.010431 Initialization: 6.675000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.063000 Kernel 1: 0.024000 Kernel 2: 121.094002 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.005642 0.962963 fi:0.184022. Ave ac:0.011112,0.010462 Initialization: 6.673000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.100000 Kernel 1: 0.024000 Kernel 2: 121.425003 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.007161 0.942857 fi:0.211919. Ave ac:0.010874,0.009181 Initialization: 6.714000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.051000 Kernel 1: 0.025000 Kernel 2: 106.894997 Copyback: 0.025000 Sum: 0.035000 It 15,Best ac:0.006292 1.000000 fi:0.169864. Ave ac:0.010620,0.009243 Initialization: 6.756000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.151000 Kernel 1: 0.026000 Kernel 2: 120.665001 Copyback: 0.018000 Sum: 0.027000 It 16,Best ac:0.005425 0.961538 fi:0.175599. Ave ac:0.008662,0.007346 Initialization: 7.285000 Memcpy Classifiers: 0.402000 Memcpy Instances: 9.030000 Kernel 1: 0.024000 Kernel 2: 103.829002 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.011499 0.963636 fi:0.187945. Ave ac:0.009682,0.006931 Initialization: 6.841000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.524000 Kernel 1: 0.024000 Kernel 2: 115.417999 Copyback: 0.018000 Sum: 0.028000 It 18,Best ac:0.005208 0.960000 fi:0.208962. Ave ac:0.008513,0.005897 Initialization: 6.667000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.088000 Kernel 1: 0.023000 Kernel 2: 117.862000 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.004774 1.000000 fi:0.153282. Ave ac:0.008694,0.006627 Initialization: 6.748000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.027000 Kernel 1: 0.025000 Kernel 2: 100.709000 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.007163 0.970588 fi:0.174148. Ave ac:0.007328,0.004840 Initialization: 7.836000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.490000 Kernel 1: 0.023000 Kernel 2: 112.130997 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.005208 0.960000 fi:0.185169. Ave ac:0.007678,0.005674 Initialization: 6.651000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.066000 Kernel 1: 0.023000 Kernel 2: 111.859001 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.006293 0.966667 fi:0.173315. Ave ac:0.008289,0.005704 Initialization: 6.786000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.064000 Kernel 1: 0.024000 Kernel 2: 96.758003 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.007163 0.916667 fi:0.231230. Ave ac:0.008433,0.006082 Initialization: 6.726000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.048000 Kernel 1: 0.025000 Kernel 2: 94.407997 Copyback: 0.018000 Sum: 0.032000 It 24,Best ac:0.005424 0.961538 fi:0.178748. Ave ac:0.007425,0.005283 Initialization: 6.674000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.523000 Kernel 1: 0.024000 Kernel 2: 98.962997 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.007814 0.947368 fi:0.197473. Ave ac:0.008073,0.005617 Initialization: 7.467000 Memcpy Classifiers: 0.383000 Memcpy Instances: 9.051000 Kernel 1: 0.023000 Kernel 2: 107.748001 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.007378 0.894737 fi:0.259367. Ave ac:0.007813,0.006375 Initialization: 6.808000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.032000 Kernel 1: 0.025000 Kernel 2: 101.916000 Copyback: 0.018000 Sum: 0.030000 It 27,Best ac:0.005641 0.962963 fi:0.184993. Ave ac:0.010408,0.007296 Initialization: 6.721000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.105000 Kernel 1: 0.024000 Kernel 2: 117.686996 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.004991 0.958333 fi:0.205975. Ave ac:0.010492,0.007630 MDL Theory Length Weight: 1.4521077982 (10) Initialization: 7.259000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.140000 Kernel 1: 0.026000 Kernel 2: 116.885002 Copyback: 0.018000 Sum: 0.027000 It 29,Best ac:0.005425 0.925926 fi:0.230851. Ave ac:0.007493,0.005390 Initialization: 6.783000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.198000 Kernel 1: 0.026000 Kernel 2: 115.963997 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.006076 1.000000 fi:0.146458. Ave ac:0.009657,0.005953 Initialization: 6.747000 Memcpy Classifiers: 0.343000 Memcpy Instances: 9.041000 Kernel 1: 0.024000 Kernel 2: 111.950996 Copyback: 0.018000 Sum: 0.028000 It 31,Best ac:0.006944 0.941176 fi:0.199624. Ave ac:0.008187,0.005533 Initialization: 6.718000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.140000 Kernel 1: 0.024000 Kernel 2: 115.499001 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.007161 0.942857 fi:0.209890. Ave ac:0.008406,0.005552 Initialization: 6.815000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.058000 Kernel 1: 0.026000 Kernel 2: 112.050003 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.008681 0.975610 fi:0.159049. Ave ac:0.009033,0.005511 Initialization: 22.304001 Memcpy Instances: 459.574005 Memcpy Classifiers: 0.065000 Kernel 1: 0.030000 Kernel 2: 521.801025 Copyback: 0.016000 Sum: 0.009000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 542.000977 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 525.065979 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 520.091980 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 529.289978 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 516.039001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 543.296021 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.012000 Kernel 2: 526.862976 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 522.468018 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 516.231995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.012000 Kernel 2: 537.416016 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.017000 Kernel 2: 523.304016 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 539.573975 Copyback: 0.367000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 531.275024 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.013000 Kernel 2: 218.330994 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005156 0.844950 fi:0.301832. Ave ac:0.007989,0.027876 Best acc 0.005156 0.844950 Rule:Att PSSM_-4_13 is [<1.129025]|Att PSSM_-1_12 is [-5.537874,-2.699934]|Att PSSM_0_4 is [-7.802434,1.115948]|Att PSSM_0_12 is [<-3.923733]|Att PSSM_1_7 is [<3.101028]|Att PSSM_1_11 is [-3.498189,6.530746]|Att PSSM_1_15 is [<-1.074800]|Att PSSM_2_17 is [<-0.733461]|Att PSSM_2_20 is [<6.339720]|Att PSSM_3_12 is [<-1.851532]|Att PSSM_4_6 is [<-1.384980]|1 Accuracy : 0.717075 0 1 163344 736 65649 4909 Removed 1406 instances. 228993 Instances left. Acc of rule 0.005156-0.844950 Initialization: 6.814000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.964000 Kernel 1: 0.025000 Kernel 2: 109.616997 Copyback: 0.017000 Sum: 0.032000 Initial population average accuracy1:0.005302 accuracy2:0.286007 Initialization: 6.678000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.968000 Kernel 1: 0.025000 Kernel 2: 118.346001 Copyback: 0.017000 Sum: 0.061000 It 0,Best ac:0.006114 0.622222 fi:0.477300. Ave ac:0.012201,0.017580 Initialization: 6.824000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.975000 Kernel 1: 0.024000 Kernel 2: 117.274002 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.006550 0.666667 fi:0.432701. Ave ac:0.014114,0.017009 Initialization: 7.801000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.987000 Kernel 1: 0.024000 Kernel 2: 115.855003 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.013319 0.734940 fi:0.362027. Ave ac:0.015533,0.018150 Initialization: 7.389000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.957000 Kernel 1: 0.024000 Kernel 2: 119.920998 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.004803 0.785714 fi:0.314273. Ave ac:0.015122,0.016809 Initialization: 8.851000 Memcpy Classifiers: 0.499000 Memcpy Instances: 8.963000 Kernel 1: 0.025000 Kernel 2: 121.792000 Copyback: 0.018000 Sum: 0.031000 It 4,Best ac:0.007860 0.837209 fi:0.261693. Ave ac:0.013401,0.015281 Initialization: 6.741000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.072000 Kernel 1: 0.025000 Kernel 2: 123.457001 Copyback: 0.018000 Sum: 0.028000 It 5,Best ac:0.005022 0.793103 fi:0.306806. Ave ac:0.014617,0.015591 Initialization: 6.736000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.100000 Kernel 1: 0.024000 Kernel 2: 127.119003 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.008299 0.883721 fi:0.215027. Ave ac:0.015623,0.017204 Initialization: 6.660000 Memcpy Classifiers: 0.919000 Memcpy Instances: 8.970000 Kernel 1: 0.026000 Kernel 2: 127.747002 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.005895 0.900000 fi:0.199600. Ave ac:0.013097,0.011665 Initialization: 6.613000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.748000 Kernel 1: 0.024000 Kernel 2: 130.085007 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.006332 0.828571 fi:0.270873. Ave ac:0.012317,0.011389 Initialization: 6.836000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.966000 Kernel 1: 0.025000 Kernel 2: 127.178001 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.005022 0.884615 fi:0.215294. Ave ac:0.010839,0.009040 Iteration 10:MDL fitness activated Error 0.215294 TL 0.030946 MDL Theory Length Weight: 2.3190161359 (3) Initialization: 6.761000 Memcpy Classifiers: 0.474000 Memcpy Instances: 8.983000 Kernel 1: 0.025000 Kernel 2: 123.917999 Copyback: 0.018000 Sum: 0.028000 It 10,Best ac:0.005240 0.923077 fi:0.262477. Ave ac:0.010794,0.008143 Initialization: 8.755000 Memcpy Classifiers: 0.490000 Memcpy Instances: 8.990000 Kernel 1: 0.025000 Kernel 2: 123.109001 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.005677 0.866667 fi:0.304775. Ave ac:0.012477,0.012293 Initialization: 6.700000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.949000 Kernel 1: 0.026000 Kernel 2: 115.816002 Copyback: 0.018000 Sum: 0.035000 It 12,Best ac:0.006332 0.935484 fi:0.245977. Ave ac:0.011220,0.010905 Initialization: 6.696000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.668000 Kernel 1: 0.025000 Kernel 2: 109.628998 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.004367 1.000000 fi:0.255301. Ave ac:0.010467,0.009442 Initialization: 6.659000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.049000 Kernel 1: 0.025000 Kernel 2: 109.642998 Copyback: 0.018000 Sum: 0.029000 It 14,Best ac:0.004803 0.956522 fi:0.214179. Ave ac:0.008873,0.008674 Initialization: 6.598000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.019000 Kernel 1: 0.024000 Kernel 2: 109.150002 Copyback: 0.018000 Sum: 0.033000 It 15,Best ac:0.008080 0.860465 fi:0.303949. Ave ac:0.010377,0.009541 Initialization: 6.779000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.954000 Kernel 1: 0.025000 Kernel 2: 109.016998 Copyback: 0.018000 Sum: 0.030000 It 16,Best ac:0.004805 0.880000 fi:0.281255. Ave ac:0.010215,0.008933 Initialization: 6.685000 Memcpy Classifiers: 0.412000 Memcpy Instances: 9.024000 Kernel 1: 0.025000 Kernel 2: 106.192001 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.005895 0.870968 fi:0.284947. Ave ac:0.009868,0.008659 Initialization: 6.700000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.979000 Kernel 1: 0.026000 Kernel 2: 109.970001 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.006114 0.965517 fi:0.213188. Ave ac:0.011236,0.011356 Initialization: 6.671000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.008000 Kernel 1: 0.026000 Kernel 2: 108.428001 Copyback: 0.018000 Sum: 0.027000 It 19,Best ac:0.004803 0.956522 fi:0.206885. Ave ac:0.008495,0.006871 Initialization: 6.685000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.026000 Kernel 1: 0.025000 Kernel 2: 104.127998 Copyback: 0.018000 Sum: 0.030000 It 20,Best ac:0.005459 1.000000 fi:0.166865. Ave ac:0.009271,0.009625 Initialization: 6.729000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.978000 Kernel 1: 0.026000 Kernel 2: 101.412003 Copyback: 0.018000 Sum: 0.034000 It 21,Best ac:0.004803 0.956522 fi:0.228255. Ave ac:0.008541,0.007611 Initialization: 6.592000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.511000 Kernel 1: 0.026000 Kernel 2: 103.997002 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.007642 0.897436 fi:0.254979. Ave ac:0.010028,0.007826 Initialization: 6.631000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.267000 Kernel 1: 0.024000 Kernel 2: 102.433998 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.005677 0.896552 fi:0.254220. Ave ac:0.009696,0.008702 Initialization: 6.684000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.987000 Kernel 1: 0.025000 Kernel 2: 99.942001 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.006987 0.941176 fi:0.228093. Ave ac:0.008765,0.006990 Initialization: 6.658000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.986000 Kernel 1: 0.024000 Kernel 2: 100.549004 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.005241 0.960000 fi:0.206026. Ave ac:0.010513,0.008628 Initialization: 6.612000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.960000 Kernel 1: 0.026000 Kernel 2: 99.021004 Copyback: 0.018000 Sum: 0.030000 It 26,Best ac:0.006552 0.937500 fi:0.244849. Ave ac:0.007780,0.006142 Initialization: 7.335000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.985000 Kernel 1: 0.025000 Kernel 2: 95.844002 Copyback: 0.018000 Sum: 0.030000 It 27,Best ac:0.007860 0.923077 fi:0.232416. Ave ac:0.009497,0.009093 Initialization: 6.645000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.018000 Kernel 1: 0.032000 Kernel 2: 97.041000 Copyback: 0.371000 Sum: 0.033000 It 28,Best ac:0.006114 0.903226 fi:0.258012. Ave ac:0.009536,0.008196 Initialization: 6.726000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.984000 Kernel 1: 0.025000 Kernel 2: 98.793999 Copyback: 0.018000 Sum: 0.033000 It 29,Best ac:0.004805 1.000000 fi:0.167698. Ave ac:0.009047,0.007499 MDL Theory Length Weight: 2.0871145223 (10) Initialization: 6.857000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.053000 Kernel 1: 0.025000 Kernel 2: 95.114998 Copyback: 0.018000 Sum: 0.029000 It 30,Best ac:0.005677 0.962963 fi:0.207269. Ave ac:0.007350,0.005267 Initialization: 6.656000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.444000 Kernel 1: 0.024000 Kernel 2: 94.467003 Copyback: 0.018000 Sum: 0.030000 It 31,Best ac:0.006114 0.933333 fi:0.231862. Ave ac:0.009045,0.006293 Initialization: 6.691000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.915000 Kernel 1: 0.024000 Kernel 2: 95.360001 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.005678 0.962963 fi:0.179693. Ave ac:0.007441,0.005308 Initialization: 6.716000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.980000 Kernel 1: 0.026000 Kernel 2: 92.556000 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.006769 0.939394 fi:0.218686. Ave ac:0.009077,0.006059 Initialization: 23.916000 Memcpy Instances: 454.184998 Memcpy Classifiers: 0.066000 Kernel 1: 0.027000 Kernel 2: 478.891998 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 495.968994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 484.519012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 499.520996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 486.533997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 496.265991 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 471.076996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 488.031006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 482.105011 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 483.255005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 486.035004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 470.235992 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 497.902008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 456.367004 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004799 0.842791 fi:0.318138. Ave ac:0.008171,0.028783 Best acc 0.004799 0.842791 Initialization: 6.710000 Memcpy Classifiers: 0.632000 Memcpy Instances: 9.032000 Kernel 1: 0.024000 Kernel 2: 110.018997 Copyback: 0.017000 Sum: 0.034000 Initial population average accuracy1:0.005537 accuracy2:0.279215 Initialization: 6.804000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.676000 Kernel 1: 0.024000 Kernel 2: 122.286003 Copyback: 0.017000 Sum: 0.058000 It 0,Best ac:0.007205 0.660000 fi:0.439135. Ave ac:0.011753,0.019734 Initialization: 6.762000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.971000 Kernel 1: 0.025000 Kernel 2: 122.391998 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.012664 0.637363 fi:0.459836. Ave ac:0.016492,0.022032 Initialization: 6.711000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.011000 Kernel 1: 0.026000 Kernel 2: 124.224998 Copyback: 0.018000 Sum: 0.028000 It 2,Best ac:0.006114 0.736842 fi:0.362680. Ave ac:0.016339,0.021798 Initialization: 6.709000 Memcpy Classifiers: 0.526000 Memcpy Instances: 8.961000 Kernel 1: 0.026000 Kernel 2: 122.277000 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.007205 0.717391 fi:0.381744. Ave ac:0.016098,0.022414 Initialization: 6.735000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.461000 Kernel 1: 0.025000 Kernel 2: 121.035004 Copyback: 0.018000 Sum: 0.028000 It 4,Best ac:0.006332 0.763158 fi:0.336287. Ave ac:0.013678,0.015252 Initialization: 6.624000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.000000 Kernel 1: 0.025000 Kernel 2: 120.925003 Copyback: 0.018000 Sum: 0.028000 It 5,Best ac:0.004585 0.777778 fi:0.356507. Ave ac:0.014134,0.013623 Initialization: 6.718000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.003000 Kernel 1: 0.027000 Kernel 2: 119.222000 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.006988 0.820513 fi:0.278700. Ave ac:0.014008,0.016364 Initialization: 6.692000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.988000 Kernel 1: 0.024000 Kernel 2: 117.191002 Copyback: 0.018000 Sum: 0.032000 It 7,Best ac:0.006550 0.789474 fi:0.309894. Ave ac:0.014757,0.016184 Initialization: 6.807000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.963000 Kernel 1: 0.026000 Kernel 2: 114.893997 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.005459 0.892857 fi:0.206897. Ave ac:0.012706,0.015145 Initialization: 6.708000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.021000 Kernel 1: 0.025000 Kernel 2: 116.244003 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.005240 1.000000 fi:0.099832. Ave ac:0.012610,0.012698 Iteration 10:MDL fitness activated Error 0.099832 TL 0.044564 MDL Theory Length Weight: 0.7467351458 (1) Initialization: 7.505000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.959000 Kernel 1: 0.024000 Kernel 2: 110.281998 Copyback: 0.018000 Sum: 0.033000 It 10,Best ac:0.007642 0.921053 fi:0.201365. Ave ac:0.011620,0.012654 Initialization: 6.726000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.083000 Kernel 1: 0.024000 Kernel 2: 108.443001 Copyback: 0.021000 Sum: 0.031000 It 11,Best ac:0.005460 1.000000 fi:0.128352. Ave ac:0.010707,0.011791 Initialization: 6.661000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.014000 Kernel 1: 0.023000 Kernel 2: 108.412003 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.005895 0.870968 fi:0.253547. Ave ac:0.010575,0.011326 Initialization: 6.748000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.036000 Kernel 1: 0.022000 Kernel 2: 105.038002 Copyback: 0.018000 Sum: 0.035000 It 13,Best ac:0.004803 1.000000 fi:0.130297. Ave ac:0.010655,0.010529 Initialization: 6.625000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.001000 Kernel 1: 0.025000 Kernel 2: 105.077003 Copyback: 0.020000 Sum: 0.033000 It 14,Best ac:0.004585 1.000000 fi:0.161317. Ave ac:0.009493,0.009450 Initialization: 6.763000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.951000 Kernel 1: 0.024000 Kernel 2: 106.396004 Copyback: 0.017000 Sum: 0.027000 It 15,Best ac:0.004803 0.956522 fi:0.175819. Ave ac:0.009741,0.008726 Initialization: 6.704000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.605000 Kernel 1: 0.025000 Kernel 2: 107.223999 Copyback: 0.018000 Sum: 0.028000 It 16,Best ac:0.005677 0.896552 fi:0.233132. Ave ac:0.008990,0.007501 Initialization: 6.719000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.091000 Kernel 1: 0.026000 Kernel 2: 106.212997 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.004803 0.916667 fi:0.210915. Ave ac:0.008464,0.009668 Initialization: 6.684000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.992000 Kernel 1: 0.025000 Kernel 2: 107.633003 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.006115 0.965517 fi:0.162896. Ave ac:0.008279,0.006899 Initialization: 6.791000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.964000 Kernel 1: 0.026000 Kernel 2: 105.274002 Copyback: 0.018000 Sum: 0.028000 It 19,Best ac:0.005677 0.962963 fi:0.162440. Ave ac:0.007223,0.005836 Initialization: 6.674000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.958000 Kernel 1: 0.025000 Kernel 2: 108.500000 Copyback: 0.018000 Sum: 0.027000 It 20,Best ac:0.008079 0.925000 fi:0.201328. Ave ac:0.007385,0.005635 MDL Theory Length Weight: 0.6720616312 (10) Initialization: 6.657000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.973000 Kernel 1: 0.025000 Kernel 2: 110.788002 Copyback: 0.018000 Sum: 0.035000 It 21,Best ac:0.009607 0.956522 fi:0.166743. Ave ac:0.008559,0.006829 Initialization: 6.642000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.016000 Kernel 1: 0.026000 Kernel 2: 111.242996 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.005895 0.900000 fi:0.222679. Ave ac:0.008577,0.006974 Initialization: 6.760000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.024000 Kernel 1: 0.024000 Kernel 2: 111.306000 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.006333 0.906250 fi:0.217663. Ave ac:0.008257,0.006343 Initialization: 7.814000 Memcpy Classifiers: 0.384000 Memcpy Instances: 8.964000 Kernel 1: 0.025000 Kernel 2: 108.127998 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.005459 0.961538 fi:0.161574. Ave ac:0.010946,0.010878 Initialization: 6.774000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.009000 Kernel 1: 0.026000 Kernel 2: 106.778000 Copyback: 0.025000 Sum: 0.040000 It 25,Best ac:0.005240 0.960000 fi:0.165751. Ave ac:0.010023,0.008297 Initialization: 7.229000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.997000 Kernel 1: 0.025000 Kernel 2: 107.207001 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.004803 0.956522 fi:0.161575. Ave ac:0.007841,0.006990 Initialization: 6.605000 Memcpy Classifiers: 0.408000 Memcpy Instances: 9.063000 Kernel 1: 0.025000 Kernel 2: 107.523003 Copyback: 0.018000 Sum: 0.027000 It 27,Best ac:0.006114 0.933333 fi:0.188799. Ave ac:0.008362,0.006977 Initialization: 6.708000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.461000 Kernel 1: 0.026000 Kernel 2: 108.017998 Copyback: 0.018000 Sum: 0.030000 It 28,Best ac:0.005677 0.962963 fi:0.160539. Ave ac:0.009350,0.006301 Initialization: 6.667000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.126000 Kernel 1: 0.025000 Kernel 2: 106.401001 Copyback: 0.369000 Sum: 0.030000 It 29,Best ac:0.005459 0.925926 fi:0.197709. Ave ac:0.008008,0.009233 Initialization: 6.671000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.988000 Kernel 1: 0.027000 Kernel 2: 105.644997 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.005677 0.928571 fi:0.189215. Ave ac:0.008426,0.006941 Initialization: 6.693000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.836000 Kernel 1: 0.026000 Kernel 2: 105.412003 Copyback: 0.018000 Sum: 0.034000 It 31,Best ac:0.008079 0.902439 fi:0.219888. Ave ac:0.008211,0.006671 Initialization: 6.702000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.996000 Kernel 1: 0.025000 Kernel 2: 112.224998 Copyback: 0.018000 Sum: 0.032000 It 32,Best ac:0.004805 1.000000 fi:0.122456. Ave ac:0.007734,0.006128 Initialization: 6.624000 Memcpy Classifiers: 0.880000 Memcpy Instances: 8.965000 Kernel 1: 0.026000 Kernel 2: 107.540001 Copyback: 0.018000 Sum: 0.035000 It 33,Best ac:0.004805 0.956522 fi:0.167290. Ave ac:0.007774,0.007753 Initialization: 22.464001 Memcpy Instances: 454.747009 Memcpy Classifiers: 0.068000 Kernel 1: 0.026000 Kernel 2: 515.916016 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 522.181030 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.068000 Kernel 1: 0.017000 Kernel 2: 511.333008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 512.401978 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 522.689026 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 520.622986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 508.237000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 516.931030 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 517.038025 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 507.092987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 522.137024 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 524.203003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.800000 Kernel 1: 0.014000 Kernel 2: 517.122009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 482.127014 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005398 0.808901 fi:0.313486. Ave ac:0.007908,0.027618 Best acc 0.005398 0.808901 Rule:Att PSSM_-3_11 is [-4.221285,5.427904]|Att PSSM_-1_7 is [<-0.299484]|Att PSSM_-1_19 is [>-6.822940]|Att PSSM_0_1 is [>-1.870510]|Att PSSM_0_2 is [<-3.710197]|Att PSSM_0_11 is [-3.862110,3.862110]|Att PSSM_0_20 is [1.929252,5.690238]|Att PSSM_1_7 is [<-0.177544]|Att PSSM_1_12 is [<-2.414193]|Att PSSM_1_15 is [-6.663899,2.068309]|Att PSSM_2_6 is [<2.445556]|1 Accuracy : 0.720885 0 1 163139 941 64550 6008 Removed 1304 instances. 227689 Instances left. Acc of rule 0.004799-0.842791 Initialization: 6.780000 Memcpy Classifiers: 0.558000 Memcpy Instances: 9.040000 Kernel 1: 0.025000 Kernel 2: 111.128998 Copyback: 0.017000 Sum: 0.032000 Initial population average accuracy1:0.006615 accuracy2:0.270427 Initialization: 6.607000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.992000 Kernel 1: 0.026000 Kernel 2: 115.192001 Copyback: 0.017000 Sum: 0.062000 It 0,Best ac:0.012297 0.622222 fi:0.475058. Ave ac:0.013441,0.019080 Initialization: 6.696000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.945000 Kernel 1: 0.024000 Kernel 2: 120.958000 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.007468 0.693878 fi:0.405135. Ave ac:0.018421,0.021868 Initialization: 6.680000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.772000 Kernel 1: 0.024000 Kernel 2: 117.472000 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.004831 0.758621 fi:0.341337. Ave ac:0.017753,0.018347 Initialization: 6.682000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.922000 Kernel 1: 0.025000 Kernel 2: 113.319000 Copyback: 0.018000 Sum: 0.030000 It 3,Best ac:0.013614 0.765432 fi:0.331375. Ave ac:0.016729,0.017458 Initialization: 6.703000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.905000 Kernel 1: 0.027000 Kernel 2: 110.054001 Copyback: 0.020000 Sum: 0.029000 It 4,Best ac:0.006588 0.750000 fi:0.349328. Ave ac:0.016154,0.016329 Initialization: 6.562000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.016000 Kernel 1: 0.025000 Kernel 2: 108.834999 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.007246 0.767442 fi:0.331650. Ave ac:0.014170,0.015246 Initialization: 6.672000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.872000 Kernel 1: 0.025000 Kernel 2: 105.195999 Copyback: 0.018000 Sum: 0.031000 It 6,Best ac:0.006368 0.805556 fi:0.293851. Ave ac:0.013674,0.016559 Initialization: 7.040000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.944000 Kernel 1: 0.023000 Kernel 2: 102.725998 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.010101 0.821429 fi:0.276639. Ave ac:0.012762,0.015111 Initialization: 6.614000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.967000 Kernel 1: 0.023000 Kernel 2: 97.882004 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.005051 0.920000 fi:0.179879. Ave ac:0.011926,0.014553 Initialization: 6.642000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.915000 Kernel 1: 0.025000 Kernel 2: 96.343002 Copyback: 0.022000 Sum: 0.035000 It 9,Best ac:0.006148 0.903226 fi:0.196260. Ave ac:0.009225,0.010784 Iteration 10:MDL fitness activated Error 0.196260 TL 0.035099 MDL Theory Length Weight: 1.8638395242 (2) Initialization: 6.567000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.957000 Kernel 1: 0.023000 Kernel 2: 92.761002 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.004611 0.875000 fi:0.295165. Ave ac:0.011953,0.017591 Initialization: 6.704000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.895000 Kernel 1: 0.026000 Kernel 2: 91.967003 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.008783 0.851064 fi:0.277910. Ave ac:0.011281,0.018965 Initialization: 6.624000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.956000 Kernel 1: 0.024000 Kernel 2: 92.497002 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.005491 0.925926 fi:0.218072. Ave ac:0.015271,0.019001 Initialization: 6.617000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.999000 Kernel 1: 0.025000 Kernel 2: 86.971001 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.008344 0.844444 fi:0.287360. Ave ac:0.014509,0.023302 Initialization: 6.675000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.914000 Kernel 1: 0.025000 Kernel 2: 88.651001 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.005052 0.958333 fi:0.184688. Ave ac:0.014071,0.020660 Initialization: 6.654000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.963000 Kernel 1: 0.023000 Kernel 2: 85.823997 Copyback: 0.018000 Sum: 0.031000 It 15,Best ac:0.006148 1.000000 fi:0.139695. Ave ac:0.014864,0.025753 Initialization: 6.779000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.898000 Kernel 1: 0.024000 Kernel 2: 84.722000 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.007466 0.850000 fi:0.280141. Ave ac:0.013812,0.022617 Initialization: 6.622000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.935000 Kernel 1: 0.023000 Kernel 2: 87.268997 Copyback: 0.018000 Sum: 0.028000 It 17,Best ac:0.007028 0.914286 fi:0.218621. Ave ac:0.015682,0.023868 Initialization: 6.669000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.427000 Kernel 1: 0.024000 Kernel 2: 84.775002 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.004611 0.954545 fi:0.205953. Ave ac:0.012403,0.021953 Initialization: 7.639000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.226000 Kernel 1: 0.023000 Kernel 2: 83.500000 Copyback: 0.018000 Sum: 0.029000 It 19,Best ac:0.005709 0.962963 fi:0.170345. Ave ac:0.011055,0.020980 Initialization: 6.712000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.923000 Kernel 1: 0.024000 Kernel 2: 83.434998 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.005929 1.000000 fi:0.134598. Ave ac:0.009283,0.012682 Initialization: 6.668000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.904000 Kernel 1: 0.024000 Kernel 2: 85.115997 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.007028 0.914286 fi:0.218313. Ave ac:0.009863,0.013123 Initialization: 6.637000 Memcpy Classifiers: 0.359000 Memcpy Instances: 8.926000 Kernel 1: 0.024000 Kernel 2: 83.023003 Copyback: 0.018000 Sum: 0.031000 It 22,Best ac:0.004831 1.000000 fi:0.145029. Ave ac:0.009351,0.010611 Initialization: 6.613000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.939000 Kernel 1: 0.024000 Kernel 2: 81.680000 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.005051 0.920000 fi:0.206333. Ave ac:0.006952,0.007431 Initialization: 6.695000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.994000 Kernel 1: 0.024000 Kernel 2: 81.606003 Copyback: 0.018000 Sum: 0.027000 It 24,Best ac:0.005709 0.928571 fi:0.209438. Ave ac:0.008800,0.008802 Initialization: 6.703000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.929000 Kernel 1: 0.024000 Kernel 2: 81.524002 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.004831 0.916667 fi:0.222922. Ave ac:0.009107,0.009559 Initialization: 6.649000 Memcpy Classifiers: 0.248000 Memcpy Instances: 8.889000 Kernel 1: 0.026000 Kernel 2: 82.177002 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.005491 0.961538 fi:0.161517. Ave ac:0.008315,0.015822 Initialization: 6.681000 Memcpy Classifiers: 0.245000 Memcpy Instances: 9.008000 Kernel 1: 0.022000 Kernel 2: 82.051003 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.004612 0.954545 fi:0.193583. Ave ac:0.007179,0.010897 Initialization: 6.618000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.908000 Kernel 1: 0.023000 Kernel 2: 81.526001 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.005052 0.920000 fi:0.213616. Ave ac:0.008757,0.015684 Initialization: 6.778000 Memcpy Classifiers: 0.501000 Memcpy Instances: 8.905000 Kernel 1: 0.022000 Kernel 2: 79.238998 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.007027 0.888889 fi:0.247452. Ave ac:0.009715,0.011244 MDL Theory Length Weight: 1.6774555718 (10) Initialization: 6.775000 Memcpy Classifiers: 0.247000 Memcpy Instances: 10.986000 Kernel 1: 0.022000 Kernel 2: 80.601997 Copyback: 0.018000 Sum: 0.021000 It 30,Best ac:0.005051 1.000000 fi:0.125405. Ave ac:0.009531,0.013862 Initialization: 6.689000 Memcpy Classifiers: 0.248000 Memcpy Instances: 8.975000 Kernel 1: 0.024000 Kernel 2: 80.050003 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.005929 0.870968 fi:0.258157. Ave ac:0.009891,0.018323 Initialization: 6.643000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.392000 Kernel 1: 0.021000 Kernel 2: 80.260002 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.006368 0.906250 fi:0.216965. Ave ac:0.010893,0.012685 Initialization: 6.680000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.898000 Kernel 1: 0.023000 Kernel 2: 79.264000 Copyback: 0.018000 Sum: 0.023000 It 33,Best ac:0.005051 0.884615 fi:0.245291. Ave ac:0.009118,0.012760 Initialization: 24.349001 Memcpy Instances: 450.777008 Memcpy Classifiers: 0.052000 Kernel 1: 0.025000 Kernel 2: 423.234985 Copyback: 0.015000 Sum: 0.009000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 432.062012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 433.540009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 430.501007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 435.481995 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 431.800995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 420.583008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 434.407013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 436.891998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 422.734009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 428.291992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 426.299011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 431.571014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.012000 Kernel 2: 216.309998 Copyback: 0.369000 Sum: 0.000000 It 34,Best ac:0.005903 0.813559 fi:0.311750. Ave ac:0.007781,0.027434 Best acc 0.005903 0.813559 Initialization: 6.688000 Memcpy Classifiers: 0.525000 Memcpy Instances: 8.984000 Kernel 1: 0.025000 Kernel 2: 111.722000 Copyback: 0.025000 Sum: 0.040000 Initial population average accuracy1:0.005823 accuracy2:0.269823 Initialization: 6.945000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.977000 Kernel 1: 0.025000 Kernel 2: 115.572998 Copyback: 0.017000 Sum: 0.027000 It 0,Best ac:0.005270 0.648649 fi:0.451152. Ave ac:0.012147,0.017461 Initialization: 6.673000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.910000 Kernel 1: 0.024000 Kernel 2: 117.683998 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.007246 0.687500 fi:0.411591. Ave ac:0.015668,0.019355 Initialization: 6.734000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.895000 Kernel 1: 0.024000 Kernel 2: 122.988998 Copyback: 0.018000 Sum: 0.029000 It 2,Best ac:0.006809 0.775000 fi:0.324249. Ave ac:0.015390,0.019803 Initialization: 6.677000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.016000 Kernel 1: 0.023000 Kernel 2: 121.556000 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.004611 0.807692 fi:0.311840. Ave ac:0.012706,0.015700 Initialization: 6.577000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.550000 Kernel 1: 0.024000 Kernel 2: 126.239998 Copyback: 0.018000 Sum: 0.026000 It 4,Best ac:0.005491 0.806452 fi:0.293270. Ave ac:0.012014,0.012735 Initialization: 6.646000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.913000 Kernel 1: 0.025000 Kernel 2: 123.899002 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.006148 0.823529 fi:0.275956. Ave ac:0.012556,0.012431 Initialization: 6.649000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.902000 Kernel 1: 0.025000 Kernel 2: 120.049004 Copyback: 0.018000 Sum: 0.034000 It 6,Best ac:0.009662 0.771930 fi:0.326295. Ave ac:0.013279,0.012877 Initialization: 6.683000 Memcpy Classifiers: 0.445000 Memcpy Instances: 9.388000 Kernel 1: 0.025000 Kernel 2: 118.819000 Copyback: 0.018000 Sum: 0.030000 It 7,Best ac:0.005270 0.827586 fi:0.272214. Ave ac:0.012900,0.012651 Initialization: 6.637000 Memcpy Classifiers: 0.443000 Memcpy Instances: 8.936000 Kernel 1: 0.025000 Kernel 2: 115.237999 Copyback: 0.017000 Sum: 0.026000 It 8,Best ac:0.005930 0.843750 fi:0.255814. Ave ac:0.013886,0.013892 Initialization: 6.705000 Memcpy Classifiers: 0.475000 Memcpy Instances: 8.940000 Kernel 1: 0.024000 Kernel 2: 108.853996 Copyback: 0.017000 Sum: 0.027000 It 9,Best ac:0.006807 0.885714 fi:0.213535. Ave ac:0.012054,0.012249 Iteration 10:MDL fitness activated Error 0.213535 TL 0.034801 MDL Theory Length Weight: 2.0452848276 (1) Initialization: 6.655000 Memcpy Classifiers: 0.420000 Memcpy Instances: 8.929000 Kernel 1: 0.024000 Kernel 2: 107.698997 Copyback: 0.018000 Sum: 0.028000 It 10,Best ac:0.007246 0.891892 fi:0.266912. Ave ac:0.011044,0.010717 Initialization: 6.753000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.902000 Kernel 1: 0.024000 Kernel 2: 103.800003 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.007246 0.916667 fi:0.261321. Ave ac:0.010929,0.011509 Initialization: 6.618000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.680000 Kernel 1: 0.023000 Kernel 2: 100.918999 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.004831 0.956522 fi:0.214336. Ave ac:0.010554,0.011147 Initialization: 6.668000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.896000 Kernel 1: 0.025000 Kernel 2: 97.893997 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.005490 0.925926 fi:0.243040. Ave ac:0.010422,0.010444 Initialization: 6.748000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.132000 Kernel 1: 0.024000 Kernel 2: 97.209999 Copyback: 0.018000 Sum: 0.030000 It 14,Best ac:0.006148 0.875000 fi:0.288394. Ave ac:0.010070,0.009324 Initialization: 6.967000 Memcpy Classifiers: 0.574000 Memcpy Instances: 8.904000 Kernel 1: 0.024000 Kernel 2: 96.735001 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.008127 0.880952 fi:0.292396. Ave ac:0.010414,0.009683 Initialization: 6.731000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.955000 Kernel 1: 0.024000 Kernel 2: 95.790001 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.006150 0.903226 fi:0.266180. Ave ac:0.009747,0.010734 Initialization: 6.686000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.000000 Kernel 1: 0.025000 Kernel 2: 95.085999 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.005491 0.961538 fi:0.202490. Ave ac:0.010842,0.012116 Initialization: 6.848000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.951000 Kernel 1: 0.023000 Kernel 2: 95.580002 Copyback: 0.017000 Sum: 0.036000 It 18,Best ac:0.012739 0.805556 fi:0.330758. Ave ac:0.011523,0.012469 Initialization: 6.703000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.912000 Kernel 1: 0.026000 Kernel 2: 92.665001 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.006588 0.882353 fi:0.281712. Ave ac:0.008905,0.008272 Initialization: 6.761000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.903000 Kernel 1: 0.024000 Kernel 2: 92.414001 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.005051 1.000000 fi:0.171730. Ave ac:0.010378,0.011058 Initialization: 6.669000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.362000 Kernel 1: 0.025000 Kernel 2: 90.447998 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.004393 0.952381 fi:0.270676. Ave ac:0.008153,0.007588 Initialization: 6.659000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.471000 Kernel 1: 0.025000 Kernel 2: 88.877998 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.007905 0.878049 fi:0.293118. Ave ac:0.008060,0.008322 Initialization: 7.050000 Memcpy Classifiers: 0.367000 Memcpy Instances: 8.905000 Kernel 1: 0.025000 Kernel 2: 89.069000 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.007246 0.891892 fi:0.277530. Ave ac:0.009119,0.008442 Initialization: 6.696000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.911000 Kernel 1: 0.024000 Kernel 2: 89.683998 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.005051 0.958333 fi:0.216395. Ave ac:0.009932,0.010104 Initialization: 6.659000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.947000 Kernel 1: 0.025000 Kernel 2: 90.245003 Copyback: 0.018000 Sum: 0.029000 It 25,Best ac:0.005051 0.851852 fi:0.298028. Ave ac:0.008154,0.007490 Initialization: 6.680000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.918000 Kernel 1: 0.025000 Kernel 2: 88.706001 Copyback: 0.018000 Sum: 0.030000 It 26,Best ac:0.004831 0.956522 fi:0.215922. Ave ac:0.010028,0.008486 Initialization: 6.885000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.927000 Kernel 1: 0.026000 Kernel 2: 89.348000 Copyback: 0.018000 Sum: 0.031000 It 27,Best ac:0.007027 0.914286 fi:0.240658. Ave ac:0.009156,0.007267 Initialization: 6.654000 Memcpy Classifiers: 0.341000 Memcpy Instances: 10.291000 Kernel 1: 0.025000 Kernel 2: 88.896004 Copyback: 0.018000 Sum: 0.029000 It 28,Best ac:0.005929 0.931034 fi:0.227813. Ave ac:0.009326,0.009800 Initialization: 6.650000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.913000 Kernel 1: 0.025000 Kernel 2: 88.885002 Copyback: 0.018000 Sum: 0.031000 It 29,Best ac:0.008344 0.844444 fi:0.308011. Ave ac:0.008579,0.008373 MDL Theory Length Weight: 1.8407563448 (10) Initialization: 6.644000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.923000 Kernel 1: 0.026000 Kernel 2: 89.644997 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.010321 0.886792 fi:0.245832. Ave ac:0.009651,0.009981 Initialization: 6.753000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.896000 Kernel 1: 0.026000 Kernel 2: 89.191002 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.008564 0.829787 fi:0.305179. Ave ac:0.008731,0.009262 Initialization: 6.691000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.914000 Kernel 1: 0.025000 Kernel 2: 87.363998 Copyback: 0.018000 Sum: 0.036000 It 32,Best ac:0.004611 1.000000 fi:0.173793. Ave ac:0.011369,0.012816 Initialization: 6.598000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.448000 Kernel 1: 0.024000 Kernel 2: 87.475998 Copyback: 0.018000 Sum: 0.032000 It 33,Best ac:0.005051 0.851852 fi:0.281447. Ave ac:0.009972,0.011823 Initialization: 23.145000 Memcpy Instances: 454.815002 Memcpy Classifiers: 0.063000 Kernel 1: 0.025000 Kernel 2: 461.778992 Copyback: 0.369000 Sum: 0.012000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 463.204987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 473.718994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 467.963013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 460.950989 Copyback: 0.022000 Sum: 0.006000 Memcpy Classifiers: 0.067000 Kernel 1: 0.025000 Kernel 2: 456.612000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 470.485992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 462.880005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 475.876007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 473.838013 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 456.855988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 471.804993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 462.449005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 245.735001 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005191 0.794889 fi:0.349941. Ave ac:0.011364,0.042344 Best acc 0.005191 0.794889 Rule:Att PSSM_-1_2 is [<-0.452952]|Att PSSM_0_1 is [>2.819529]|Att PSSM_0_2 is [<-3.292682]|Att PSSM_0_12 is [-6.551513,-3.054104]|1 Accuracy : 0.725300 0 1 162831 1249 63206 7352 Removed 1652 instances. 226037 Instances left. Acc of rule 0.005903-0.813559 Initialization: 6.833000 Memcpy Classifiers: 0.560000 Memcpy Instances: 8.928000 Kernel 1: 0.025000 Kernel 2: 111.556000 Copyback: 0.018000 Sum: 0.037000 Initial population average accuracy1:0.006125 accuracy2:0.263269 Initialization: 6.611000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.878000 Kernel 1: 0.025000 Kernel 2: 119.371002 Copyback: 0.018000 Sum: 0.052000 It 0,Best ac:0.004866 0.594595 fi:0.505326. Ave ac:0.013240,0.019869 Initialization: 6.673000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.926000 Kernel 1: 0.024000 Kernel 2: 115.476997 Copyback: 0.018000 Sum: 0.027000 It 1,Best ac:0.007963 0.765957 fi:0.332837. Ave ac:0.017659,0.021968 Initialization: 6.537000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.889000 Kernel 1: 0.024000 Kernel 2: 114.053001 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.005309 0.685714 fi:0.414046. Ave ac:0.018039,0.018657 Initialization: 6.648000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.887000 Kernel 1: 0.024000 Kernel 2: 109.871002 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.005751 0.764706 fi:0.334893. Ave ac:0.015262,0.017833 Initialization: 6.793000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.857000 Kernel 1: 0.023000 Kernel 2: 110.897003 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.006413 0.743590 fi:0.355770. Ave ac:0.015861,0.019292 Initialization: 6.630000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.891000 Kernel 1: 0.025000 Kernel 2: 108.879997 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.009511 0.716667 fi:0.381565. Ave ac:0.015321,0.016210 Initialization: 6.645000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.006000 Kernel 1: 0.025000 Kernel 2: 109.564003 Copyback: 0.018000 Sum: 0.032000 It 6,Best ac:0.005088 0.766667 fi:0.333174. Ave ac:0.012912,0.014654 Initialization: 6.595000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.900000 Kernel 1: 0.024000 Kernel 2: 108.795998 Copyback: 0.018000 Sum: 0.032000 It 7,Best ac:0.006415 0.725000 fi:0.374358. Ave ac:0.012859,0.013210 Initialization: 6.674000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.895000 Kernel 1: 0.023000 Kernel 2: 104.552002 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.006858 0.738095 fi:0.361102. Ave ac:0.015797,0.018374 Initialization: 6.527000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.895000 Kernel 1: 0.023000 Kernel 2: 101.833000 Copyback: 0.018000 Sum: 0.036000 It 9,Best ac:0.004204 0.863636 fi:0.322734. Ave ac:0.017148,0.017457 Iteration 10:MDL fitness activated Error 0.322734 TL 0.030443 MDL Theory Length Weight: 3.5337485841 (1) Initialization: 6.581000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 105.252998 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.011944 0.794118 fi:0.365402. Ave ac:0.016530,0.018962 Initialization: 6.673000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.009000 Kernel 1: 0.024000 Kernel 2: 100.901001 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.006858 0.861111 fi:0.299820. Ave ac:0.015988,0.016569 Initialization: 6.682000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.857000 Kernel 1: 0.022000 Kernel 2: 96.771004 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.006416 0.878788 fi:0.317907. Ave ac:0.015309,0.017874 Initialization: 6.743000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.103000 Kernel 1: 0.025000 Kernel 2: 100.897003 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.004203 0.904762 fi:0.364698. Ave ac:0.017415,0.018245 Initialization: 7.102000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.169000 Kernel 1: 0.023000 Kernel 2: 94.208000 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.006415 0.935484 fi:0.290599. Ave ac:0.016720,0.016812 Initialization: 6.615000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.864000 Kernel 1: 0.025000 Kernel 2: 95.769997 Copyback: 0.018000 Sum: 0.028000 It 15,Best ac:0.006192 0.933333 fi:0.278391. Ave ac:0.015732,0.016340 Initialization: 6.541000 Memcpy Classifiers: 0.340000 Memcpy Instances: 10.014000 Kernel 1: 0.025000 Kernel 2: 91.454002 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.010619 0.813559 fi:0.333006. Ave ac:0.013724,0.014846 Initialization: 6.610000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.354000 Kernel 1: 0.024000 Kernel 2: 92.846001 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.007742 0.921053 fi:0.224613. Ave ac:0.017021,0.015097 Initialization: 6.609000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.966000 Kernel 1: 0.025000 Kernel 2: 87.634003 Copyback: 0.018000 Sum: 0.026000 It 18,Best ac:0.005088 0.884615 fi:0.300916. Ave ac:0.015811,0.016891 Initialization: 6.625000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.869000 Kernel 1: 0.023000 Kernel 2: 87.992996 Copyback: 0.017000 Sum: 0.026000 It 19,Best ac:0.008403 0.904762 fi:0.238236. Ave ac:0.015226,0.017414 Initialization: 7.567000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.874000 Kernel 1: 0.025000 Kernel 2: 87.497002 Copyback: 0.018000 Sum: 0.025000 It 20,Best ac:0.009735 0.862745 fi:0.297998. Ave ac:0.016044,0.019973 Initialization: 7.101000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.160000 Kernel 1: 0.023000 Kernel 2: 88.772003 Copyback: 0.274000 Sum: 0.028000 It 21,Best ac:0.005752 0.866667 fi:0.318697. Ave ac:0.015108,0.014960 Initialization: 6.595000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.884000 Kernel 1: 0.024000 Kernel 2: 88.573997 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.005751 0.866667 fi:0.286202. Ave ac:0.013578,0.013443 Initialization: 6.687000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.894000 Kernel 1: 0.023000 Kernel 2: 87.870003 Copyback: 0.018000 Sum: 0.022000 It 23,Best ac:0.005309 0.888889 fi:0.248219. Ave ac:0.015529,0.018245 Initialization: 6.605000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.991000 Kernel 1: 0.024000 Kernel 2: 87.943001 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.005309 0.923077 fi:0.232416. Ave ac:0.014471,0.017691 Initialization: 6.639000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.882000 Kernel 1: 0.023000 Kernel 2: 85.290001 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.009290 0.913043 fi:0.240412. Ave ac:0.014230,0.018394 Initialization: 6.603000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.919000 Kernel 1: 0.023000 Kernel 2: 85.393997 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.005087 0.958333 fi:0.193283. Ave ac:0.013581,0.024115 Initialization: 6.766000 Memcpy Classifiers: 0.286000 Memcpy Instances: 8.874000 Kernel 1: 0.023000 Kernel 2: 86.230003 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.004424 0.952381 fi:0.245169. Ave ac:0.011226,0.018306 Initialization: 6.571000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.067000 Kernel 1: 0.022000 Kernel 2: 85.960999 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.004425 0.952381 fi:0.269362. Ave ac:0.011727,0.012295 Initialization: 6.766000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.942000 Kernel 1: 0.024000 Kernel 2: 86.464996 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.005752 0.866667 fi:0.295246. Ave ac:0.010709,0.017791 Initialization: 6.520000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.930000 Kernel 1: 0.024000 Kernel 2: 86.891998 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.006857 0.968750 fi:0.180427. Ave ac:0.011756,0.016476 Initialization: 6.598000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.234000 Kernel 1: 0.023000 Kernel 2: 86.765999 Copyback: 0.018000 Sum: 0.024000 It 31,Best ac:0.004866 0.814815 fi:0.345877. Ave ac:0.008119,0.009227 Initialization: 6.714000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.880000 Kernel 1: 0.024000 Kernel 2: 86.398003 Copyback: 0.018000 Sum: 0.025000 It 32,Best ac:0.007520 0.894737 fi:0.249157. Ave ac:0.009433,0.011080 Initialization: 7.678000 Memcpy Classifiers: 0.306000 Memcpy Instances: 8.872000 Kernel 1: 0.023000 Kernel 2: 83.584000 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.005973 0.843750 fi:0.308733. Ave ac:0.010880,0.013511 Initialization: 22.681000 Memcpy Instances: 447.234009 Memcpy Classifiers: 0.051000 Kernel 1: 0.027000 Kernel 2: 442.515015 Copyback: 0.015000 Sum: 0.008000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 442.544006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 448.585999 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 444.278992 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 445.987000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 455.726990 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 452.941986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 425.514008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 440.595001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 442.140015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 455.015015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 451.651001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.012000 Kernel 2: 440.115997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 230.781006 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005066 0.790200 fi:0.362613. Ave ac:0.009147,0.032460 Best acc 0.005066 0.790200 Initialization: 6.676000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.903000 Kernel 1: 0.025000 Kernel 2: 108.953003 Copyback: 0.017000 Sum: 0.034000 Initial population average accuracy1:0.005852 accuracy2:0.254885 Initialization: 6.611000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.857000 Kernel 1: 0.025000 Kernel 2: 113.924004 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.008407 0.655172 fi:0.443461. Ave ac:0.013191,0.022529 Initialization: 6.649000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.571000 Kernel 1: 0.023000 Kernel 2: 114.094002 Copyback: 0.017000 Sum: 0.036000 It 1,Best ac:0.003981 0.818182 fi:0.411620. Ave ac:0.016465,0.020253 Initialization: 6.654000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.913000 Kernel 1: 0.025000 Kernel 2: 111.108002 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.005971 0.771429 fi:0.328092. Ave ac:0.016462,0.019846 Initialization: 6.607000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.896000 Kernel 1: 0.023000 Kernel 2: 108.358002 Copyback: 0.021000 Sum: 0.033000 It 3,Best ac:0.005310 0.750000 fi:0.349760. Ave ac:0.016496,0.017403 Initialization: 6.619000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.940000 Kernel 1: 0.022000 Kernel 2: 108.443001 Copyback: 0.018000 Sum: 0.027000 It 4,Best ac:0.004645 0.875000 fi:0.225725. Ave ac:0.014908,0.014879 Initialization: 6.602000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.865000 Kernel 1: 0.028000 Kernel 2: 105.934998 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.004866 0.846154 fi:0.253767. Ave ac:0.013098,0.014324 Initialization: 6.658000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.871000 Kernel 1: 0.023000 Kernel 2: 105.021004 Copyback: 0.018000 Sum: 0.028000 It 6,Best ac:0.004203 0.904762 fi:0.281608. Ave ac:0.011492,0.013364 Initialization: 6.984000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.967000 Kernel 1: 0.024000 Kernel 2: 106.515999 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004866 0.846154 fi:0.253767. Ave ac:0.012382,0.012336 Initialization: 6.601000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.938000 Kernel 1: 0.025000 Kernel 2: 106.328003 Copyback: 0.017000 Sum: 0.026000 It 8,Best ac:0.006636 0.882353 fi:0.216924. Ave ac:0.012372,0.013706 Initialization: 6.690000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.853000 Kernel 1: 0.026000 Kernel 2: 104.459999 Copyback: 0.017000 Sum: 0.026000 It 9,Best ac:0.004646 0.875000 fi:0.225725. Ave ac:0.011692,0.013771 Iteration 10:MDL fitness activated Error 0.225725 TL 0.039374 MDL Theory Length Weight: 1.9109598960 (2) Initialization: 6.609000 Memcpy Classifiers: 0.442000 Memcpy Instances: 8.859000 Kernel 1: 0.026000 Kernel 2: 102.609001 Copyback: 0.018000 Sum: 0.029000 It 10,Best ac:0.004646 0.913043 fi:0.256684. Ave ac:0.010115,0.010863 Initialization: 6.678000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.633000 Kernel 1: 0.021000 Kernel 2: 102.278000 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.006858 0.939394 fi:0.237790. Ave ac:0.011538,0.012485 Initialization: 6.716000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 102.281998 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.004866 0.846154 fi:0.338927. Ave ac:0.009586,0.010293 Initialization: 6.600000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.876000 Kernel 1: 0.026000 Kernel 2: 101.031998 Copyback: 0.018000 Sum: 0.032000 It 13,Best ac:0.006193 0.875000 fi:0.272887. Ave ac:0.009659,0.012464 Initialization: 6.636000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.885000 Kernel 1: 0.024000 Kernel 2: 101.394997 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.005309 0.888889 fi:0.292958. Ave ac:0.010453,0.013066 Initialization: 6.644000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 99.445000 Copyback: 0.018000 Sum: 0.030000 It 15,Best ac:0.004423 1.000000 fi:0.187198. Ave ac:0.011405,0.017217 Initialization: 6.653000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.901000 Kernel 1: 0.024000 Kernel 2: 102.291000 Copyback: 0.018000 Sum: 0.029000 It 16,Best ac:0.004645 0.875000 fi:0.273549. Ave ac:0.010594,0.012909 Initialization: 6.774000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.921000 Kernel 1: 0.022000 Kernel 2: 103.063004 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.006193 0.965517 fi:0.196585. Ave ac:0.011503,0.013853 Initialization: 6.743000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.886000 Kernel 1: 0.024000 Kernel 2: 102.989998 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.005751 0.866667 fi:0.263800. Ave ac:0.010657,0.011803 Initialization: 7.215000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.910000 Kernel 1: 0.024000 Kernel 2: 103.129997 Copyback: 0.018000 Sum: 0.030000 It 19,Best ac:0.005972 0.931034 fi:0.212910. Ave ac:0.010663,0.013347 Initialization: 6.694000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.854000 Kernel 1: 0.026000 Kernel 2: 98.848999 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.005752 0.928571 fi:0.213463. Ave ac:0.012027,0.020158 Initialization: 6.685000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.890000 Kernel 1: 0.024000 Kernel 2: 99.264000 Copyback: 0.018000 Sum: 0.029000 It 21,Best ac:0.010617 0.888889 fi:0.254958. Ave ac:0.008876,0.009523 Initialization: 6.620000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.929000 Kernel 1: 0.026000 Kernel 2: 95.831001 Copyback: 0.018000 Sum: 0.026000 It 22,Best ac:0.007522 0.944444 fi:0.221891. Ave ac:0.011609,0.013085 Initialization: 6.598000 Memcpy Classifiers: 0.374000 Memcpy Instances: 9.165000 Kernel 1: 0.023000 Kernel 2: 95.164001 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.008186 0.902439 fi:0.233710. Ave ac:0.010046,0.011071 Initialization: 6.733000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 90.680000 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.005752 0.896552 fi:0.270231. Ave ac:0.009540,0.012805 MDL Theory Length Weight: 1.7198639064 (10) Initialization: 6.700000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 95.598999 Copyback: 0.018000 Sum: 0.030000 It 25,Best ac:0.005751 0.928571 fi:0.221458. Ave ac:0.010755,0.011768 Initialization: 6.675000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 95.862000 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.005307 0.960000 fi:0.176519. Ave ac:0.010587,0.012246 Initialization: 6.706000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.870000 Kernel 1: 0.025000 Kernel 2: 92.684998 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.006193 1.000000 fi:0.138104. Ave ac:0.011226,0.016468 Initialization: 6.647000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.852000 Kernel 1: 0.025000 Kernel 2: 95.454002 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.005530 0.961538 fi:0.182657. Ave ac:0.011605,0.015561 Initialization: 6.625000 Memcpy Classifiers: 0.357000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 89.737000 Copyback: 0.018000 Sum: 0.036000 It 29,Best ac:0.005752 0.962963 fi:0.181152. Ave ac:0.010260,0.014685 Initialization: 6.699000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.900000 Kernel 1: 0.023000 Kernel 2: 87.623001 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.004867 0.956522 fi:0.181714. Ave ac:0.009877,0.009802 Initialization: 6.551000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.003000 Kernel 1: 0.024000 Kernel 2: 88.160004 Copyback: 0.019000 Sum: 0.028000 It 31,Best ac:0.005972 0.931034 fi:0.203647. Ave ac:0.009051,0.009833 Initialization: 6.599000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.857000 Kernel 1: 0.024000 Kernel 2: 88.986000 Copyback: 0.018000 Sum: 0.030000 It 32,Best ac:0.005309 0.923077 fi:0.216954. Ave ac:0.009612,0.011510 Initialization: 6.710000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.916000 Kernel 1: 0.025000 Kernel 2: 89.771004 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.004645 0.954545 fi:0.206048. Ave ac:0.008752,0.008576 Initialization: 22.635000 Memcpy Instances: 446.253998 Memcpy Classifiers: 0.063000 Kernel 1: 0.026000 Kernel 2: 452.407990 Copyback: 0.014000 Sum: 0.009000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 454.454987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 468.882996 Copyback: 0.015000 Sum: 0.000000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 473.739014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 461.173004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 460.579010 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 478.145996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 470.919006 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 447.483002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.015000 Kernel 2: 446.730011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 467.886993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 452.152008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 453.398010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.012000 Kernel 2: 233.912003 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.007163 0.802279 fi:0.337077. Ave ac:0.009006,0.032195 Best acc 0.007163 0.802279 Rule:Att PSSM_-4_6 is [<-0.952276]|Att PSSM_-1_12 is [<-2.125076]|Att PSSM_0_7 is [-6.173635,-3.421118]|Att PSSM_0_12 is [<-3.280186]|Att PSSM_1_4 is [<-2.005501]|Att PSSM_2_16 is [<5.462766]|Att PSSM_4_12 is [<-1.083480]|1 Accuracy : 0.730500 0 1 162432 1648 61587 8971 Removed 2018 instances. 224019 Instances left. Acc of rule 0.007163-0.802279 Initialization: 6.540000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.948000 Kernel 1: 0.024000 Kernel 2: 110.278000 Copyback: 0.017000 Sum: 0.030000 Initial population average accuracy1:0.004966 accuracy2:0.269762 Initialization: 6.588000 Memcpy Classifiers: 0.560000 Memcpy Instances: 9.292000 Kernel 1: 0.024000 Kernel 2: 112.709000 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.005356 0.571429 fi:0.528281. Ave ac:0.010495,0.013740 Initialization: 6.513000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.920000 Kernel 1: 0.023000 Kernel 2: 127.783997 Copyback: 0.018000 Sum: 0.029000 It 1,Best ac:0.010045 0.714286 fi:0.383691. Ave ac:0.014784,0.016785 Initialization: 6.562000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.843000 Kernel 1: 0.021000 Kernel 2: 118.477997 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.004463 0.869565 fi:0.251737. Ave ac:0.014603,0.016830 Initialization: 6.589000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.839000 Kernel 1: 0.026000 Kernel 2: 116.442001 Copyback: 0.020000 Sum: 0.028000 It 3,Best ac:0.008703 0.696429 fi:0.402043. Ave ac:0.013615,0.015208 Initialization: 6.487000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.920000 Kernel 1: 0.025000 Kernel 2: 130.770996 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.005580 0.675676 fi:0.423952. Ave ac:0.012851,0.014021 Initialization: 6.580000 Memcpy Classifiers: 0.439000 Memcpy Instances: 9.950000 Kernel 1: 0.024000 Kernel 2: 118.341003 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.011158 0.847458 fi:0.250106. Ave ac:0.012730,0.013169 Initialization: 6.604000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.915000 Kernel 1: 0.024000 Kernel 2: 125.505997 Copyback: 0.018000 Sum: 0.032000 It 6,Best ac:0.007143 0.820513 fi:0.278537. Ave ac:0.011838,0.013231 Initialization: 6.583000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.541000 Kernel 1: 0.024000 Kernel 2: 121.167999 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.005134 0.766667 fi:0.333124. Ave ac:0.009908,0.010183 Initialization: 6.534000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.895000 Kernel 1: 0.021000 Kernel 2: 104.838997 Copyback: 0.019000 Sum: 0.030000 It 8,Best ac:0.004910 0.846154 fi:0.253721. Ave ac:0.010107,0.010141 Initialization: 6.558000 Memcpy Classifiers: 0.447000 Memcpy Instances: 9.376000 Kernel 1: 0.025000 Kernel 2: 108.070000 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.014512 0.844156 fi:0.252165. Ave ac:0.009232,0.009072 Iteration 10:MDL fitness activated Error 0.252165 TL 0.025825 MDL Theory Length Weight: 3.2547570304 (5) Initialization: 6.588000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.928000 Kernel 1: 0.022000 Kernel 2: 101.861000 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.004686 0.913043 fi:0.282423. Ave ac:0.008959,0.009041 Initialization: 6.909000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.923000 Kernel 1: 0.023000 Kernel 2: 112.078003 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004687 0.840000 fi:0.356012. Ave ac:0.008976,0.008824 Initialization: 6.604000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.990000 Kernel 1: 0.022000 Kernel 2: 112.609001 Copyback: 0.371000 Sum: 0.033000 It 12,Best ac:0.004911 0.916667 fi:0.321351. Ave ac:0.008653,0.008880 Initialization: 6.424000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.859000 Kernel 1: 0.026000 Kernel 2: 113.719002 Copyback: 0.018000 Sum: 0.033000 It 13,Best ac:0.004687 1.000000 fi:0.193966. Ave ac:0.008776,0.007774 Initialization: 6.529000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.839000 Kernel 1: 0.025000 Kernel 2: 108.785004 Copyback: 0.018000 Sum: 0.034000 It 14,Best ac:0.007366 0.942857 fi:0.291625. Ave ac:0.009413,0.007221 Initialization: 6.560000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 96.781998 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.005805 0.866667 fi:0.316792. Ave ac:0.009276,0.006882 Initialization: 6.545000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.594000 Kernel 1: 0.023000 Kernel 2: 95.254997 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.004910 0.956522 fi:0.246851. Ave ac:0.007384,0.005604 Initialization: 6.503000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.945000 Kernel 1: 0.024000 Kernel 2: 96.064003 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.007588 0.918919 fi:0.263881. Ave ac:0.009079,0.007321 Initialization: 6.477000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.856000 Kernel 1: 0.025000 Kernel 2: 94.467003 Copyback: 0.018000 Sum: 0.032000 It 18,Best ac:0.004686 0.913043 fi:0.282969. Ave ac:0.007439,0.006867 Initialization: 6.633000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.236000 Kernel 1: 0.024000 Kernel 2: 93.149002 Copyback: 0.018000 Sum: 0.030000 It 19,Best ac:0.007588 0.850000 fi:0.318633. Ave ac:0.008277,0.008092 Initialization: 6.592000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.021000 Kernel 1: 0.024000 Kernel 2: 96.735001 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.006695 0.937500 fi:0.248316. Ave ac:0.009686,0.007432 Initialization: 6.571000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.321000 Kernel 1: 0.025000 Kernel 2: 109.031998 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.006250 0.965517 fi:0.221105. Ave ac:0.008938,0.007292 Initialization: 7.089000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.859000 Kernel 1: 0.025000 Kernel 2: 93.194000 Copyback: 0.020000 Sum: 0.031000 It 22,Best ac:0.004465 0.952381 fi:0.250654. Ave ac:0.008786,0.006907 MDL Theory Length Weight: 2.9292813274 (10) Initialization: 6.543000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.847000 Kernel 1: 0.023000 Kernel 2: 105.210999 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.004464 0.952381 fi:0.242567. Ave ac:0.007974,0.005366 Initialization: 6.484000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.859000 Kernel 1: 0.025000 Kernel 2: 94.105003 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.004686 0.875000 fi:0.280477. Ave ac:0.009227,0.006886 Initialization: 7.041000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.871000 Kernel 1: 0.023000 Kernel 2: 91.661003 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.008038 0.857143 fi:0.304633. Ave ac:0.009310,0.006109 Initialization: 6.609000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.961000 Kernel 1: 0.025000 Kernel 2: 93.805000 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.005358 0.857143 fi:0.313917. Ave ac:0.007978,0.005644 Initialization: 6.569000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.835000 Kernel 1: 0.025000 Kernel 2: 103.849998 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.007143 0.864865 fi:0.297706. Ave ac:0.008045,0.005629 Initialization: 6.611000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.320000 Kernel 1: 0.025000 Kernel 2: 93.391998 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.004463 1.000000 fi:0.199399. Ave ac:0.009603,0.007301 Initialization: 6.656000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.836000 Kernel 1: 0.025000 Kernel 2: 93.301003 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.006472 0.878788 fi:0.296150. Ave ac:0.007688,0.005897 Initialization: 6.533000 Memcpy Classifiers: 0.351000 Memcpy Instances: 10.060000 Kernel 1: 0.025000 Kernel 2: 90.313004 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.005356 1.000000 fi:0.180786. Ave ac:0.009576,0.007120 Initialization: 7.053000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.864000 Kernel 1: 0.026000 Kernel 2: 100.544998 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.005134 1.000000 fi:0.176514. Ave ac:0.009214,0.008121 Initialization: 6.657000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.924000 Kernel 1: 0.023000 Kernel 2: 90.454002 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.005356 0.960000 fi:0.208912. Ave ac:0.006837,0.005572 Initialization: 6.568000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.224000 Kernel 1: 0.024000 Kernel 2: 88.546997 Copyback: 0.016000 Sum: 0.028000 It 33,Best ac:0.005356 0.923077 fi:0.246668. Ave ac:0.008789,0.005818 Initialization: 23.278000 Memcpy Instances: 443.256012 Memcpy Classifiers: 0.061000 Kernel 1: 0.026000 Kernel 2: 474.962006 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 477.477997 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.053000 Kernel 1: 0.017000 Kernel 2: 458.895996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 463.204987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 471.790985 Copyback: 0.023000 Sum: 0.006000 Memcpy Classifiers: 0.061000 Kernel 1: 0.023000 Kernel 2: 477.411011 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.054000 Kernel 1: 0.018000 Kernel 2: 468.234009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 476.287994 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 479.204987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 452.544006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 474.994995 Copyback: 0.019000 Sum: 0.004000 Memcpy Classifiers: 0.054000 Kernel 1: 0.018000 Kernel 2: 465.889008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 478.765015 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.046000 Kernel 1: 0.015000 Kernel 2: 157.906006 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005160 0.787466 fi:0.383668. Ave ac:0.006783,0.022825 Best acc 0.005160 0.787466 Initialization: 7.142000 Memcpy Classifiers: 0.546000 Memcpy Instances: 8.857000 Kernel 1: 0.026000 Kernel 2: 125.704002 Copyback: 0.017000 Sum: 0.031000 Initial population average accuracy1:0.006110 accuracy2:0.255830 Initialization: 6.410000 Memcpy Classifiers: 0.514000 Memcpy Instances: 8.964000 Kernel 1: 0.024000 Kernel 2: 128.979996 Copyback: 0.018000 Sum: 0.050000 It 0,Best ac:0.005357 0.615385 fi:0.484325. Ave ac:0.013275,0.018338 Initialization: 6.631000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.921000 Kernel 1: 0.024000 Kernel 2: 121.375999 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.022103 0.572254 fi:0.521258. Ave ac:0.016945,0.021106 Initialization: 7.657000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.865000 Kernel 1: 0.025000 Kernel 2: 118.817001 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.004240 0.826087 fi:0.339150. Ave ac:0.018007,0.021207 Initialization: 6.658000 Memcpy Classifiers: 1.405000 Memcpy Instances: 9.182000 Kernel 1: 0.024000 Kernel 2: 130.871994 Copyback: 0.018000 Sum: 0.030000 It 3,Best ac:0.004241 0.730769 fi:0.433789. Ave ac:0.018046,0.019584 Initialization: 6.552000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.533000 Kernel 1: 0.023000 Kernel 2: 131.925995 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.005134 0.766667 fi:0.333124. Ave ac:0.019073,0.019265 Initialization: 6.504000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.846000 Kernel 1: 0.024000 Kernel 2: 114.995003 Copyback: 0.018000 Sum: 0.033000 It 5,Best ac:0.004910 0.846154 fi:0.253721. Ave ac:0.015063,0.015804 Initialization: 6.576000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.849000 Kernel 1: 0.026000 Kernel 2: 109.578003 Copyback: 0.019000 Sum: 0.032000 It 6,Best ac:0.007368 0.846154 fi:0.252811. Ave ac:0.013243,0.015696 Initialization: 6.497000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.895000 Kernel 1: 0.023000 Kernel 2: 111.509003 Copyback: 0.018000 Sum: 0.031000 It 7,Best ac:0.004686 0.875000 fi:0.224957. Ave ac:0.011396,0.013291 Initialization: 6.576000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.125000 Kernel 1: 0.023000 Kernel 2: 122.044998 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.005357 0.827586 fi:0.272124. Ave ac:0.009788,0.012862 Initialization: 6.638000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.884000 Kernel 1: 0.023000 Kernel 2: 104.864998 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.005135 0.884615 fi:0.215175. Ave ac:0.010031,0.009931 Iteration 10:MDL fitness activated Error 0.215175 TL 0.025746 MDL Theory Length Weight: 2.7859225452 (1) Initialization: 6.569000 Memcpy Classifiers: 0.366000 Memcpy Instances: 8.871000 Kernel 1: 0.023000 Kernel 2: 115.738998 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.005580 0.833333 fi:0.319999. Ave ac:0.007700,0.007249 Initialization: 6.709000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.881000 Kernel 1: 0.022000 Kernel 2: 115.181999 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.004464 0.869565 fi:0.308098. Ave ac:0.007584,0.007431 Initialization: 6.608000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.967000 Kernel 1: 0.022000 Kernel 2: 114.927002 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.004464 0.952381 fi:0.235426. Ave ac:0.008775,0.009866 Initialization: 6.628000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.848000 Kernel 1: 0.024000 Kernel 2: 114.862999 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.005134 0.884615 fi:0.261099. Ave ac:0.007462,0.006349 Initialization: 6.586000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.314000 Kernel 1: 0.024000 Kernel 2: 99.105003 Copyback: 0.018000 Sum: 0.034000 It 14,Best ac:0.004465 0.909091 fi:0.277339. Ave ac:0.008124,0.006466 Initialization: 6.765000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.099000 Kernel 1: 0.023000 Kernel 2: 96.160004 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.005802 0.896552 fi:0.275392. Ave ac:0.007467,0.004898 Initialization: 6.580000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.038000 Kernel 1: 0.026000 Kernel 2: 94.780998 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.005356 0.960000 fi:0.202161. Ave ac:0.008045,0.004905 Initialization: 6.563000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.358000 Kernel 1: 0.023000 Kernel 2: 93.759003 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.006918 0.911765 fi:0.245769. Ave ac:0.004984,0.004156 Initialization: 6.569000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.957000 Kernel 1: 0.025000 Kernel 2: 105.186996 Copyback: 0.371000 Sum: 0.032000 It 18,Best ac:0.004464 0.769231 fi:0.402363. Ave ac:0.005115,0.004519 Initialization: 6.578000 Memcpy Classifiers: 0.268000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 93.282997 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.005356 0.800000 fi:0.345346. Ave ac:0.008196,0.006583 Initialization: 6.680000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.207000 Kernel 1: 0.024000 Kernel 2: 105.503998 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.004687 0.840000 fi:0.315548. Ave ac:0.008243,0.008480 Initialization: 9.755000 Memcpy Classifiers: 0.265000 Memcpy Instances: 14.258000 Kernel 1: 0.022000 Kernel 2: 91.039001 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.004686 0.840000 fi:0.308053. Ave ac:0.008021,0.006101 Initialization: 6.567000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.059000 Kernel 1: 0.024000 Kernel 2: 101.106003 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.006696 0.769231 fi:0.386455. Ave ac:0.006548,0.005054 Initialization: 7.094000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.911000 Kernel 1: 0.025000 Kernel 2: 90.358002 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.005582 0.925926 fi:0.213704. Ave ac:0.007559,0.006591 Initialization: 6.536000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.868000 Kernel 1: 0.024000 Kernel 2: 103.580002 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.005580 0.781250 fi:0.363178. Ave ac:0.004467,0.004531 Initialization: 6.564000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.106000 Kernel 1: 0.023000 Kernel 2: 99.773003 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.007366 0.785714 fi:0.354879. Ave ac:0.010760,0.010040 MDL Theory Length Weight: 2.5073302907 (10) Initialization: 7.043000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.859000 Kernel 1: 0.022000 Kernel 2: 102.670998 Copyback: 0.018000 Sum: 0.025000 It 26,Best ac:0.005134 0.793103 fi:0.359311. Ave ac:0.011445,0.011625 Initialization: 7.034000 Memcpy Classifiers: 0.248000 Memcpy Instances: 8.933000 Kernel 1: 0.026000 Kernel 2: 90.801003 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.006249 0.848485 fi:0.280915. Ave ac:0.012343,0.014495 Initialization: 6.634000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.110000 Kernel 1: 0.022000 Kernel 2: 90.582001 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.006025 0.818182 fi:0.308144. Ave ac:0.011837,0.013423 Initialization: 6.727000 Memcpy Classifiers: 0.289000 Memcpy Instances: 8.953000 Kernel 1: 0.025000 Kernel 2: 92.065002 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.004910 0.880000 fi:0.267818. Ave ac:0.011521,0.012233 Initialization: 6.657000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.837000 Kernel 1: 0.024000 Kernel 2: 92.101997 Copyback: 0.018000 Sum: 0.026000 It 30,Best ac:0.006249 0.903226 fi:0.249392. Ave ac:0.011119,0.011883 Initialization: 6.815000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.859000 Kernel 1: 0.023000 Kernel 2: 93.033997 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.005579 0.806452 fi:0.341119. Ave ac:0.009163,0.010381 Initialization: 6.714000 Memcpy Classifiers: 0.248000 Memcpy Instances: 10.219000 Kernel 1: 0.022000 Kernel 2: 94.191002 Copyback: 0.018000 Sum: 0.027000 It 32,Best ac:0.005802 0.866667 fi:0.292391. Ave ac:0.007148,0.007645 Initialization: 6.591000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.864000 Kernel 1: 0.025000 Kernel 2: 94.795998 Copyback: 0.018000 Sum: 0.027000 It 33,Best ac:0.005133 0.851852 fi:0.278402. Ave ac:0.007986,0.008967 Initialization: 23.298000 Memcpy Instances: 444.398987 Memcpy Classifiers: 0.053000 Kernel 1: 0.026000 Kernel 2: 482.583008 Copyback: 0.015000 Sum: 0.009000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 480.423004 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 479.669006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 484.140991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 472.316986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 468.649994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 480.596008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 479.765991 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 472.796997 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 469.089996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 469.907990 Copyback: 0.022000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.022000 Kernel 2: 479.519012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 481.070007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.013000 Kernel 2: 158.830002 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005857 0.742922 fi:0.386623. Ave ac:0.008840,0.031562 Best acc 0.005857 0.742922 Rule:Att PSSM_-4_2 is [<6.869807]|Att PSSM_-2_2 is [<-0.652230]|Att PSSM_-1_7 is [<-3.901088]|Att PSSM_0_2 is [<-3.402157]|Att PSSM_0_6 is [<-2.795745]|Att PSSM_1_6 is [-6.357882,-2.083354]|Att PSSM_2_4 is [-7.183268,-0.816732]|Att PSSM_2_5 is [<9.974791]|1 Accuracy : 0.734097 0 1 162120 1960 60431 10127 Removed 1468 instances. 222551 Instances left. Acc of rule 0.005160-0.787466 Initialization: 6.671000 Memcpy Classifiers: 0.541000 Memcpy Instances: 9.299000 Kernel 1: 0.024000 Kernel 2: 107.320000 Copyback: 0.018000 Sum: 0.032000 Initial population average accuracy1:0.006571 accuracy2:0.263902 Initialization: 6.614000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.830000 Kernel 1: 0.025000 Kernel 2: 111.879997 Copyback: 0.018000 Sum: 0.036000 It 0,Best ac:0.015502 0.621622 fi:0.474266. Ave ac:0.013295,0.017706 Initialization: 6.488000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.854000 Kernel 1: 0.025000 Kernel 2: 113.581001 Copyback: 0.016000 Sum: 0.032000 It 1,Best ac:0.011683 0.666667 fi:0.430647. Ave ac:0.017971,0.018807 Initialization: 6.589000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.923000 Kernel 1: 0.024000 Kernel 2: 112.549004 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.005392 0.685714 fi:0.413956. Ave ac:0.019601,0.022212 Initialization: 6.551000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.953000 Kernel 1: 0.024000 Kernel 2: 109.033997 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.004270 0.863636 fi:0.285016. Ave ac:0.015751,0.018872 Initialization: 6.552000 Memcpy Classifiers: 0.607000 Memcpy Instances: 9.064000 Kernel 1: 0.025000 Kernel 2: 112.175003 Copyback: 0.018000 Sum: 0.031000 It 4,Best ac:0.016176 0.734694 fi:0.360941. Ave ac:0.014283,0.016910 Initialization: 6.666000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.910000 Kernel 1: 0.024000 Kernel 2: 106.720001 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004717 0.840000 fi:0.259925. Ave ac:0.013612,0.013196 Initialization: 6.557000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 105.917999 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.005167 0.821429 fi:0.278328. Ave ac:0.011480,0.011305 Initialization: 6.565000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.924000 Kernel 1: 0.024000 Kernel 2: 104.277000 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.007865 0.777778 fi:0.320967. Ave ac:0.011342,0.013340 Initialization: 6.566000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.882000 Kernel 1: 0.023000 Kernel 2: 101.825996 Copyback: 0.016000 Sum: 0.034000 It 8,Best ac:0.004719 0.840000 fi:0.259923. Ave ac:0.011063,0.011315 Initialization: 6.560000 Memcpy Classifiers: 1.687000 Memcpy Instances: 8.899000 Kernel 1: 0.025000 Kernel 2: 99.413002 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.009663 0.895833 fi:0.202238. Ave ac:0.009870,0.008994 Iteration 10:MDL fitness activated Error 0.202238 TL 0.032775 MDL Theory Length Weight: 2.0568134888 (1) Initialization: 6.676000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 101.682999 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.004269 0.950000 fi:0.274457. Ave ac:0.009640,0.008962 Initialization: 6.616000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.846000 Kernel 1: 0.024000 Kernel 2: 99.580002 Copyback: 0.018000 Sum: 0.030000 It 11,Best ac:0.005840 0.838710 fi:0.349178. Ave ac:0.009308,0.007004 Initialization: 7.069000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.140000 Kernel 1: 0.025000 Kernel 2: 105.543999 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.006965 0.861111 fi:0.298284. Ave ac:0.008466,0.007857 Initialization: 6.531000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.999000 Kernel 1: 0.025000 Kernel 2: 105.827003 Copyback: 0.018000 Sum: 0.030000 It 13,Best ac:0.008313 0.948718 fi:0.209610. Ave ac:0.008431,0.006719 Initialization: 6.533000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.909000 Kernel 1: 0.026000 Kernel 2: 99.093002 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.010332 0.851852 fi:0.304366. Ave ac:0.008221,0.005714 Initialization: 6.627000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.837000 Kernel 1: 0.025000 Kernel 2: 98.821999 Copyback: 0.018000 Sum: 0.032000 It 15,Best ac:0.005167 0.884615 fi:0.278002. Ave ac:0.007128,0.005627 Initialization: 6.678000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.900000 Kernel 1: 0.025000 Kernel 2: 96.867996 Copyback: 0.018000 Sum: 0.031000 It 16,Best ac:0.004719 0.913043 fi:0.259362. Ave ac:0.008253,0.005797 Initialization: 6.558000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.906000 Kernel 1: 0.025000 Kernel 2: 98.661003 Copyback: 0.018000 Sum: 0.030000 It 17,Best ac:0.004493 0.909091 fi:0.257834. Ave ac:0.006977,0.005879 Initialization: 6.618000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.837000 Kernel 1: 0.024000 Kernel 2: 95.929001 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.005617 0.961538 fi:0.186424. Ave ac:0.008431,0.007155 Initialization: 6.604000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.178000 Kernel 1: 0.026000 Kernel 2: 95.108002 Copyback: 0.028000 Sum: 0.038000 It 19,Best ac:0.007640 0.918919 fi:0.225874. Ave ac:0.007418,0.005549 Initialization: 7.732000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.909000 Kernel 1: 0.024000 Kernel 2: 96.195999 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.009661 0.843137 fi:0.317621. Ave ac:0.006839,0.005099 Initialization: 6.513000 Memcpy Classifiers: 0.384000 Memcpy Instances: 8.876000 Kernel 1: 0.026000 Kernel 2: 97.333000 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.004718 0.913043 fi:0.238589. Ave ac:0.007740,0.005430 Initialization: 6.656000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.910000 Kernel 1: 0.024000 Kernel 2: 94.758003 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.006065 0.900000 fi:0.258660. Ave ac:0.006376,0.004333 Initialization: 6.586000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.925000 Kernel 1: 0.026000 Kernel 2: 94.442001 Copyback: 0.371000 Sum: 0.029000 It 23,Best ac:0.005615 0.925926 fi:0.220168. Ave ac:0.007414,0.004755 Initialization: 6.640000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.915000 Kernel 1: 0.023000 Kernel 2: 94.207001 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.005392 0.923077 fi:0.228056. Ave ac:0.007676,0.005236 Initialization: 6.578000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.853000 Kernel 1: 0.025000 Kernel 2: 93.713997 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.004943 0.916667 fi:0.238971. Ave ac:0.006778,0.005188 Initialization: 6.497000 Memcpy Classifiers: 0.349000 Memcpy Instances: 8.905000 Kernel 1: 0.023000 Kernel 2: 91.389000 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.007412 0.868421 fi:0.277298. Ave ac:0.007591,0.006061 Initialization: 6.619000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.842000 Kernel 1: 0.026000 Kernel 2: 96.252998 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.007189 0.941176 fi:0.209925. Ave ac:0.010494,0.006351 MDL Theory Length Weight: 1.8511321399 (10) Initialization: 6.553000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.900000 Kernel 1: 0.024000 Kernel 2: 97.828003 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.005841 0.928571 fi:0.221697. Ave ac:0.007784,0.004618 Initialization: 6.561000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.882000 Kernel 1: 0.026000 Kernel 2: 97.280998 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.006965 0.885714 fi:0.262332. Ave ac:0.007217,0.005614 Initialization: 6.579000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.887000 Kernel 1: 0.026000 Kernel 2: 95.379997 Copyback: 0.018000 Sum: 0.029000 It 30,Best ac:0.004943 0.916667 fi:0.236008. Ave ac:0.007043,0.005238 Initialization: 6.593000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.853000 Kernel 1: 0.026000 Kernel 2: 99.015999 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.007863 0.921053 fi:0.219063. Ave ac:0.006931,0.004381 Initialization: 7.047000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.057000 Kernel 1: 0.024000 Kernel 2: 97.174004 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.005392 0.923077 fi:0.221860. Ave ac:0.007821,0.005171 Initialization: 6.606000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.862000 Kernel 1: 0.025000 Kernel 2: 95.897003 Copyback: 0.019000 Sum: 0.033000 It 33,Best ac:0.005840 0.928571 fi:0.215102. Ave ac:0.008984,0.005393 Initialization: 24.070000 Memcpy Instances: 438.145996 Memcpy Classifiers: 0.067000 Kernel 1: 0.028000 Kernel 2: 523.835999 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 506.451996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 494.250000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 502.023010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 500.927002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 506.843994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 518.301025 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 516.296021 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 519.427979 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 494.510010 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 527.603027 Copyback: 0.020000 Sum: 0.004000 Memcpy Classifiers: 0.065000 Kernel 1: 0.018000 Kernel 2: 521.726013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 465.011993 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004664 0.805901 fi:0.344261. Ave ac:0.007319,0.024090 Best acc 0.004664 0.805901 Initialization: 6.596000 Memcpy Classifiers: 0.595000 Memcpy Instances: 8.838000 Kernel 1: 0.027000 Kernel 2: 106.711998 Copyback: 0.018000 Sum: 0.037000 Initial population average accuracy1:0.006249 accuracy2:0.261379 Initialization: 13.063000 Memcpy Classifiers: 0.501000 Memcpy Instances: 8.931000 Kernel 1: 0.024000 Kernel 2: 117.708000 Copyback: 0.024000 Sum: 0.059000 It 0,Best ac:0.015502 0.565574 fi:0.530309. Ave ac:0.012843,0.015441 Initialization: 6.620000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.913000 Kernel 1: 0.024000 Kernel 2: 115.728996 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.011231 0.632911 fi:0.464574. Ave ac:0.015686,0.016876 Initialization: 6.617000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.846000 Kernel 1: 0.026000 Kernel 2: 114.828003 Copyback: 0.018000 Sum: 0.030000 It 2,Best ac:0.006291 0.666667 fi:0.432669. Ave ac:0.014944,0.018238 Initialization: 6.673000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.835000 Kernel 1: 0.023000 Kernel 2: 111.288002 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.006065 0.692308 fi:0.407112. Ave ac:0.017469,0.018340 Initialization: 6.590000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.868000 Kernel 1: 0.023000 Kernel 2: 107.880997 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.006514 0.743590 fi:0.355662. Ave ac:0.016127,0.016589 Initialization: 6.611000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.850000 Kernel 1: 0.022000 Kernel 2: 105.232002 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.007865 0.795455 fi:0.303290. Ave ac:0.016746,0.020347 Initialization: 6.673000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.831000 Kernel 1: 0.023000 Kernel 2: 100.172997 Copyback: 0.017000 Sum: 0.027000 It 6,Best ac:0.006966 0.885714 fi:0.213367. Ave ac:0.017980,0.023888 Initialization: 6.656000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.869000 Kernel 1: 0.023000 Kernel 2: 93.989998 Copyback: 0.018000 Sum: 0.026000 It 7,Best ac:0.004717 0.807692 fi:0.292232. Ave ac:0.018393,0.029205 Initialization: 6.488000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.952000 Kernel 1: 0.023000 Kernel 2: 90.607002 Copyback: 0.017000 Sum: 0.021000 It 8,Best ac:0.004494 0.740741 fi:0.363104. Ave ac:0.014846,0.027177 Initialization: 6.543000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.893000 Kernel 1: 0.023000 Kernel 2: 93.730003 Copyback: 0.017000 Sum: 0.027000 It 9,Best ac:0.006066 0.900000 fi:0.199420. Ave ac:0.015478,0.021867 Iteration 10:MDL fitness activated Error 0.199420 TL 0.025266 MDL Theory Length Weight: 2.6309548417 (1) Initialization: 6.599000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.343000 Kernel 1: 0.023000 Kernel 2: 94.195999 Copyback: 0.017000 Sum: 0.026000 It 10,Best ac:0.006965 0.885714 fi:0.258790. Ave ac:0.016513,0.026167 Initialization: 6.592000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.888000 Kernel 1: 0.023000 Kernel 2: 93.414001 Copyback: 0.017000 Sum: 0.024000 It 11,Best ac:0.006291 0.903226 fi:0.230305. Ave ac:0.017275,0.028856 Initialization: 6.640000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.416000 Kernel 1: 0.023000 Kernel 2: 91.632004 Copyback: 0.016000 Sum: 0.022000 It 12,Best ac:0.004718 0.840000 fi:0.292702. Ave ac:0.018574,0.032408 Initialization: 6.553000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.863000 Kernel 1: 0.023000 Kernel 2: 92.542999 Copyback: 0.019000 Sum: 0.021000 It 13,Best ac:0.008537 0.950000 fi:0.189935. Ave ac:0.014867,0.025409 Initialization: 6.570000 Memcpy Classifiers: 0.226000 Memcpy Instances: 8.873000 Kernel 1: 0.022000 Kernel 2: 93.087997 Copyback: 0.017000 Sum: 0.024000 It 14,Best ac:0.004943 0.916667 fi:0.254617. Ave ac:0.015853,0.027592 Initialization: 6.499000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.955000 Kernel 1: 0.023000 Kernel 2: 90.286003 Copyback: 0.017000 Sum: 0.024000 It 15,Best ac:0.004944 0.956522 fi:0.187769. Ave ac:0.013974,0.025456 Initialization: 7.059000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 89.508003 Copyback: 0.017000 Sum: 0.022000 It 16,Best ac:0.006289 0.875000 fi:0.281326. Ave ac:0.015877,0.029724 Initialization: 6.554000 Memcpy Classifiers: 0.320000 Memcpy Instances: 10.234000 Kernel 1: 0.022000 Kernel 2: 87.505997 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.004268 1.000000 fi:0.192176. Ave ac:0.014612,0.024727 Initialization: 6.575000 Memcpy Classifiers: 0.326000 Memcpy Instances: 8.926000 Kernel 1: 0.024000 Kernel 2: 90.117996 Copyback: 0.017000 Sum: 0.023000 It 18,Best ac:0.005392 0.857143 fi:0.276097. Ave ac:0.014506,0.021805 Initialization: 6.561000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.869000 Kernel 1: 0.023000 Kernel 2: 93.182999 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.006066 0.870968 fi:0.273275. Ave ac:0.011168,0.018154 Initialization: 6.712000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.860000 Kernel 1: 0.022000 Kernel 2: 90.278999 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.006739 0.882353 fi:0.271774. Ave ac:0.012343,0.017730 Initialization: 6.712000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.799000 Kernel 1: 0.022000 Kernel 2: 88.348000 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.005167 0.821429 fi:0.321892. Ave ac:0.012058,0.024090 Initialization: 6.671000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.846000 Kernel 1: 0.024000 Kernel 2: 86.152000 Copyback: 0.018000 Sum: 0.024000 It 22,Best ac:0.005166 0.958333 fi:0.215735. Ave ac:0.012857,0.017985 Initialization: 6.763000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.836000 Kernel 1: 0.024000 Kernel 2: 89.853996 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.006066 0.843750 fi:0.299900. Ave ac:0.014773,0.023324 Initialization: 6.604000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.867000 Kernel 1: 0.024000 Kernel 2: 91.033997 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.005841 0.838710 fi:0.311399. Ave ac:0.013563,0.025489 MDL Theory Length Weight: 2.3678593575 (10) Initialization: 6.602000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.832000 Kernel 1: 0.024000 Kernel 2: 89.011002 Copyback: 0.018000 Sum: 0.022000 It 25,Best ac:0.006289 0.903226 fi:0.243227. Ave ac:0.012113,0.018547 Initialization: 6.685000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 89.175003 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.004494 1.000000 fi:0.157822. Ave ac:0.011235,0.016285 Initialization: 6.592000 Memcpy Classifiers: 0.269000 Memcpy Instances: 9.311000 Kernel 1: 0.023000 Kernel 2: 85.643997 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.006739 0.909091 fi:0.242684. Ave ac:0.011090,0.018363 Initialization: 6.690000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.911000 Kernel 1: 0.022000 Kernel 2: 85.135002 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.005169 0.920000 fi:0.225048. Ave ac:0.011111,0.019305 Initialization: 6.560000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.909000 Kernel 1: 0.023000 Kernel 2: 88.026001 Copyback: 0.371000 Sum: 0.025000 It 29,Best ac:0.005167 0.851852 fi:0.294895. Ave ac:0.010403,0.018615 Initialization: 6.582000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.880000 Kernel 1: 0.023000 Kernel 2: 84.515999 Copyback: 0.016000 Sum: 0.026000 It 30,Best ac:0.004494 0.869565 fi:0.265663. Ave ac:0.012333,0.018923 Initialization: 6.504000 Memcpy Classifiers: 0.245000 Memcpy Instances: 9.060000 Kernel 1: 0.023000 Kernel 2: 89.471001 Copyback: 0.018000 Sum: 0.028000 It 31,Best ac:0.006291 0.933333 fi:0.205047. Ave ac:0.010172,0.017381 Initialization: 6.695000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.888000 Kernel 1: 0.024000 Kernel 2: 86.917000 Copyback: 0.018000 Sum: 0.028000 It 32,Best ac:0.007865 0.853659 fi:0.292475. Ave ac:0.010116,0.011318 Initialization: 6.562000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.025000 Kernel 1: 0.022000 Kernel 2: 86.128998 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.007189 0.864865 fi:0.273417. Ave ac:0.008710,0.010466 Initialization: 23.655001 Memcpy Instances: 441.194000 Memcpy Classifiers: 0.054000 Kernel 1: 0.026000 Kernel 2: 459.532013 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 459.230011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 464.433014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 476.946014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 467.023987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 463.154999 Copyback: 0.022000 Sum: 0.006000 Memcpy Classifiers: 0.060000 Kernel 1: 0.022000 Kernel 2: 486.307007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 473.726990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 456.170013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 469.824005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 461.872009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 470.122986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 435.385010 Copyback: 0.369000 Sum: 0.001000 It 34,Best ac:0.005428 0.791612 fi:0.355037. Ave ac:0.008704,0.031231 Best acc 0.005428 0.791612 Rule:Att PSSM_-3_6 is [<6.905142]|Att PSSM_-1_7 is [<-0.244610]|Att PSSM_0_2 is [<-2.866384]|Att PSSM_0_5 is [-1.711959,6.019369]|Att PSSM_0_7 is [-5.957832,-2.042168]|Att PSSM_1_15 is [<-2.609504]|Att PSSM_3_1 is [>-0.608297]|Att PSSM_4_6 is [-4.394876,5.219864]|Att PSSM_4_7 is [<-0.310158]|Att PSSM_4_9 is [<10.053802]|1 Accuracy : 0.737455 0 1 161870 2210 59393 11165 Removed 1288 instances. 221263 Instances left. Acc of rule 0.004664-0.805901 Initialization: 6.633000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.844000 Kernel 1: 0.025000 Kernel 2: 110.011002 Copyback: 0.017000 Sum: 0.051000 Initial population average accuracy1:0.005468 accuracy2:0.257022 Initialization: 6.440000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.492000 Kernel 1: 0.023000 Kernel 2: 115.710999 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.006555 0.568627 fi:0.530579. Ave ac:0.011024,0.014315 Initialization: 6.383000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.827000 Kernel 1: 0.024000 Kernel 2: 112.847000 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.009489 0.608696 fi:0.489400. Ave ac:0.013311,0.018035 Initialization: 6.504000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.390000 Kernel 1: 0.022000 Kernel 2: 117.210999 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.008360 0.649123 fi:0.449401. Ave ac:0.014217,0.020159 Initialization: 6.377000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.865000 Kernel 1: 0.022000 Kernel 2: 111.209000 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.003841 0.894737 fi:0.330707. Ave ac:0.014240,0.015712 Initialization: 6.480000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.825000 Kernel 1: 0.024000 Kernel 2: 111.383003 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.005198 0.851852 fi:0.247870. Ave ac:0.016199,0.022089 Initialization: 6.539000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.847000 Kernel 1: 0.024000 Kernel 2: 116.546997 Copyback: 0.016000 Sum: 0.036000 It 5,Best ac:0.007908 0.853659 fi:0.245036. Ave ac:0.014277,0.018763 Initialization: 6.501000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.891000 Kernel 1: 0.023000 Kernel 2: 112.142998 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004519 0.800000 fi:0.299979. Ave ac:0.013034,0.013946 Initialization: 6.534000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.826000 Kernel 1: 0.024000 Kernel 2: 110.086998 Copyback: 0.018000 Sum: 0.033000 It 7,Best ac:0.009266 0.803922 fi:0.294260. Ave ac:0.012163,0.013287 Initialization: 6.525000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.974000 Kernel 1: 0.023000 Kernel 2: 110.724998 Copyback: 0.023000 Sum: 0.038000 It 8,Best ac:0.006100 0.818182 fi:0.281198. Ave ac:0.012293,0.012101 Initialization: 6.675000 Memcpy Classifiers: 0.464000 Memcpy Instances: 9.045000 Kernel 1: 0.025000 Kernel 2: 111.405998 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.004746 0.807692 fi:0.292201. Ave ac:0.010163,0.009805 Iteration 10:MDL fitness activated Error 0.292201 TL 0.039169 MDL Theory Length Weight: 2.4866667682 (5) Initialization: 6.575000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.836000 Kernel 1: 0.023000 Kernel 2: 107.906998 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.006326 0.903226 fi:0.266891. Ave ac:0.009346,0.009228 Initialization: 6.526000 Memcpy Classifiers: 0.385000 Memcpy Instances: 9.311000 Kernel 1: 0.023000 Kernel 2: 105.657997 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004293 0.950000 fi:0.262260. Ave ac:0.009147,0.011414 Initialization: 6.518000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.077000 Kernel 1: 0.022000 Kernel 2: 104.389000 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.004746 0.840000 fi:0.322285. Ave ac:0.009275,0.011216 Initialization: 6.500000 Memcpy Classifiers: 0.367000 Memcpy Instances: 8.830000 Kernel 1: 0.023000 Kernel 2: 102.370003 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.005650 0.862069 fi:0.292834. Ave ac:0.009162,0.010202 Initialization: 6.465000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.865000 Kernel 1: 0.022000 Kernel 2: 105.999001 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.004972 0.846154 fi:0.318772. Ave ac:0.009249,0.011600 Initialization: 6.542000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.829000 Kernel 1: 0.023000 Kernel 2: 100.629997 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.005650 0.892857 fi:0.267424. Ave ac:0.008640,0.011716 Initialization: 6.515000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.831000 Kernel 1: 0.023000 Kernel 2: 100.647003 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.004746 0.875000 fi:0.292656. Ave ac:0.007152,0.008477 Initialization: 6.581000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.270000 Kernel 1: 0.023000 Kernel 2: 97.963997 Copyback: 0.017000 Sum: 0.038000 It 17,Best ac:0.006328 0.933333 fi:0.236725. Ave ac:0.008539,0.007902 Initialization: 6.510000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.826000 Kernel 1: 0.024000 Kernel 2: 97.560997 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.006328 0.903226 fi:0.243204. Ave ac:0.008756,0.006302 Initialization: 6.599000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.287000 Kernel 1: 0.022000 Kernel 2: 98.363998 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.004746 0.913043 fi:0.233135. Ave ac:0.006297,0.006500 Initialization: 6.484000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.878000 Kernel 1: 0.023000 Kernel 2: 98.758003 Copyback: 0.017000 Sum: 0.041000 It 20,Best ac:0.004746 0.954545 fi:0.201420. Ave ac:0.009927,0.009143 Initialization: 6.550000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.876000 Kernel 1: 0.022000 Kernel 2: 96.741997 Copyback: 0.017000 Sum: 0.037000 It 21,Best ac:0.004971 0.814815 fi:0.340360. Ave ac:0.007081,0.009155 Initialization: 6.587000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.961000 Kernel 1: 0.023000 Kernel 2: 96.321999 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.004745 0.875000 fi:0.286720. Ave ac:0.008493,0.008409 Initialization: 6.452000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.833000 Kernel 1: 0.025000 Kernel 2: 96.045998 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.004971 0.956522 fi:0.200060. Ave ac:0.007533,0.008009 Initialization: 7.619000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.939000 Kernel 1: 0.023000 Kernel 2: 96.293999 Copyback: 0.017000 Sum: 0.038000 It 24,Best ac:0.007230 0.864865 fi:0.286833. Ave ac:0.008619,0.008203 Initialization: 7.058000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.097000 Kernel 1: 0.023000 Kernel 2: 96.834000 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.005648 0.833333 fi:0.312964. Ave ac:0.006907,0.007636 Initialization: 6.567000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.039000 Kernel 1: 0.023000 Kernel 2: 98.603996 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.005424 0.827586 fi:0.321412. Ave ac:0.008070,0.007522 Initialization: 6.508000 Memcpy Classifiers: 0.316000 Memcpy Instances: 8.900000 Kernel 1: 0.024000 Kernel 2: 98.474998 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.004520 0.869565 fi:0.279213. Ave ac:0.009218,0.010044 Initialization: 7.068000 Memcpy Classifiers: 0.322000 Memcpy Instances: 10.027000 Kernel 1: 0.023000 Kernel 2: 98.626999 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.004972 0.916667 fi:0.235882. Ave ac:0.008533,0.009755 Initialization: 6.520000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.859000 Kernel 1: 0.024000 Kernel 2: 98.318001 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.005199 0.851852 fi:0.298121. Ave ac:0.007957,0.009433 Initialization: 6.583000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.862000 Kernel 1: 0.023000 Kernel 2: 98.123001 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.004972 0.956522 fi:0.200060. Ave ac:0.007721,0.008628 Initialization: 6.526000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.547000 Kernel 1: 0.023000 Kernel 2: 101.787003 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.004520 0.800000 fi:0.334922. Ave ac:0.007608,0.007113 Initialization: 6.559000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.883000 Kernel 1: 0.024000 Kernel 2: 99.271004 Copyback: 0.018000 Sum: 0.034000 It 32,Best ac:0.004520 0.909091 fi:0.223596. Ave ac:0.007668,0.009030 MDL Theory Length Weight: 2.2380000913 (10) Initialization: 6.529000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.930000 Kernel 1: 0.023000 Kernel 2: 98.902000 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.008362 0.902439 fi:0.239737. Ave ac:0.007886,0.007734 Initialization: 23.608999 Memcpy Instances: 441.365997 Memcpy Classifiers: 0.061000 Kernel 1: 0.025000 Kernel 2: 506.567993 Copyback: 0.014000 Sum: 0.013000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 504.403015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 524.664001 Copyback: 0.022000 Sum: 0.006000 Memcpy Classifiers: 0.061000 Kernel 1: 0.023000 Kernel 2: 517.223999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 520.156006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 497.109009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 519.866028 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 519.783997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 517.588989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 532.202026 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 514.465027 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 520.036011 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 458.399994 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005527 0.776508 fi:0.370556. Ave ac:0.007151,0.024023 Best acc 0.005527 0.776508 Initialization: 6.707000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.828000 Kernel 1: 0.026000 Kernel 2: 108.089996 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.006413 accuracy2:0.256749 Initialization: 6.346000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.333000 Kernel 1: 0.022000 Kernel 2: 117.203003 Copyback: 0.017000 Sum: 0.046000 It 0,Best ac:0.004520 0.512821 fi:0.587158. Ave ac:0.013100,0.019769 Initialization: 6.566000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.829000 Kernel 1: 0.025000 Kernel 2: 113.794998 Copyback: 0.018000 Sum: 0.036000 It 1,Best ac:0.004068 0.750000 fi:0.429882. Ave ac:0.015904,0.019711 Initialization: 6.380000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.961000 Kernel 1: 0.022000 Kernel 2: 113.112999 Copyback: 0.017000 Sum: 0.037000 It 2,Best ac:0.009038 0.625000 fi:0.473267. Ave ac:0.015296,0.018348 Initialization: 6.459000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.863000 Kernel 1: 0.023000 Kernel 2: 109.622002 Copyback: 0.018000 Sum: 0.036000 It 3,Best ac:0.006328 0.777778 fi:0.321516. Ave ac:0.015410,0.018127 Initialization: 6.591000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.827000 Kernel 1: 0.024000 Kernel 2: 109.476997 Copyback: 0.018000 Sum: 0.033000 It 4,Best ac:0.005424 0.727273 fi:0.372364. Ave ac:0.014435,0.016001 Initialization: 6.451000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.843000 Kernel 1: 0.025000 Kernel 2: 110.139000 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.004746 0.777778 fi:0.322114. Ave ac:0.012739,0.014159 Initialization: 6.579000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.835000 Kernel 1: 0.024000 Kernel 2: 110.496002 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.006328 0.777778 fi:0.321516. Ave ac:0.012442,0.013805 Initialization: 7.024000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.120000 Kernel 1: 0.023000 Kernel 2: 107.321999 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.010619 0.734375 fi:0.363293. Ave ac:0.010567,0.011204 Initialization: 6.549000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.825000 Kernel 1: 0.024000 Kernel 2: 108.431999 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.004972 0.916667 fi:0.183141. Ave ac:0.011251,0.011300 Initialization: 6.460000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.363000 Kernel 1: 0.023000 Kernel 2: 106.970001 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.007682 0.871795 fi:0.226986. Ave ac:0.011515,0.011940 Iteration 10:MDL fitness activated Error 0.226986 TL 0.028966 MDL Theory Length Weight: 2.6120698354 (2) Initialization: 6.507000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.820000 Kernel 1: 0.023000 Kernel 2: 107.653000 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.007232 0.820513 fi:0.382056. Ave ac:0.009543,0.009880 Initialization: 6.512000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.879000 Kernel 1: 0.024000 Kernel 2: 106.468002 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.005876 0.742857 fi:0.398336. Ave ac:0.010889,0.011371 Initialization: 6.624000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.868000 Kernel 1: 0.023000 Kernel 2: 107.700996 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.005199 0.766667 fi:0.417733. Ave ac:0.010437,0.010000 Initialization: 6.527000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.897000 Kernel 1: 0.023000 Kernel 2: 102.956001 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.004521 0.869565 fi:0.302399. Ave ac:0.011316,0.013443 Initialization: 6.685000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.273000 Kernel 1: 0.023000 Kernel 2: 103.823997 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.012203 0.771429 fi:0.373199. Ave ac:0.011656,0.014934 Initialization: 6.504000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 100.313004 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.004746 0.840000 fi:0.340769. Ave ac:0.010960,0.016397 Initialization: 6.578000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.296000 Kernel 1: 0.023000 Kernel 2: 94.779999 Copyback: 0.017000 Sum: 0.039000 It 16,Best ac:0.009492 0.840000 fi:0.315957. Ave ac:0.013990,0.019096 Initialization: 6.577000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.313000 Kernel 1: 0.023000 Kernel 2: 98.954002 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.005876 0.928571 fi:0.248153. Ave ac:0.011113,0.016370 Initialization: 6.616000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.919000 Kernel 1: 0.023000 Kernel 2: 94.685997 Copyback: 0.018000 Sum: 0.034000 It 18,Best ac:0.004520 0.952381 fi:0.223584. Ave ac:0.010711,0.011680 Initialization: 6.575000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.007000 Kernel 1: 0.021000 Kernel 2: 91.655998 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.007910 0.795455 fi:0.363332. Ave ac:0.009854,0.014690 Initialization: 6.527000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.633000 Kernel 1: 0.022000 Kernel 2: 86.960999 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.004519 0.833333 fi:0.320661. Ave ac:0.010275,0.011888 Initialization: 6.606000 Memcpy Classifiers: 0.385000 Memcpy Instances: 9.289000 Kernel 1: 0.022000 Kernel 2: 86.599998 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.004971 0.814815 fi:0.340415. Ave ac:0.010017,0.014884 Initialization: 6.445000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.961000 Kernel 1: 0.022000 Kernel 2: 86.560997 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.007230 0.820513 fi:0.341994. Ave ac:0.010710,0.013092 Initialization: 6.607000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.800000 Kernel 1: 0.022000 Kernel 2: 85.545998 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.005197 0.851852 fi:0.298900. Ave ac:0.009204,0.013802 Initialization: 6.377000 Memcpy Classifiers: 0.352000 Memcpy Instances: 10.223000 Kernel 1: 0.022000 Kernel 2: 89.516998 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.004521 0.909091 fi:0.251530. Ave ac:0.011098,0.013304 Initialization: 6.498000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.859000 Kernel 1: 0.024000 Kernel 2: 86.153000 Copyback: 0.016000 Sum: 0.030000 It 25,Best ac:0.005648 0.892857 fi:0.263736. Ave ac:0.010268,0.017798 Initialization: 6.496000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.867000 Kernel 1: 0.024000 Kernel 2: 86.323997 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.004519 0.952381 fi:0.200348. Ave ac:0.011179,0.013858 Initialization: 6.574000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.824000 Kernel 1: 0.023000 Kernel 2: 88.391998 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.006554 0.878788 fi:0.268728. Ave ac:0.009569,0.016101 Initialization: 6.552000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.174000 Kernel 1: 0.023000 Kernel 2: 87.801003 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.005424 0.923077 fi:0.222888. Ave ac:0.010758,0.016706 Initialization: 6.998000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.845000 Kernel 1: 0.024000 Kernel 2: 87.268997 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.006554 0.935484 fi:0.209904. Ave ac:0.010261,0.016263 Initialization: 6.594000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.871000 Kernel 1: 0.026000 Kernel 2: 84.950996 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.005197 0.851852 fi:0.304562. Ave ac:0.008396,0.010595 Initialization: 6.539000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.855000 Kernel 1: 0.024000 Kernel 2: 82.973000 Copyback: 0.018000 Sum: 0.029000 It 31,Best ac:0.004745 0.875000 fi:0.267188. Ave ac:0.008394,0.010084 Initialization: 7.039000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.219000 Kernel 1: 0.024000 Kernel 2: 85.867996 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.004746 0.913043 fi:0.254322. Ave ac:0.011661,0.016797 Initialization: 6.538000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 83.345001 Copyback: 0.019000 Sum: 0.028000 It 33,Best ac:0.004293 1.000000 fi:0.174726. Ave ac:0.009323,0.010267 Initialization: 24.504000 Memcpy Instances: 438.782990 Memcpy Classifiers: 0.059000 Kernel 1: 0.023000 Kernel 2: 461.489990 Copyback: 0.022000 Sum: 0.011000 Memcpy Classifiers: 0.058000 Kernel 1: 0.021000 Kernel 2: 457.135010 Copyback: 0.364000 Sum: 0.003000 Memcpy Classifiers: 0.063000 Kernel 1: 0.018000 Kernel 2: 450.967987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 460.838013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 463.885010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 449.519012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 453.269012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 457.528015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 450.322998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 462.852997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 450.665985 Copyback: 0.022000 Sum: 0.005000 Memcpy Classifiers: 0.064000 Kernel 1: 0.019000 Kernel 2: 461.924011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 421.109985 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005247 0.760813 fi:0.381185. Ave ac:0.009298,0.033626 Best acc 0.005247 0.760813 Rule:Att PSSM_-4_12 is [<3.197819]|Att PSSM_0_2 is [<-4.465022]|Att PSSM_0_18 is [-5.330927,9.627821]|Att PSSM_1_4 is [<-0.818574]|Att PSSM_1_5 is [>-2.418142]|Att PSSM_1_7 is [<0.843136]|Att PSSM_2_17 is [-4.380758,-0.414829]|Att PSSM_3_4 is [<1.716052]|1 Accuracy : 0.741167 0 1 161518 2562 58170 12388 Removed 1575 instances. 219688 Instances left. Acc of rule 0.005527-0.776508 Initialization: 6.715000 Memcpy Classifiers: 0.525000 Memcpy Instances: 9.266000 Kernel 1: 0.025000 Kernel 2: 108.115997 Copyback: 0.017000 Sum: 0.050000 Initial population average accuracy1:0.006230 accuracy2:0.241241 Initialization: 6.484000 Memcpy Classifiers: 0.506000 Memcpy Instances: 10.204000 Kernel 1: 0.023000 Kernel 2: 113.274002 Copyback: 0.018000 Sum: 0.041000 It 0,Best ac:0.004324 0.542857 fi:0.572854. Ave ac:0.014307,0.022925 Initialization: 6.593000 Memcpy Classifiers: 0.465000 Memcpy Instances: 8.815000 Kernel 1: 0.023000 Kernel 2: 117.710999 Copyback: 0.371000 Sum: 0.034000 It 1,Best ac:0.006372 0.538462 fi:0.560783. Ave ac:0.016647,0.023101 Initialization: 8.214000 Memcpy Classifiers: 0.455000 Memcpy Instances: 9.169000 Kernel 1: 0.023000 Kernel 2: 116.963997 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.005236 0.589744 fi:0.509936. Ave ac:0.014806,0.019003 Initialization: 6.501000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.816000 Kernel 1: 0.025000 Kernel 2: 112.078003 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.027993 0.630769 fi:0.462467. Ave ac:0.014239,0.016072 Initialization: 6.554000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.873000 Kernel 1: 0.022000 Kernel 2: 112.184998 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.005691 0.735294 fi:0.364211. Ave ac:0.014077,0.017190 Initialization: 6.490000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.817000 Kernel 1: 0.024000 Kernel 2: 111.980003 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.005007 0.733333 fi:0.366434. Ave ac:0.015900,0.018506 Initialization: 6.558000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.892000 Kernel 1: 0.024000 Kernel 2: 116.858002 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.006372 0.717949 fi:0.381294. Ave ac:0.014772,0.014470 Initialization: 6.420000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.828000 Kernel 1: 0.025000 Kernel 2: 118.795998 Copyback: 0.017000 Sum: 0.038000 It 7,Best ac:0.010011 0.721311 fi:0.376535. Ave ac:0.013471,0.012393 Initialization: 6.479000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.883000 Kernel 1: 0.023000 Kernel 2: 124.622002 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.004552 0.869565 fi:0.230377. Ave ac:0.014423,0.013223 Initialization: 6.471000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.826000 Kernel 1: 0.024000 Kernel 2: 123.447998 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.005691 0.862069 fi:0.237436. Ave ac:0.013527,0.012059 Iteration 10:MDL fitness activated Error 0.237436 TL 0.032976 MDL Theory Length Weight: 2.4000688189 (2) Initialization: 6.423000 Memcpy Classifiers: 0.932000 Memcpy Instances: 8.843000 Kernel 1: 0.023000 Kernel 2: 120.209999 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.007738 0.829268 fi:0.357003. Ave ac:0.011692,0.011438 Initialization: 6.505000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.814000 Kernel 1: 0.023000 Kernel 2: 119.492996 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.006374 0.875000 fi:0.311705. Ave ac:0.011603,0.011606 Initialization: 6.521000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 112.332001 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.005234 0.884615 fi:0.299063. Ave ac:0.009044,0.010130 Initialization: 6.485000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.831000 Kernel 1: 0.024000 Kernel 2: 112.181000 Copyback: 0.018000 Sum: 0.036000 It 13,Best ac:0.010014 0.880000 fi:0.315420. Ave ac:0.012191,0.011897 Initialization: 6.767000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.903000 Kernel 1: 0.023000 Kernel 2: 108.910004 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.005463 0.923077 fi:0.251982. Ave ac:0.009864,0.009329 Initialization: 6.444000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.901000 Kernel 1: 0.023000 Kernel 2: 103.782997 Copyback: 0.017000 Sum: 0.102000 It 15,Best ac:0.004552 0.869565 fi:0.303729. Ave ac:0.008017,0.006403 Initialization: 6.464000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.962000 Kernel 1: 0.023000 Kernel 2: 102.487000 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.005007 0.916667 fi:0.278498. Ave ac:0.009435,0.007754 Initialization: 6.571000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.819000 Kernel 1: 0.024000 Kernel 2: 100.653999 Copyback: 0.018000 Sum: 0.032000 It 17,Best ac:0.006374 0.800000 fi:0.364166. Ave ac:0.007781,0.005965 Initialization: 6.507000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.312000 Kernel 1: 0.023000 Kernel 2: 98.930000 Copyback: 0.016000 Sum: 0.038000 It 18,Best ac:0.005917 0.896552 fi:0.286325. Ave ac:0.010404,0.008149 Initialization: 6.739000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.862000 Kernel 1: 0.023000 Kernel 2: 100.444000 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.007057 0.911765 fi:0.256150. Ave ac:0.009453,0.007726 Initialization: 6.550000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.821000 Kernel 1: 0.025000 Kernel 2: 101.290001 Copyback: 0.017000 Sum: 0.037000 It 20,Best ac:0.005008 0.880000 fi:0.291614. Ave ac:0.009241,0.007189 Initialization: 6.530000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.834000 Kernel 1: 0.025000 Kernel 2: 101.000000 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.005691 0.833333 fi:0.328026. Ave ac:0.007866,0.006189 Initialization: 6.567000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.818000 Kernel 1: 0.023000 Kernel 2: 96.081001 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.005233 0.920000 fi:0.258711. Ave ac:0.007650,0.006147 Initialization: 6.509000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.847000 Kernel 1: 0.023000 Kernel 2: 101.036003 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.007512 0.916667 fi:0.279715. Ave ac:0.007176,0.005755 MDL Theory Length Weight: 2.1600619370 (10) Initialization: 6.460000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.877000 Kernel 1: 0.023000 Kernel 2: 96.668999 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.005007 0.880000 fi:0.270559. Ave ac:0.007635,0.005413 Initialization: 6.439000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.079000 Kernel 1: 0.023000 Kernel 2: 97.403999 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.004552 0.869565 fi:0.297602. Ave ac:0.007463,0.005878 Initialization: 6.473000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.843000 Kernel 1: 0.024000 Kernel 2: 97.002998 Copyback: 0.018000 Sum: 0.035000 It 26,Best ac:0.007053 0.911765 fi:0.238010. Ave ac:0.009170,0.006630 Initialization: 6.471000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.890000 Kernel 1: 0.023000 Kernel 2: 98.870003 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.004780 0.875000 fi:0.291483. Ave ac:0.008796,0.006543 Initialization: 6.567000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.819000 Kernel 1: 0.024000 Kernel 2: 99.911003 Copyback: 0.018000 Sum: 0.036000 It 28,Best ac:0.005236 0.851852 fi:0.306050. Ave ac:0.009847,0.007450 Initialization: 7.058000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.891000 Kernel 1: 0.023000 Kernel 2: 101.637001 Copyback: 0.018000 Sum: 0.036000 It 29,Best ac:0.004780 0.875000 fi:0.290657. Ave ac:0.007969,0.006443 Initialization: 6.541000 Memcpy Classifiers: 0.352000 Memcpy Instances: 10.164000 Kernel 1: 0.022000 Kernel 2: 101.010002 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.008876 0.847826 fi:0.300378. Ave ac:0.008816,0.006918 Initialization: 6.453000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.862000 Kernel 1: 0.024000 Kernel 2: 96.190002 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.006827 0.937500 fi:0.224687. Ave ac:0.009724,0.008714 Initialization: 6.410000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.867000 Kernel 1: 0.023000 Kernel 2: 95.214996 Copyback: 0.017000 Sum: 0.036000 It 32,Best ac:0.005008 0.916667 fi:0.241902. Ave ac:0.007842,0.006281 Initialization: 6.497000 Memcpy Classifiers: 0.355000 Memcpy Instances: 8.850000 Kernel 1: 0.023000 Kernel 2: 96.606003 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.005916 0.838710 fi:0.313522. Ave ac:0.007881,0.006996 Initialization: 24.281000 Memcpy Instances: 434.407990 Memcpy Classifiers: 0.061000 Kernel 1: 0.025000 Kernel 2: 506.000000 Copyback: 0.020000 Sum: 0.012000 Memcpy Classifiers: 0.055000 Kernel 1: 0.018000 Kernel 2: 505.660004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 512.687012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 501.059998 Copyback: 0.281000 Sum: 0.002000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 492.049011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 493.061005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 513.098022 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.059000 Kernel 1: 0.018000 Kernel 2: 521.487000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 512.219971 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 506.906006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 527.304993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 510.161987 Copyback: 0.023000 Sum: 0.007000 Memcpy Classifiers: 0.048000 Kernel 1: 0.020000 Kernel 2: 265.605011 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004520 0.763846 fi:0.399226. Ave ac:0.008204,0.027439 Best acc 0.004520 0.763846 Initialization: 6.449000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.852000 Kernel 1: 0.025000 Kernel 2: 108.254997 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.006815 accuracy2:0.255684 Initialization: 6.998000 Memcpy Classifiers: 0.525000 Memcpy Instances: 9.026000 Kernel 1: 0.023000 Kernel 2: 112.320999 Copyback: 0.017000 Sum: 0.061000 It 0,Best ac:0.004778 0.600000 fi:0.499856. Ave ac:0.012580,0.017979 Initialization: 7.743000 Memcpy Classifiers: 0.473000 Memcpy Instances: 9.652000 Kernel 1: 0.022000 Kernel 2: 115.570000 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.006372 0.682927 fi:0.416316. Ave ac:0.016560,0.019061 Initialization: 6.563000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.896000 Kernel 1: 0.023000 Kernel 2: 118.967003 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.008422 0.711538 fi:0.386917. Ave ac:0.016010,0.017276 Initialization: 6.524000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.830000 Kernel 1: 0.023000 Kernel 2: 123.931999 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.019345 0.752212 fi:0.342046. Ave ac:0.013799,0.016643 Initialization: 6.487000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.571000 Kernel 1: 0.023000 Kernel 2: 134.108002 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.005234 0.696970 fi:0.402710. Ave ac:0.012312,0.014631 Initialization: 7.946000 Memcpy Classifiers: 0.497000 Memcpy Instances: 8.860000 Kernel 1: 0.023000 Kernel 2: 144.410995 Copyback: 0.370000 Sum: 0.033000 It 5,Best ac:0.005008 0.814815 fi:0.284952. Ave ac:0.010986,0.011981 Initialization: 6.704000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.847000 Kernel 1: 0.022000 Kernel 2: 132.500000 Copyback: 0.017000 Sum: 0.038000 It 6,Best ac:0.004097 0.782609 fi:0.379644. Ave ac:0.009919,0.012077 Initialization: 6.528000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.826000 Kernel 1: 0.025000 Kernel 2: 127.938004 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.004323 0.863636 fi:0.252834. Ave ac:0.011827,0.011110 Initialization: 6.533000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.358000 Kernel 1: 0.023000 Kernel 2: 128.255997 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.004552 0.800000 fi:0.299944. Ave ac:0.008725,0.009166 Initialization: 6.498000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.948000 Kernel 1: 0.022000 Kernel 2: 123.917999 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.005008 0.880000 fi:0.219767. Ave ac:0.010151,0.011864 Iteration 10:MDL fitness activated Error 0.219767 TL 0.032068 MDL Theory Length Weight: 2.2844066923 (1) Initialization: 6.502000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.181000 Kernel 1: 0.023000 Kernel 2: 125.773003 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.006827 0.909091 fi:0.255593. Ave ac:0.009711,0.013507 Initialization: 6.542000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.898000 Kernel 1: 0.023000 Kernel 2: 128.056000 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.004780 0.840000 fi:0.321393. Ave ac:0.011299,0.016056 Initialization: 6.524000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.918000 Kernel 1: 0.023000 Kernel 2: 123.167999 Copyback: 0.016000 Sum: 0.036000 It 12,Best ac:0.005008 0.785714 fi:0.365533. Ave ac:0.011196,0.011162 Initialization: 6.466000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 120.038002 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.006146 0.794118 fi:0.330677. Ave ac:0.006939,0.005321 Initialization: 6.985000 Memcpy Classifiers: 0.404000 Memcpy Instances: 8.833000 Kernel 1: 0.023000 Kernel 2: 120.900002 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.010696 0.746032 fi:0.393837. Ave ac:0.009834,0.011627 Initialization: 6.466000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 124.427002 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.004780 0.913043 fi:0.253727. Ave ac:0.009714,0.009641 Initialization: 6.519000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.817000 Kernel 1: 0.025000 Kernel 2: 113.273003 Copyback: 0.016000 Sum: 0.035000 It 16,Best ac:0.007509 0.804878 fi:0.353813. Ave ac:0.008406,0.010201 Initialization: 6.515000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.927000 Kernel 1: 0.023000 Kernel 2: 116.139000 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.004551 0.869565 fi:0.307117. Ave ac:0.009882,0.012923 Initialization: 6.501000 Memcpy Classifiers: 0.371000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 109.308998 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.005462 0.827586 fi:0.345684. Ave ac:0.011693,0.015063 Initialization: 6.468000 Memcpy Classifiers: 0.362000 Memcpy Instances: 10.137000 Kernel 1: 0.023000 Kernel 2: 108.396004 Copyback: 0.020000 Sum: 0.031000 It 19,Best ac:0.005008 0.880000 fi:0.258048. Ave ac:0.008219,0.010033 Initialization: 6.545000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.847000 Kernel 1: 0.024000 Kernel 2: 106.819000 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.005463 0.888889 fi:0.256548. Ave ac:0.010036,0.016420 Initialization: 6.567000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.827000 Kernel 1: 0.023000 Kernel 2: 105.686996 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.007967 0.897436 fi:0.268383. Ave ac:0.012816,0.022939 Initialization: 6.483000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.881000 Kernel 1: 0.023000 Kernel 2: 104.431999 Copyback: 0.016000 Sum: 0.033000 It 22,Best ac:0.005007 0.814815 fi:0.341349. Ave ac:0.011641,0.020527 Initialization: 6.502000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.817000 Kernel 1: 0.024000 Kernel 2: 113.315002 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.004553 0.909091 fi:0.261450. Ave ac:0.011579,0.019522 Initialization: 6.534000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.284000 Kernel 1: 0.023000 Kernel 2: 105.138000 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.005462 0.857143 fi:0.282599. Ave ac:0.012432,0.020621 MDL Theory Length Weight: 2.0559660231 (10) Initialization: 6.492000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.883000 Kernel 1: 0.023000 Kernel 2: 106.261002 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.004552 0.833333 fi:0.309556. Ave ac:0.010583,0.015772 Initialization: 6.444000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.835000 Kernel 1: 0.024000 Kernel 2: 103.981003 Copyback: 0.017000 Sum: 0.037000 It 26,Best ac:0.005234 0.920000 fi:0.228208. Ave ac:0.012074,0.021943 Initialization: 6.517000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.862000 Kernel 1: 0.023000 Kernel 2: 102.143997 Copyback: 0.018000 Sum: 0.031000 It 27,Best ac:0.007740 0.894737 fi:0.236068. Ave ac:0.011320,0.019663 Initialization: 6.589000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.135000 Kernel 1: 0.024000 Kernel 2: 99.273003 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.004324 0.863636 fi:0.297034. Ave ac:0.008847,0.017268 Initialization: 6.522000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.843000 Kernel 1: 0.023000 Kernel 2: 95.447998 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.004323 0.904762 fi:0.263392. Ave ac:0.010445,0.019486 Initialization: 6.519000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.852000 Kernel 1: 0.024000 Kernel 2: 95.709999 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.006374 0.875000 fi:0.263291. Ave ac:0.010677,0.018491 Initialization: 6.552000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.814000 Kernel 1: 0.023000 Kernel 2: 94.075996 Copyback: 0.018000 Sum: 0.036000 It 31,Best ac:0.007283 0.842105 fi:0.294187. Ave ac:0.007778,0.014867 Initialization: 6.414000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.954000 Kernel 1: 0.023000 Kernel 2: 99.026001 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.005690 0.833333 fi:0.281883. Ave ac:0.013447,0.022350 Initialization: 6.459000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.939000 Kernel 1: 0.024000 Kernel 2: 97.394997 Copyback: 0.017000 Sum: 0.035000 It 33,Best ac:0.005008 0.880000 fi:0.274677. Ave ac:0.011450,0.018225 Initialization: 24.006001 Memcpy Instances: 432.532990 Memcpy Classifiers: 0.063000 Kernel 1: 0.024000 Kernel 2: 506.726990 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 509.313995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 504.877991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 514.450989 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 510.911987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 502.980011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 513.039001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.015000 Kernel 2: 510.492004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 499.033997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 504.766998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 496.722992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 511.285004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 248.667007 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005271 0.726019 fi:0.405734. Ave ac:0.008899,0.030766 Best acc 0.005271 0.726019 Rule:Att PSSM_-4_12 is [<-1.031604]|Att PSSM_-3_7 is [<6.313828]|Att PSSM_-1_15 is [-6.859058,-3.194141]|Att PSSM_0_1 is [0.477838,6.894381]|Att PSSM_0_12 is [-6.186366,-2.099809]|Att PSSM_0_13 is [-3.255284,5.255284]|Att PSSM_0_17 is [<2.342279]|Att PSSM_1_4 is [-6.950629,0.950629]|Att PSSM_1_17 is [<3.744663]|Att PSSM_2_1 is [-2.636946,6.636946]|Att PSSM_4_4 is [<-0.193365]|1 Accuracy : 0.744091 0 1 161211 2869 57177 13381 Removed 1300 instances. 218388 Instances left. Acc of rule 0.004520-0.763846 Initialization: 6.465000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.867000 Kernel 1: 0.025000 Kernel 2: 105.782997 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005601 accuracy2:0.247474 Initialization: 6.576000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.824000 Kernel 1: 0.024000 Kernel 2: 113.929001 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.006412 0.736842 fi:0.362358. Ave ac:0.011427,0.014943 Initialization: 6.513000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.989000 Kernel 1: 0.023000 Kernel 2: 115.568001 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.004351 0.612903 fi:0.487334. Ave ac:0.014541,0.018990 Initialization: 6.437000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 113.327003 Copyback: 0.018000 Sum: 0.035000 It 2,Best ac:0.005495 0.685714 fi:0.413841. Ave ac:0.016212,0.022244 Initialization: 6.491000 Memcpy Classifiers: 0.550000 Memcpy Instances: 8.924000 Kernel 1: 0.023000 Kernel 2: 114.690002 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.005723 0.714286 fi:0.385183. Ave ac:0.012789,0.014516 Initialization: 6.399000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.322000 Kernel 1: 0.024000 Kernel 2: 116.415001 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.006868 0.769231 fi:0.329791. Ave ac:0.013967,0.016006 Initialization: 6.471000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.804000 Kernel 1: 0.025000 Kernel 2: 118.330002 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.005266 0.793103 fi:0.306543. Ave ac:0.014257,0.017755 Initialization: 6.445000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.884000 Kernel 1: 0.024000 Kernel 2: 120.113998 Copyback: 0.371000 Sum: 0.032000 It 6,Best ac:0.005037 0.733333 fi:0.366402. Ave ac:0.012860,0.015240 Initialization: 6.516000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.830000 Kernel 1: 0.023000 Kernel 2: 118.175003 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.007328 0.780488 fi:0.318356. Ave ac:0.011867,0.013530 Initialization: 6.429000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.840000 Kernel 1: 0.024000 Kernel 2: 115.499001 Copyback: 0.017000 Sum: 0.038000 It 8,Best ac:0.004349 0.826087 fi:0.274937. Ave ac:0.011020,0.012571 Initialization: 6.450000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.844000 Kernel 1: 0.024000 Kernel 2: 113.376999 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.011907 0.838710 fi:0.258355. Ave ac:0.009356,0.009502 Iteration 10:MDL fitness activated Error 0.258355 TL 0.039790 MDL Theory Length Weight: 2.1643426772 (1) Initialization: 6.456000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.799000 Kernel 1: 0.024000 Kernel 2: 114.246002 Copyback: 0.017000 Sum: 0.039000 It 10,Best ac:0.008702 0.808511 fi:0.360201. Ave ac:0.010804,0.010623 Initialization: 6.252000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.795000 Kernel 1: 0.024000 Kernel 2: 109.065002 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.005266 0.821429 fi:0.342012. Ave ac:0.010401,0.010254 Initialization: 6.441000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.880000 Kernel 1: 0.023000 Kernel 2: 107.492996 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.005723 0.925926 fi:0.259237. Ave ac:0.011561,0.014497 Initialization: 6.402000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.821000 Kernel 1: 0.024000 Kernel 2: 106.917999 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.004809 0.913043 fi:0.250402. Ave ac:0.010783,0.009375 Initialization: 6.501000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.962000 Kernel 1: 0.023000 Kernel 2: 106.293999 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.007095 0.794872 fi:0.377572. Ave ac:0.009924,0.009732 Initialization: 6.528000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.808000 Kernel 1: 0.024000 Kernel 2: 104.653999 Copyback: 0.016000 Sum: 0.040000 It 15,Best ac:0.005495 0.888889 fi:0.276949. Ave ac:0.010165,0.010345 Initialization: 6.345000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.831000 Kernel 1: 0.024000 Kernel 2: 101.936996 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.006868 0.882353 fi:0.264181. Ave ac:0.011065,0.010884 Initialization: 6.456000 Memcpy Classifiers: 0.826000 Memcpy Instances: 8.812000 Kernel 1: 0.025000 Kernel 2: 101.156998 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.005037 0.916667 fi:0.255073. Ave ac:0.010682,0.010009 Initialization: 6.510000 Memcpy Classifiers: 0.394000 Memcpy Instances: 8.872000 Kernel 1: 0.021000 Kernel 2: 105.233002 Copyback: 0.017000 Sum: 0.036000 It 18,Best ac:0.004351 0.863636 fi:0.310789. Ave ac:0.010932,0.011794 Initialization: 6.446000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.355000 Kernel 1: 0.024000 Kernel 2: 106.237999 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.004580 0.909091 fi:0.268948. Ave ac:0.009373,0.010025 Initialization: 6.460000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.136000 Kernel 1: 0.023000 Kernel 2: 104.686996 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.005952 0.928571 fi:0.217930. Ave ac:0.008114,0.007637 Initialization: 6.572000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.798000 Kernel 1: 0.023000 Kernel 2: 103.824997 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.005496 0.857143 fi:0.313965. Ave ac:0.007768,0.007410 Initialization: 6.406000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.405000 Kernel 1: 0.024000 Kernel 2: 105.950996 Copyback: 0.017000 Sum: 0.037000 It 22,Best ac:0.005264 0.793103 fi:0.368730. Ave ac:0.009777,0.010687 Initialization: 6.495000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.882000 Kernel 1: 0.023000 Kernel 2: 101.105003 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.006183 0.843750 fi:0.334023. Ave ac:0.011830,0.012511 Initialization: 6.444000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.809000 Kernel 1: 0.025000 Kernel 2: 102.058998 Copyback: 0.017000 Sum: 0.039000 It 24,Best ac:0.004351 0.904762 fi:0.257436. Ave ac:0.011513,0.010283 Initialization: 6.457000 Memcpy Classifiers: 0.406000 Memcpy Instances: 8.860000 Kernel 1: 0.024000 Kernel 2: 99.791000 Copyback: 0.016000 Sum: 0.035000 It 25,Best ac:0.004349 0.904762 fi:0.254072. Ave ac:0.009909,0.010255 Initialization: 6.505000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.806000 Kernel 1: 0.024000 Kernel 2: 98.271004 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.004350 0.826087 fi:0.334835. Ave ac:0.010023,0.010432 Initialization: 6.467000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.800000 Kernel 1: 0.025000 Kernel 2: 100.886002 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.006183 0.843750 fi:0.317725. Ave ac:0.011313,0.012565 Initialization: 6.379000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.927000 Kernel 1: 0.024000 Kernel 2: 96.902000 Copyback: 0.018000 Sum: 0.037000 It 28,Best ac:0.005037 0.916667 fi:0.238510. Ave ac:0.010293,0.009607 Initialization: 6.505000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.552000 Kernel 1: 0.023000 Kernel 2: 100.261002 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.006409 0.848485 fi:0.301808. Ave ac:0.007927,0.008992 MDL Theory Length Weight: 1.9479084095 (10) Initialization: 6.451000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.804000 Kernel 1: 0.024000 Kernel 2: 102.765999 Copyback: 0.017000 Sum: 0.037000 It 30,Best ac:0.004121 0.947368 fi:0.264856. Ave ac:0.008615,0.008382 Initialization: 6.443000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.873000 Kernel 1: 0.024000 Kernel 2: 100.647003 Copyback: 0.016000 Sum: 0.038000 It 31,Best ac:0.008700 0.904762 fi:0.242504. Ave ac:0.010964,0.009299 Initialization: 6.455000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.800000 Kernel 1: 0.023000 Kernel 2: 102.416000 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.007786 0.894737 fi:0.250620. Ave ac:0.009159,0.007205 Initialization: 6.416000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.861000 Kernel 1: 0.023000 Kernel 2: 105.274002 Copyback: 0.017000 Sum: 0.036000 It 33,Best ac:0.004351 0.904762 fi:0.240323. Ave ac:0.008653,0.008461 Initialization: 24.278999 Memcpy Instances: 433.598999 Memcpy Classifiers: 0.066000 Kernel 1: 0.023000 Kernel 2: 540.322021 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 511.761993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 526.221985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 535.700989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 516.906982 Copyback: 0.365000 Sum: 0.004000 Memcpy Classifiers: 0.065000 Kernel 1: 0.017000 Kernel 2: 527.372009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 540.763977 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 551.531982 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 529.401001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 531.713013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 520.658020 Copyback: 0.020000 Sum: 0.004000 Memcpy Classifiers: 0.065000 Kernel 1: 0.019000 Kernel 2: 520.817993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 170.570007 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.007317 0.734375 fi:0.411165. Ave ac:0.008413,0.027683 Best acc 0.007317 0.734375 Initialization: 6.473000 Memcpy Classifiers: 0.515000 Memcpy Instances: 8.885000 Kernel 1: 0.026000 Kernel 2: 107.147003 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.006814 accuracy2:0.253284 Initialization: 6.492000 Memcpy Classifiers: 0.534000 Memcpy Instances: 9.037000 Kernel 1: 0.024000 Kernel 2: 111.651001 Copyback: 0.021000 Sum: 0.058000 It 0,Best ac:0.011676 0.542553 fi:0.554604. Ave ac:0.012585,0.018329 Initialization: 6.594000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.823000 Kernel 1: 0.022000 Kernel 2: 114.392998 Copyback: 0.017000 Sum: 0.040000 It 1,Best ac:0.004809 0.600000 fi:0.499823. Ave ac:0.016333,0.018927 Initialization: 6.532000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.898000 Kernel 1: 0.025000 Kernel 2: 116.148003 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.006641 0.743590 fi:0.355521. Ave ac:0.015671,0.017868 Initialization: 6.436000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 112.830002 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.006641 0.707317 fi:0.391794. Ave ac:0.013762,0.016199 Initialization: 7.197000 Memcpy Classifiers: 0.419000 Memcpy Instances: 9.004000 Kernel 1: 0.022000 Kernel 2: 112.694000 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.009160 0.740741 fi:0.357391. Ave ac:0.013500,0.015313 Initialization: 8.147000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.878000 Kernel 1: 0.023000 Kernel 2: 110.297997 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.004349 0.703704 fi:0.397321. Ave ac:0.012969,0.015722 Initialization: 13.199000 Memcpy Classifiers: 0.393000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 108.987999 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.006641 0.783784 fi:0.315327. Ave ac:0.013864,0.014973 Initialization: 6.484000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.302000 Kernel 1: 0.023000 Kernel 2: 106.245003 Copyback: 0.016000 Sum: 0.030000 It 7,Best ac:0.004350 0.863636 fi:0.237388. Ave ac:0.012291,0.015317 Initialization: 6.488000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.800000 Kernel 1: 0.025000 Kernel 2: 105.098999 Copyback: 0.018000 Sum: 0.034000 It 8,Best ac:0.005038 0.814815 fi:0.284919. Ave ac:0.010620,0.010481 Initialization: 6.529000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.815000 Kernel 1: 0.024000 Kernel 2: 104.750999 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.006870 0.789474 fi:0.309548. Ave ac:0.009143,0.009511 Iteration 10:MDL fitness activated Error 0.309548 TL 0.024753 MDL Theory Length Weight: 4.1685163226 (3) Initialization: 6.910000 Memcpy Classifiers: 0.425000 Memcpy Instances: 9.748000 Kernel 1: 0.023000 Kernel 2: 104.212997 Copyback: 0.370000 Sum: 0.034000 It 10,Best ac:0.008473 0.804348 fi:0.394364. Ave ac:0.009427,0.010202 Initialization: 6.452000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.874000 Kernel 1: 0.024000 Kernel 2: 100.220001 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004350 0.950000 fi:0.303965. Ave ac:0.011311,0.012564 Initialization: 6.505000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.811000 Kernel 1: 0.023000 Kernel 2: 100.526001 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.004351 0.863636 fi:0.357721. Ave ac:0.010462,0.011353 Initialization: 6.465000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.155000 Kernel 1: 0.046000 Kernel 2: 103.660004 Copyback: 0.018000 Sum: 0.038000 It 13,Best ac:0.005266 0.851852 fi:0.365412. Ave ac:0.010932,0.015233 Initialization: 6.524000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.837000 Kernel 1: 0.023000 Kernel 2: 97.893997 Copyback: 0.017000 Sum: 0.039000 It 14,Best ac:0.004579 0.869565 fi:0.354902. Ave ac:0.012013,0.013805 Initialization: 6.607000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.971000 Kernel 1: 0.024000 Kernel 2: 100.914001 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.004351 0.791667 fi:0.398224. Ave ac:0.011666,0.014683 Initialization: 6.429000 Memcpy Classifiers: 0.389000 Memcpy Instances: 9.003000 Kernel 1: 0.024000 Kernel 2: 92.980003 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.005723 0.892857 fi:0.318402. Ave ac:0.011884,0.012964 Initialization: 6.546000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.851000 Kernel 1: 0.023000 Kernel 2: 92.648003 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.005267 0.884615 fi:0.289525. Ave ac:0.012305,0.011189 Initialization: 6.453000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.865000 Kernel 1: 0.023000 Kernel 2: 88.177002 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.005495 0.888889 fi:0.300320. Ave ac:0.011261,0.018514 Initialization: 6.463000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.844000 Kernel 1: 0.024000 Kernel 2: 90.344002 Copyback: 0.018000 Sum: 0.036000 It 19,Best ac:0.004579 0.833333 fi:0.362817. Ave ac:0.009728,0.010720 Initialization: 6.489000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.899000 Kernel 1: 0.024000 Kernel 2: 89.195999 Copyback: 0.018000 Sum: 0.031000 It 20,Best ac:0.004578 0.869565 fi:0.313944. Ave ac:0.011516,0.017731 Initialization: 6.442000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.836000 Kernel 1: 0.024000 Kernel 2: 88.949997 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.006870 0.750000 fi:0.405783. Ave ac:0.012693,0.016732 Initialization: 6.441000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.499000 Kernel 1: 0.024000 Kernel 2: 86.942001 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.006181 0.900000 fi:0.273031. Ave ac:0.013836,0.018363 Initialization: 6.457000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.795000 Kernel 1: 0.024000 Kernel 2: 85.793999 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.006412 0.848485 fi:0.358447. Ave ac:0.010071,0.016523 Initialization: 6.575000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.800000 Kernel 1: 0.024000 Kernel 2: 87.490997 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.012365 0.818182 fi:0.340211. Ave ac:0.011790,0.014471 Initialization: 6.567000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.992000 Kernel 1: 0.024000 Kernel 2: 89.352997 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.005267 0.920000 fi:0.278558. Ave ac:0.013059,0.018757 Initialization: 6.545000 Memcpy Classifiers: 0.286000 Memcpy Instances: 8.888000 Kernel 1: 0.023000 Kernel 2: 87.153999 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.004121 0.857143 fi:0.379044. Ave ac:0.011514,0.020259 Initialization: 6.497000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.263000 Kernel 1: 0.023000 Kernel 2: 90.019997 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.004578 0.833333 fi:0.375533. Ave ac:0.014811,0.017550 Initialization: 6.468000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.815000 Kernel 1: 0.025000 Kernel 2: 89.084000 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.004808 0.840000 fi:0.314702. Ave ac:0.012386,0.019258 Initialization: 6.511000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.804000 Kernel 1: 0.023000 Kernel 2: 91.778999 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.005954 0.812500 fi:0.344207. Ave ac:0.012230,0.014609 Initialization: 6.587000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.804000 Kernel 1: 0.025000 Kernel 2: 90.706001 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.008013 0.795455 fi:0.369185. Ave ac:0.010082,0.014540 Initialization: 6.469000 Memcpy Classifiers: 1.418000 Memcpy Instances: 8.812000 Kernel 1: 0.023000 Kernel 2: 87.737000 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.005723 0.892857 fi:0.271480. Ave ac:0.013533,0.023234 Initialization: 6.453000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.875000 Kernel 1: 0.024000 Kernel 2: 90.053001 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.004350 0.904762 fi:0.279212. Ave ac:0.012214,0.013792 Initialization: 6.555000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.997000 Kernel 1: 0.024000 Kernel 2: 91.122002 Copyback: 0.016000 Sum: 0.030000 It 33,Best ac:0.004350 0.950000 fi:0.231213. Ave ac:0.009496,0.009696 Initialization: 24.551001 Memcpy Instances: 434.367004 Memcpy Classifiers: 0.063000 Kernel 1: 0.026000 Kernel 2: 488.558990 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 503.167999 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.016000 Kernel 2: 483.558990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 501.721008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 486.480988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 500.333008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 499.190002 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 514.085999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 510.282990 Copyback: 0.020000 Sum: 0.005000 Memcpy Classifiers: 1.325000 Kernel 1: 0.020000 Kernel 2: 498.372986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 481.256989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 490.959015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 163.419998 Copyback: 0.020000 Sum: 0.001000 It 34,Best ac:0.004987 0.715506 fi:0.449117. Ave ac:0.012390,0.044003 Best acc 0.004987 0.715506 Rule:Att PSSM_-4_11 is [-6.995694,-0.269967]|Att PSSM_-2_1 is [>-4.008250]|Att PSSM_-2_16 is [<3.353416]|Att PSSM_0_12 is [<-3.141800]|Att PSSM_1_12 is [<-2.642175]|Att PSSM_2_7 is [<-1.492399]|Att PSSM_3_12 is [-6.266271,-1.733730]|Att PSSM_4_1 is [>-4.109635]|Att PSSM_4_6 is [-5.099330,3.973367]|1 Accuracy : 0.748438 0 1 160633 3447 55579 14979 Removed 2176 instances. 216212 Instances left. Acc of rule 0.007317-0.734375 Initialization: 6.475000 Memcpy Classifiers: 0.524000 Memcpy Instances: 9.267000 Kernel 1: 0.026000 Kernel 2: 103.512001 Copyback: 0.017000 Sum: 0.050000 Initial population average accuracy1:0.006199 accuracy2:0.256330 Initialization: 6.323000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.757000 Kernel 1: 0.023000 Kernel 2: 112.237000 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.004162 0.600000 fi:0.523830. Ave ac:0.011472,0.014380 Initialization: 6.399000 Memcpy Classifiers: 0.473000 Memcpy Instances: 8.757000 Kernel 1: 0.023000 Kernel 2: 111.300003 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.005782 0.657895 fi:0.441508. Ave ac:0.015995,0.018895 Initialization: 6.621000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.771000 Kernel 1: 0.023000 Kernel 2: 108.556999 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.005782 0.735294 fi:0.364111. Ave ac:0.016975,0.019781 Initialization: 6.428000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.734000 Kernel 1: 0.024000 Kernel 2: 107.165001 Copyback: 0.016000 Sum: 0.035000 It 3,Best ac:0.007630 0.717391 fi:0.381282. Ave ac:0.018128,0.021040 Initialization: 6.399000 Memcpy Classifiers: 0.439000 Memcpy Instances: 8.781000 Kernel 1: 0.023000 Kernel 2: 105.518997 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.006243 0.729730 fi:0.369492. Ave ac:0.017203,0.019391 Initialization: 6.409000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.790000 Kernel 1: 0.023000 Kernel 2: 101.369003 Copyback: 0.017000 Sum: 0.037000 It 5,Best ac:0.007863 0.809524 fi:0.289055. Ave ac:0.017309,0.019089 Initialization: 6.347000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.702000 Kernel 1: 0.024000 Kernel 2: 102.226997 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.005780 0.781250 fi:0.318155. Ave ac:0.015200,0.015638 Initialization: 6.419000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.705000 Kernel 1: 0.024000 Kernel 2: 101.637001 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.004625 0.869565 fi:0.230295. Ave ac:0.012722,0.014071 Initialization: 6.398000 Memcpy Classifiers: 0.407000 Memcpy Instances: 8.732000 Kernel 1: 0.023000 Kernel 2: 98.627998 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.007402 0.800000 fi:0.298762. Ave ac:0.010779,0.011829 Initialization: 6.430000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.699000 Kernel 1: 0.023000 Kernel 2: 96.388000 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.004857 0.840000 fi:0.259770. Ave ac:0.010029,0.010453 Iteration 10:MDL fitness activated Error 0.259770 TL 0.028501 MDL Theory Length Weight: 3.0381105634 (3) Initialization: 6.362000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.769000 Kernel 1: 0.023000 Kernel 2: 96.450996 Copyback: 0.018000 Sum: 0.034000 It 10,Best ac:0.005088 0.846154 fi:0.326035. Ave ac:0.009810,0.010439 Initialization: 6.411000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.791000 Kernel 1: 0.024000 Kernel 2: 95.641998 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.006243 0.900000 fi:0.299482. Ave ac:0.010098,0.011649 Initialization: 6.427000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.761000 Kernel 1: 0.024000 Kernel 2: 91.803001 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.006244 0.794118 fi:0.380374. Ave ac:0.009996,0.010229 Initialization: 6.587000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.071000 Kernel 1: 0.023000 Kernel 2: 97.295998 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.005780 0.862069 fi:0.315738. Ave ac:0.011114,0.014179 Initialization: 6.416000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.954000 Kernel 1: 0.024000 Kernel 2: 92.089996 Copyback: 0.017000 Sum: 0.041000 It 14,Best ac:0.005087 0.846154 fi:0.338400. Ave ac:0.009101,0.010488 Initialization: 6.554000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.798000 Kernel 1: 0.023000 Kernel 2: 88.051003 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.004625 0.800000 fi:0.386094. Ave ac:0.008890,0.007436 Initialization: 6.421000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.797000 Kernel 1: 0.023000 Kernel 2: 90.650002 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004626 0.833333 fi:0.348011. Ave ac:0.006990,0.007517 Initialization: 6.456000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.720000 Kernel 1: 0.023000 Kernel 2: 91.028000 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.005319 0.821429 fi:0.347614. Ave ac:0.008075,0.012288 Initialization: 6.364000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.756000 Kernel 1: 0.023000 Kernel 2: 94.476997 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.006705 0.805556 fi:0.370119. Ave ac:0.009335,0.011024 Initialization: 6.346000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.988000 Kernel 1: 0.025000 Kernel 2: 91.707001 Copyback: 0.018000 Sum: 0.036000 It 19,Best ac:0.007630 0.804878 fi:0.379835. Ave ac:0.009447,0.009638 Initialization: 7.755000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.742000 Kernel 1: 0.023000 Kernel 2: 89.504997 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.005782 0.806452 fi:0.347627. Ave ac:0.008858,0.010850 MDL Theory Length Weight: 2.7342995071 (10) Initialization: 6.406000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.228000 Kernel 1: 0.022000 Kernel 2: 89.079002 Copyback: 0.017000 Sum: 0.037000 It 21,Best ac:0.005319 0.884615 fi:0.282715. Ave ac:0.010514,0.011468 Initialization: 6.433000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.902000 Kernel 1: 0.024000 Kernel 2: 90.150002 Copyback: 0.020000 Sum: 0.034000 It 22,Best ac:0.004164 0.857143 fi:0.319824. Ave ac:0.009752,0.009542 Initialization: 6.386000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.723000 Kernel 1: 0.025000 Kernel 2: 90.730003 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.006012 0.838710 fi:0.319215. Ave ac:0.010050,0.012169 Initialization: 6.395000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.922000 Kernel 1: 0.051000 Kernel 2: 89.193001 Copyback: 0.016000 Sum: 0.036000 It 24,Best ac:0.007863 0.739130 fi:0.398468. Ave ac:0.008436,0.012146 Initialization: 6.594000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.413000 Kernel 1: 0.024000 Kernel 2: 94.238998 Copyback: 0.017000 Sum: 0.038000 It 25,Best ac:0.005549 0.750000 fi:0.410850. Ave ac:0.011456,0.013900 Initialization: 6.358000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.939000 Kernel 1: 0.024000 Kernel 2: 88.915001 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.004394 0.950000 fi:0.224994. Ave ac:0.012406,0.013906 Initialization: 6.437000 Memcpy Classifiers: 0.784000 Memcpy Instances: 8.772000 Kernel 1: 0.024000 Kernel 2: 86.389000 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.004394 0.863636 fi:0.309651. Ave ac:0.009900,0.010133 Initialization: 6.367000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.736000 Kernel 1: 0.024000 Kernel 2: 83.279999 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.004163 0.900000 fi:0.287972. Ave ac:0.008809,0.008461 Initialization: 6.913000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.732000 Kernel 1: 0.023000 Kernel 2: 82.775002 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.004163 0.857143 fi:0.309092. Ave ac:0.008672,0.010698 Initialization: 12.100000 Memcpy Classifiers: 0.305000 Memcpy Instances: 20.782000 Kernel 1: 0.022000 Kernel 2: 84.315002 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.005319 0.851852 fi:0.310584. Ave ac:0.009005,0.009234 Initialization: 6.399000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.727000 Kernel 1: 0.023000 Kernel 2: 87.856003 Copyback: 0.018000 Sum: 0.034000 It 31,Best ac:0.004393 0.863636 fi:0.308712. Ave ac:0.009943,0.008714 Initialization: 6.347000 Memcpy Classifiers: 0.302000 Memcpy Instances: 10.171000 Kernel 1: 0.022000 Kernel 2: 83.662003 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.008326 0.878049 fi:0.268480. Ave ac:0.009939,0.009023 Initialization: 6.517000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.748000 Kernel 1: 0.023000 Kernel 2: 84.526001 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.004857 0.954545 fi:0.209837. Ave ac:0.008208,0.010467 Initialization: 24.823999 Memcpy Instances: 433.119995 Memcpy Classifiers: 0.061000 Kernel 1: 0.026000 Kernel 2: 484.178009 Copyback: 0.018000 Sum: 0.012000 Memcpy Classifiers: 0.054000 Kernel 1: 0.016000 Kernel 2: 481.593994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 490.042999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 474.760986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 475.407013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 470.734009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 478.510986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 486.227997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 484.881989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 486.278992 Copyback: 0.366000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 489.010986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 449.613007 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.004533 0.709117 fi:0.455393. Ave ac:0.007148,0.024325 Best acc 0.004533 0.709117 Initialization: 6.489000 Memcpy Classifiers: 0.543000 Memcpy Instances: 8.721000 Kernel 1: 0.026000 Kernel 2: 107.362000 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.006208 accuracy2:0.260670 Initialization: 6.416000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.721000 Kernel 1: 0.024000 Kernel 2: 111.012001 Copyback: 0.017000 Sum: 0.054000 It 0,Best ac:0.005549 0.727273 fi:0.372223. Ave ac:0.010991,0.014473 Initialization: 6.480000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.782000 Kernel 1: 0.025000 Kernel 2: 113.236000 Copyback: 0.017000 Sum: 0.036000 It 1,Best ac:0.004858 0.700000 fi:0.399769. Ave ac:0.014066,0.017964 Initialization: 6.541000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.707000 Kernel 1: 0.024000 Kernel 2: 112.535004 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.003932 0.850000 fi:0.322507. Ave ac:0.014075,0.016019 Initialization: 6.436000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.719000 Kernel 1: 0.025000 Kernel 2: 107.547997 Copyback: 0.018000 Sum: 0.034000 It 3,Best ac:0.007632 0.687500 fi:0.411173. Ave ac:0.012926,0.015472 Initialization: 6.426000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.748000 Kernel 1: 0.024000 Kernel 2: 105.748001 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004394 0.678571 fi:0.421380. Ave ac:0.014698,0.017299 Initialization: 6.427000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.716000 Kernel 1: 0.025000 Kernel 2: 104.516998 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.005087 0.814815 fi:0.284864. Ave ac:0.015178,0.015460 Initialization: 6.344000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.557000 Kernel 1: 0.023000 Kernel 2: 102.554001 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.004395 0.791667 fi:0.308285. Ave ac:0.014195,0.013401 Initialization: 6.373000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.753000 Kernel 1: 0.025000 Kernel 2: 98.140999 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.006475 0.800000 fi:0.299130. Ave ac:0.012615,0.011943 Initialization: 6.384000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.727000 Kernel 1: 0.024000 Kernel 2: 99.379997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.004855 0.750000 fi:0.349770. Ave ac:0.012072,0.012066 Initialization: 6.395000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.781000 Kernel 1: 0.024000 Kernel 2: 96.748001 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.005088 0.880000 fi:0.219679. Ave ac:0.012358,0.014272 Iteration 10:MDL fitness activated Error 0.219679 TL 0.034388 MDL Theory Length Weight: 2.1294020589 (1) Initialization: 6.407000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.187000 Kernel 1: 0.023000 Kernel 2: 96.425003 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.004394 0.826087 fi:0.336225. Ave ac:0.011226,0.011016 Initialization: 6.457000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.710000 Kernel 1: 0.024000 Kernel 2: 99.461998 Copyback: 0.018000 Sum: 0.033000 It 11,Best ac:0.009480 0.788462 fi:0.383517. Ave ac:0.011124,0.011808 Initialization: 6.496000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.721000 Kernel 1: 0.023000 Kernel 2: 96.128998 Copyback: 0.017000 Sum: 0.038000 It 12,Best ac:0.005780 0.862069 fi:0.308333. Ave ac:0.013651,0.014838 Initialization: 6.624000 Memcpy Classifiers: 0.394000 Memcpy Instances: 8.748000 Kernel 1: 0.023000 Kernel 2: 96.869003 Copyback: 0.018000 Sum: 0.035000 It 13,Best ac:0.005549 0.827586 fi:0.340408. Ave ac:0.011510,0.011799 Initialization: 7.363000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.748000 Kernel 1: 0.024000 Kernel 2: 94.976997 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.006705 0.878788 fi:0.274741. Ave ac:0.012405,0.013627 Initialization: 6.428000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.717000 Kernel 1: 0.025000 Kernel 2: 92.574997 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.007630 0.804878 fi:0.343864. Ave ac:0.011715,0.013027 Initialization: 6.447000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.822000 Kernel 1: 0.024000 Kernel 2: 91.807999 Copyback: 0.016000 Sum: 0.033000 It 16,Best ac:0.004394 0.826087 fi:0.342430. Ave ac:0.011365,0.015672 Initialization: 6.387000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.800000 Kernel 1: 0.024000 Kernel 2: 94.269997 Copyback: 0.018000 Sum: 0.033000 It 17,Best ac:0.005782 0.862069 fi:0.281942. Ave ac:0.012062,0.013083 Initialization: 6.415000 Memcpy Classifiers: 0.406000 Memcpy Instances: 8.729000 Kernel 1: 0.025000 Kernel 2: 95.862999 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.004858 0.840000 fi:0.306194. Ave ac:0.011084,0.012776 Initialization: 6.414000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.780000 Kernel 1: 0.024000 Kernel 2: 99.246002 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.005320 0.793103 fi:0.348211. Ave ac:0.011811,0.013712 Initialization: 6.381000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.786000 Kernel 1: 0.025000 Kernel 2: 89.641998 Copyback: 0.018000 Sum: 0.035000 It 20,Best ac:0.004394 0.863636 fi:0.295214. Ave ac:0.012086,0.013714 Initialization: 6.445000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.748000 Kernel 1: 0.024000 Kernel 2: 91.545998 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.005088 0.814815 fi:0.348381. Ave ac:0.011367,0.015329 Initialization: 6.426000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.789000 Kernel 1: 0.025000 Kernel 2: 91.253998 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.004624 0.869565 fi:0.271773. Ave ac:0.012374,0.014601 Initialization: 6.430000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.811000 Kernel 1: 0.024000 Kernel 2: 93.466003 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.005780 0.833333 fi:0.316962. Ave ac:0.011589,0.011934 Initialization: 6.397000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.782000 Kernel 1: 0.023000 Kernel 2: 88.749001 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.006012 0.896552 fi:0.250133. Ave ac:0.011473,0.012204 Initialization: 6.400000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.683000 Kernel 1: 0.025000 Kernel 2: 89.205002 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.004162 0.900000 fi:0.281905. Ave ac:0.011705,0.011796 Initialization: 6.430000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.817000 Kernel 1: 0.024000 Kernel 2: 88.946999 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.004625 0.869565 fi:0.274047. Ave ac:0.009062,0.008455 Initialization: 6.444000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.768000 Kernel 1: 0.025000 Kernel 2: 88.186996 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.006475 0.823529 fi:0.320207. Ave ac:0.010009,0.012714 Initialization: 6.411000 Memcpy Classifiers: 0.349000 Memcpy Instances: 8.708000 Kernel 1: 0.025000 Kernel 2: 87.147003 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.004855 1.000000 fi:0.158009. Ave ac:0.009488,0.010219 Initialization: 6.399000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.209000 Kernel 1: 0.024000 Kernel 2: 87.013000 Copyback: 0.016000 Sum: 0.031000 It 29,Best ac:0.004857 0.954545 fi:0.188145. Ave ac:0.008803,0.008868 Initialization: 6.402000 Memcpy Classifiers: 0.301000 Memcpy Instances: 9.172000 Kernel 1: 0.024000 Kernel 2: 91.070000 Copyback: 0.017000 Sum: 0.037000 It 30,Best ac:0.005087 0.916667 fi:0.225643. Ave ac:0.007788,0.006663 Initialization: 6.985000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.712000 Kernel 1: 0.024000 Kernel 2: 87.833000 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.005782 0.833333 fi:0.311183. Ave ac:0.007586,0.010044 Initialization: 6.394000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.746000 Kernel 1: 0.024000 Kernel 2: 86.945000 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.004393 0.863636 fi:0.292225. Ave ac:0.010164,0.011063 Initialization: 6.389000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.792000 Kernel 1: 0.025000 Kernel 2: 86.533997 Copyback: 0.371000 Sum: 0.035000 It 33,Best ac:0.004858 0.875000 fi:0.270261. Ave ac:0.006420,0.005036 Initialization: 24.862000 Memcpy Instances: 429.316010 Memcpy Classifiers: 0.067000 Kernel 1: 0.028000 Kernel 2: 468.132996 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.057000 Kernel 1: 0.015000 Kernel 2: 475.755005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 487.966003 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.066000 Kernel 1: 0.023000 Kernel 2: 464.826996 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.016000 Kernel 2: 478.037994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 482.507996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 473.967987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.016000 Kernel 2: 480.364990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 467.739990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 474.292999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 469.268005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 451.932007 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004819 0.729181 fi:0.416095. Ave ac:0.006743,0.021773 Best acc 0.004819 0.729181 Rule:Att PSSM_-4_13 is [<9.257318]|Att PSSM_-3_12 is [-5.465323,-2.477417]|Att PSSM_-2_6 is [<4.570358]|Att PSSM_-1_19 is [-2.955137,2.294916]|Att PSSM_0_6 is [<-3.065498]|Att PSSM_0_20 is [>-0.056412]|Att PSSM_1_15 is [-6.584647,-2.260701]|1 Accuracy : 0.751230 0 1 160246 3834 54537 16021 Removed 1429 instances. 214783 Instances left. Acc of rule 0.004819-0.729181 Initialization: 6.508000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.742000 Kernel 1: 0.026000 Kernel 2: 103.801003 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.006196 accuracy2:0.256042 Initialization: 6.294000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.688000 Kernel 1: 0.025000 Kernel 2: 110.046997 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.004190 0.562500 fi:0.544466. Ave ac:0.012437,0.017367 Initialization: 6.828000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.958000 Kernel 1: 0.024000 Kernel 2: 114.026001 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.010475 0.562500 fi:0.534996. Ave ac:0.013738,0.017251 Initialization: 6.393000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.649000 Kernel 1: 0.025000 Kernel 2: 110.363998 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.004190 0.642857 fi:0.464108. Ave ac:0.013923,0.014857 Initialization: 6.698000 Memcpy Classifiers: 0.802000 Memcpy Instances: 8.658000 Kernel 1: 0.024000 Kernel 2: 111.144997 Copyback: 0.021000 Sum: 0.035000 It 3,Best ac:0.005587 0.648649 fi:0.450805. Ave ac:0.014976,0.015349 Initialization: 6.388000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.652000 Kernel 1: 0.024000 Kernel 2: 109.681999 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.006752 0.743590 fi:0.355396. Ave ac:0.015065,0.014877 Initialization: 6.829000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.678000 Kernel 1: 0.025000 Kernel 2: 114.260002 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.006518 0.736842 fi:0.362239. Ave ac:0.015752,0.015937 Initialization: 6.355000 Memcpy Classifiers: 0.534000 Memcpy Instances: 8.637000 Kernel 1: 0.026000 Kernel 2: 118.313004 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.005587 0.750000 fi:0.349454. Ave ac:0.013769,0.012874 Initialization: 6.278000 Memcpy Classifiers: 0.542000 Memcpy Instances: 10.121000 Kernel 1: 0.024000 Kernel 2: 115.574997 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.004424 0.730769 fi:0.369149. Ave ac:0.013721,0.013823 Initialization: 6.339000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.681000 Kernel 1: 0.025000 Kernel 2: 120.889999 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.007683 0.785714 fi:0.312898. Ave ac:0.014106,0.013213 Initialization: 6.435000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.650000 Kernel 1: 0.026000 Kernel 2: 120.003998 Copyback: 0.017000 Sum: 0.045000 It 9,Best ac:0.006052 0.896552 fi:0.202716. Ave ac:0.009521,0.008540 Iteration 10:MDL fitness activated Error 0.202716 TL 0.049862 MDL Theory Length Weight: 1.3551724261 (1) Initialization: 6.351000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.638000 Kernel 1: 0.025000 Kernel 2: 115.227997 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.005121 1.000000 fi:0.157281. Ave ac:0.008672,0.007272 Initialization: 6.873000 Memcpy Classifiers: 0.472000 Memcpy Instances: 8.819000 Kernel 1: 0.024000 Kernel 2: 116.016998 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.004888 0.840000 fi:0.320736. Ave ac:0.007961,0.007022 Initialization: 6.345000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.671000 Kernel 1: 0.024000 Kernel 2: 115.300003 Copyback: 0.018000 Sum: 0.040000 It 12,Best ac:0.003726 1.000000 fi:0.271275. Ave ac:0.006801,0.005843 Initialization: 6.917000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.733000 Kernel 1: 0.025000 Kernel 2: 113.916000 Copyback: 0.018000 Sum: 0.042000 It 13,Best ac:0.004655 0.952381 fi:0.206576. Ave ac:0.006943,0.004923 Initialization: 6.494000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.677000 Kernel 1: 0.025000 Kernel 2: 114.614998 Copyback: 0.017000 Sum: 0.039000 It 14,Best ac:0.004191 0.818182 fi:0.344329. Ave ac:0.006641,0.004256 Initialization: 6.813000 Memcpy Classifiers: 0.502000 Memcpy Instances: 8.701000 Kernel 1: 0.024000 Kernel 2: 114.238998 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.004423 0.826087 fi:0.335329. Ave ac:0.006566,0.003659 Initialization: 6.399000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.660000 Kernel 1: 0.024000 Kernel 2: 114.522003 Copyback: 0.018000 Sum: 0.038000 It 16,Best ac:0.004655 0.833333 fi:0.323657. Ave ac:0.007226,0.004906 Initialization: 6.827000 Memcpy Classifiers: 0.474000 Memcpy Instances: 8.685000 Kernel 1: 0.024000 Kernel 2: 113.977997 Copyback: 0.017000 Sum: 0.039000 It 17,Best ac:0.004423 0.863636 fi:0.293142. Ave ac:0.006412,0.004413 Initialization: 6.363000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.675000 Kernel 1: 0.024000 Kernel 2: 119.065002 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.004657 0.833333 fi:0.322402. Ave ac:0.006637,0.004670 Initialization: 6.378000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.640000 Kernel 1: 0.026000 Kernel 2: 117.071999 Copyback: 0.017000 Sum: 0.042000 It 19,Best ac:0.006985 0.882353 fi:0.285482. Ave ac:0.005995,0.003957 MDL Theory Length Weight: 1.2196551834 (11) Initialization: 6.428000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.719000 Kernel 1: 0.024000 Kernel 2: 112.584999 Copyback: 0.017000 Sum: 0.039000 It 20,Best ac:0.004191 0.900000 fi:0.254958. Ave ac:0.005937,0.003673 Initialization: 6.457000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.714000 Kernel 1: 0.024000 Kernel 2: 113.865997 Copyback: 0.017000 Sum: 0.039000 It 21,Best ac:0.005821 0.781250 fi:0.362384. Ave ac:0.004958,0.003216 Initialization: 6.529000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.955000 Kernel 1: 0.023000 Kernel 2: 115.462997 Copyback: 0.017000 Sum: 0.040000 It 22,Best ac:0.006054 0.866667 fi:0.288263. Ave ac:0.006201,0.004512 Initialization: 6.558000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.695000 Kernel 1: 0.025000 Kernel 2: 114.259003 Copyback: 0.017000 Sum: 0.050000 It 23,Best ac:0.007449 0.864865 fi:0.283544. Ave ac:0.006628,0.005097 Initialization: 6.301000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.690000 Kernel 1: 0.025000 Kernel 2: 113.053001 Copyback: 0.018000 Sum: 0.035000 It 24,Best ac:0.005354 0.884615 fi:0.264718. Ave ac:0.006330,0.003851 Initialization: 6.360000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.648000 Kernel 1: 0.026000 Kernel 2: 111.642998 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.003492 1.000000 fi:0.314979. Ave ac:0.006180,0.004106 Initialization: 6.378000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.690000 Kernel 1: 0.024000 Kernel 2: 112.168999 Copyback: 0.017000 Sum: 0.039000 It 26,Best ac:0.005121 0.846154 fi:0.306655. Ave ac:0.006274,0.004073 Initialization: 6.383000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.664000 Kernel 1: 0.025000 Kernel 2: 113.860001 Copyback: 0.017000 Sum: 0.042000 It 27,Best ac:0.005122 0.880000 fi:0.264838. Ave ac:0.005820,0.003614 Initialization: 6.321000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.675000 Kernel 1: 0.025000 Kernel 2: 111.827003 Copyback: 0.017000 Sum: 0.042000 It 28,Best ac:0.005354 0.884615 fi:0.261762. Ave ac:0.006059,0.003810 Initialization: 6.415000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.697000 Kernel 1: 0.024000 Kernel 2: 114.448997 Copyback: 0.018000 Sum: 0.040000 It 29,Best ac:0.004190 0.857143 fi:0.302991. Ave ac:0.006380,0.003552 MDL Theory Length Weight: 1.0976896651 (21) Initialization: 6.324000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.740000 Kernel 1: 0.024000 Kernel 2: 113.821999 Copyback: 0.017000 Sum: 0.040000 It 30,Best ac:0.007449 0.941176 fi:0.194103. Ave ac:0.006418,0.003935 Initialization: 6.455000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.657000 Kernel 1: 0.025000 Kernel 2: 112.106003 Copyback: 0.017000 Sum: 0.039000 It 31,Best ac:0.005121 0.880000 fi:0.264027. Ave ac:0.006258,0.003784 Initialization: 6.373000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.644000 Kernel 1: 0.026000 Kernel 2: 112.264999 Copyback: 0.017000 Sum: 0.037000 It 32,Best ac:0.006519 0.875000 fi:0.269231. Ave ac:0.007090,0.003298 Initialization: 6.292000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.673000 Kernel 1: 0.025000 Kernel 2: 109.102997 Copyback: 0.017000 Sum: 0.040000 It 33,Best ac:0.004190 0.900000 fi:0.251713. Ave ac:0.005128,0.003411 Initialization: 25.219999 Memcpy Instances: 446.526001 Memcpy Classifiers: 0.080000 Kernel 1: 0.027000 Kernel 2: 563.346008 Copyback: 0.368000 Sum: 0.014000 Memcpy Classifiers: 0.079000 Kernel 1: 0.015000 Kernel 2: 540.963989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.015000 Kernel 2: 582.405029 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.079000 Kernel 1: 0.017000 Kernel 2: 555.357971 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 575.728027 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 570.268005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.015000 Kernel 2: 568.705017 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.079000 Kernel 1: 0.019000 Kernel 2: 544.189026 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 564.788025 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.014000 Kernel 2: 563.174011 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.079000 Kernel 1: 0.016000 Kernel 2: 564.763000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.083000 Kernel 1: 0.014000 Kernel 2: 539.224976 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004525 0.731377 fi:0.413654. Ave ac:0.006615,0.021077 Best acc 0.004525 0.731377 Initialization: 7.090000 Memcpy Classifiers: 0.525000 Memcpy Instances: 8.686000 Kernel 1: 0.024000 Kernel 2: 104.778999 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.006338 accuracy2:0.241233 Initialization: 6.398000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.670000 Kernel 1: 0.026000 Kernel 2: 109.185997 Copyback: 0.017000 Sum: 0.045000 It 0,Best ac:0.004888 0.538462 fi:0.561272. Ave ac:0.011953,0.014534 Initialization: 6.319000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.368000 Kernel 1: 0.025000 Kernel 2: 111.195999 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.004655 0.588235 fi:0.511591. Ave ac:0.014641,0.015535 Initialization: 6.339000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.686000 Kernel 1: 0.025000 Kernel 2: 104.607002 Copyback: 0.017000 Sum: 0.039000 It 2,Best ac:0.005121 0.758621 fi:0.341020. Ave ac:0.014197,0.015175 Initialization: 6.406000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.719000 Kernel 1: 0.024000 Kernel 2: 101.195999 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.005122 0.687500 fi:0.412140. Ave ac:0.012549,0.011845 Initialization: 6.364000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.742000 Kernel 1: 0.025000 Kernel 2: 95.410004 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.004655 0.769231 fi:0.330596. Ave ac:0.012738,0.012506 Initialization: 6.404000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.660000 Kernel 1: 0.025000 Kernel 2: 93.387001 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.009078 0.639344 fi:0.458711. Ave ac:0.011554,0.012970 Initialization: 6.323000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.691000 Kernel 1: 0.024000 Kernel 2: 94.310997 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.003957 0.809524 fi:0.347055. Ave ac:0.011953,0.013185 Initialization: 6.372000 Memcpy Classifiers: 0.440000 Memcpy Instances: 8.703000 Kernel 1: 0.025000 Kernel 2: 94.106003 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.007449 0.820513 fi:0.278195. Ave ac:0.009308,0.010128 Initialization: 6.825000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.717000 Kernel 1: 0.024000 Kernel 2: 93.259003 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.005821 0.735294 fi:0.364064. Ave ac:0.009575,0.010717 Initialization: 6.457000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.688000 Kernel 1: 0.024000 Kernel 2: 93.877998 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.004190 0.857143 fi:0.249823. Ave ac:0.009675,0.009451 Iteration 10:MDL fitness activated Error 0.249823 TL 0.047294 MDL Theory Length Weight: 1.7607707666 (1) Initialization: 6.318000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.936000 Kernel 1: 0.024000 Kernel 2: 95.084000 Copyback: 0.016000 Sum: 0.030000 It 10,Best ac:0.005122 0.785714 fi:0.357195. Ave ac:0.009800,0.009775 Initialization: 6.384000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.967000 Kernel 1: 0.025000 Kernel 2: 94.264999 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.004423 0.904762 fi:0.254371. Ave ac:0.009914,0.012001 Initialization: 6.422000 Memcpy Classifiers: 0.456000 Memcpy Instances: 8.647000 Kernel 1: 0.025000 Kernel 2: 95.984001 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.006750 0.743590 fi:0.397658. Ave ac:0.011013,0.012626 Initialization: 6.348000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.674000 Kernel 1: 0.025000 Kernel 2: 92.607002 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.004191 0.750000 fi:0.386558. Ave ac:0.011023,0.010934 Initialization: 6.825000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.812000 Kernel 1: 0.025000 Kernel 2: 93.603996 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.005819 0.862069 fi:0.292952. Ave ac:0.009919,0.010037 Initialization: 6.343000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.710000 Kernel 1: 0.024000 Kernel 2: 92.527000 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.010012 0.843137 fi:0.316713. Ave ac:0.011301,0.010128 Initialization: 6.313000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.662000 Kernel 1: 0.025000 Kernel 2: 90.233002 Copyback: 0.016000 Sum: 0.031000 It 16,Best ac:0.005121 0.916667 fi:0.250800. Ave ac:0.009834,0.009186 Initialization: 6.377000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.657000 Kernel 1: 0.025000 Kernel 2: 87.179001 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.005587 0.827586 fi:0.324858. Ave ac:0.008499,0.008552 Initialization: 6.916000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.667000 Kernel 1: 0.024000 Kernel 2: 85.296997 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.005354 0.884615 fi:0.267922. Ave ac:0.008496,0.007648 Initialization: 6.443000 Memcpy Classifiers: 0.342000 Memcpy Instances: 10.058000 Kernel 1: 0.023000 Kernel 2: 83.287003 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.004190 0.900000 fi:0.277887. Ave ac:0.007511,0.006214 Initialization: 6.402000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.711000 Kernel 1: 0.024000 Kernel 2: 84.369003 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.004888 0.954545 fi:0.195492. Ave ac:0.007943,0.007048 Initialization: 6.350000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.678000 Kernel 1: 0.025000 Kernel 2: 82.977997 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.006052 0.838710 fi:0.314917. Ave ac:0.007484,0.006950 Initialization: 6.467000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.690000 Kernel 1: 0.023000 Kernel 2: 82.959999 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.003957 0.894737 fi:0.317017. Ave ac:0.009051,0.011595 Initialization: 6.443000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.135000 Kernel 1: 0.023000 Kernel 2: 85.554001 Copyback: 0.017000 Sum: 0.037000 It 23,Best ac:0.006285 0.843750 fi:0.295518. Ave ac:0.008139,0.008053 Initialization: 6.407000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.642000 Kernel 1: 0.025000 Kernel 2: 84.551003 Copyback: 0.017000 Sum: 0.037000 It 24,Best ac:0.006518 0.903226 fi:0.251887. Ave ac:0.007949,0.008123 Initialization: 6.869000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.662000 Kernel 1: 0.024000 Kernel 2: 84.727997 Copyback: 0.018000 Sum: 0.031000 It 25,Best ac:0.006054 0.896552 fi:0.251142. Ave ac:0.008455,0.007557 Initialization: 6.309000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.737000 Kernel 1: 0.025000 Kernel 2: 87.398003 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.005819 0.862069 fi:0.290282. Ave ac:0.008073,0.006779 Initialization: 6.423000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.684000 Kernel 1: 0.025000 Kernel 2: 86.495003 Copyback: 0.018000 Sum: 0.039000 It 27,Best ac:0.004424 0.950000 fi:0.193303. Ave ac:0.008230,0.007637 Initialization: 6.916000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.659000 Kernel 1: 0.023000 Kernel 2: 84.570999 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.006285 0.818182 fi:0.319632. Ave ac:0.007635,0.006292 Initialization: 6.374000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.390000 Kernel 1: 0.024000 Kernel 2: 83.888000 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.003957 1.000000 fi:0.206291. Ave ac:0.007569,0.005491 Initialization: 6.373000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.653000 Kernel 1: 0.024000 Kernel 2: 83.521004 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.004655 0.952381 fi:0.192557. Ave ac:0.007797,0.005947 Initialization: 6.462000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.703000 Kernel 1: 0.024000 Kernel 2: 82.319000 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.005123 0.880000 fi:0.265932. Ave ac:0.006865,0.005415 Initialization: 6.427000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.108000 Kernel 1: 0.024000 Kernel 2: 83.783997 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.005355 0.958333 fi:0.186489. Ave ac:0.008371,0.006575 Initialization: 6.383000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.572000 Kernel 1: 0.023000 Kernel 2: 83.190002 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.003958 0.894737 fi:0.307127. Ave ac:0.007069,0.006363 Initialization: 24.843000 Memcpy Instances: 424.475006 Memcpy Classifiers: 0.063000 Kernel 1: 0.024000 Kernel 2: 466.311005 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 467.072998 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 463.296997 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 470.569000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 465.000000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.015000 Kernel 2: 474.247009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 475.550995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 452.312988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 461.595001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 468.963989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 468.820007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 448.397003 Copyback: 0.022000 Sum: 0.007000 It 34,Best ac:0.005876 0.753883 fi:0.393883. Ave ac:0.006976,0.022431 Best acc 0.005876 0.753883 Rule:Att PSSM_-4_7 is [<3.505558]|Att PSSM_-3_7 is [<-3.631250]|Att PSSM_-2_3 is [<1.126196]|Att PSSM_-2_6 is [>-6.196867]|Att PSSM_-2_12 is [<-3.484784]|Att PSSM_0_7 is [-6.669127,-0.187526]|Att PSSM_0_12 is [-6.375656,-2.745253]|Att PSSM_1_12 is [-6.219248,-1.780752]|Att PSSM_3_12 is [-6.034290,0.899749]|1 Accuracy : 0.754852 0 1 159834 4246 53275 17283 Removed 1674 instances. 213109 Instances left. Acc of rule 0.005876-0.753883 Initialization: 6.268000 Memcpy Classifiers: 0.539000 Memcpy Instances: 8.612000 Kernel 1: 0.027000 Kernel 2: 103.327003 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005769 accuracy2:0.233292 Initialization: 6.394000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.623000 Kernel 1: 0.024000 Kernel 2: 113.337997 Copyback: 0.017000 Sum: 0.058000 It 0,Best ac:0.004224 0.600000 fi:0.499972. Ave ac:0.012257,0.016456 Initialization: 7.241000 Memcpy Classifiers: 0.537000 Memcpy Instances: 8.605000 Kernel 1: 0.025000 Kernel 2: 115.142998 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.004926 0.538462 fi:0.561226. Ave ac:0.016763,0.021876 Initialization: 6.324000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.584000 Kernel 1: 0.025000 Kernel 2: 113.568001 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.004222 0.620690 fi:0.479284. Ave ac:0.016349,0.020292 Initialization: 6.392000 Memcpy Classifiers: 0.503000 Memcpy Instances: 8.572000 Kernel 1: 0.025000 Kernel 2: 114.356003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.008681 0.649123 fi:0.449035. Ave ac:0.014729,0.017179 Initialization: 6.321000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.611000 Kernel 1: 0.023000 Kernel 2: 114.138000 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.005866 0.714286 fi:0.385018. Ave ac:0.013140,0.014977 Initialization: 6.232000 Memcpy Classifiers: 0.477000 Memcpy Instances: 8.610000 Kernel 1: 0.024000 Kernel 2: 110.050003 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.005397 0.741935 fi:0.357559. Ave ac:0.012927,0.014882 Initialization: 6.291000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.611000 Kernel 1: 0.025000 Kernel 2: 108.677002 Copyback: 0.028000 Sum: 0.032000 It 6,Best ac:0.009622 0.719298 fi:0.378478. Ave ac:0.012150,0.013017 Initialization: 6.784000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.554000 Kernel 1: 0.024000 Kernel 2: 105.139000 Copyback: 0.023000 Sum: 0.038000 It 7,Best ac:0.005395 0.821429 fi:0.278068. Ave ac:0.012137,0.013031 Initialization: 6.826000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.762000 Kernel 1: 0.024000 Kernel 2: 104.456001 Copyback: 0.371000 Sum: 0.035000 It 8,Best ac:0.013847 0.719512 fi:0.376545. Ave ac:0.010838,0.010634 Initialization: 6.227000 Memcpy Classifiers: 0.509000 Memcpy Instances: 8.676000 Kernel 1: 0.024000 Kernel 2: 100.994003 Copyback: 0.018000 Sum: 0.029000 It 9,Best ac:0.007977 0.790698 fi:0.307747. Ave ac:0.010586,0.009627 Iteration 10:MDL fitness activated Error 0.307747 TL 0.030286 MDL Theory Length Weight: 3.3871006256 (3) Initialization: 6.334000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.114000 Kernel 1: 0.023000 Kernel 2: 101.247002 Copyback: 0.016000 Sum: 0.030000 It 10,Best ac:0.005163 0.785714 fi:0.404693. Ave ac:0.008587,0.009198 Initialization: 6.401000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.982000 Kernel 1: 0.024000 Kernel 2: 100.032997 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.005866 0.862069 fi:0.319275. Ave ac:0.010521,0.010675 Initialization: 6.292000 Memcpy Classifiers: 0.645000 Memcpy Instances: 8.676000 Kernel 1: 0.025000 Kernel 2: 99.967003 Copyback: 0.019000 Sum: 0.031000 It 12,Best ac:0.004222 0.857143 fi:0.322386. Ave ac:0.010388,0.010719 Initialization: 6.303000 Memcpy Classifiers: 0.443000 Memcpy Instances: 8.607000 Kernel 1: 0.025000 Kernel 2: 99.591003 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.006334 0.771429 fi:0.394623. Ave ac:0.011589,0.013099 Initialization: 6.360000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.797000 Kernel 1: 0.024000 Kernel 2: 92.441002 Copyback: 0.017000 Sum: 0.040000 It 14,Best ac:0.005630 0.827586 fi:0.367556. Ave ac:0.009345,0.014474 Initialization: 6.301000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.586000 Kernel 1: 0.024000 Kernel 2: 94.806000 Copyback: 0.017000 Sum: 0.039000 It 15,Best ac:0.005397 0.821429 fi:0.353824. Ave ac:0.012753,0.018208 Initialization: 6.414000 Memcpy Classifiers: 0.319000 Memcpy Instances: 8.586000 Kernel 1: 0.025000 Kernel 2: 94.148003 Copyback: 0.018000 Sum: 0.038000 It 16,Best ac:0.005631 0.827586 fi:0.330981. Ave ac:0.009295,0.016857 Initialization: 7.136000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.917000 Kernel 1: 0.023000 Kernel 2: 93.086998 Copyback: 0.017000 Sum: 0.039000 It 17,Best ac:0.004693 0.869565 fi:0.320574. Ave ac:0.012229,0.016648 Initialization: 6.454000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.612000 Kernel 1: 0.024000 Kernel 2: 90.669998 Copyback: 0.017000 Sum: 0.039000 It 18,Best ac:0.004223 0.947368 fi:0.210230. Ave ac:0.009483,0.012980 Initialization: 6.309000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.575000 Kernel 1: 0.025000 Kernel 2: 89.658997 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.005866 0.735294 fi:0.423358. Ave ac:0.008673,0.015195 Initialization: 6.504000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.803000 Kernel 1: 0.025000 Kernel 2: 89.433998 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004223 0.947368 fi:0.223261. Ave ac:0.012195,0.018522 Initialization: 6.349000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.579000 Kernel 1: 0.025000 Kernel 2: 89.452003 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.007272 0.861111 fi:0.292407. Ave ac:0.008728,0.013960 Initialization: 6.184000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.687000 Kernel 1: 0.024000 Kernel 2: 90.831001 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.006099 0.787879 fi:0.361530. Ave ac:0.008897,0.013490 Initialization: 7.519000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.580000 Kernel 1: 0.025000 Kernel 2: 89.948997 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.005162 0.785714 fi:0.373042. Ave ac:0.009254,0.015984 Initialization: 6.294000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.609000 Kernel 1: 0.025000 Kernel 2: 92.832001 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.013374 0.721519 fi:0.431307. Ave ac:0.013433,0.022001 Initialization: 6.282000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.605000 Kernel 1: 0.025000 Kernel 2: 89.899002 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.005397 0.793103 fi:0.377865. Ave ac:0.013230,0.016670 Initialization: 6.376000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.594000 Kernel 1: 0.025000 Kernel 2: 90.014999 Copyback: 0.018000 Sum: 0.025000 It 26,Best ac:0.004926 0.875000 fi:0.290122. Ave ac:0.011772,0.019171 Initialization: 6.256000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.075000 Kernel 1: 0.025000 Kernel 2: 91.246002 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.004457 0.791667 fi:0.354654. Ave ac:0.011800,0.017738 MDL Theory Length Weight: 3.0483905630 (10) Initialization: 6.776000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.138000 Kernel 1: 0.024000 Kernel 2: 92.273003 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.007272 0.837838 fi:0.301746. Ave ac:0.013343,0.015742 Initialization: 6.342000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.584000 Kernel 1: 0.025000 Kernel 2: 89.684998 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.006570 0.777778 fi:0.370959. Ave ac:0.010380,0.017679 Initialization: 6.311000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.778000 Kernel 1: 0.023000 Kernel 2: 91.527000 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.005864 0.925926 fi:0.243855. Ave ac:0.014606,0.018021 Initialization: 6.317000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.664000 Kernel 1: 0.022000 Kernel 2: 87.568001 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.004693 0.800000 fi:0.354700. Ave ac:0.009469,0.012492 Initialization: 6.368000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.563000 Kernel 1: 0.024000 Kernel 2: 86.963997 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.005397 0.821429 fi:0.325103. Ave ac:0.008341,0.015660 Initialization: 6.431000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.575000 Kernel 1: 0.023000 Kernel 2: 86.679001 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.004927 0.807692 fi:0.341706. Ave ac:0.010794,0.018390 Initialization: 25.486000 Memcpy Instances: 419.188995 Memcpy Classifiers: 0.066000 Kernel 1: 0.023000 Kernel 2: 498.768005 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 487.704987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 482.114014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 492.622009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 485.915985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 490.246002 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.066000 Kernel 1: 0.021000 Kernel 2: 493.399994 Copyback: 0.368000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 489.118011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 485.484009 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 496.476990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 491.231995 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 277.880005 Copyback: 0.017000 Sum: 0.001000 It 34,Best ac:0.004312 0.711851 fi:0.439948. Ave ac:0.010361,0.035557 Best acc 0.004312 0.711851 Initialization: 6.606000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.767000 Kernel 1: 0.026000 Kernel 2: 107.603996 Copyback: 0.024000 Sum: 0.058000 Initial population average accuracy1:0.006427 accuracy2:0.247320 Initialization: 6.303000 Memcpy Classifiers: 1.906000 Memcpy Instances: 24.523001 Kernel 1: 0.024000 Kernel 2: 113.438004 Copyback: 0.022000 Sum: 0.048000 It 0,Best ac:0.008914 0.550725 fi:0.547341. Ave ac:0.012017,0.016893 Initialization: 6.364000 Memcpy Classifiers: 0.423000 Memcpy Instances: 9.053000 Kernel 1: 0.023000 Kernel 2: 108.325996 Copyback: 0.021000 Sum: 0.038000 It 1,Best ac:0.007743 0.687500 fi:0.411040. Ave ac:0.015481,0.018636 Initialization: 11.059000 Memcpy Classifiers: 0.389000 Memcpy Instances: 30.209000 Kernel 1: 0.024000 Kernel 2: 109.751999 Copyback: 0.022000 Sum: 0.037000 It 2,Best ac:0.006804 0.707317 fi:0.391605. Ave ac:0.015116,0.017643 Initialization: 17.023001 Memcpy Classifiers: 0.424000 Memcpy Instances: 18.612000 Kernel 1: 0.025000 Kernel 2: 108.842003 Copyback: 0.030000 Sum: 0.047000 It 3,Best ac:0.004926 0.913043 fi:0.186644. Ave ac:0.014716,0.016268 Initialization: 10.378000 Memcpy Classifiers: 0.439000 Memcpy Instances: 8.652000 Kernel 1: 0.023000 Kernel 2: 123.887001 Copyback: 0.022000 Sum: 0.037000 It 4,Best ac:0.004222 0.750000 fi:0.349974. Ave ac:0.013039,0.015796 Initialization: 21.437000 Memcpy Classifiers: 0.405000 Memcpy Instances: 18.716000 Kernel 1: 0.023000 Kernel 2: 108.830002 Copyback: 0.021000 Sum: 0.044000 It 5,Best ac:0.003989 0.850000 fi:0.286799. Ave ac:0.014324,0.017748 Initialization: 16.441000 Memcpy Classifiers: 0.386000 Memcpy Instances: 18.618000 Kernel 1: 0.025000 Kernel 2: 110.575996 Copyback: 0.022000 Sum: 0.038000 It 6,Best ac:0.004223 0.782609 fi:0.317363. Ave ac:0.014045,0.017321 Initialization: 8.095000 Memcpy Classifiers: 0.369000 Memcpy Instances: 18.643000 Kernel 1: 0.024000 Kernel 2: 108.601997 Copyback: 0.022000 Sum: 0.040000 It 7,Best ac:0.005397 0.851852 fi:0.247643. Ave ac:0.012092,0.015391 Initialization: 6.354000 Memcpy Classifiers: 0.378000 Memcpy Instances: 24.212999 Kernel 1: 0.023000 Kernel 2: 100.771004 Copyback: 0.025000 Sum: 0.039000 It 8,Best ac:0.003989 0.850000 fi:0.285988. Ave ac:0.011416,0.016057 Initialization: 10.486000 Memcpy Classifiers: 0.368000 Memcpy Instances: 11.058000 Kernel 1: 0.024000 Kernel 2: 101.837997 Copyback: 0.024000 Sum: 0.041000 It 9,Best ac:0.004693 0.800000 fi:0.299783. Ave ac:0.011707,0.015526 Iteration 10:MDL fitness activated Error 0.299783 TL 0.040763 MDL Theory Length Weight: 2.4514518049 (7) Initialization: 11.534000 Memcpy Classifiers: 0.368000 Memcpy Instances: 32.327000 Kernel 1: 0.025000 Kernel 2: 104.680000 Copyback: 0.020000 Sum: 0.033000 It 10,Best ac:0.009622 0.803922 fi:0.333352. Ave ac:0.011727,0.012129 Initialization: 6.404000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.566000 Kernel 1: 0.024000 Kernel 2: 107.610001 Copyback: 0.023000 Sum: 0.039000 It 11,Best ac:0.004693 0.909091 fi:0.271066. Ave ac:0.010691,0.014214 Initialization: 6.785000 Memcpy Classifiers: 0.371000 Memcpy Instances: 12.737000 Kernel 1: 0.024000 Kernel 2: 98.227997 Copyback: 0.019000 Sum: 0.035000 It 12,Best ac:0.007741 0.868421 fi:0.295566. Ave ac:0.011695,0.018666 Initialization: 15.851000 Memcpy Classifiers: 0.355000 Memcpy Instances: 10.043000 Kernel 1: 0.023000 Kernel 2: 96.924004 Copyback: 0.206000 Sum: 0.032000 It 13,Best ac:0.004459 0.863636 fi:0.296149. Ave ac:0.012965,0.020001 Initialization: 6.366000 Memcpy Classifiers: 0.308000 Memcpy Instances: 17.833000 Kernel 1: 0.023000 Kernel 2: 97.628998 Copyback: 0.022000 Sum: 0.036000 It 14,Best ac:0.006571 0.777778 fi:0.358446. Ave ac:0.011071,0.022119 Initialization: 18.283001 Memcpy Classifiers: 0.288000 Memcpy Instances: 8.626000 Kernel 1: 0.026000 Kernel 2: 103.594002 Copyback: 0.022000 Sum: 0.027000 It 15,Best ac:0.004223 0.900000 fi:0.259883. Ave ac:0.015520,0.020914 Initialization: 6.326000 Memcpy Classifiers: 0.284000 Memcpy Instances: 23.030001 Kernel 1: 0.025000 Kernel 2: 90.783997 Copyback: 0.022000 Sum: 0.029000 It 16,Best ac:0.004693 0.740741 fi:0.401599. Ave ac:0.013032,0.022710 Initialization: 8.440000 Memcpy Classifiers: 0.287000 Memcpy Instances: 8.671000 Kernel 1: 0.024000 Kernel 2: 93.446999 Copyback: 0.030000 Sum: 0.031000 It 17,Best ac:0.004927 0.807692 fi:0.333104. Ave ac:0.013031,0.025871 Initialization: 12.859000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.932000 Kernel 1: 0.022000 Kernel 2: 97.927002 Copyback: 0.021000 Sum: 0.025000 It 18,Best ac:0.004223 0.818182 fi:0.328317. Ave ac:0.013638,0.024539 Initialization: 12.419000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.657000 Kernel 1: 0.023000 Kernel 2: 88.589996 Copyback: 0.022000 Sum: 0.033000 It 19,Best ac:0.003988 0.894737 fi:0.266294. Ave ac:0.012733,0.017429 Initialization: 6.756000 Memcpy Classifiers: 0.709000 Memcpy Instances: 8.920000 Kernel 1: 0.024000 Kernel 2: 87.120003 Copyback: 0.022000 Sum: 0.031000 It 20,Best ac:0.005631 0.827586 fi:0.322917. Ave ac:0.012019,0.018820 Initialization: 24.572001 Memcpy Classifiers: 0.270000 Memcpy Instances: 8.684000 Kernel 1: 0.024000 Kernel 2: 85.683998 Copyback: 0.024000 Sum: 0.030000 It 21,Best ac:0.004693 0.769231 fi:0.378903. Ave ac:0.010694,0.023526 Initialization: 16.778999 Memcpy Classifiers: 0.358000 Memcpy Instances: 13.212000 Kernel 1: 0.025000 Kernel 2: 86.148003 Copyback: 0.024000 Sum: 0.026000 It 22,Best ac:0.004458 0.904762 fi:0.231634. Ave ac:0.012676,0.022837 Initialization: 6.408000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.593000 Kernel 1: 0.023000 Kernel 2: 83.956001 Copyback: 0.022000 Sum: 0.027000 It 23,Best ac:0.004223 0.900000 fi:0.240009. Ave ac:0.010506,0.020396 Initialization: 8.610000 Memcpy Classifiers: 0.340000 Memcpy Instances: 18.683001 Kernel 1: 0.026000 Kernel 2: 82.546997 Copyback: 0.022000 Sum: 0.025000 It 24,Best ac:0.004458 0.904762 fi:0.239447. Ave ac:0.012574,0.022985 Initialization: 6.569000 Memcpy Classifiers: 0.268000 Memcpy Instances: 8.740000 Kernel 1: 0.031000 Kernel 2: 83.204002 Copyback: 0.020000 Sum: 0.027000 It 25,Best ac:0.004927 0.875000 fi:0.264671. Ave ac:0.010207,0.017315 Initialization: 19.224001 Memcpy Classifiers: 0.231000 Memcpy Instances: 8.657000 Kernel 1: 0.026000 Kernel 2: 83.681999 Copyback: 0.020000 Sum: 0.027000 It 26,Best ac:0.004459 0.863636 fi:0.267470. Ave ac:0.009927,0.016740 Initialization: 6.368000 Memcpy Classifiers: 0.270000 Memcpy Instances: 28.684999 Kernel 1: 0.027000 Kernel 2: 82.678001 Copyback: 0.020000 Sum: 0.030000 It 27,Best ac:0.004693 0.833333 fi:0.295776. Ave ac:0.008859,0.014777 Initialization: 11.373000 Memcpy Classifiers: 0.274000 Memcpy Instances: 19.523001 Kernel 1: 0.024000 Kernel 2: 87.141998 Copyback: 0.023000 Sum: 0.029000 It 28,Best ac:0.005161 0.880000 fi:0.255434. Ave ac:0.010977,0.016177 Initialization: 6.385000 Memcpy Classifiers: 0.322000 Memcpy Instances: 25.492001 Kernel 1: 0.026000 Kernel 2: 95.392998 Copyback: 0.022000 Sum: 0.026000 It 29,Best ac:0.004459 0.730769 fi:0.410218. Ave ac:0.008479,0.018554 Initialization: 6.268000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.889000 Kernel 1: 0.025000 Kernel 2: 92.438004 Copyback: 0.021000 Sum: 0.024000 It 30,Best ac:0.003988 0.850000 fi:0.325914. Ave ac:0.013907,0.023481 Initialization: 6.346000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.777000 Kernel 1: 0.024000 Kernel 2: 91.875999 Copyback: 0.023000 Sum: 0.026000 It 31,Best ac:0.004222 0.782609 fi:0.363891. Ave ac:0.009258,0.014451 MDL Theory Length Weight: 2.2063066244 (10) Initialization: 16.444000 Memcpy Classifiers: 0.307000 Memcpy Instances: 8.775000 Kernel 1: 0.023000 Kernel 2: 83.728996 Copyback: 0.022000 Sum: 0.026000 It 32,Best ac:0.004222 0.818182 fi:0.326730. Ave ac:0.015809,0.025405 Initialization: 11.947000 Memcpy Classifiers: 0.290000 Memcpy Instances: 10.724000 Kernel 1: 0.025000 Kernel 2: 87.101997 Copyback: 0.025000 Sum: 0.027000 It 33,Best ac:0.006334 0.931034 fi:0.229458. Ave ac:0.011834,0.014546 Initialization: 43.321999 Memcpy Instances: 771.468994 Memcpy Classifiers: 0.061000 Kernel 1: 0.025000 Kernel 2: 473.540985 Copyback: 0.026000 Sum: 0.016000 Memcpy Classifiers: 0.059000 Kernel 1: 0.023000 Kernel 2: 470.173004 Copyback: 0.021000 Sum: 0.005000 Memcpy Classifiers: 0.063000 Kernel 1: 0.020000 Kernel 2: 472.678009 Copyback: 0.026000 Sum: 0.008000 Memcpy Classifiers: 0.063000 Kernel 1: 0.024000 Kernel 2: 489.678986 Copyback: 0.023000 Sum: 0.007000 Memcpy Classifiers: 0.062000 Kernel 1: 0.021000 Kernel 2: 477.148987 Copyback: 0.023000 Sum: 0.008000 Memcpy Classifiers: 0.063000 Kernel 1: 0.023000 Kernel 2: 469.352997 Copyback: 0.359000 Sum: 0.008000 Memcpy Classifiers: 0.064000 Kernel 1: 0.023000 Kernel 2: 474.074005 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.063000 Kernel 1: 0.023000 Kernel 2: 478.230988 Copyback: 0.026000 Sum: 0.007000 Memcpy Classifiers: 0.064000 Kernel 1: 0.023000 Kernel 2: 470.049988 Copyback: 0.023000 Sum: 0.008000 Memcpy Classifiers: 0.063000 Kernel 1: 0.023000 Kernel 2: 466.877991 Copyback: 0.022000 Sum: 0.006000 Memcpy Classifiers: 0.063000 Kernel 1: 0.021000 Kernel 2: 473.092010 Copyback: 0.023000 Sum: 0.008000 Memcpy Classifiers: 0.056000 Kernel 1: 0.023000 Kernel 2: 285.066986 Copyback: 0.019000 Sum: 0.002000 It 34,Best ac:0.005063 0.703849 fi:0.422176. Ave ac:0.012693,0.049075 Best acc 0.005063 0.703849 Rule:Att PSSM_-2_12 is [-6.004320,-1.995680]|Att PSSM_-1_7 is [<-2.945575]|Att PSSM_-1_12 is [<0.070644]|Att PSSM_0_12 is [-6.930832,-4.247247]|Att PSSM_0_17 is [<4.497627]|1 Accuracy : 0.757183 0 1 159462 4618 52356 18202 Removed 1291 instances. 211818 Instances left. Acc of rule 0.004312-0.711851 Initialization: 15.532000 Memcpy Classifiers: 0.548000 Memcpy Instances: 42.681999 Kernel 1: 0.027000 Kernel 2: 103.544998 Copyback: 0.019000 Sum: 0.058000 Initial population average accuracy1:0.005959 accuracy2:0.242556 Initialization: 6.572000 Memcpy Classifiers: 0.495000 Memcpy Instances: 8.623000 Kernel 1: 0.023000 Kernel 2: 120.353996 Copyback: 0.025000 Sum: 0.044000 It 0,Best ac:0.004720 0.500000 fi:0.599748. Ave ac:0.011771,0.015961 Initialization: 11.476000 Memcpy Classifiers: 0.525000 Memcpy Instances: 28.493999 Kernel 1: 0.029000 Kernel 2: 120.599998 Copyback: 0.023000 Sum: 0.040000 It 1,Best ac:0.005666 0.648649 fi:0.450711. Ave ac:0.013064,0.014848 Initialization: 25.863001 Memcpy Classifiers: 0.463000 Memcpy Instances: 20.090000 Kernel 1: 0.023000 Kernel 2: 112.445000 Copyback: 0.019000 Sum: 0.039000 It 2,Best ac:0.003777 0.615385 fi:0.557447. Ave ac:0.013257,0.016807 Initialization: 17.084000 Memcpy Classifiers: 4.135000 Memcpy Instances: 8.603000 Kernel 1: 0.024000 Kernel 2: 112.046997 Copyback: 0.023000 Sum: 0.035000 It 3,Best ac:0.005194 0.687500 fi:0.412054. Ave ac:0.012743,0.013056 Initialization: 6.346000 Memcpy Classifiers: 0.433000 Memcpy Instances: 10.667000 Kernel 1: 0.024000 Kernel 2: 118.058998 Copyback: 0.023000 Sum: 0.035000 It 4,Best ac:0.004249 0.692308 fi:0.407635. Ave ac:0.011180,0.016215 Initialization: 18.450001 Memcpy Classifiers: 0.497000 Memcpy Instances: 8.684000 Kernel 1: 0.028000 Kernel 2: 105.579002 Copyback: 0.024000 Sum: 0.042000 It 5,Best ac:0.005430 0.696970 fi:0.402487. Ave ac:0.008986,0.011124 Initialization: 6.352000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.024000 Kernel 1: 0.023000 Kernel 2: 106.978996 Copyback: 0.025000 Sum: 0.035000 It 6,Best ac:0.005664 0.648649 fi:0.450711. Ave ac:0.010385,0.011868 Initialization: 7.011000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.840000 Kernel 1: 0.023000 Kernel 2: 102.797997 Copyback: 0.022000 Sum: 0.047000 It 7,Best ac:0.006136 0.684211 fi:0.414957. Ave ac:0.010591,0.011578 Initialization: 6.305000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.573000 Kernel 1: 0.023000 Kernel 2: 109.164001 Copyback: 0.024000 Sum: 0.038000 It 8,Best ac:0.003540 0.882353 fi:0.342917. Ave ac:0.011325,0.012407 Initialization: 6.264000 Memcpy Classifiers: 0.380000 Memcpy Instances: 22.797001 Kernel 1: 0.027000 Kernel 2: 109.171997 Copyback: 0.023000 Sum: 0.043000 It 9,Best ac:0.004485 0.791667 fi:0.308179. Ave ac:0.010141,0.012632 Iteration 10:MDL fitness activated Error 0.308179 TL 0.025494 MDL Theory Length Weight: 4.0294348582 (1) Initialization: 9.550000 Memcpy Classifiers: 0.396000 Memcpy Instances: 8.660000 Kernel 1: 0.024000 Kernel 2: 99.054001 Copyback: 0.363000 Sum: 0.039000 It 10,Best ac:0.006138 0.787879 fi:0.416898. Ave ac:0.009276,0.008977 Initialization: 6.273000 Memcpy Classifiers: 0.381000 Memcpy Instances: 18.642000 Kernel 1: 0.024000 Kernel 2: 98.325996 Copyback: 0.019000 Sum: 0.036000 It 11,Best ac:0.007082 0.810811 fi:0.405387. Ave ac:0.010578,0.010667 Initialization: 24.834000 Memcpy Classifiers: 0.358000 Memcpy Instances: 8.546000 Kernel 1: 0.022000 Kernel 2: 110.577003 Copyback: 0.023000 Sum: 0.046000 It 12,Best ac:0.005664 0.888889 fi:0.310137. Ave ac:0.013024,0.013507 Initialization: 6.272000 Memcpy Classifiers: 0.372000 Memcpy Instances: 8.938000 Kernel 1: 0.027000 Kernel 2: 97.267998 Copyback: 0.023000 Sum: 0.039000 It 13,Best ac:0.003777 0.941176 fi:0.332464. Ave ac:0.010793,0.012878 Initialization: 6.314000 Memcpy Classifiers: 0.341000 Memcpy Instances: 34.564999 Kernel 1: 0.024000 Kernel 2: 101.582001 Copyback: 0.024000 Sum: 0.037000 It 14,Best ac:0.008023 0.755556 fi:0.412806. Ave ac:0.009878,0.011273 Initialization: 6.252000 Memcpy Classifiers: 10.385000 Memcpy Instances: 8.536000 Kernel 1: 0.024000 Kernel 2: 102.948997 Copyback: 0.025000 Sum: 0.040000 It 15,Best ac:0.008026 0.809524 fi:0.377767. Ave ac:0.010876,0.014389 Initialization: 28.884001 Memcpy Classifiers: 0.361000 Memcpy Instances: 19.004999 Kernel 1: 0.023000 Kernel 2: 91.621002 Copyback: 0.020000 Sum: 0.034000 It 16,Best ac:0.004013 1.000000 fi:0.226164. Ave ac:0.010187,0.012230 Initialization: 8.668000 Memcpy Classifiers: 0.327000 Memcpy Instances: 8.805000 Kernel 1: 0.023000 Kernel 2: 89.851997 Copyback: 0.023000 Sum: 0.033000 It 17,Best ac:0.004485 0.863636 fi:0.348549. Ave ac:0.010083,0.014549 Initialization: 6.307000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.520000 Kernel 1: 0.023000 Kernel 2: 88.938004 Copyback: 0.022000 Sum: 0.034000 It 18,Best ac:0.004958 0.913043 fi:0.282932. Ave ac:0.011464,0.015495 Initialization: 16.913000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.581000 Kernel 1: 0.023000 Kernel 2: 102.433998 Copyback: 0.024000 Sum: 0.033000 It 19,Best ac:0.004958 0.724138 fi:0.439900. Ave ac:0.009874,0.012531 Initialization: 7.053000 Memcpy Classifiers: 0.366000 Memcpy Instances: 19.076000 Kernel 1: 0.023000 Kernel 2: 85.902000 Copyback: 0.025000 Sum: 0.046000 It 20,Best ac:0.005902 0.961538 fi:0.262723. Ave ac:0.013185,0.019978 Initialization: 16.403000 Memcpy Classifiers: 0.359000 Memcpy Instances: 12.651000 Kernel 1: 0.024000 Kernel 2: 86.776001 Copyback: 0.020000 Sum: 0.033000 It 21,Best ac:0.005902 0.833333 fi:0.367867. Ave ac:0.011510,0.013033 Initialization: 21.091000 Memcpy Classifiers: 0.348000 Memcpy Instances: 8.559000 Kernel 1: 10.034000 Kernel 2: 92.148003 Copyback: 0.021000 Sum: 0.033000 It 22,Best ac:0.004248 0.818182 fi:0.364824. Ave ac:0.012486,0.017195 Initialization: 21.421000 Memcpy Classifiers: 0.329000 Memcpy Instances: 11.263000 Kernel 1: 0.024000 Kernel 2: 85.257004 Copyback: 0.019000 Sum: 0.030000 It 23,Best ac:0.004012 0.809524 fi:0.399280. Ave ac:0.014464,0.014965 Initialization: 6.581000 Memcpy Classifiers: 0.327000 Memcpy Instances: 8.583000 Kernel 1: 0.025000 Kernel 2: 83.650002 Copyback: 0.021000 Sum: 0.032000 It 24,Best ac:0.005902 0.806452 fi:0.404867. Ave ac:0.012583,0.013771 Initialization: 6.330000 Memcpy Classifiers: 0.283000 Memcpy Instances: 25.471001 Kernel 1: 0.024000 Kernel 2: 85.837997 Copyback: 0.024000 Sum: 0.034000 It 25,Best ac:0.005430 0.821429 fi:0.356464. Ave ac:0.011764,0.016100 MDL Theory Length Weight: 3.6264913723 (10) Initialization: 6.470000 Memcpy Classifiers: 0.293000 Memcpy Instances: 17.926001 Kernel 1: 0.023000 Kernel 2: 82.436996 Copyback: 0.019000 Sum: 0.033000 It 26,Best ac:0.004249 0.818182 fi:0.351806. Ave ac:0.010501,0.014540 Initialization: 6.269000 Memcpy Classifiers: 0.340000 Memcpy Instances: 31.643999 Kernel 1: 0.025000 Kernel 2: 79.874001 Copyback: 0.018000 Sum: 0.038000 It 27,Best ac:0.004485 0.826087 fi:0.364487. Ave ac:0.011152,0.013344 Initialization: 8.797000 Memcpy Classifiers: 0.329000 Memcpy Instances: 8.613000 Kernel 1: 0.026000 Kernel 2: 80.848999 Copyback: 0.019000 Sum: 0.035000 It 28,Best ac:0.007554 0.888889 fi:0.269733. Ave ac:0.013708,0.013611 Initialization: 54.856998 Memcpy Classifiers: 0.329000 Memcpy Instances: 8.547000 Kernel 1: 0.036000 Kernel 2: 80.269997 Copyback: 0.020000 Sum: 0.038000 It 29,Best ac:0.005664 0.827586 fi:0.355971. Ave ac:0.008216,0.007871 Initialization: 16.853001 Memcpy Classifiers: 0.324000 Memcpy Instances: 9.670000 Kernel 1: 0.024000 Kernel 2: 78.430000 Copyback: 0.025000 Sum: 0.039000 It 30,Best ac:0.005194 0.916667 fi:0.245016. Ave ac:0.009155,0.008530 Initialization: 6.299000 Memcpy Classifiers: 0.293000 Memcpy Instances: 8.867000 Kernel 1: 0.033000 Kernel 2: 79.642998 Copyback: 0.021000 Sum: 0.033000 It 31,Best ac:0.003539 1.000000 fi:0.308969. Ave ac:0.008433,0.008729 Initialization: 12.807000 Memcpy Classifiers: 0.289000 Memcpy Instances: 8.559000 Kernel 1: 0.024000 Kernel 2: 79.921997 Copyback: 0.020000 Sum: 0.040000 It 32,Best ac:0.005428 0.851852 fi:0.323507. Ave ac:0.009054,0.008544 Initialization: 6.243000 Memcpy Classifiers: 0.303000 Memcpy Instances: 18.591000 Kernel 1: 0.025000 Kernel 2: 78.547997 Copyback: 0.020000 Sum: 0.036000 It 33,Best ac:0.004720 0.909091 fi:0.253416. Ave ac:0.010296,0.012991 Initialization: 71.308998 Memcpy Instances: 757.140991 Memcpy Classifiers: 0.064000 Kernel 1: 0.024000 Kernel 2: 459.321991 Copyback: 0.022000 Sum: 0.016000 Memcpy Classifiers: 0.062000 Kernel 1: 0.021000 Kernel 2: 454.686005 Copyback: 0.025000 Sum: 0.008000 Memcpy Classifiers: 0.066000 Kernel 1: 0.023000 Kernel 2: 468.653015 Copyback: 0.027000 Sum: 0.008000 Memcpy Classifiers: 0.068000 Kernel 1: 0.027000 Kernel 2: 454.319000 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.066000 Kernel 1: 0.022000 Kernel 2: 450.989014 Copyback: 0.359000 Sum: 0.007000 Memcpy Classifiers: 0.068000 Kernel 1: 0.021000 Kernel 2: 450.303009 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.066000 Kernel 1: 0.020000 Kernel 2: 466.714996 Copyback: 0.025000 Sum: 0.008000 Memcpy Classifiers: 0.068000 Kernel 1: 0.023000 Kernel 2: 456.372009 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.066000 Kernel 1: 0.025000 Kernel 2: 461.912994 Copyback: 0.027000 Sum: 0.010000 Memcpy Classifiers: 0.071000 Kernel 1: 0.029000 Kernel 2: 443.851990 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.067000 Kernel 1: 0.024000 Kernel 2: 463.683014 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.048000 Kernel 1: 0.022000 Kernel 2: 194.539001 Copyback: 0.022000 Sum: 0.003000 It 34,Best ac:0.049311 0.663090 fi:0.470607. Ave ac:0.009427,0.031491 Best acc 0.049311 0.663090 Initialization: 6.299000 Memcpy Classifiers: 0.616000 Memcpy Instances: 8.548000 Kernel 1: 0.025000 Kernel 2: 103.750000 Copyback: 0.017000 Sum: 0.051000 Initial population average accuracy1:0.005946 accuracy2:0.233139 Initialization: 6.255000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.538000 Kernel 1: 0.025000 Kernel 2: 109.491997 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.019353 0.607407 fi:0.486319. Ave ac:0.011622,0.015553 Initialization: 6.322000 Memcpy Classifiers: 0.481000 Memcpy Instances: 8.512000 Kernel 1: 0.024000 Kernel 2: 112.209000 Copyback: 0.018000 Sum: 0.034000 It 1,Best ac:0.008499 0.571429 fi:0.526766. Ave ac:0.015959,0.018627 Initialization: 6.313000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.599000 Kernel 1: 0.023000 Kernel 2: 111.614998 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.004484 0.760000 fi:0.339845. Ave ac:0.015534,0.017550 Initialization: 6.334000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.614000 Kernel 1: 0.024000 Kernel 2: 108.367996 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.004249 0.750000 fi:0.349943. Ave ac:0.013247,0.014168 Initialization: 6.359000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.887000 Kernel 1: 0.023000 Kernel 2: 103.236000 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.006610 0.777778 fi:0.321194. Ave ac:0.012954,0.013743 Initialization: 6.268000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.511000 Kernel 1: 0.024000 Kernel 2: 104.022003 Copyback: 0.018000 Sum: 0.039000 It 5,Best ac:0.004958 0.840000 fi:0.259651. Ave ac:0.012099,0.011949 Initialization: 6.284000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.520000 Kernel 1: 0.024000 Kernel 2: 101.099998 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.003777 0.888889 fi:0.283943. Ave ac:0.011087,0.010917 Initialization: 6.290000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.561000 Kernel 1: 0.023000 Kernel 2: 99.221001 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.006610 0.800000 fi:0.298971. Ave ac:0.010397,0.010110 Initialization: 6.337000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.529000 Kernel 1: 0.024000 Kernel 2: 100.297997 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.005666 0.827586 fi:0.271774. Ave ac:0.011346,0.011707 Initialization: 6.304000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.572000 Kernel 1: 0.024000 Kernel 2: 101.943001 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003541 0.937500 fi:0.287030. Ave ac:0.009202,0.009057 Iteration 10:MDL fitness activated Error 0.287030 TL 0.025044 MDL Theory Length Weight: 3.8202962840 (5) Initialization: 6.372000 Memcpy Classifiers: 0.370000 Memcpy Instances: 8.533000 Kernel 1: 0.024000 Kernel 2: 101.505997 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.005428 0.851852 fi:0.346919. Ave ac:0.009026,0.008916 Initialization: 6.307000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.506000 Kernel 1: 0.024000 Kernel 2: 100.276001 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.008026 0.850000 fi:0.371420. Ave ac:0.011300,0.009500 Initialization: 6.272000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.550000 Kernel 1: 0.024000 Kernel 2: 99.074997 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.005194 0.814815 fi:0.407757. Ave ac:0.009931,0.009392 Initialization: 6.364000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.560000 Kernel 1: 0.023000 Kernel 2: 99.153999 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.004958 0.875000 fi:0.345276. Ave ac:0.010389,0.009260 Initialization: 6.246000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.574000 Kernel 1: 0.023000 Kernel 2: 96.646004 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.004721 0.909091 fi:0.288095. Ave ac:0.008926,0.007651 Initialization: 6.237000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.563000 Kernel 1: 0.024000 Kernel 2: 95.758003 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.011568 0.742424 fi:0.414444. Ave ac:0.009535,0.008097 Initialization: 6.285000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.018000 Kernel 1: 0.023000 Kernel 2: 95.726997 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.005192 0.880000 fi:0.321004. Ave ac:0.009415,0.008062 Initialization: 6.371000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.592000 Kernel 1: 0.023000 Kernel 2: 92.278000 Copyback: 0.370000 Sum: 0.038000 It 17,Best ac:0.004484 0.863636 fi:0.301316. Ave ac:0.011206,0.013622 Initialization: 6.233000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.529000 Kernel 1: 0.024000 Kernel 2: 92.102997 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.004249 0.900000 fi:0.298308. Ave ac:0.008418,0.008343 Initialization: 6.314000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.532000 Kernel 1: 0.024000 Kernel 2: 91.695999 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.005902 0.806452 fi:0.334176. Ave ac:0.011330,0.010786 Initialization: 6.364000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.698000 Kernel 1: 0.023000 Kernel 2: 90.539001 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004249 0.900000 fi:0.291172. Ave ac:0.009016,0.010370 Initialization: 6.317000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.582000 Kernel 1: 0.023000 Kernel 2: 92.454002 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.005194 0.846154 fi:0.361295. Ave ac:0.010510,0.015530 Initialization: 6.364000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.544000 Kernel 1: 0.023000 Kernel 2: 92.580002 Copyback: 0.016000 Sum: 0.031000 It 22,Best ac:0.004012 0.850000 fi:0.356097. Ave ac:0.009727,0.014029 Initialization: 6.231000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.567000 Kernel 1: 0.024000 Kernel 2: 89.384003 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.006138 0.812500 fi:0.328030. Ave ac:0.012765,0.014850 MDL Theory Length Weight: 3.4382666556 (10) Initialization: 6.367000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.539000 Kernel 1: 0.023000 Kernel 2: 89.264999 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.006136 0.812500 fi:0.375937. Ave ac:0.010371,0.016633 Initialization: 6.340000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.537000 Kernel 1: 0.029000 Kernel 2: 88.443001 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.004013 0.894737 fi:0.282800. Ave ac:0.012097,0.014463 Initialization: 6.324000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.560000 Kernel 1: 0.022000 Kernel 2: 90.813004 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.005194 0.814815 fi:0.334990. Ave ac:0.008885,0.009236 Initialization: 6.267000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.269000 Kernel 1: 0.023000 Kernel 2: 87.931000 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.006844 0.878788 fi:0.280334. Ave ac:0.010411,0.011225 Initialization: 6.341000 Memcpy Classifiers: 0.333000 Memcpy Instances: 8.572000 Kernel 1: 0.023000 Kernel 2: 84.936996 Copyback: 0.018000 Sum: 0.031000 It 28,Best ac:0.006608 0.756757 fi:0.390115. Ave ac:0.009397,0.010141 Initialization: 6.254000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.536000 Kernel 1: 0.023000 Kernel 2: 83.394997 Copyback: 0.016000 Sum: 0.027000 It 29,Best ac:0.006374 0.870968 fi:0.271604. Ave ac:0.010644,0.009486 Initialization: 6.301000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.585000 Kernel 1: 0.023000 Kernel 2: 82.990997 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.005192 0.880000 fi:0.282404. Ave ac:0.009317,0.008362 Initialization: 6.291000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.534000 Kernel 1: 0.024000 Kernel 2: 83.591003 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.006608 0.800000 fi:0.337741. Ave ac:0.009930,0.009934 Initialization: 6.801000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.525000 Kernel 1: 0.023000 Kernel 2: 83.974998 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.005428 0.958333 fi:0.190274. Ave ac:0.011725,0.012204 Initialization: 6.301000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.585000 Kernel 1: 0.023000 Kernel 2: 81.422997 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.005430 0.821429 fi:0.329693. Ave ac:0.010491,0.009583 Initialization: 25.315001 Memcpy Instances: 422.723999 Memcpy Classifiers: 0.055000 Kernel 1: 0.024000 Kernel 2: 485.453003 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 490.790985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 486.500000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 473.753998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 480.643005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 480.666992 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 477.699005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 475.648010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 492.707001 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 502.641998 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.016000 Kernel 2: 490.455994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 210.300003 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004971 0.685993 fi:0.462802. Ave ac:0.008227,0.026951 Best acc 0.004971 0.685993 Rule:Att PSSM_0_5 is [-2.509404,6.595446]|Att PSSM_0_12 is [<-3.041562]|Att PSSM_1_4 is [-7.382347,-3.046068]|Att PSSM_4_2 is [<7.386443]|Att PSSM_4_12 is [<-0.194887]|1 Accuracy : 0.759617 0 1 158980 5100 51303 19255 Removed 1535 instances. 210283 Instances left. Acc of rule 0.004971-0.685993 Initialization: 6.303000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.459000 Kernel 1: 0.025000 Kernel 2: 103.539001 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.006329 accuracy2:0.250946 Initialization: 6.296000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.495000 Kernel 1: 0.023000 Kernel 2: 110.347000 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.005231 0.628571 fi:0.470939. Ave ac:0.011027,0.013580 Initialization: 6.279000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.505000 Kernel 1: 0.023000 Kernel 2: 110.811996 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.022830 0.627451 fi:0.465786. Ave ac:0.013128,0.015604 Initialization: 6.344000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.476000 Kernel 1: 0.024000 Kernel 2: 109.306000 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.005468 0.589744 fi:0.509668. Ave ac:0.012903,0.014465 Initialization: 6.212000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.468000 Kernel 1: 0.024000 Kernel 2: 109.814003 Copyback: 0.019000 Sum: 0.032000 It 3,Best ac:0.008321 0.614035 fi:0.484187. Ave ac:0.013476,0.015028 Initialization: 6.268000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.449000 Kernel 1: 0.024000 Kernel 2: 107.026001 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.007133 0.714286 fi:0.384432. Ave ac:0.013434,0.017800 Initialization: 6.291000 Memcpy Classifiers: 0.498000 Memcpy Instances: 8.477000 Kernel 1: 0.024000 Kernel 2: 103.899002 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.003804 0.761905 fi:0.393997. Ave ac:0.013176,0.015215 Initialization: 6.252000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.444000 Kernel 1: 0.024000 Kernel 2: 103.162003 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.005468 0.718750 fi:0.380661. Ave ac:0.013975,0.015668 Initialization: 6.101000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.449000 Kernel 1: 0.024000 Kernel 2: 99.003998 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.005468 0.741935 fi:0.357476. Ave ac:0.014447,0.018017 Initialization: 6.262000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.464000 Kernel 1: 0.023000 Kernel 2: 95.986000 Copyback: 0.016000 Sum: 0.034000 It 8,Best ac:0.004756 0.833333 fi:0.266375. Ave ac:0.013378,0.015187 Initialization: 6.229000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.113000 Kernel 1: 0.023000 Kernel 2: 94.523003 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.004755 0.833333 fi:0.266375. Ave ac:0.012703,0.013747 Iteration 10:MDL fitness activated Error 0.266375 TL 0.029865 MDL Theory Length Weight: 2.9730826008 (2) Initialization: 6.681000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.517000 Kernel 1: 0.024000 Kernel 2: 94.524002 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.005468 0.793103 fi:0.437879. Ave ac:0.011019,0.014733 Initialization: 6.241000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.455000 Kernel 1: 0.024000 Kernel 2: 89.125999 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.003804 0.888889 fi:0.333928. Ave ac:0.012690,0.016161 Initialization: 6.294000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.525000 Kernel 1: 0.024000 Kernel 2: 87.616997 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.004281 0.750000 fi:0.419819. Ave ac:0.012252,0.015605 Initialization: 6.264000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.508000 Kernel 1: 0.023000 Kernel 2: 86.169998 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.005468 0.676471 fi:0.478796. Ave ac:0.010968,0.014503 Initialization: 6.201000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.538000 Kernel 1: 0.022000 Kernel 2: 87.186996 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.008086 0.739130 fi:0.407469. Ave ac:0.011726,0.016707 Initialization: 6.193000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.549000 Kernel 1: 0.023000 Kernel 2: 83.260002 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.004279 0.818182 fi:0.355210. Ave ac:0.011999,0.013408 Initialization: 6.322000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.472000 Kernel 1: 0.023000 Kernel 2: 80.612000 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.004280 0.782609 fi:0.383646. Ave ac:0.012573,0.021209 Initialization: 6.202000 Memcpy Classifiers: 0.319000 Memcpy Instances: 9.001000 Kernel 1: 0.023000 Kernel 2: 79.166000 Copyback: 0.017000 Sum: 0.024000 It 17,Best ac:0.006419 0.794118 fi:0.354707. Ave ac:0.012326,0.021856 Initialization: 6.824000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.459000 Kernel 1: 0.023000 Kernel 2: 75.652000 Copyback: 0.017000 Sum: 0.024000 It 18,Best ac:0.006897 0.805556 fi:0.332863. Ave ac:0.011180,0.020046 Initialization: 6.269000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.461000 Kernel 1: 0.023000 Kernel 2: 76.376999 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.004280 0.666667 fi:0.468944. Ave ac:0.012024,0.027838 Initialization: 6.370000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.474000 Kernel 1: 0.023000 Kernel 2: 75.324997 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.004755 0.800000 fi:0.343461. Ave ac:0.020190,0.037857 Initialization: 6.299000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.449000 Kernel 1: 0.023000 Kernel 2: 72.837997 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.004994 0.777778 fi:0.357429. Ave ac:0.016017,0.031870 Initialization: 6.259000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.464000 Kernel 1: 0.024000 Kernel 2: 75.058998 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.005468 0.821429 fi:0.311907. Ave ac:0.011953,0.025679 Initialization: 6.263000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.516000 Kernel 1: 0.022000 Kernel 2: 75.372002 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.004518 0.791667 fi:0.371270. Ave ac:0.012476,0.022226 Initialization: 6.334000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.514000 Kernel 1: 0.023000 Kernel 2: 74.412003 Copyback: 0.016000 Sum: 0.024000 It 24,Best ac:0.005231 0.687500 fi:0.437293. Ave ac:0.009061,0.019449 Initialization: 6.103000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.449000 Kernel 1: 0.023000 Kernel 2: 72.324997 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.005945 0.657895 fi:0.484731. Ave ac:0.012314,0.027348 Initialization: 6.228000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.484000 Kernel 1: 0.024000 Kernel 2: 75.432999 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.004756 0.800000 fi:0.354164. Ave ac:0.012850,0.022853 Initialization: 6.343000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.547000 Kernel 1: 0.022000 Kernel 2: 72.038002 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.004517 0.791667 fi:0.352597. Ave ac:0.012431,0.024093 Initialization: 6.354000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.529000 Kernel 1: 0.023000 Kernel 2: 74.553001 Copyback: 0.018000 Sum: 0.026000 It 28,Best ac:0.004994 0.840000 fi:0.282563. Ave ac:0.010967,0.024243 Initialization: 6.307000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.538000 Kernel 1: 0.023000 Kernel 2: 73.609001 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.005231 0.846154 fi:0.296769. Ave ac:0.012771,0.022956 Initialization: 6.295000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.467000 Kernel 1: 0.023000 Kernel 2: 72.632004 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.005944 0.862069 fi:0.279542. Ave ac:0.012054,0.022081 Initialization: 6.228000 Memcpy Classifiers: 0.368000 Memcpy Instances: 8.478000 Kernel 1: 0.024000 Kernel 2: 73.822998 Copyback: 0.017000 Sum: 0.020000 It 31,Best ac:0.006183 0.722222 fi:0.415267. Ave ac:0.010644,0.020015 Initialization: 6.296000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.449000 Kernel 1: 0.024000 Kernel 2: 74.613998 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.005707 0.800000 fi:0.336742. Ave ac:0.010159,0.019735 Initialization: 6.261000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.478000 Kernel 1: 0.024000 Kernel 2: 75.806000 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.004280 0.857143 fi:0.263695. Ave ac:0.012971,0.026211 Initialization: 27.427999 Memcpy Instances: 430.348999 Memcpy Classifiers: 0.061000 Kernel 1: 0.023000 Kernel 2: 444.666992 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 466.082001 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.062000 Kernel 1: 0.022000 Kernel 2: 469.592987 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.053000 Kernel 1: 0.016000 Kernel 2: 452.270996 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 449.847992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 452.454987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 470.056000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 448.151001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 460.515991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 456.148010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 457.803986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.042000 Kernel 1: 0.013000 Kernel 2: 143.132004 Copyback: 0.016000 Sum: 0.001000 It 34,Best ac:0.004637 0.634353 fi:0.488359. Ave ac:0.009266,0.032512 Best acc 0.004637 0.634353 Initialization: 6.219000 Memcpy Classifiers: 0.557000 Memcpy Instances: 8.962000 Kernel 1: 0.024000 Kernel 2: 103.681000 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.005313 accuracy2:0.249050 Initialization: 6.328000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.490000 Kernel 1: 0.024000 Kernel 2: 108.586998 Copyback: 0.370000 Sum: 0.036000 It 0,Best ac:0.003804 0.592593 fi:0.563309. Ave ac:0.010661,0.017299 Initialization: 6.269000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.517000 Kernel 1: 0.024000 Kernel 2: 110.570999 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.010696 0.625000 fi:0.472235. Ave ac:0.015193,0.023347 Initialization: 6.271000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.461000 Kernel 1: 0.023000 Kernel 2: 107.901001 Copyback: 0.019000 Sum: 0.033000 It 2,Best ac:0.004517 0.678571 fi:0.421238. Ave ac:0.012712,0.014432 Initialization: 6.356000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.472000 Kernel 1: 0.024000 Kernel 2: 104.551003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.007133 0.625000 fi:0.473717. Ave ac:0.012969,0.013015 Initialization: 6.225000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.461000 Kernel 1: 0.024000 Kernel 2: 106.012001 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.006419 0.818182 fi:0.280833. Ave ac:0.012517,0.013701 Initialization: 6.163000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.488000 Kernel 1: 0.024000 Kernel 2: 101.174004 Copyback: 0.018000 Sum: 0.035000 It 5,Best ac:0.005468 0.920000 fi:0.179411. Ave ac:0.010995,0.011704 Initialization: 6.274000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.629000 Kernel 1: 0.023000 Kernel 2: 100.767998 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.005468 0.741935 fi:0.357476. Ave ac:0.011657,0.013632 Initialization: 6.246000 Memcpy Classifiers: 0.560000 Memcpy Instances: 8.486000 Kernel 1: 0.024000 Kernel 2: 98.445999 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.004042 0.772727 fi:0.330418. Ave ac:0.010482,0.011373 Initialization: 6.303000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.935000 Kernel 1: 0.023000 Kernel 2: 97.248001 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.004280 0.900000 fi:0.199907. Ave ac:0.011169,0.011394 Initialization: 6.275000 Memcpy Classifiers: 0.368000 Memcpy Instances: 8.535000 Kernel 1: 0.023000 Kernel 2: 96.749001 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.006897 0.743590 fi:0.355227. Ave ac:0.009264,0.011449 Iteration 10:MDL fitness activated Error 0.355227 TL 0.024709 MDL Theory Length Weight: 4.7920555374 (5) Initialization: 6.188000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.531000 Kernel 1: 0.023000 Kernel 2: 97.980003 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.006183 0.787879 fi:0.438156. Ave ac:0.010699,0.011828 Initialization: 6.483000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.767000 Kernel 1: 0.023000 Kernel 2: 97.132004 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.004281 0.782609 fi:0.472010. Ave ac:0.010624,0.010477 Initialization: 6.234000 Memcpy Classifiers: 0.379000 Memcpy Instances: 10.347000 Kernel 1: 0.022000 Kernel 2: 97.820999 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.005231 0.709677 fi:0.510623. Ave ac:0.010992,0.011162 Initialization: 6.231000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.494000 Kernel 1: 0.023000 Kernel 2: 98.971001 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.003805 0.888889 fi:0.428386. Ave ac:0.014099,0.013966 Initialization: 6.319000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.974000 Kernel 1: 0.023000 Kernel 2: 96.002998 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.005232 0.814815 fi:0.413078. Ave ac:0.012867,0.011861 Initialization: 6.335000 Memcpy Classifiers: 0.370000 Memcpy Instances: 8.620000 Kernel 1: 0.021000 Kernel 2: 94.417000 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.005467 0.718750 fi:0.500405. Ave ac:0.011330,0.012070 Initialization: 6.301000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.487000 Kernel 1: 0.024000 Kernel 2: 92.835999 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.005706 0.800000 fi:0.391116. Ave ac:0.011361,0.012498 Initialization: 6.244000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.466000 Kernel 1: 0.024000 Kernel 2: 90.184998 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.005231 0.846154 fi:0.388900. Ave ac:0.012026,0.015511 Initialization: 6.192000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.531000 Kernel 1: 0.024000 Kernel 2: 93.575996 Copyback: 0.017000 Sum: 0.036000 It 18,Best ac:0.005468 0.851852 fi:0.363538. Ave ac:0.011258,0.014563 Initialization: 6.250000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.499000 Kernel 1: 0.023000 Kernel 2: 91.778000 Copyback: 0.016000 Sum: 0.033000 It 19,Best ac:0.004042 0.944444 fi:0.293686. Ave ac:0.009004,0.008166 Initialization: 6.239000 Memcpy Classifiers: 0.390000 Memcpy Instances: 8.462000 Kernel 1: 0.023000 Kernel 2: 90.290001 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004043 1.000000 fi:0.238443. Ave ac:0.009332,0.010127 Initialization: 6.265000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.489000 Kernel 1: 0.022000 Kernel 2: 86.510002 Copyback: 0.016000 Sum: 0.037000 It 21,Best ac:0.004517 0.950000 fi:0.283724. Ave ac:0.007560,0.008674 Initialization: 6.236000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.554000 Kernel 1: 0.024000 Kernel 2: 88.346001 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.004281 0.947368 fi:0.271220. Ave ac:0.006599,0.006838 Initialization: 6.285000 Memcpy Classifiers: 0.359000 Memcpy Instances: 8.508000 Kernel 1: 0.023000 Kernel 2: 89.204002 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.004043 0.809524 fi:0.394952. Ave ac:0.010696,0.012301 Initialization: 6.265000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.463000 Kernel 1: 0.023000 Kernel 2: 84.665001 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.004280 0.818182 fi:0.377649. Ave ac:0.008113,0.006627 Initialization: 6.249000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.463000 Kernel 1: 0.024000 Kernel 2: 83.075996 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.005468 0.821429 fi:0.382100. Ave ac:0.008367,0.007609 Initialization: 6.250000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.954000 Kernel 1: 0.023000 Kernel 2: 83.259003 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.004280 0.782609 fi:0.418876. Ave ac:0.007772,0.008593 Initialization: 6.266000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.505000 Kernel 1: 0.022000 Kernel 2: 82.265999 Copyback: 0.017000 Sum: 0.039000 It 27,Best ac:0.006895 0.828571 fi:0.367384. Ave ac:0.009631,0.008770 Initialization: 6.293000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.442000 Kernel 1: 0.024000 Kernel 2: 81.772003 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.004755 0.800000 fi:0.396227. Ave ac:0.007878,0.006450 Initialization: 6.250000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.493000 Kernel 1: 0.023000 Kernel 2: 82.940002 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.008321 0.921053 fi:0.294381. Ave ac:0.011128,0.007509 MDL Theory Length Weight: 4.3128499837 (10) Initialization: 6.253000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.491000 Kernel 1: 0.023000 Kernel 2: 81.960999 Copyback: 0.023000 Sum: 0.038000 It 30,Best ac:0.004043 0.772727 fi:0.422627. Ave ac:0.005597,0.004012 Initialization: 6.219000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.650000 Kernel 1: 0.022000 Kernel 2: 79.025002 Copyback: 0.016000 Sum: 0.031000 It 31,Best ac:0.005232 0.785714 fi:0.404993. Ave ac:0.007512,0.005873 Initialization: 6.213000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.450000 Kernel 1: 0.023000 Kernel 2: 79.057999 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.006182 0.896552 fi:0.281608. Ave ac:0.006204,0.006138 Initialization: 6.312000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.448000 Kernel 1: 0.024000 Kernel 2: 78.494003 Copyback: 0.018000 Sum: 0.032000 It 33,Best ac:0.004993 0.913043 fi:0.267987. Ave ac:0.007056,0.005749 Initialization: 25.742001 Memcpy Instances: 416.804993 Memcpy Classifiers: 0.066000 Kernel 1: 0.023000 Kernel 2: 452.862000 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 451.593994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 445.910004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 460.058014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 460.692993 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 457.817993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 446.420990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 447.859009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 452.928009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 457.621002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 459.641998 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.047000 Kernel 1: 0.016000 Kernel 2: 137.610992 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004223 0.713826 fi:0.467526. Ave ac:0.006940,0.021989 Best acc 0.004223 0.713826 Rule:Att PSSM_-3_7 is [-5.556050,-1.370625]|Att PSSM_-1_7 is [-6.483860,-2.530067]|Att PSSM_-1_17 is [>-5.835999]|Att PSSM_0_5 is [-0.470146,11.293694]|Att PSSM_0_8 is [-3.183139,5.962575]|Att PSSM_0_12 is [<-1.010672]|Att PSSM_1_4 is [<-0.174456]|Att PSSM_2_1 is [<6.397696]|1 Accuracy : 0.761884 0 1 158624 5456 50415 20143 Removed 1244 instances. 209039 Instances left. Acc of rule 0.004223-0.713826 Initialization: 6.227000 Memcpy Classifiers: 0.543000 Memcpy Instances: 8.405000 Kernel 1: 0.025000 Kernel 2: 102.359001 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005606 accuracy2:0.242772 Initialization: 6.214000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.426000 Kernel 1: 0.024000 Kernel 2: 107.940002 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.007893 0.540984 fi:0.557381. Ave ac:0.011035,0.014590 Initialization: 6.515000 Memcpy Classifiers: 0.457000 Memcpy Instances: 8.468000 Kernel 1: 0.023000 Kernel 2: 107.934998 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.015786 0.492537 fi:0.602495. Ave ac:0.012551,0.015339 Initialization: 6.316000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.399000 Kernel 1: 0.023000 Kernel 2: 108.370003 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.006456 0.600000 fi:0.498970. Ave ac:0.014260,0.014965 Initialization: 6.199000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.420000 Kernel 1: 0.024000 Kernel 2: 105.707001 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.005739 0.615385 fi:0.483887. Ave ac:0.014872,0.015305 Initialization: 6.231000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.424000 Kernel 1: 0.023000 Kernel 2: 103.546997 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.005740 0.705882 fi:0.393387. Ave ac:0.013346,0.013288 Initialization: 6.173000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.430000 Kernel 1: 0.023000 Kernel 2: 102.038002 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.005024 0.807692 fi:0.291880. Ave ac:0.012024,0.011999 Initialization: 6.985000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.693000 Kernel 1: 0.022000 Kernel 2: 102.248001 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.006938 0.707317 fi:0.391448. Ave ac:0.011556,0.011516 Initialization: 6.398000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.457000 Kernel 1: 0.023000 Kernel 2: 100.322998 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.005739 0.750000 fi:0.349272. Ave ac:0.010755,0.009728 Initialization: 6.257000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.389000 Kernel 1: 0.025000 Kernel 2: 99.897003 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.007895 0.750000 fi:0.348362. Ave ac:0.011009,0.010812 Initialization: 6.247000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.445000 Kernel 1: 0.024000 Kernel 2: 99.500999 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.005263 0.733333 fi:0.366138. Ave ac:0.009372,0.009800 Iteration 10:MDL fitness activated Error 0.366138 TL 0.021663 MDL Theory Length Weight: 5.6339664937 (5) Initialization: 6.308000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.407000 Kernel 1: 0.023000 Kernel 2: 99.582001 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.004306 0.782609 fi:0.516247. Ave ac:0.009131,0.009180 Initialization: 6.212000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.873000 Kernel 1: 0.023000 Kernel 2: 98.632004 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.003827 0.888889 fi:0.448087. Ave ac:0.010629,0.009607 Initialization: 6.148000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.433000 Kernel 1: 0.023000 Kernel 2: 98.079002 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.003828 0.842105 fi:0.461949. Ave ac:0.009300,0.006983 Initialization: 7.592000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.704000 Kernel 1: 0.023000 Kernel 2: 96.047997 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.005263 0.846154 fi:0.414863. Ave ac:0.010205,0.010691 Initialization: 6.185000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.427000 Kernel 1: 0.024000 Kernel 2: 95.758003 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.004545 0.826087 fi:0.442726. Ave ac:0.009395,0.009140 Initialization: 6.253000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.397000 Kernel 1: 0.024000 Kernel 2: 93.655998 Copyback: 0.019000 Sum: 0.035000 It 15,Best ac:0.004066 0.894737 fi:0.403333. Ave ac:0.010484,0.010974 Initialization: 6.192000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.924000 Kernel 1: 0.023000 Kernel 2: 96.518997 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.006699 0.848485 fi:0.429838. Ave ac:0.009920,0.012084 Initialization: 6.155000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.471000 Kernel 1: 0.024000 Kernel 2: 96.994003 Copyback: 0.017000 Sum: 0.039000 It 17,Best ac:0.004544 0.791667 fi:0.449499. Ave ac:0.011509,0.010395 Initialization: 6.309000 Memcpy Classifiers: 0.519000 Memcpy Instances: 8.410000 Kernel 1: 0.024000 Kernel 2: 92.328003 Copyback: 0.017000 Sum: 0.039000 It 18,Best ac:0.010760 0.789474 fi:0.390207. Ave ac:0.013780,0.015661 Initialization: 6.276000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.480000 Kernel 1: 0.024000 Kernel 2: 89.087997 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.007175 0.731707 fi:0.448974. Ave ac:0.011732,0.010744 Initialization: 6.751000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.413000 Kernel 1: 0.024000 Kernel 2: 88.566002 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.005263 0.814815 fi:0.399270. Ave ac:0.012383,0.013284 Initialization: 6.226000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.482000 Kernel 1: 0.022000 Kernel 2: 86.803001 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.005981 0.757576 fi:0.426316. Ave ac:0.014011,0.013764 Initialization: 6.204000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.412000 Kernel 1: 0.024000 Kernel 2: 83.992996 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.005024 0.840000 fi:0.368946. Ave ac:0.011566,0.010663 Initialization: 6.245000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.469000 Kernel 1: 0.023000 Kernel 2: 81.915001 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.004782 0.740741 fi:0.447493. Ave ac:0.012017,0.016462 Initialization: 6.117000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.413000 Kernel 1: 0.025000 Kernel 2: 83.291000 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.005501 0.920000 fi:0.303850. Ave ac:0.012577,0.013453 Initialization: 6.223000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.908000 Kernel 1: 0.023000 Kernel 2: 86.764999 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.005501 0.766667 fi:0.372512. Ave ac:0.013625,0.014699 Initialization: 6.294000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.466000 Kernel 1: 0.023000 Kernel 2: 85.585999 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.005263 0.916667 fi:0.313057. Ave ac:0.012567,0.013455 Initialization: 6.275000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.435000 Kernel 1: 0.023000 Kernel 2: 85.553001 Copyback: 0.017000 Sum: 0.028000 It 27,Best ac:0.004305 0.900000 fi:0.291823. Ave ac:0.009612,0.009141 Initialization: 6.183000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.459000 Kernel 1: 0.024000 Kernel 2: 82.268997 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.003588 0.882353 fi:0.418598. Ave ac:0.010694,0.012302 Initialization: 6.204000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.443000 Kernel 1: 0.022000 Kernel 2: 80.294998 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.005262 0.880000 fi:0.305005. Ave ac:0.010120,0.011955 Initialization: 6.662000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.417000 Kernel 1: 0.023000 Kernel 2: 83.056999 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.006697 0.756757 fi:0.424691. Ave ac:0.011845,0.015348 Initialization: 6.273000 Memcpy Classifiers: 0.311000 Memcpy Instances: 8.442000 Kernel 1: 0.022000 Kernel 2: 83.195000 Copyback: 0.016000 Sum: 0.027000 It 31,Best ac:0.007177 0.789474 fi:0.399172. Ave ac:0.010479,0.009514 Initialization: 6.278000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.528000 Kernel 1: 0.023000 Kernel 2: 82.532997 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.004543 0.760000 fi:0.432503. Ave ac:0.012195,0.017264 Initialization: 6.200000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.408000 Kernel 1: 0.024000 Kernel 2: 82.249001 Copyback: 0.018000 Sum: 0.030000 It 33,Best ac:0.004067 1.000000 fi:0.238062. Ave ac:0.012457,0.013284 Initialization: 25.770000 Memcpy Instances: 413.979004 Memcpy Classifiers: 0.064000 Kernel 1: 0.023000 Kernel 2: 474.648987 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 495.544006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 483.846008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 474.208008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 484.878998 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 469.618011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 492.437012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 468.229004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 482.214996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 475.238007 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 464.559998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.042000 Kernel 1: 0.012000 Kernel 2: 138.615997 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.007042 0.653061 fi:0.527678. Ave ac:0.011850,0.041048 Best acc 0.007042 0.653061 Initialization: 6.273000 Memcpy Classifiers: 0.585000 Memcpy Instances: 8.569000 Kernel 1: 0.024000 Kernel 2: 102.265999 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005961 accuracy2:0.234521 Initialization: 6.343000 Memcpy Classifiers: 0.508000 Memcpy Instances: 8.569000 Kernel 1: 0.024000 Kernel 2: 105.295998 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.006936 0.557692 fi:0.541073. Ave ac:0.011696,0.014806 Initialization: 6.933000 Memcpy Classifiers: 0.761000 Memcpy Instances: 8.591000 Kernel 1: 0.023000 Kernel 2: 108.902000 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.007177 0.625000 fi:0.473664. Ave ac:0.015379,0.017830 Initialization: 6.253000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.391000 Kernel 1: 0.023000 Kernel 2: 107.564003 Copyback: 0.018000 Sum: 0.034000 It 2,Best ac:0.006220 0.553191 fi:0.545876. Ave ac:0.016446,0.019440 Initialization: 6.055000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.945000 Kernel 1: 0.022000 Kernel 2: 106.768997 Copyback: 0.018000 Sum: 0.030000 It 3,Best ac:0.003828 0.727273 fi:0.413556. Ave ac:0.015447,0.015975 Initialization: 6.191000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.512000 Kernel 1: 0.022000 Kernel 2: 103.333000 Copyback: 0.019000 Sum: 0.031000 It 4,Best ac:0.005023 0.700000 fi:0.399572. Ave ac:0.014711,0.018389 Initialization: 6.411000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.598000 Kernel 1: 0.023000 Kernel 2: 103.619003 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.006936 0.878788 fi:0.219977. Ave ac:0.015368,0.020937 Initialization: 6.207000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.609000 Kernel 1: 0.024000 Kernel 2: 100.186996 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.005263 0.628571 fi:0.470900. Ave ac:0.014382,0.020188 Initialization: 6.272000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.443000 Kernel 1: 0.023000 Kernel 2: 98.153000 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.004066 0.739130 fi:0.360845. Ave ac:0.011836,0.013584 Initialization: 6.232000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.484000 Kernel 1: 0.023000 Kernel 2: 99.905998 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.008134 0.755556 fi:0.342705. Ave ac:0.008204,0.010532 Initialization: 6.238000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.426000 Kernel 1: 0.023000 Kernel 2: 98.424004 Copyback: 0.018000 Sum: 0.032000 It 9,Best ac:0.006938 0.707317 fi:0.391448. Ave ac:0.008608,0.012698 Iteration 10:MDL fitness activated Error 0.391448 TL 0.026931 MDL Theory Length Weight: 4.8450917056 (5) Initialization: 6.467000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.454000 Kernel 1: 0.024000 Kernel 2: 96.542999 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.004545 0.826087 fi:0.370866. Ave ac:0.009929,0.010001 Initialization: 6.205000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.403000 Kernel 1: 0.027000 Kernel 2: 96.346001 Copyback: 0.024000 Sum: 0.041000 It 11,Best ac:0.007893 0.825000 fi:0.444636. Ave ac:0.010450,0.009456 Initialization: 6.332000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.406000 Kernel 1: 0.023000 Kernel 2: 94.302002 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004784 0.833333 fi:0.369036. Ave ac:0.012320,0.013992 Initialization: 6.314000 Memcpy Classifiers: 0.795000 Memcpy Instances: 8.456000 Kernel 1: 0.022000 Kernel 2: 90.510002 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.004785 0.800000 fi:0.444962. Ave ac:0.015034,0.016043 Initialization: 6.210000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.555000 Kernel 1: 0.023000 Kernel 2: 91.616997 Copyback: 0.017000 Sum: 0.039000 It 14,Best ac:0.007654 0.744186 fi:0.424693. Ave ac:0.012867,0.013775 Initialization: 6.337000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.435000 Kernel 1: 0.023000 Kernel 2: 90.542999 Copyback: 0.017000 Sum: 0.027000 It 15,Best ac:0.003826 0.888889 fi:0.360257. Ave ac:0.013676,0.017282 Initialization: 6.295000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.897000 Kernel 1: 0.024000 Kernel 2: 87.464996 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.007177 0.750000 fi:0.437855. Ave ac:0.016103,0.020095 Initialization: 6.160000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.863000 Kernel 1: 0.023000 Kernel 2: 86.808998 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.008371 0.875000 fi:0.347303. Ave ac:0.015281,0.016860 Initialization: 6.243000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.394000 Kernel 1: 0.024000 Kernel 2: 88.438004 Copyback: 0.017000 Sum: 0.026000 It 18,Best ac:0.006459 0.870968 fi:0.306829. Ave ac:0.016354,0.019939 Initialization: 6.249000 Memcpy Classifiers: 0.312000 Memcpy Instances: 8.391000 Kernel 1: 0.024000 Kernel 2: 89.344002 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.006938 0.743590 fi:0.430033. Ave ac:0.012920,0.013817 Initialization: 6.345000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.438000 Kernel 1: 0.024000 Kernel 2: 85.029999 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.004067 0.894737 fi:0.321675. Ave ac:0.013306,0.015275 Initialization: 6.723000 Memcpy Classifiers: 0.308000 Memcpy Instances: 8.452000 Kernel 1: 0.023000 Kernel 2: 84.113998 Copyback: 0.017000 Sum: 0.021000 It 21,Best ac:0.005023 0.807692 fi:0.385922. Ave ac:0.012619,0.017204 Initialization: 6.753000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.509000 Kernel 1: 0.024000 Kernel 2: 85.023003 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.003587 0.882353 fi:0.380976. Ave ac:0.011984,0.016890 Initialization: 6.208000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.417000 Kernel 1: 0.024000 Kernel 2: 83.917999 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.004543 0.826087 fi:0.351008. Ave ac:0.012951,0.023162 Initialization: 6.211000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.454000 Kernel 1: 0.023000 Kernel 2: 82.561996 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.004545 0.904762 fi:0.319535. Ave ac:0.014367,0.017695 Initialization: 6.201000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.423000 Kernel 1: 0.022000 Kernel 2: 83.291000 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.004067 0.809524 fi:0.373360. Ave ac:0.016189,0.023181 Initialization: 6.237000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.405000 Kernel 1: 0.023000 Kernel 2: 82.114998 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.005023 0.807692 fi:0.376891. Ave ac:0.012166,0.017681 Initialization: 6.274000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.983000 Kernel 1: 0.023000 Kernel 2: 82.605003 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.007416 0.756098 fi:0.396179. Ave ac:0.012050,0.017559 MDL Theory Length Weight: 4.3605825350 (10) Initialization: 6.193000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.444000 Kernel 1: 0.024000 Kernel 2: 83.490997 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.004543 0.760000 fi:0.422085. Ave ac:0.012310,0.019488 Initialization: 6.261000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.403000 Kernel 1: 0.025000 Kernel 2: 84.099998 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.004065 0.739130 fi:0.445485. Ave ac:0.009849,0.021432 Initialization: 6.245000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.403000 Kernel 1: 0.024000 Kernel 2: 79.514000 Copyback: 0.016000 Sum: 0.023000 It 30,Best ac:0.006458 0.818182 fi:0.345550. Ave ac:0.014530,0.020495 Initialization: 6.257000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.435000 Kernel 1: 0.024000 Kernel 2: 80.413002 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.007177 0.857143 fi:0.314761. Ave ac:0.011650,0.015085 Initialization: 6.307000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.861000 Kernel 1: 0.023000 Kernel 2: 80.549004 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.006459 0.729730 fi:0.413610. Ave ac:0.010696,0.015030 Initialization: 6.318000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.413000 Kernel 1: 0.024000 Kernel 2: 80.632004 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.005979 0.892857 fi:0.268667. Ave ac:0.012071,0.020217 Initialization: 25.688999 Memcpy Instances: 412.250000 Memcpy Classifiers: 0.064000 Kernel 1: 0.025000 Kernel 2: 464.907013 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 475.417999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 476.135986 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 482.963013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 465.699005 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.055000 Kernel 1: 0.018000 Kernel 2: 480.326996 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 478.694000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 463.540009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 479.165985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 481.795013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 476.615997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.042000 Kernel 1: 0.013000 Kernel 2: 141.304001 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004779 0.648701 fi:0.499316. Ave ac:0.009466,0.031259 Best acc 0.004779 0.648701 Rule:Att PSSM_0_7 is [<-3.052635]|Att PSSM_0_20 is [>-2.759033]|Att PSSM_1_10 is [>0.419597]|Att PSSM_3_7 is [-6.798926,0.798926]|Att PSSM_4_12 is [<-0.887398]|1 Accuracy : 0.764825 0 1 157842 6238 48943 21615 Removed 2254 instances. 206785 Instances left. Acc of rule 0.007042-0.653061 Initialization: 6.269000 Memcpy Classifiers: 0.575000 Memcpy Instances: 8.488000 Kernel 1: 0.024000 Kernel 2: 100.822998 Copyback: 0.018000 Sum: 0.051000 Initial population average accuracy1:0.005257 accuracy2:0.228010 Initialization: 6.163000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.329000 Kernel 1: 0.023000 Kernel 2: 104.551003 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.006528 0.490909 fi:0.607977. Ave ac:0.011028,0.016508 Initialization: 6.128000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.338000 Kernel 1: 0.024000 Kernel 2: 105.029999 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.003868 0.695652 fi:0.419726. Ave ac:0.014633,0.018945 Initialization: 6.207000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.301000 Kernel 1: 0.024000 Kernel 2: 102.348000 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.005319 0.628571 fi:0.470834. Ave ac:0.013576,0.017134 Initialization: 6.132000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.339000 Kernel 1: 0.022000 Kernel 2: 101.866997 Copyback: 0.018000 Sum: 0.030000 It 3,Best ac:0.004353 0.750000 fi:0.349821. Ave ac:0.014026,0.017028 Initialization: 6.117000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.378000 Kernel 1: 0.023000 Kernel 2: 101.790001 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.006528 0.586957 fi:0.511930. Ave ac:0.013135,0.014689 Initialization: 6.122000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.341000 Kernel 1: 0.024000 Kernel 2: 104.639000 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.007739 0.680851 fi:0.417516. Ave ac:0.012553,0.014332 Initialization: 6.262000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.330000 Kernel 1: 0.022000 Kernel 2: 105.254997 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.004595 0.703704 fi:0.396012. Ave ac:0.010951,0.012104 Initialization: 6.094000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.818000 Kernel 1: 0.023000 Kernel 2: 102.551003 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.003868 0.888889 fi:0.226489. Ave ac:0.011249,0.013895 Initialization: 6.110000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.310000 Kernel 1: 0.025000 Kernel 2: 103.527000 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.003868 0.800000 fi:0.315378. Ave ac:0.013934,0.014243 Initialization: 6.206000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.753000 Kernel 1: 0.022000 Kernel 2: 99.710999 Copyback: 0.016000 Sum: 0.032000 It 9,Best ac:0.004110 0.809524 fi:0.290401. Ave ac:0.010596,0.011913 Iteration 10:MDL fitness activated Error 0.290401 TL 0.029928 MDL Theory Length Weight: 3.2344551821 (3) Initialization: 6.105000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.370000 Kernel 1: 0.023000 Kernel 2: 97.955002 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.004354 0.818182 fi:0.392227. Ave ac:0.012506,0.012656 Initialization: 6.218000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.352000 Kernel 1: 0.024000 Kernel 2: 98.531998 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.007013 0.690476 fi:0.516093. Ave ac:0.011374,0.013062 Initialization: 6.227000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.323000 Kernel 1: 0.025000 Kernel 2: 96.535004 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.005561 0.793103 fi:0.407571. Ave ac:0.014116,0.016311 Initialization: 6.172000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.359000 Kernel 1: 0.024000 Kernel 2: 94.950996 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.004594 0.760000 fi:0.416923. Ave ac:0.013685,0.015952 Initialization: 6.179000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.322000 Kernel 1: 0.023000 Kernel 2: 93.850998 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.003628 0.882353 fi:0.353041. Ave ac:0.016337,0.017589 Initialization: 6.178000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.305000 Kernel 1: 0.023000 Kernel 2: 92.262001 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.004594 0.730769 fi:0.434524. Ave ac:0.013255,0.015386 Initialization: 6.242000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.809000 Kernel 1: 0.022000 Kernel 2: 88.380997 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.004352 0.750000 fi:0.424601. Ave ac:0.012943,0.014696 Initialization: 6.325000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.371000 Kernel 1: 0.022000 Kernel 2: 82.731003 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.005561 0.821429 fi:0.355079. Ave ac:0.015332,0.015916 Initialization: 6.180000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.311000 Kernel 1: 0.024000 Kernel 2: 83.094002 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.004836 0.869565 fi:0.287265. Ave ac:0.016084,0.018313 Initialization: 6.185000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.334000 Kernel 1: 0.025000 Kernel 2: 82.101997 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.004110 0.850000 fi:0.337226. Ave ac:0.013412,0.015669 Initialization: 6.129000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.331000 Kernel 1: 0.024000 Kernel 2: 83.735001 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004594 0.826087 fi:0.361546. Ave ac:0.012049,0.014800 Initialization: 6.175000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.334000 Kernel 1: 0.023000 Kernel 2: 81.848999 Copyback: 0.016000 Sum: 0.030000 It 21,Best ac:0.005319 0.733333 fi:0.443850. Ave ac:0.010718,0.012164 Initialization: 6.233000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.945000 Kernel 1: 0.023000 Kernel 2: 81.458000 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.004836 0.800000 fi:0.352960. Ave ac:0.011950,0.013060 Initialization: 6.180000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.391000 Kernel 1: 0.023000 Kernel 2: 80.093002 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.005077 0.750000 fi:0.406961. Ave ac:0.010131,0.012986 Initialization: 6.381000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.294000 Kernel 1: 0.023000 Kernel 2: 80.744003 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.007253 0.789474 fi:0.382759. Ave ac:0.012201,0.015273 Initialization: 6.183000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.319000 Kernel 1: 0.023000 Kernel 2: 79.123001 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.006528 0.843750 fi:0.304390. Ave ac:0.011232,0.009855 Initialization: 6.202000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.290000 Kernel 1: 0.025000 Kernel 2: 79.378998 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.004353 0.818182 fi:0.340177. Ave ac:0.009337,0.008888 Initialization: 6.121000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.358000 Kernel 1: 0.023000 Kernel 2: 77.272003 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.003868 0.842105 fi:0.347815. Ave ac:0.009791,0.011497 MDL Theory Length Weight: 2.9110096639 (10) Initialization: 6.227000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.343000 Kernel 1: 0.023000 Kernel 2: 77.666000 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.005319 0.846154 fi:0.306929. Ave ac:0.008482,0.009842 Initialization: 6.170000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.087000 Kernel 1: 0.023000 Kernel 2: 76.796997 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.004594 0.863636 fi:0.301096. Ave ac:0.009837,0.010370 Initialization: 6.588000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.303000 Kernel 1: 0.023000 Kernel 2: 74.055000 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.005561 0.821429 fi:0.335367. Ave ac:0.008623,0.009559 Initialization: 6.022000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.401000 Kernel 1: 0.024000 Kernel 2: 76.205002 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.004110 0.809524 fi:0.343329. Ave ac:0.007769,0.007432 Initialization: 6.158000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.336000 Kernel 1: 0.024000 Kernel 2: 77.016998 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.004111 0.850000 fi:0.300864. Ave ac:0.007475,0.007136 Initialization: 6.211000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.328000 Kernel 1: 0.024000 Kernel 2: 77.778000 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.004837 0.769231 fi:0.394622. Ave ac:0.006175,0.006656 Initialization: 26.357000 Memcpy Instances: 424.640991 Memcpy Classifiers: 0.067000 Kernel 1: 0.023000 Kernel 2: 489.259003 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 494.006989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 473.769012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 481.424011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 469.575989 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 484.807007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 467.602997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 488.884003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 463.790985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 505.842010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 423.713989 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004357 0.643112 fi:0.507648. Ave ac:0.009205,0.030707 Best acc 0.004357 0.643112 Initialization: 6.124000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.347000 Kernel 1: 0.026000 Kernel 2: 101.514000 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.006433 accuracy2:0.228927 Initialization: 6.208000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.391000 Kernel 1: 0.022000 Kernel 2: 108.681000 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.020073 0.564626 fi:0.528611. Ave ac:0.012689,0.019361 Initialization: 6.244000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.408000 Kernel 1: 0.024000 Kernel 2: 111.019997 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.004352 0.600000 fi:0.499821. Ave ac:0.014993,0.020815 Initialization: 6.169000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.338000 Kernel 1: 0.023000 Kernel 2: 110.272003 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.004594 0.760000 fi:0.339717. Ave ac:0.014908,0.016861 Initialization: 6.314000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.879000 Kernel 1: 0.022000 Kernel 2: 110.125999 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.005319 0.733333 fi:0.366072. Ave ac:0.014078,0.016566 Initialization: 6.190000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.323000 Kernel 1: 0.023000 Kernel 2: 106.153999 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.003869 0.727273 fi:0.388105. Ave ac:0.012663,0.012562 Initialization: 6.138000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.334000 Kernel 1: 0.023000 Kernel 2: 103.337997 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004110 0.739130 fi:0.360795. Ave ac:0.011336,0.012457 Initialization: 6.121000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.593000 Kernel 1: 0.023000 Kernel 2: 101.445999 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.003868 0.761905 fi:0.353473. Ave ac:0.011760,0.011361 Initialization: 6.222000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.369000 Kernel 1: 0.024000 Kernel 2: 100.610001 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004594 0.863636 fi:0.236081. Ave ac:0.010020,0.008973 Initialization: 6.099000 Memcpy Classifiers: 0.444000 Memcpy Instances: 8.332000 Kernel 1: 0.022000 Kernel 2: 99.749001 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.003869 0.800000 fi:0.315378. Ave ac:0.008831,0.011617 Initialization: 6.662000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.326000 Kernel 1: 0.022000 Kernel 2: 99.772003 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003868 0.842105 fi:0.273273. Ave ac:0.010794,0.010172 Iteration 10:MDL fitness activated Error 0.273273 TL 0.031912 MDL Theory Length Weight: 2.8544504427 (3) Initialization: 6.677000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.304000 Kernel 1: 0.023000 Kernel 2: 101.406998 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.003868 0.800000 fi:0.410251. Ave ac:0.009443,0.010457 Initialization: 6.494000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.290000 Kernel 1: 0.023000 Kernel 2: 98.028000 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.009432 0.722222 fi:0.470257. Ave ac:0.007985,0.010113 Initialization: 6.113000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.783000 Kernel 1: 0.022000 Kernel 2: 97.822998 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.007012 0.878788 fi:0.312572. Ave ac:0.011808,0.011198 Initialization: 6.139000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.330000 Kernel 1: 0.024000 Kernel 2: 100.838997 Copyback: 0.018000 Sum: 0.031000 It 13,Best ac:0.007012 0.743590 fi:0.424338. Ave ac:0.006885,0.006277 Initialization: 6.179000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.305000 Kernel 1: 0.024000 Kernel 2: 98.861000 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.003868 0.761905 fi:0.444834. Ave ac:0.010350,0.010649 Initialization: 6.119000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.874000 Kernel 1: 0.023000 Kernel 2: 95.055000 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.003869 0.842105 fi:0.373691. Ave ac:0.008605,0.009015 Initialization: 7.325000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.401000 Kernel 1: 0.022000 Kernel 2: 95.912003 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.006044 0.757576 fi:0.418956. Ave ac:0.007133,0.007108 Initialization: 6.165000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.369000 Kernel 1: 0.023000 Kernel 2: 96.169998 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.004111 0.894737 fi:0.301264. Ave ac:0.006412,0.006895 Initialization: 6.176000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.368000 Kernel 1: 0.025000 Kernel 2: 90.139999 Copyback: 0.372000 Sum: 0.031000 It 18,Best ac:0.005561 0.821429 fi:0.346239. Ave ac:0.007652,0.008024 Initialization: 6.738000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.372000 Kernel 1: 0.023000 Kernel 2: 92.731003 Copyback: 0.019000 Sum: 0.032000 It 19,Best ac:0.003627 0.833333 fi:0.410763. Ave ac:0.006878,0.008271 Initialization: 6.311000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.330000 Kernel 1: 0.023000 Kernel 2: 89.796997 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.005319 0.880000 fi:0.305064. Ave ac:0.007469,0.008130 Initialization: 6.629000 Memcpy Classifiers: 0.359000 Memcpy Instances: 8.588000 Kernel 1: 0.023000 Kernel 2: 94.272003 Copyback: 0.016000 Sum: 0.032000 It 21,Best ac:0.004595 0.904762 fi:0.277056. Ave ac:0.007420,0.006746 Initialization: 6.155000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.479000 Kernel 1: 0.023000 Kernel 2: 90.902000 Copyback: 0.020000 Sum: 0.036000 It 22,Best ac:0.006528 0.794118 fi:0.379595. Ave ac:0.005853,0.004795 Initialization: 6.161000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.404000 Kernel 1: 0.024000 Kernel 2: 90.621002 Copyback: 0.018000 Sum: 0.030000 It 23,Best ac:0.004836 0.769231 fi:0.406261. Ave ac:0.005881,0.007588 Initialization: 6.172000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.361000 Kernel 1: 0.024000 Kernel 2: 86.639000 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.004352 0.857143 fi:0.318083. Ave ac:0.007417,0.008787 Initialization: 6.204000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.297000 Kernel 1: 0.023000 Kernel 2: 89.695000 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.004594 0.826087 fi:0.356843. Ave ac:0.007407,0.006524 Initialization: 6.159000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.335000 Kernel 1: 0.023000 Kernel 2: 88.509003 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.005320 0.846154 fi:0.342204. Ave ac:0.006622,0.006839 Initialization: 6.226000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.312000 Kernel 1: 0.023000 Kernel 2: 86.228996 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.003385 0.933333 fi:0.376029. Ave ac:0.007045,0.006319 Initialization: 6.336000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.316000 Kernel 1: 0.023000 Kernel 2: 87.792000 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.004837 0.869565 fi:0.289035. Ave ac:0.007532,0.006064 Initialization: 6.154000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.364000 Kernel 1: 0.023000 Kernel 2: 84.745003 Copyback: 0.017000 Sum: 0.037000 It 29,Best ac:0.004595 0.791667 fi:0.373702. Ave ac:0.006635,0.006099 Initialization: 6.219000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.302000 Kernel 1: 0.023000 Kernel 2: 84.060997 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.003385 1.000000 fi:0.310647. Ave ac:0.007336,0.007037 MDL Theory Length Weight: 2.5690053985 (10) Initialization: 6.595000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.301000 Kernel 1: 0.023000 Kernel 2: 83.097000 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.003868 0.842105 fi:0.333299. Ave ac:0.006192,0.006267 Initialization: 6.220000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.392000 Kernel 1: 0.023000 Kernel 2: 84.867996 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.009913 0.672131 fi:0.478940. Ave ac:0.007679,0.008314 Initialization: 6.454000 Memcpy Classifiers: 0.423000 Memcpy Instances: 8.320000 Kernel 1: 0.024000 Kernel 2: 82.581001 Copyback: 0.017000 Sum: 0.043000 It 33,Best ac:0.006770 0.875000 fi:0.288565. Ave ac:0.011281,0.012368 Initialization: 25.990999 Memcpy Instances: 422.179993 Memcpy Classifiers: 0.068000 Kernel 1: 0.025000 Kernel 2: 478.927002 Copyback: 0.014000 Sum: 0.014000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 475.050995 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 467.765015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 491.967987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 481.567993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 475.471008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 474.549988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 462.675995 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.068000 Kernel 1: 0.020000 Kernel 2: 485.049988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 475.085999 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 456.794006 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003801 0.701786 fi:0.496813. Ave ac:0.008570,0.027540 Best acc 0.003801 0.701786 Rule:Att PSSM_-2_14 is [-3.356780,4.858027]|Att PSSM_-1_1 is [-4.133668,4.133668]|Att PSSM_0_2 is [<-2.801106]|Att PSSM_0_4 is [<4.971565]|Att PSSM_0_5 is [-0.829998,4.829998]|Att PSSM_0_12 is [<-1.997818]|Att PSSM_1_10 is [>-4.731384]|Att PSSM_3_4 is [<-0.845604]|Att PSSM_3_20 is [-5.196809,5.196809]|Att PSSM_4_12 is [-6.654460,-1.624435]|1 Accuracy : 0.766751 0 1 157508 6572 48157 22401 Removed 1120 instances. 205665 Instances left. Acc of rule 0.003801-0.701786 Initialization: 6.107000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.746000 Kernel 1: 0.024000 Kernel 2: 104.449997 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.005830 accuracy2:0.232400 Initialization: 6.058000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.265000 Kernel 1: 0.023000 Kernel 2: 106.691002 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.004861 0.555556 fi:0.544023. Ave ac:0.010246,0.013607 Initialization: 6.158000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.277000 Kernel 1: 0.024000 Kernel 2: 109.732002 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.004618 0.542857 fi:0.556829. Ave ac:0.012055,0.015578 Initialization: 7.313000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.262000 Kernel 1: 0.023000 Kernel 2: 107.717003 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.004132 0.586207 fi:0.513691. Ave ac:0.012814,0.016132 Initialization: 6.148000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.246000 Kernel 1: 0.024000 Kernel 2: 105.974998 Copyback: 0.018000 Sum: 0.034000 It 3,Best ac:0.004376 0.620690 fi:0.479100. Ave ac:0.012368,0.013099 Initialization: 6.070000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.753000 Kernel 1: 0.023000 Kernel 2: 105.786003 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.005592 0.676471 fi:0.422792. Ave ac:0.010756,0.013391 Initialization: 6.094000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.135000 Kernel 1: 0.022000 Kernel 2: 104.021004 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004863 0.714286 fi:0.385293. Ave ac:0.011287,0.012210 Initialization: 6.109000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.302000 Kernel 1: 0.022000 Kernel 2: 105.334000 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005835 0.705882 fi:0.393274. Ave ac:0.011351,0.012779 Initialization: 6.170000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.747000 Kernel 1: 0.023000 Kernel 2: 107.748001 Copyback: 0.018000 Sum: 0.028000 It 7,Best ac:0.005592 0.741935 fi:0.357327. Ave ac:0.010655,0.012646 Initialization: 6.106000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.271000 Kernel 1: 0.023000 Kernel 2: 108.546997 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.008753 0.666667 fi:0.431223. Ave ac:0.011656,0.015011 Initialization: 6.305000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.356000 Kernel 1: 0.023000 Kernel 2: 108.057999 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.003647 0.789474 fi:0.367414. Ave ac:0.010281,0.010087 Iteration 10:MDL fitness activated Error 0.367414 TL 0.037974 MDL Theory Length Weight: 3.2251271115 (3) Initialization: 6.267000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.259000 Kernel 1: 0.023000 Kernel 2: 103.867996 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.005592 0.696970 fi:0.488689. Ave ac:0.010415,0.010619 Initialization: 6.315000 Memcpy Classifiers: 0.517000 Memcpy Instances: 8.504000 Kernel 1: 0.023000 Kernel 2: 100.954002 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.006320 0.722222 fi:0.433076. Ave ac:0.009857,0.008208 Initialization: 6.146000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.316000 Kernel 1: 0.023000 Kernel 2: 95.945999 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.005349 0.846154 fi:0.325562. Ave ac:0.009041,0.010517 Initialization: 6.082000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.429000 Kernel 1: 0.024000 Kernel 2: 96.911003 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.004375 0.750000 fi:0.423559. Ave ac:0.010014,0.011524 Initialization: 6.136000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.249000 Kernel 1: 0.024000 Kernel 2: 96.582001 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.004376 0.818182 fi:0.379018. Ave ac:0.010393,0.009649 Initialization: 6.141000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.777000 Kernel 1: 0.022000 Kernel 2: 92.042999 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.005349 0.785714 fi:0.408670. Ave ac:0.008783,0.008058 Initialization: 6.174000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.801000 Kernel 1: 0.023000 Kernel 2: 90.924004 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.011670 0.716418 fi:0.451679. Ave ac:0.010641,0.011566 Initialization: 6.120000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.315000 Kernel 1: 0.023000 Kernel 2: 90.703003 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.005592 0.884615 fi:0.304539. Ave ac:0.012309,0.011191 Initialization: 6.204000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.253000 Kernel 1: 0.023000 Kernel 2: 89.598999 Copyback: 0.018000 Sum: 0.033000 It 18,Best ac:0.003890 0.800000 fi:0.392285. Ave ac:0.011407,0.012806 Initialization: 6.344000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.429000 Kernel 1: 0.023000 Kernel 2: 88.747002 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.006565 0.729730 fi:0.420280. Ave ac:0.012274,0.014402 Initialization: 6.174000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.265000 Kernel 1: 0.023000 Kernel 2: 88.287003 Copyback: 0.023000 Sum: 0.037000 It 20,Best ac:0.004132 0.809524 fi:0.360418. Ave ac:0.011789,0.013639 Initialization: 6.152000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.261000 Kernel 1: 0.024000 Kernel 2: 88.463997 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.004376 0.720000 fi:0.461596. Ave ac:0.011618,0.011733 Initialization: 6.242000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.334000 Kernel 1: 0.023000 Kernel 2: 90.320999 Copyback: 0.018000 Sum: 0.033000 It 22,Best ac:0.005106 0.875000 fi:0.322082. Ave ac:0.010762,0.014407 Initialization: 6.076000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.262000 Kernel 1: 0.024000 Kernel 2: 87.732002 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.007051 0.828571 fi:0.331306. Ave ac:0.009405,0.009239 Initialization: 6.188000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.247000 Kernel 1: 0.023000 Kernel 2: 85.936996 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.003646 0.882353 fi:0.366140. Ave ac:0.008863,0.008920 Initialization: 6.563000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.253000 Kernel 1: 0.023000 Kernel 2: 83.839996 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.004376 0.782609 fi:0.373888. Ave ac:0.007453,0.010197 Initialization: 6.105000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.347000 Kernel 1: 0.024000 Kernel 2: 83.139000 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.004619 0.904762 fi:0.246383. Ave ac:0.010609,0.011944 Initialization: 6.145000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.303000 Kernel 1: 0.022000 Kernel 2: 81.910004 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.003890 0.842105 fi:0.316441. Ave ac:0.009703,0.008963 Initialization: 6.115000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.255000 Kernel 1: 0.024000 Kernel 2: 80.646004 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.004863 0.833333 fi:0.354737. Ave ac:0.008063,0.007716 Initialization: 6.148000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.327000 Kernel 1: 0.024000 Kernel 2: 82.473000 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.008266 0.790698 fi:0.351843. Ave ac:0.009092,0.010269 Initialization: 6.076000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.253000 Kernel 1: 0.024000 Kernel 2: 79.616997 Copyback: 0.017000 Sum: 0.027000 It 30,Best ac:0.003889 0.888889 fi:0.293010. Ave ac:0.008083,0.007288 Initialization: 6.113000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.477000 Kernel 1: 0.024000 Kernel 2: 78.211998 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.005106 0.700000 fi:0.462919. Ave ac:0.007568,0.008568 Initialization: 6.068000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.344000 Kernel 1: 0.023000 Kernel 2: 77.855003 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.005591 0.821429 fi:0.342171. Ave ac:0.008962,0.011106 Initialization: 6.217000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.241000 Kernel 1: 0.024000 Kernel 2: 78.765999 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.004133 0.809524 fi:0.340529. Ave ac:0.009253,0.007054 Initialization: 26.535999 Memcpy Instances: 405.928009 Memcpy Classifiers: 0.062000 Kernel 1: 0.026000 Kernel 2: 464.028992 Copyback: 0.014000 Sum: 0.015000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 455.488007 Copyback: 0.020000 Sum: 0.005000 Memcpy Classifiers: 0.062000 Kernel 1: 0.020000 Kernel 2: 467.725006 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.054000 Kernel 1: 0.015000 Kernel 2: 465.440002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 462.579010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 470.351990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 477.615997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.012000 Kernel 2: 474.181000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 449.002991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 458.022003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 370.421997 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004041 0.658479 fi:0.492918. Ave ac:0.006791,0.020789 Best acc 0.004041 0.658479 Initialization: 6.184000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.739000 Kernel 1: 0.023000 Kernel 2: 100.303001 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.004712 accuracy2:0.226694 Initialization: 6.102000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.252000 Kernel 1: 0.024000 Kernel 2: 105.053001 Copyback: 0.018000 Sum: 0.036000 It 0,Best ac:0.005591 0.522727 fi:0.576537. Ave ac:0.010337,0.016265 Initialization: 6.138000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.271000 Kernel 1: 0.024000 Kernel 2: 107.345001 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.017258 0.577236 fi:0.516965. Ave ac:0.014057,0.020041 Initialization: 6.141000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.255000 Kernel 1: 0.025000 Kernel 2: 110.279999 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.005592 0.638889 fi:0.460373. Ave ac:0.013745,0.019175 Initialization: 6.103000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.366000 Kernel 1: 0.024000 Kernel 2: 108.959999 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.008753 0.642857 fi:0.455032. Ave ac:0.015871,0.018893 Initialization: 6.627000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.292000 Kernel 1: 0.022000 Kernel 2: 108.328003 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.005348 0.758621 fi:0.340747. Ave ac:0.014394,0.017515 Initialization: 6.222000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.263000 Kernel 1: 0.023000 Kernel 2: 107.310997 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.006565 0.729730 fi:0.369110. Ave ac:0.013783,0.016258 Initialization: 6.195000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.283000 Kernel 1: 0.023000 Kernel 2: 107.335999 Copyback: 0.017000 Sum: 0.037000 It 6,Best ac:0.005834 0.774194 fi:0.324963. Ave ac:0.012661,0.017275 Initialization: 6.314000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.266000 Kernel 1: 0.023000 Kernel 2: 104.561996 Copyback: 0.016000 Sum: 0.035000 It 7,Best ac:0.003647 0.789474 fi:0.367414. Ave ac:0.010520,0.015631 Initialization: 6.185000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.248000 Kernel 1: 0.024000 Kernel 2: 103.600998 Copyback: 0.018000 Sum: 0.034000 It 8,Best ac:0.003890 0.842105 fi:0.258575. Ave ac:0.009823,0.012816 Initialization: 6.173000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.308000 Kernel 1: 0.024000 Kernel 2: 102.657997 Copyback: 0.018000 Sum: 0.033000 It 9,Best ac:0.005106 0.750000 fi:0.349473. Ave ac:0.008384,0.014778 Iteration 10:MDL fitness activated Error 0.349473 TL 0.024076 MDL Theory Length Weight: 4.8384636830 (2) Initialization: 6.165000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.319000 Kernel 1: 0.022000 Kernel 2: 99.376999 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.003889 0.800000 fi:0.410504. Ave ac:0.010357,0.014147 Initialization: 6.122000 Memcpy Classifiers: 0.332000 Memcpy Instances: 8.241000 Kernel 1: 0.025000 Kernel 2: 97.135002 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.006078 0.781250 fi:0.407391. Ave ac:0.012129,0.017699 Initialization: 6.172000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.290000 Kernel 1: 0.023000 Kernel 2: 95.693001 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.006078 0.675676 fi:0.511670. Ave ac:0.009359,0.015924 Initialization: 6.149000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.285000 Kernel 1: 0.023000 Kernel 2: 91.919998 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.006565 0.843750 fi:0.363629. Ave ac:0.011518,0.016512 Initialization: 6.122000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.334000 Kernel 1: 0.022000 Kernel 2: 91.661003 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.005349 0.733333 fi:0.475129. Ave ac:0.008395,0.011216 Initialization: 6.134000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.261000 Kernel 1: 0.023000 Kernel 2: 92.627998 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.008023 0.673469 fi:0.506766. Ave ac:0.009468,0.015279 Initialization: 6.075000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.259000 Kernel 1: 0.024000 Kernel 2: 90.712997 Copyback: 0.017000 Sum: 0.024000 It 16,Best ac:0.003647 0.833333 fi:0.413643. Ave ac:0.011132,0.024704 Initialization: 6.620000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.336000 Kernel 1: 0.023000 Kernel 2: 88.175003 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.005835 0.888889 fi:0.319362. Ave ac:0.010164,0.010059 Initialization: 6.211000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.310000 Kernel 1: 0.024000 Kernel 2: 88.658997 Copyback: 0.017000 Sum: 0.025000 It 18,Best ac:0.004863 0.714286 fi:0.478937. Ave ac:0.009637,0.013116 Initialization: 6.195000 Memcpy Classifiers: 0.254000 Memcpy Instances: 8.277000 Kernel 1: 0.023000 Kernel 2: 88.016998 Copyback: 0.017000 Sum: 0.020000 It 19,Best ac:0.008264 0.723404 fi:0.458401. Ave ac:0.009791,0.012946 Initialization: 6.129000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.335000 Kernel 1: 0.024000 Kernel 2: 86.860001 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.004861 0.714286 fi:0.466381. Ave ac:0.012638,0.021742 Initialization: 6.202000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.318000 Kernel 1: 0.022000 Kernel 2: 88.749001 Copyback: 0.016000 Sum: 0.020000 It 21,Best ac:0.006078 0.757576 fi:0.409968. Ave ac:0.010952,0.016024 Initialization: 6.116000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.247000 Kernel 1: 0.023000 Kernel 2: 89.588997 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.004132 0.809524 fi:0.380291. Ave ac:0.010731,0.021801 Initialization: 6.119000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.325000 Kernel 1: 0.024000 Kernel 2: 86.891998 Copyback: 0.017000 Sum: 0.020000 It 23,Best ac:0.004376 0.666667 fi:0.500782. Ave ac:0.011834,0.019094 Initialization: 6.216000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.246000 Kernel 1: 0.024000 Kernel 2: 85.605003 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.003647 0.882353 fi:0.373783. Ave ac:0.015557,0.021368 Initialization: 6.661000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.250000 Kernel 1: 0.023000 Kernel 2: 83.332001 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.007051 0.805556 fi:0.380998. Ave ac:0.012510,0.020258 Initialization: 6.173000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.632000 Kernel 1: 0.023000 Kernel 2: 83.545998 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.004619 0.791667 fi:0.408118. Ave ac:0.012805,0.020770 MDL Theory Length Weight: 4.3546173147 (10) Initialization: 6.022000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.290000 Kernel 1: 0.023000 Kernel 2: 83.949997 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.003890 0.727273 fi:0.443549. Ave ac:0.012193,0.023398 Initialization: 6.145000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.252000 Kernel 1: 0.023000 Kernel 2: 84.332001 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.004619 0.826087 fi:0.363687. Ave ac:0.011454,0.020065 Initialization: 6.067000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.289000 Kernel 1: 0.024000 Kernel 2: 81.544998 Copyback: 0.019000 Sum: 0.023000 It 29,Best ac:0.003890 0.761905 fi:0.405707. Ave ac:0.011416,0.014294 Initialization: 6.114000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.845000 Kernel 1: 0.023000 Kernel 2: 80.787003 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.004863 0.740741 fi:0.425769. Ave ac:0.010601,0.015907 Initialization: 6.111000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.372000 Kernel 1: 0.023000 Kernel 2: 79.505997 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.005349 0.814815 fi:0.373107. Ave ac:0.012714,0.016405 Initialization: 6.233000 Memcpy Classifiers: 0.246000 Memcpy Instances: 9.300000 Kernel 1: 0.023000 Kernel 2: 83.532997 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.004376 0.818182 fi:0.355011. Ave ac:0.013331,0.017983 Initialization: 6.031000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.297000 Kernel 1: 0.023000 Kernel 2: 82.197998 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.004618 0.904762 fi:0.261856. Ave ac:0.010847,0.016585 Initialization: 26.403999 Memcpy Instances: 407.824005 Memcpy Classifiers: 0.054000 Kernel 1: 0.025000 Kernel 2: 491.048004 Copyback: 0.016000 Sum: 0.012000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 470.582001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 486.894989 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 470.710999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 486.013000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 480.276001 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 474.686005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 484.233002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 475.855011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 473.808990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 385.500000 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004473 0.659498 fi:0.507181. Ave ac:0.011568,0.039086 Best acc 0.004473 0.659498 Rule:Att PSSM_-1_19 is [-2.318676,4.340071]|Att PSSM_0_7 is [<-4.124796]|Att PSSM_0_13 is [-2.520102,8.750724]|Att PSSM_1_14 is [-4.940488,4.693573]|Att PSSM_3_12 is [<-0.674269]|1 Accuracy : 0.768648 0 1 157033 7047 47237 23321 Removed 1395 instances. 204270 Instances left. Acc of rule 0.004473-0.659498 Initialization: 6.156000 Memcpy Classifiers: 0.604000 Memcpy Instances: 8.240000 Kernel 1: 0.026000 Kernel 2: 101.328003 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.004918 accuracy2:0.220490 Initialization: 6.156000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.182000 Kernel 1: 0.025000 Kernel 2: 106.763000 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.004651 0.452381 fi:0.647265. Ave ac:0.010002,0.013037 Initialization: 6.606000 Memcpy Classifiers: 0.439000 Memcpy Instances: 8.191000 Kernel 1: 0.023000 Kernel 2: 111.540001 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.003916 0.533333 fi:0.566636. Ave ac:0.012849,0.014681 Initialization: 6.161000 Memcpy Classifiers: 0.500000 Memcpy Instances: 8.189000 Kernel 1: 0.023000 Kernel 2: 110.827003 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.006854 0.651163 fi:0.447515. Ave ac:0.013103,0.014188 Initialization: 6.068000 Memcpy Classifiers: 0.465000 Memcpy Instances: 8.176000 Kernel 1: 0.024000 Kernel 2: 108.640999 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.005877 0.685714 fi:0.413391. Ave ac:0.013776,0.014995 Initialization: 6.144000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.196000 Kernel 1: 0.024000 Kernel 2: 107.852997 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.005140 0.583333 fi:0.516098. Ave ac:0.012153,0.011453 Initialization: 6.222000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.183000 Kernel 1: 0.024000 Kernel 2: 107.028999 Copyback: 0.018000 Sum: 0.034000 It 5,Best ac:0.006363 0.650000 fi:0.448893. Ave ac:0.012367,0.012048 Initialization: 6.077000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.685000 Kernel 1: 0.023000 Kernel 2: 110.563004 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.005140 0.636364 fi:0.463067. Ave ac:0.010853,0.011417 Initialization: 6.285000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.310000 Kernel 1: 0.023000 Kernel 2: 109.670998 Copyback: 0.018000 Sum: 0.034000 It 7,Best ac:0.012482 0.671053 fi:0.425150. Ave ac:0.011655,0.011702 Initialization: 6.139000 Memcpy Classifiers: 0.439000 Memcpy Instances: 8.188000 Kernel 1: 0.024000 Kernel 2: 111.991997 Copyback: 0.018000 Sum: 0.033000 It 8,Best ac:0.003917 0.727273 fi:0.372696. Ave ac:0.012182,0.011978 Initialization: 6.060000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.687000 Kernel 1: 0.023000 Kernel 2: 112.269997 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.007099 0.763158 fi:0.335409. Ave ac:0.012185,0.010709 Iteration 10:MDL fitness activated Error 0.335409 TL 0.040779 MDL Theory Length Weight: 2.7416893493 (1) Initialization: 6.004000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.216000 Kernel 1: 0.023000 Kernel 2: 117.012001 Copyback: 0.017000 Sum: 0.037000 It 10,Best ac:0.003182 0.928571 fi:0.407025. Ave ac:0.011083,0.011931 Initialization: 6.090000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.314000 Kernel 1: 0.024000 Kernel 2: 112.669998 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.008076 0.785714 fi:0.388353. Ave ac:0.012003,0.011889 Initialization: 6.054000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.287000 Kernel 1: 0.023000 Kernel 2: 109.525002 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.007589 0.738095 fi:0.418099. Ave ac:0.010950,0.012343 Initialization: 6.154000 Memcpy Classifiers: 0.477000 Memcpy Instances: 8.397000 Kernel 1: 0.023000 Kernel 2: 106.481003 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.004162 0.739130 fi:0.428121. Ave ac:0.011765,0.011789 Initialization: 6.160000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.180000 Kernel 1: 0.024000 Kernel 2: 103.639000 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.004161 0.894737 fi:0.283023. Ave ac:0.011283,0.009738 Initialization: 6.097000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.289000 Kernel 1: 0.023000 Kernel 2: 100.128998 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.004895 0.769231 fi:0.430882. Ave ac:0.010713,0.012877 Initialization: 6.104000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.187000 Kernel 1: 0.025000 Kernel 2: 95.903999 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.004406 0.720000 fi:0.433224. Ave ac:0.011971,0.012943 Initialization: 6.150000 Memcpy Classifiers: 0.358000 Memcpy Instances: 8.185000 Kernel 1: 0.024000 Kernel 2: 96.364998 Copyback: 0.017000 Sum: 0.038000 It 17,Best ac:0.007097 0.707317 fi:0.428584. Ave ac:0.011178,0.011804 Initialization: 6.115000 Memcpy Classifiers: 0.350000 Memcpy Instances: 8.247000 Kernel 1: 0.025000 Kernel 2: 95.660004 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.004652 0.904762 fi:0.274348. Ave ac:0.012938,0.015275 Initialization: 6.656000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.259000 Kernel 1: 0.023000 Kernel 2: 92.289001 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.005384 0.785714 fi:0.375096. Ave ac:0.011950,0.015411 Initialization: 6.096000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.220000 Kernel 1: 0.023000 Kernel 2: 89.930000 Copyback: 0.370000 Sum: 0.035000 It 20,Best ac:0.005141 0.807692 fi:0.341694. Ave ac:0.010263,0.012795 Initialization: 6.154000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.212000 Kernel 1: 0.024000 Kernel 2: 88.375000 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.006608 0.900000 fi:0.251385. Ave ac:0.009305,0.011476 Initialization: 6.055000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.198000 Kernel 1: 0.024000 Kernel 2: 90.823997 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.005140 0.954545 fi:0.200011. Ave ac:0.008887,0.011215 Initialization: 6.640000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.190000 Kernel 1: 0.022000 Kernel 2: 90.233002 Copyback: 0.018000 Sum: 0.032000 It 23,Best ac:0.006608 0.843750 fi:0.321718. Ave ac:0.006490,0.006292 Initialization: 6.115000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.292000 Kernel 1: 0.022000 Kernel 2: 95.029999 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.004650 0.863636 fi:0.320445. Ave ac:0.008133,0.006761 Initialization: 6.064000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.196000 Kernel 1: 0.023000 Kernel 2: 95.205002 Copyback: 0.018000 Sum: 0.036000 It 25,Best ac:0.003916 0.888889 fi:0.290546. Ave ac:0.006964,0.007021 Initialization: 5.923000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.182000 Kernel 1: 0.023000 Kernel 2: 95.264000 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.003916 0.761905 fi:0.395056. Ave ac:0.008088,0.008112 Initialization: 6.146000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.181000 Kernel 1: 0.023000 Kernel 2: 95.156998 Copyback: 0.025000 Sum: 0.029000 It 27,Best ac:0.006854 0.933333 fi:0.225941. Ave ac:0.009242,0.008365 Initialization: 6.268000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.185000 Kernel 1: 0.023000 Kernel 2: 97.777000 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.005384 0.814815 fi:0.352912. Ave ac:0.006492,0.006615 Initialization: 6.154000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.183000 Kernel 1: 0.023000 Kernel 2: 92.813004 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.003182 1.000000 fi:0.320715. Ave ac:0.006686,0.006081 Initialization: 6.087000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.315000 Kernel 1: 0.022000 Kernel 2: 91.629997 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.003917 0.800000 fi:0.351688. Ave ac:0.007064,0.009860 Initialization: 6.076000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.197000 Kernel 1: 0.023000 Kernel 2: 91.139999 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.005387 0.687500 fi:0.466370. Ave ac:0.006966,0.007930 MDL Theory Length Weight: 2.4675204143 (10) Initialization: 6.941000 Memcpy Classifiers: 0.593000 Memcpy Instances: 11.607000 Kernel 1: 0.023000 Kernel 2: 95.035004 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.005140 0.875000 fi:0.278268. Ave ac:0.010734,0.012466 Initialization: 6.299000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.191000 Kernel 1: 0.023000 Kernel 2: 94.081001 Copyback: 0.018000 Sum: 0.039000 It 33,Best ac:0.009790 0.851064 fi:0.298874. Ave ac:0.012242,0.011292 Initialization: 26.635000 Memcpy Instances: 403.822998 Memcpy Classifiers: 0.070000 Kernel 1: 0.025000 Kernel 2: 508.519012 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 526.223022 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 533.947998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 532.770996 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.072000 Kernel 1: 0.021000 Kernel 2: 511.967987 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.069000 Kernel 1: 0.018000 Kernel 2: 509.666992 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.069000 Kernel 1: 0.018000 Kernel 2: 530.674011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 526.927979 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.070000 Kernel 1: 0.016000 Kernel 2: 526.401978 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 529.068970 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 237.225998 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005811 0.653634 fi:0.498053. Ave ac:0.009041,0.027612 Best acc 0.005811 0.653634 Initialization: 6.103000 Memcpy Classifiers: 0.596000 Memcpy Instances: 8.245000 Kernel 1: 0.024000 Kernel 2: 100.982002 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005649 accuracy2:0.225035 Initialization: 6.261000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.205000 Kernel 1: 0.024000 Kernel 2: 106.900002 Copyback: 0.018000 Sum: 0.045000 It 0,Best ac:0.005386 0.594595 fi:0.504726. Ave ac:0.009993,0.013196 Initialization: 6.081000 Memcpy Classifiers: 0.487000 Memcpy Instances: 9.868000 Kernel 1: 0.023000 Kernel 2: 112.178001 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.003916 0.615385 fi:0.484584. Ave ac:0.012889,0.015410 Initialization: 6.219000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.229000 Kernel 1: 0.023000 Kernel 2: 108.920998 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003916 0.592593 fi:0.507377. Ave ac:0.012048,0.015101 Initialization: 6.223000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.224000 Kernel 1: 0.022000 Kernel 2: 108.541000 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.005629 0.741935 fi:0.357280. Ave ac:0.012908,0.014524 Initialization: 6.080000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.190000 Kernel 1: 0.024000 Kernel 2: 106.579002 Copyback: 0.018000 Sum: 0.033000 It 4,Best ac:0.005386 0.628571 fi:0.470750. Ave ac:0.011407,0.011853 Initialization: 6.110000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.240000 Kernel 1: 0.023000 Kernel 2: 105.150002 Copyback: 0.018000 Sum: 0.038000 It 5,Best ac:0.012237 0.649351 fi:0.446960. Ave ac:0.011220,0.011811 Initialization: 6.180000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.263000 Kernel 1: 0.024000 Kernel 2: 107.308998 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.004651 0.791667 fi:0.307980. Ave ac:0.010920,0.010786 Initialization: 6.125000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.254000 Kernel 1: 0.023000 Kernel 2: 102.314003 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.004895 0.666667 fi:0.432872. Ave ac:0.009181,0.008374 Initialization: 6.082000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.281000 Kernel 1: 0.023000 Kernel 2: 101.565002 Copyback: 0.018000 Sum: 0.031000 It 8,Best ac:0.006363 0.764706 fi:0.334187. Ave ac:0.009046,0.009640 Initialization: 6.139000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.233000 Kernel 1: 0.024000 Kernel 2: 100.544998 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.003917 0.800000 fi:0.299969. Ave ac:0.008896,0.007115 Iteration 10:MDL fitness activated Error 0.299969 TL 0.038739 MDL Theory Length Weight: 2.5811084632 (1) Initialization: 6.252000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.279000 Kernel 1: 0.023000 Kernel 2: 101.416000 Copyback: 0.016000 Sum: 0.030000 It 10,Best ac:0.009545 0.829787 fi:0.368512. Ave ac:0.008764,0.007370 Initialization: 6.152000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.354000 Kernel 1: 0.023000 Kernel 2: 99.086998 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.008568 0.875000 fi:0.306866. Ave ac:0.007428,0.007271 Initialization: 6.198000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.186000 Kernel 1: 0.023000 Kernel 2: 98.184998 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.003671 0.714286 fi:0.497536. Ave ac:0.006137,0.005499 Initialization: 6.138000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.186000 Kernel 1: 0.023000 Kernel 2: 97.077003 Copyback: 0.019000 Sum: 0.039000 It 13,Best ac:0.004405 0.750000 fi:0.423755. Ave ac:0.007961,0.007025 Initialization: 6.330000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.188000 Kernel 1: 0.023000 Kernel 2: 98.927002 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.004406 0.750000 fi:0.423755. Ave ac:0.007440,0.008657 Initialization: 6.198000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.218000 Kernel 1: 0.023000 Kernel 2: 99.388000 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.005629 0.741935 fi:0.402058. Ave ac:0.007937,0.008332 Initialization: 6.106000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.194000 Kernel 1: 0.024000 Kernel 2: 98.894997 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004161 0.809524 fi:0.386341. Ave ac:0.008334,0.008345 Initialization: 6.266000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.203000 Kernel 1: 0.024000 Kernel 2: 97.365997 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.003672 0.882353 fi:0.344828. Ave ac:0.006735,0.005661 Initialization: 6.141000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.228000 Kernel 1: 0.023000 Kernel 2: 95.195999 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.005142 0.840000 fi:0.328486. Ave ac:0.007934,0.006728 Initialization: 6.653000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.259000 Kernel 1: 0.023000 Kernel 2: 95.117996 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.004650 0.730769 fi:0.426753. Ave ac:0.007157,0.008503 Initialization: 6.172000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.269000 Kernel 1: 0.025000 Kernel 2: 96.240997 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.007099 0.828571 fi:0.342477. Ave ac:0.008241,0.008554 MDL Theory Length Weight: 2.3229976169 (10) Initialization: 6.189000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.262000 Kernel 1: 0.022000 Kernel 2: 94.509003 Copyback: 0.017000 Sum: 0.038000 It 21,Best ac:0.006118 0.833333 fi:0.329719. Ave ac:0.008906,0.010946 Initialization: 6.117000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.694000 Kernel 1: 0.022000 Kernel 2: 96.028000 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.004162 0.850000 fi:0.323660. Ave ac:0.006743,0.005829 Initialization: 6.120000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.192000 Kernel 1: 0.023000 Kernel 2: 97.852997 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.004161 0.850000 fi:0.323662. Ave ac:0.006422,0.005536 Initialization: 6.160000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.188000 Kernel 1: 0.025000 Kernel 2: 98.658997 Copyback: 0.016000 Sum: 0.028000 It 24,Best ac:0.006120 0.806452 fi:0.355731. Ave ac:0.006488,0.005262 Initialization: 6.134000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.187000 Kernel 1: 0.024000 Kernel 2: 97.088997 Copyback: 0.018000 Sum: 0.033000 It 25,Best ac:0.004406 0.857143 fi:0.332602. Ave ac:0.006658,0.006926 Initialization: 6.171000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.247000 Kernel 1: 0.024000 Kernel 2: 98.060997 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.004650 0.826087 fi:0.319657. Ave ac:0.007367,0.006258 Initialization: 6.117000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.255000 Kernel 1: 0.024000 Kernel 2: 93.013000 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.004407 0.818182 fi:0.348235. Ave ac:0.006026,0.007143 Initialization: 5.966000 Memcpy Classifiers: 0.394000 Memcpy Instances: 8.205000 Kernel 1: 0.024000 Kernel 2: 95.374001 Copyback: 0.018000 Sum: 0.030000 It 28,Best ac:0.003917 0.800000 fi:0.369939. Ave ac:0.006654,0.005613 Initialization: 6.335000 Memcpy Classifiers: 0.350000 Memcpy Instances: 8.174000 Kernel 1: 0.023000 Kernel 2: 94.627998 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.004651 0.904762 fi:0.244568. Ave ac:0.007510,0.006199 Initialization: 6.068000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.251000 Kernel 1: 0.023000 Kernel 2: 94.419998 Copyback: 0.018000 Sum: 0.029000 It 30,Best ac:0.004896 0.800000 fi:0.372680. Ave ac:0.005822,0.004613 Initialization: 6.050000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.183000 Kernel 1: 0.023000 Kernel 2: 95.616997 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.003918 0.842105 fi:0.315460. Ave ac:0.006429,0.007797 Initialization: 6.171000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.376000 Kernel 1: 0.022000 Kernel 2: 91.565002 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.004161 0.850000 fi:0.319264. Ave ac:0.005256,0.006253 Initialization: 6.107000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.219000 Kernel 1: 0.022000 Kernel 2: 93.112999 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.006120 0.806452 fi:0.350381. Ave ac:0.007964,0.007010 Initialization: 26.988001 Memcpy Instances: 404.503998 Memcpy Classifiers: 0.064000 Kernel 1: 0.026000 Kernel 2: 528.314026 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 519.655029 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 547.127014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 532.825012 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 530.234985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 537.638000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 526.674988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 531.664978 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 543.065979 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 544.729004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 252.688004 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.040329 0.635354 fi:0.511984. Ave ac:0.006465,0.020581 Best acc 0.040329 0.635354 Rule:Att PSSM_-2_7 is [-6.069921,-0.019066]|Att PSSM_-1_11 is [-2.874062,6.000860]|Att PSSM_0_9 is [<0.259215]|Att PSSM_0_12 is [<-3.515591]|Att PSSM_0_20 is [-1.854566,6.974329]|Att PSSM_1_15 is [-6.362761,-1.667705]|Att PSSM_4_7 is [<1.542794]|1 Accuracy : 0.771026 0 1 156404 7676 46050 24508 Removed 1816 instances. 202454 Instances left. Acc of rule 0.005811-0.653634 Initialization: 6.295000 Memcpy Classifiers: 0.540000 Memcpy Instances: 8.108000 Kernel 1: 0.025000 Kernel 2: 98.528999 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005347 accuracy2:0.224119 Initialization: 6.050000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.150000 Kernel 1: 0.023000 Kernel 2: 104.806000 Copyback: 0.017000 Sum: 0.052000 It 0,Best ac:0.003952 0.516129 fi:0.583795. Ave ac:0.011149,0.015442 Initialization: 6.032000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.140000 Kernel 1: 0.024000 Kernel 2: 106.527000 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.003952 0.761905 fi:0.338019. Ave ac:0.013628,0.017614 Initialization: 6.094000 Memcpy Classifiers: 0.421000 Memcpy Instances: 8.108000 Kernel 1: 0.024000 Kernel 2: 105.195999 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.010126 0.561644 fi:0.535520. Ave ac:0.013634,0.017323 Initialization: 6.248000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.108000 Kernel 1: 0.024000 Kernel 2: 107.390999 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.006668 0.658537 fi:0.440173. Ave ac:0.012830,0.014681 Initialization: 6.081000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.154000 Kernel 1: 0.023000 Kernel 2: 105.989998 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004199 0.629630 fi:0.470184. Ave ac:0.010436,0.013927 Initialization: 6.165000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.098000 Kernel 1: 0.023000 Kernel 2: 106.492996 Copyback: 0.018000 Sum: 0.036000 It 5,Best ac:0.004939 0.666667 fi:0.432816. Ave ac:0.010209,0.011014 Initialization: 6.068000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.638000 Kernel 1: 0.022000 Kernel 2: 102.473999 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.004446 0.666667 fi:0.433037. Ave ac:0.008288,0.009592 Initialization: 6.014000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.306000 Kernel 1: 0.050000 Kernel 2: 102.953003 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003705 0.681818 fi:0.436621. Ave ac:0.009959,0.009428 Initialization: 6.235000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.759000 Kernel 1: 0.024000 Kernel 2: 102.396004 Copyback: 0.018000 Sum: 0.035000 It 8,Best ac:0.002964 0.923077 fi:0.371675. Ave ac:0.010204,0.009237 Initialization: 6.021000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.709000 Kernel 1: 0.023000 Kernel 2: 100.944000 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.005680 0.821429 fi:0.277723. Ave ac:0.009333,0.009075 Iteration 10:MDL fitness activated Error 0.277723 TL 0.032999 MDL Theory Length Weight: 2.8053300604 (1) Initialization: 7.462000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.145000 Kernel 1: 0.023000 Kernel 2: 100.809998 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.003952 0.727273 fi:0.462725. Ave ac:0.009472,0.009693 Initialization: 6.012000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.117000 Kernel 1: 0.024000 Kernel 2: 98.981003 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004693 0.730769 fi:0.473599. Ave ac:0.007080,0.011674 Initialization: 6.045000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.101000 Kernel 1: 0.024000 Kernel 2: 99.064003 Copyback: 0.017000 Sum: 0.038000 It 12,Best ac:0.006174 0.806452 fi:0.397602. Ave ac:0.009977,0.012824 Initialization: 6.090000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.099000 Kernel 1: 0.023000 Kernel 2: 97.595001 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.005680 0.793103 fi:0.409155. Ave ac:0.006434,0.005864 Initialization: 5.997000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.153000 Kernel 1: 0.023000 Kernel 2: 98.890999 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004693 0.703704 fi:0.482014. Ave ac:0.008556,0.008495 Initialization: 5.982000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.133000 Kernel 1: 0.024000 Kernel 2: 95.921997 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.004199 0.772727 fi:0.432689. Ave ac:0.005828,0.005433 Initialization: 6.068000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.188000 Kernel 1: 0.023000 Kernel 2: 93.000000 Copyback: 0.018000 Sum: 0.035000 It 16,Best ac:0.004446 0.900000 fi:0.303713. Ave ac:0.006576,0.005343 Initialization: 6.046000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.250000 Kernel 1: 0.024000 Kernel 2: 90.913002 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.005680 0.821429 fi:0.367161. Ave ac:0.005719,0.005325 Initialization: 6.087000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.111000 Kernel 1: 0.024000 Kernel 2: 87.285004 Copyback: 0.017000 Sum: 0.036000 It 18,Best ac:0.005680 0.766667 fi:0.418610. Ave ac:0.005465,0.005486 Initialization: 5.915000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.338000 Kernel 1: 0.023000 Kernel 2: 88.262001 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.004444 0.782609 fi:0.408736. Ave ac:0.007699,0.006894 Initialization: 6.027000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.137000 Kernel 1: 0.023000 Kernel 2: 88.682999 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.005433 0.846154 fi:0.362514. Ave ac:0.007362,0.004936 Initialization: 5.955000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.122000 Kernel 1: 0.022000 Kernel 2: 85.912003 Copyback: 0.018000 Sum: 0.035000 It 21,Best ac:0.003211 1.000000 fi:0.316322. Ave ac:0.006386,0.005086 Initialization: 6.127000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.109000 Kernel 1: 0.023000 Kernel 2: 83.579002 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.004446 0.857143 fi:0.347529. Ave ac:0.006287,0.004843 Initialization: 6.053000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.586000 Kernel 1: 0.022000 Kernel 2: 84.208000 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.007656 0.775000 fi:0.404154. Ave ac:0.006160,0.004042 Initialization: 6.095000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.112000 Kernel 1: 0.024000 Kernel 2: 83.964996 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.003705 0.882353 fi:0.325884. Ave ac:0.006937,0.003987 Initialization: 6.595000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.379000 Kernel 1: 0.023000 Kernel 2: 85.191002 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.004939 0.769231 fi:0.410347. Ave ac:0.005953,0.003680 MDL Theory Length Weight: 2.5247970544 (10) Initialization: 6.219000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.124000 Kernel 1: 0.047000 Kernel 2: 83.898003 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.004199 0.739130 fi:0.438196. Ave ac:0.006571,0.004554 Initialization: 6.613000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.359000 Kernel 1: 0.023000 Kernel 2: 83.213997 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.005186 0.875000 fi:0.296016. Ave ac:0.006719,0.004592 Initialization: 5.894000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.571000 Kernel 1: 0.023000 Kernel 2: 84.970001 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.003952 0.842105 fi:0.338885. Ave ac:0.007500,0.005727 Initialization: 6.043000 Memcpy Classifiers: 0.772000 Memcpy Instances: 8.318000 Kernel 1: 0.022000 Kernel 2: 87.450996 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.004446 0.947368 fi:0.246901. Ave ac:0.007093,0.005969 Initialization: 5.973000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.138000 Kernel 1: 0.024000 Kernel 2: 86.202003 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.003705 0.789474 fi:0.405017. Ave ac:0.006686,0.005285 Initialization: 5.952000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.203000 Kernel 1: 0.024000 Kernel 2: 82.634003 Copyback: 0.017000 Sum: 0.036000 It 31,Best ac:0.006421 0.764706 fi:0.402786. Ave ac:0.007260,0.004900 Initialization: 6.047000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.259000 Kernel 1: 0.023000 Kernel 2: 84.332001 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.003952 0.761905 fi:0.433077. Ave ac:0.008447,0.005688 Initialization: 6.008000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.594000 Kernel 1: 0.023000 Kernel 2: 84.194000 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.005432 0.846154 fi:0.314566. Ave ac:0.009451,0.007187 Initialization: 27.003000 Memcpy Instances: 403.652008 Memcpy Classifiers: 0.071000 Kernel 1: 0.028000 Kernel 2: 484.997986 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 491.082001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 477.135986 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 493.436005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 488.476990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 483.774994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 487.691010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 486.709991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 496.549011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 496.833008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 162.093994 Copyback: 0.022000 Sum: 0.002000 It 34,Best ac:0.003922 0.656198 fi:0.515383. Ave ac:0.007941,0.024110 Best acc 0.003922 0.656198 Initialization: 6.176000 Memcpy Classifiers: 0.564000 Memcpy Instances: 8.107000 Kernel 1: 0.025000 Kernel 2: 100.467003 Copyback: 0.018000 Sum: 0.041000 Initial population average accuracy1:0.005354 accuracy2:0.232050 Initialization: 7.082000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.170000 Kernel 1: 0.023000 Kernel 2: 105.717003 Copyback: 0.018000 Sum: 0.056000 It 0,Best ac:0.003952 0.571429 fi:0.528496. Ave ac:0.009894,0.014316 Initialization: 6.069000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.133000 Kernel 1: 0.024000 Kernel 2: 104.477997 Copyback: 0.018000 Sum: 0.035000 It 1,Best ac:0.018523 0.576923 fi:0.516487. Ave ac:0.013870,0.017788 Initialization: 6.094000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.142000 Kernel 1: 0.023000 Kernel 2: 101.724998 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.005927 0.705882 fi:0.393159. Ave ac:0.013384,0.017082 Initialization: 6.070000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.173000 Kernel 1: 0.023000 Kernel 2: 96.407997 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.005679 0.851852 fi:0.247299. Ave ac:0.013834,0.015428 Initialization: 6.069000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.164000 Kernel 1: 0.023000 Kernel 2: 96.512001 Copyback: 0.018000 Sum: 0.030000 It 4,Best ac:0.005680 0.676471 fi:0.422681. Ave ac:0.012838,0.013129 Initialization: 6.203000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.118000 Kernel 1: 0.023000 Kernel 2: 96.875000 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.003705 0.882353 fi:0.236087. Ave ac:0.013053,0.013121 Initialization: 6.817000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.114000 Kernel 1: 0.023000 Kernel 2: 96.389999 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.004199 0.708333 fi:0.391480. Ave ac:0.011106,0.011858 Initialization: 6.092000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.110000 Kernel 1: 0.023000 Kernel 2: 98.640999 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.005433 0.709677 fi:0.389584. Ave ac:0.011289,0.011167 Initialization: 6.023000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.167000 Kernel 1: 0.022000 Kernel 2: 95.540001 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.004199 0.850000 fi:0.249814. Ave ac:0.009805,0.009357 Initialization: 6.198000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.184000 Kernel 1: 0.022000 Kernel 2: 95.935997 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.006668 0.710526 fi:0.388183. Ave ac:0.010276,0.009247 Iteration 10:MDL fitness activated Error 0.388183 TL 0.030415 MDL Theory Length Weight: 4.2543651350 (5) Initialization: 6.136000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.132000 Kernel 1: 0.024000 Kernel 2: 94.676003 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.007903 0.727273 fi:0.462669. Ave ac:0.010393,0.011786 Initialization: 6.111000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.101000 Kernel 1: 0.024000 Kernel 2: 94.570000 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.004693 0.826087 fi:0.402418. Ave ac:0.009846,0.010030 Initialization: 6.055000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.150000 Kernel 1: 0.023000 Kernel 2: 93.855003 Copyback: 0.019000 Sum: 0.035000 It 12,Best ac:0.005680 0.766667 fi:0.420574. Ave ac:0.009766,0.010356 Initialization: 6.174000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.208000 Kernel 1: 0.023000 Kernel 2: 96.018997 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.009632 0.795918 fi:0.414945. Ave ac:0.011802,0.012952 Initialization: 6.032000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.253000 Kernel 1: 0.023000 Kernel 2: 90.749001 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.004693 0.863636 fi:0.341468. Ave ac:0.009217,0.009805 Initialization: 6.377000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.101000 Kernel 1: 0.024000 Kernel 2: 89.919998 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.003458 0.933333 fi:0.365191. Ave ac:0.009595,0.012240 Initialization: 6.064000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.127000 Kernel 1: 0.024000 Kernel 2: 86.081001 Copyback: 0.016000 Sum: 0.032000 It 16,Best ac:0.004693 0.863636 fi:0.361200. Ave ac:0.009081,0.009849 Initialization: 6.086000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.592000 Kernel 1: 0.022000 Kernel 2: 87.849998 Copyback: 0.018000 Sum: 0.033000 It 17,Best ac:0.004446 0.818182 fi:0.382288. Ave ac:0.008789,0.009483 Initialization: 6.068000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.144000 Kernel 1: 0.024000 Kernel 2: 84.871002 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.004939 0.800000 fi:0.406163. Ave ac:0.007926,0.008507 Initialization: 6.200000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.139000 Kernel 1: 0.023000 Kernel 2: 84.508003 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.004199 0.739130 fi:0.469107. Ave ac:0.008434,0.010363 Initialization: 6.193000 Memcpy Classifiers: 0.316000 Memcpy Instances: 8.258000 Kernel 1: 0.023000 Kernel 2: 85.882004 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.004199 0.772727 fi:0.415503. Ave ac:0.008432,0.008617 Initialization: 6.599000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.204000 Kernel 1: 0.023000 Kernel 2: 86.538002 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.004199 0.944444 fi:0.253544. Ave ac:0.010740,0.012837 Initialization: 6.093000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.600000 Kernel 1: 0.023000 Kernel 2: 87.205002 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.004446 0.900000 fi:0.286260. Ave ac:0.009064,0.011351 Initialization: 6.150000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.103000 Kernel 1: 0.023000 Kernel 2: 86.817001 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.003952 0.842105 fi:0.368382. Ave ac:0.006241,0.006078 Initialization: 6.125000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.125000 Kernel 1: 0.023000 Kernel 2: 87.678001 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.004446 1.000000 fi:0.217130. Ave ac:0.007412,0.009289 Initialization: 6.254000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.131000 Kernel 1: 0.023000 Kernel 2: 88.775002 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.005186 0.777778 fi:0.415366. Ave ac:0.005274,0.004724 Initialization: 6.162000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.310000 Kernel 1: 0.023000 Kernel 2: 88.957001 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.005186 0.750000 fi:0.452560. Ave ac:0.007838,0.008627 Initialization: 5.916000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.215000 Kernel 1: 0.022000 Kernel 2: 87.139000 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.004693 0.826087 fi:0.364767. Ave ac:0.008272,0.010016 Initialization: 6.016000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.178000 Kernel 1: 0.023000 Kernel 2: 87.150002 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.004693 0.791667 fi:0.416449. Ave ac:0.005768,0.004746 Initialization: 6.142000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.110000 Kernel 1: 0.024000 Kernel 2: 85.987999 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.005186 0.875000 fi:0.321220. Ave ac:0.005734,0.004903 Initialization: 6.126000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.570000 Kernel 1: 0.022000 Kernel 2: 85.221001 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.003705 0.789474 fi:0.418477. Ave ac:0.004936,0.003932 Initialization: 6.636000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.200000 Kernel 1: 0.022000 Kernel 2: 86.546997 Copyback: 0.017000 Sum: 0.037000 It 31,Best ac:0.003705 0.833333 fi:0.389361. Ave ac:0.005992,0.005522 Initialization: 6.147000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.177000 Kernel 1: 0.023000 Kernel 2: 85.643997 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.005186 0.750000 fi:0.429221. Ave ac:0.006288,0.007052 Initialization: 6.083000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.103000 Kernel 1: 0.024000 Kernel 2: 83.136002 Copyback: 0.017000 Sum: 0.038000 It 33,Best ac:0.008642 0.795455 fi:0.392829. Ave ac:0.005263,0.005844 MDL Theory Length Weight: 3.8289286215 (10) Initialization: 27.285999 Memcpy Instances: 398.549988 Memcpy Classifiers: 0.072000 Kernel 1: 0.024000 Kernel 2: 516.351013 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 508.414001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 518.823975 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 507.869995 Copyback: 0.020000 Sum: 0.006000 Memcpy Classifiers: 0.072000 Kernel 1: 0.019000 Kernel 2: 507.621002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.015000 Kernel 2: 528.359985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 512.400024 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 512.065979 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 523.210999 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 522.958984 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 162.272003 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.050856 0.592678 fi:0.566489. Ave ac:0.008352,0.026307 Best acc 0.050856 0.592678 Rule:Att PSSM_-4_6 is [<-1.184606]|Att PSSM_-3_4 is [-7.058359,-2.343798]|Att PSSM_0_2 is [<-2.883121]|Att PSSM_0_4 is [-7.186665,-3.196449]|Att PSSM_0_5 is [-5.162388,5.910606]|Att PSSM_1_13 is [-1.133427,9.276785]|Att PSSM_1_18 is [-6.673588,11.449128]|Att PSSM_2_15 is [-5.584029,-2.136897]|Att PSSM_3_15 is [-6.238468,1.294257]|1 Accuracy : 0.772637 0 1 155988 8092 45256 25302 Removed 1210 instances. 201244 Instances left. Acc of rule 0.003922-0.656198 Initialization: 6.064000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.238000 Kernel 1: 0.025000 Kernel 2: 99.244003 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005843 accuracy2:0.223625 Initialization: 6.044000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.151000 Kernel 1: 0.023000 Kernel 2: 106.003998 Copyback: 0.017000 Sum: 0.046000 It 0,Best ac:0.010683 0.472527 fi:0.624332. Ave ac:0.010993,0.014167 Initialization: 6.107000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.554000 Kernel 1: 0.022000 Kernel 2: 106.735001 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.009193 0.486842 fi:0.610691. Ave ac:0.013792,0.016666 Initialization: 6.097000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.080000 Kernel 1: 0.023000 Kernel 2: 106.568001 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.003975 0.615385 fi:0.484508. Ave ac:0.014899,0.017557 Initialization: 6.216000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.051000 Kernel 1: 0.023000 Kernel 2: 104.639999 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.014410 0.630435 fi:0.464739. Ave ac:0.012095,0.013181 Initialization: 6.087000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.061000 Kernel 1: 0.024000 Kernel 2: 105.308998 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.007702 0.632653 fi:0.465554. Ave ac:0.011370,0.013746 Initialization: 6.090000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.525000 Kernel 1: 0.023000 Kernel 2: 102.133003 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.011183 0.642857 fi:0.453777. Ave ac:0.012931,0.016598 Initialization: 6.093000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.055000 Kernel 1: 0.023000 Kernel 2: 101.990997 Copyback: 0.019000 Sum: 0.031000 It 6,Best ac:0.004223 0.708333 fi:0.391449. Ave ac:0.012591,0.014585 Initialization: 6.781000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.142000 Kernel 1: 0.022000 Kernel 2: 101.390999 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.008696 0.686275 fi:0.411484. Ave ac:0.011570,0.013290 Initialization: 5.955000 Memcpy Classifiers: 0.443000 Memcpy Instances: 8.057000 Kernel 1: 0.024000 Kernel 2: 105.311996 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.005217 0.750000 fi:0.349331. Ave ac:0.011033,0.010937 Initialization: 6.172000 Memcpy Classifiers: 0.421000 Memcpy Instances: 9.112000 Kernel 1: 0.022000 Kernel 2: 101.250999 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.004473 0.782609 fi:0.317060. Ave ac:0.011544,0.009696 Iteration 10:MDL fitness activated Error 0.317060 TL 0.033175 MDL Theory Length Weight: 3.1857347987 (1) Initialization: 6.644000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.096000 Kernel 1: 0.022000 Kernel 2: 98.559998 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.005467 0.758621 fi:0.458833. Ave ac:0.009094,0.008021 Initialization: 6.055000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.232000 Kernel 1: 0.022000 Kernel 2: 99.172997 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.006211 0.833333 fi:0.350343. Ave ac:0.010210,0.007669 Initialization: 6.050000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.080000 Kernel 1: 0.023000 Kernel 2: 97.804001 Copyback: 0.018000 Sum: 0.034000 It 12,Best ac:0.005217 0.750000 fi:0.428545. Ave ac:0.008088,0.005751 Initialization: 6.039000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.579000 Kernel 1: 0.022000 Kernel 2: 100.263000 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.005216 0.777778 fi:0.393511. Ave ac:0.007288,0.005337 Initialization: 6.031000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.087000 Kernel 1: 0.023000 Kernel 2: 99.439003 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.003728 0.750000 fi:0.451806. Ave ac:0.007536,0.005882 Initialization: 6.060000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.070000 Kernel 1: 0.023000 Kernel 2: 98.694000 Copyback: 0.018000 Sum: 0.038000 It 15,Best ac:0.006211 0.735294 fi:0.430382. Ave ac:0.009068,0.007244 Initialization: 6.110000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.167000 Kernel 1: 0.023000 Kernel 2: 94.316002 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.006213 0.675676 fi:0.494447. Ave ac:0.008359,0.007591 Initialization: 6.009000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.100000 Kernel 1: 0.024000 Kernel 2: 92.782997 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004223 0.850000 fi:0.348645. Ave ac:0.009616,0.008474 Initialization: 6.100000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.206000 Kernel 1: 0.023000 Kernel 2: 91.266998 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.006708 0.692308 fi:0.473537. Ave ac:0.008002,0.006518 Initialization: 6.154000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.095000 Kernel 1: 0.023000 Kernel 2: 89.967003 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.003976 0.761905 fi:0.430959. Ave ac:0.008342,0.007602 Initialization: 6.057000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.418000 Kernel 1: 0.023000 Kernel 2: 91.719002 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.005714 0.793103 fi:0.400534. Ave ac:0.008557,0.007885 Initialization: 6.232000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.081000 Kernel 1: 0.024000 Kernel 2: 89.634003 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.006708 0.870968 fi:0.316414. Ave ac:0.007988,0.006797 Initialization: 6.056000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.171000 Kernel 1: 0.023000 Kernel 2: 89.343002 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.005219 0.840000 fi:0.343454. Ave ac:0.006858,0.005834 Initialization: 6.105000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.097000 Kernel 1: 0.023000 Kernel 2: 88.452003 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.005466 0.916667 fi:0.281841. Ave ac:0.006774,0.006348 Initialization: 6.028000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.086000 Kernel 1: 0.024000 Kernel 2: 89.889999 Copyback: 0.017000 Sum: 0.043000 It 24,Best ac:0.004722 0.730769 fi:0.439871. Ave ac:0.005558,0.004219 Initialization: 6.166000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.057000 Kernel 1: 0.023000 Kernel 2: 88.708000 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.007950 0.842105 fi:0.324308. Ave ac:0.005715,0.004495 Initialization: 6.672000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.092000 Kernel 1: 0.022000 Kernel 2: 89.662003 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.005219 1.000000 fi:0.197200. Ave ac:0.006026,0.004457 Initialization: 6.035000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.103000 Kernel 1: 0.023000 Kernel 2: 92.788002 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.004969 0.714286 fi:0.434316. Ave ac:0.005586,0.004371 Initialization: 6.089000 Memcpy Classifiers: 0.344000 Memcpy Instances: 8.178000 Kernel 1: 0.023000 Kernel 2: 91.544998 Copyback: 0.019000 Sum: 0.031000 It 28,Best ac:0.006710 0.750000 fi:0.397815. Ave ac:0.006924,0.005402 Initialization: 6.060000 Memcpy Classifiers: 0.344000 Memcpy Instances: 8.529000 Kernel 1: 0.023000 Kernel 2: 94.279999 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.003726 0.750000 fi:0.442429. Ave ac:0.008122,0.005996 Initialization: 6.145000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.132000 Kernel 1: 0.024000 Kernel 2: 89.183998 Copyback: 0.017000 Sum: 0.039000 It 30,Best ac:0.003976 0.761905 fi:0.421187. Ave ac:0.008312,0.007125 Initialization: 6.095000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.055000 Kernel 1: 0.023000 Kernel 2: 89.893997 Copyback: 0.018000 Sum: 0.033000 It 31,Best ac:0.004720 0.760000 fi:0.409503. Ave ac:0.008984,0.008355 Initialization: 6.063000 Memcpy Classifiers: 0.319000 Memcpy Instances: 8.977000 Kernel 1: 0.022000 Kernel 2: 92.542000 Copyback: 0.370000 Sum: 0.033000 It 32,Best ac:0.005963 0.827586 fi:0.357972. Ave ac:0.008444,0.006457 Initialization: 6.447000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.338000 Kernel 1: 0.022000 Kernel 2: 91.848999 Copyback: 0.016000 Sum: 0.032000 It 33,Best ac:0.003727 0.789474 fi:0.396287. Ave ac:0.008603,0.007451 Initialization: 27.122999 Memcpy Instances: 397.709991 Memcpy Classifiers: 0.068000 Kernel 1: 0.025000 Kernel 2: 548.961975 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 525.254028 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 531.627014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 525.781006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 538.945984 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 538.544983 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 538.034973 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 556.244019 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 525.745972 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 536.268982 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.012000 Kernel 2: 176.266006 Copyback: 0.016000 Sum: 0.001000 It 34,Best ac:0.004104 0.640310 fi:0.558387. Ave ac:0.009164,0.028185 Best acc 0.004104 0.640310 Initialization: 6.265000 Memcpy Classifiers: 0.650000 Memcpy Instances: 8.054000 Kernel 1: 0.025000 Kernel 2: 98.147003 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005421 accuracy2:0.213326 Initialization: 6.039000 Memcpy Classifiers: 0.510000 Memcpy Instances: 8.087000 Kernel 1: 0.024000 Kernel 2: 102.624001 Copyback: 0.016000 Sum: 0.050000 It 0,Best ac:0.007952 0.542373 fi:0.555722. Ave ac:0.011000,0.015371 Initialization: 6.047000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.136000 Kernel 1: 0.024000 Kernel 2: 104.788002 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.003975 0.695652 fi:0.404241. Ave ac:0.013238,0.015177 Initialization: 6.062000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.106000 Kernel 1: 0.023000 Kernel 2: 104.696999 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.011677 0.559524 fi:0.536886. Ave ac:0.013566,0.015272 Initialization: 5.958000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.525000 Kernel 1: 0.023000 Kernel 2: 102.015999 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.007702 0.563636 fi:0.534571. Ave ac:0.015720,0.016804 Initialization: 6.113000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.059000 Kernel 1: 0.024000 Kernel 2: 102.380997 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.003975 0.640000 fi:0.459893. Ave ac:0.014014,0.013735 Initialization: 6.023000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.049000 Kernel 1: 0.023000 Kernel 2: 104.258003 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.005716 0.676471 fi:0.422636. Ave ac:0.014136,0.012588 Initialization: 6.101000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.083000 Kernel 1: 0.023000 Kernel 2: 103.786003 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.003478 0.736842 fi:0.425822. Ave ac:0.011124,0.011116 Initialization: 6.076000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.529000 Kernel 1: 0.023000 Kernel 2: 101.584999 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.004719 0.760000 fi:0.339558. Ave ac:0.012294,0.013708 Initialization: 6.075000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.066000 Kernel 1: 0.023000 Kernel 2: 98.877998 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.003975 0.727273 fi:0.372620. Ave ac:0.010669,0.010466 Initialization: 5.941000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.197000 Kernel 1: 0.023000 Kernel 2: 97.236000 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.005466 0.647059 fi:0.452160. Ave ac:0.010279,0.012999 Iteration 10:MDL fitness activated Error 0.452160 TL 0.040382 MDL Theory Length Weight: 3.7323561538 (3) Initialization: 6.004000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.075000 Kernel 1: 0.023000 Kernel 2: 100.171997 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.004472 0.818182 fi:0.412905. Ave ac:0.011449,0.010932 Initialization: 6.094000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.062000 Kernel 1: 0.023000 Kernel 2: 98.998001 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.003727 0.750000 fi:0.504370. Ave ac:0.009638,0.011750 Initialization: 6.043000 Memcpy Classifiers: 0.545000 Memcpy Instances: 8.060000 Kernel 1: 0.023000 Kernel 2: 100.404999 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.005217 0.777778 fi:0.438563. Ave ac:0.010417,0.011633 Initialization: 6.075000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.598000 Kernel 1: 0.023000 Kernel 2: 98.263000 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.004722 0.730769 fi:0.445194. Ave ac:0.010677,0.011745 Initialization: 6.016000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.619000 Kernel 1: 0.022000 Kernel 2: 97.695000 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.003726 0.789474 fi:0.414870. Ave ac:0.012819,0.014033 Initialization: 6.030000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.052000 Kernel 1: 0.023000 Kernel 2: 93.819000 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.003976 0.800000 fi:0.431309. Ave ac:0.010591,0.012550 Initialization: 6.034000 Memcpy Classifiers: 0.391000 Memcpy Instances: 8.055000 Kernel 1: 0.024000 Kernel 2: 94.480003 Copyback: 0.017000 Sum: 0.027000 It 16,Best ac:0.003727 0.789474 fi:0.421506. Ave ac:0.008782,0.011339 Initialization: 6.027000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.098000 Kernel 1: 0.022000 Kernel 2: 91.338997 Copyback: 0.016000 Sum: 0.038000 It 17,Best ac:0.003728 0.882353 fi:0.335522. Ave ac:0.009446,0.011162 Initialization: 6.769000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.077000 Kernel 1: 0.022000 Kernel 2: 91.281998 Copyback: 0.018000 Sum: 0.035000 It 18,Best ac:0.003478 0.875000 fi:0.386074. Ave ac:0.011440,0.011821 Initialization: 6.033000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.076000 Kernel 1: 0.023000 Kernel 2: 90.600998 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.003727 0.882353 fi:0.320874. Ave ac:0.011329,0.014749 Initialization: 6.028000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.101000 Kernel 1: 0.022000 Kernel 2: 93.463997 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.004224 0.809524 fi:0.366424. Ave ac:0.010091,0.009599 Initialization: 6.047000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.055000 Kernel 1: 0.024000 Kernel 2: 90.597000 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.005714 0.718750 fi:0.474538. Ave ac:0.008094,0.008114 Initialization: 6.055000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.297000 Kernel 1: 0.022000 Kernel 2: 88.285004 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.003975 0.800000 fi:0.395598. Ave ac:0.008544,0.009214 Initialization: 6.074000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.068000 Kernel 1: 0.023000 Kernel 2: 87.560997 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.004224 0.772727 fi:0.427555. Ave ac:0.012169,0.012758 Initialization: 6.014000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.061000 Kernel 1: 0.023000 Kernel 2: 89.734001 Copyback: 0.018000 Sum: 0.032000 It 24,Best ac:0.005219 0.777778 fi:0.423737. Ave ac:0.010920,0.009388 Initialization: 6.066000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.059000 Kernel 1: 0.024000 Kernel 2: 86.976997 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.007950 0.761905 fi:0.426157. Ave ac:0.009496,0.009870 Initialization: 6.014000 Memcpy Classifiers: 0.348000 Memcpy Instances: 8.616000 Kernel 1: 0.022000 Kernel 2: 85.349998 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.003478 0.823529 fi:0.436689. Ave ac:0.010439,0.011112 Initialization: 6.018000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.081000 Kernel 1: 0.024000 Kernel 2: 85.324997 Copyback: 0.016000 Sum: 0.032000 It 27,Best ac:0.005216 0.807692 fi:0.365542. Ave ac:0.009118,0.007443 Initialization: 5.942000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.126000 Kernel 1: 0.023000 Kernel 2: 83.607002 Copyback: 0.018000 Sum: 0.033000 It 28,Best ac:0.003975 0.842105 fi:0.345938. Ave ac:0.005934,0.005971 MDL Theory Length Weight: 3.3591205384 (10) Initialization: 6.097000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.075000 Kernel 1: 0.024000 Kernel 2: 83.193001 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.004224 0.809524 fi:0.375721. Ave ac:0.008720,0.007878 Initialization: 6.025000 Memcpy Classifiers: 0.355000 Memcpy Instances: 8.068000 Kernel 1: 0.023000 Kernel 2: 82.219002 Copyback: 0.016000 Sum: 0.031000 It 30,Best ac:0.004224 0.809524 fi:0.351924. Ave ac:0.007673,0.008064 Initialization: 5.997000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.297000 Kernel 1: 0.023000 Kernel 2: 81.297997 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.004472 0.857143 fi:0.325481. Ave ac:0.006294,0.006255 Initialization: 6.106000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.066000 Kernel 1: 0.023000 Kernel 2: 83.815002 Copyback: 0.020000 Sum: 0.035000 It 32,Best ac:0.006460 0.787879 fi:0.376763. Ave ac:0.006797,0.006655 Initialization: 6.055000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.131000 Kernel 1: 0.023000 Kernel 2: 81.778000 Copyback: 0.017000 Sum: 0.035000 It 33,Best ac:0.004969 0.769231 fi:0.402019. Ave ac:0.007050,0.007395 Initialization: 27.004000 Memcpy Instances: 396.584991 Memcpy Classifiers: 0.062000 Kernel 1: 0.024000 Kernel 2: 503.976013 Copyback: 0.023000 Sum: 0.015000 Memcpy Classifiers: 0.059000 Kernel 1: 0.021000 Kernel 2: 509.622986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 495.804993 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 510.321991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 512.060974 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 508.112000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 497.341003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 496.684998 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 499.779999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 500.984009 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.048000 Kernel 1: 0.017000 Kernel 2: 160.292007 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004477 0.636299 fi:0.529239. Ave ac:0.006847,0.020729 Best acc 0.004477 0.636299 Rule:Att PSSM_-4_12 is [<-1.942572]|Att PSSM_-3_7 is [-5.568161,2.251208]|Att PSSM_-2_19 is [<4.128363]|Att PSSM_-1_3 is [<5.779326]|Att PSSM_0_3 is [<-2.102338]|Att PSSM_0_12 is [-5.461440,-2.130849]|Att PSSM_1_11 is [-2.132201,2.419450]|Att PSSM_3_4 is [-6.472772,-1.527228]|Att PSSM_3_11 is [-3.632974,5.207796]|Att PSSM_4_1 is [<5.700395]|Att PSSM_4_6 is [<-0.464314]|1 Accuracy : 0.774180 0 1 155524 8556 44430 26128 Removed 1290 instances. 199954 Instances left. Acc of rule 0.004104-0.640310 Initialization: 5.975000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.502000 Kernel 1: 0.024000 Kernel 2: 96.425003 Copyback: 0.018000 Sum: 0.044000 Initial population average accuracy1:0.004966 accuracy2:0.195225 Initialization: 6.016000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.479000 Kernel 1: 0.022000 Kernel 2: 102.679001 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.006002 0.585366 fi:0.513580. Ave ac:0.010044,0.012658 Initialization: 6.092000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.037000 Kernel 1: 0.024000 Kernel 2: 105.287003 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.003751 0.483871 fi:0.616104. Ave ac:0.015172,0.021874 Initialization: 6.003000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.577000 Kernel 1: 0.022000 Kernel 2: 103.778999 Copyback: 0.019000 Sum: 0.035000 It 2,Best ac:0.006002 0.571429 fi:0.527514. Ave ac:0.016747,0.020770 Initialization: 5.938000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.994000 Kernel 1: 0.024000 Kernel 2: 98.806000 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.004751 0.612903 fi:0.486614. Ave ac:0.014460,0.017276 Initialization: 6.066000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.444000 Kernel 1: 0.022000 Kernel 2: 100.163002 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.004752 0.678571 fi:0.420944. Ave ac:0.012260,0.013148 Initialization: 6.039000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.004000 Kernel 1: 0.023000 Kernel 2: 101.031998 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.004752 0.760000 fi:0.339515. Ave ac:0.010408,0.009350 Initialization: 6.228000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.040000 Kernel 1: 0.022000 Kernel 2: 102.553001 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.004251 0.772727 fi:0.327017. Ave ac:0.008720,0.007705 Initialization: 6.003000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.026000 Kernel 1: 0.024000 Kernel 2: 102.251999 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.003251 0.764706 fi:0.442883. Ave ac:0.007373,0.006712 Initialization: 6.031000 Memcpy Classifiers: 0.492000 Memcpy Instances: 8.001000 Kernel 1: 0.023000 Kernel 2: 100.889999 Copyback: 0.017000 Sum: 0.037000 It 8,Best ac:0.007254 0.805556 fi:0.292814. Ave ac:0.008628,0.007141 Initialization: 5.868000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.058000 Kernel 1: 0.023000 Kernel 2: 98.860001 Copyback: 0.017000 Sum: 0.040000 It 9,Best ac:0.004500 0.818182 fi:0.281450. Ave ac:0.007622,0.006621 Iteration 10:MDL fitness activated Error 0.281450 TL 0.045771 MDL Theory Length Weight: 2.0496845531 (1) Initialization: 6.016000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.082000 Kernel 1: 0.023000 Kernel 2: 99.814003 Copyback: 0.017000 Sum: 0.039000 It 10,Best ac:0.005251 0.750000 fi:0.436615. Ave ac:0.005216,0.005381 Initialization: 6.038000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.993000 Kernel 1: 0.023000 Kernel 2: 98.211998 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.005251 0.677419 fi:0.501088. Ave ac:0.007210,0.007518 Initialization: 7.218000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.130000 Kernel 1: 0.022000 Kernel 2: 97.337997 Copyback: 0.372000 Sum: 0.037000 It 12,Best ac:0.004252 0.739130 fi:0.412646. Ave ac:0.009059,0.008218 Initialization: 6.050000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.049000 Kernel 1: 0.024000 Kernel 2: 98.269997 Copyback: 0.017000 Sum: 0.040000 It 13,Best ac:0.004001 0.888889 fi:0.266531. Ave ac:0.008678,0.008139 Initialization: 6.051000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.004000 Kernel 1: 0.024000 Kernel 2: 97.523003 Copyback: 0.017000 Sum: 0.041000 It 14,Best ac:0.003750 0.833333 fi:0.333035. Ave ac:0.008131,0.006947 Initialization: 6.048000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.476000 Kernel 1: 0.022000 Kernel 2: 97.082001 Copyback: 0.018000 Sum: 0.042000 It 15,Best ac:0.005250 0.750000 fi:0.441237. Ave ac:0.008041,0.006773 Initialization: 5.984000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.097000 Kernel 1: 0.023000 Kernel 2: 95.009003 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004002 0.640000 fi:0.540488. Ave ac:0.006809,0.006479 Initialization: 5.973000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.087000 Kernel 1: 0.023000 Kernel 2: 94.224998 Copyback: 0.017000 Sum: 0.041000 It 17,Best ac:0.007000 0.777778 fi:0.394228. Ave ac:0.011012,0.008447 Initialization: 6.042000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.014000 Kernel 1: 0.023000 Kernel 2: 92.435997 Copyback: 0.017000 Sum: 0.038000 It 18,Best ac:0.004000 0.800000 fi:0.389018. Ave ac:0.009596,0.007056 Initialization: 6.473000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.124000 Kernel 1: 0.022000 Kernel 2: 93.936996 Copyback: 0.018000 Sum: 0.033000 It 19,Best ac:0.005251 0.777778 fi:0.369665. Ave ac:0.007034,0.005800 Initialization: 6.056000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.008000 Kernel 1: 0.024000 Kernel 2: 92.175003 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.004752 0.826087 fi:0.350518. Ave ac:0.007232,0.006065 Initialization: 6.429000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.021000 Kernel 1: 0.023000 Kernel 2: 91.680000 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.003752 0.882353 fi:0.308851. Ave ac:0.007568,0.005502 Initialization: 5.998000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.015000 Kernel 1: 0.023000 Kernel 2: 91.660004 Copyback: 0.017000 Sum: 0.039000 It 22,Best ac:0.003750 0.882353 fi:0.289060. Ave ac:0.007132,0.005621 MDL Theory Length Weight: 1.8447160978 (10) Initialization: 5.966000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.152000 Kernel 1: 0.023000 Kernel 2: 89.026001 Copyback: 0.017000 Sum: 0.041000 It 23,Best ac:0.003751 0.833333 fi:0.325199. Ave ac:0.007266,0.005715 Initialization: 6.080000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.056000 Kernel 1: 0.022000 Kernel 2: 90.447998 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.005001 0.800000 fi:0.369135. Ave ac:0.007725,0.006063 Initialization: 5.983000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.033000 Kernel 1: 0.023000 Kernel 2: 86.111000 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.004750 0.760000 fi:0.401639. Ave ac:0.006428,0.004762 Initialization: 5.942000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.015000 Kernel 1: 0.024000 Kernel 2: 89.593002 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.003500 0.875000 fi:0.352128. Ave ac:0.007267,0.005811 Initialization: 6.561000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.006000 Kernel 1: 0.023000 Kernel 2: 86.667000 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.004752 0.791667 fi:0.376604. Ave ac:0.006311,0.004496 Initialization: 6.273000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.017000 Kernel 1: 0.023000 Kernel 2: 86.403999 Copyback: 0.017000 Sum: 0.037000 It 28,Best ac:0.005501 0.916667 fi:0.231234. Ave ac:0.006880,0.004716 Initialization: 6.371000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.058000 Kernel 1: 0.023000 Kernel 2: 84.597000 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.005500 0.785714 fi:0.365936. Ave ac:0.006163,0.004051 Initialization: 6.016000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.074000 Kernel 1: 0.023000 Kernel 2: 90.260002 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.003251 0.866667 fi:0.417630. Ave ac:0.006540,0.004477 Initialization: 6.054000 Memcpy Classifiers: 0.458000 Memcpy Instances: 8.012000 Kernel 1: 0.024000 Kernel 2: 89.766998 Copyback: 0.017000 Sum: 0.036000 It 31,Best ac:0.004252 1.000000 fi:0.147981. Ave ac:0.007065,0.004733 Initialization: 6.170000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.124000 Kernel 1: 0.023000 Kernel 2: 87.622002 Copyback: 0.016000 Sum: 0.032000 It 32,Best ac:0.004250 0.772727 fi:0.389231. Ave ac:0.006016,0.004348 Initialization: 6.026000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.024000 Kernel 1: 0.024000 Kernel 2: 87.742996 Copyback: 0.017000 Sum: 0.035000 It 33,Best ac:0.004001 0.842105 fi:0.312195. Ave ac:0.007965,0.004904 Initialization: 27.799999 Memcpy Instances: 395.463013 Memcpy Classifiers: 0.083000 Kernel 1: 0.024000 Kernel 2: 536.171021 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.083000 Kernel 1: 0.015000 Kernel 2: 526.359009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 538.643982 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 509.376007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 526.307007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 538.556030 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 530.482971 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 513.585022 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 521.078003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 528.184021 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.066265 0.632398 fi:0.515157. Ave ac:0.006582,0.019347 Best acc 0.066265 0.632398 Initialization: 6.021000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.037000 Kernel 1: 0.023000 Kernel 2: 96.629997 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.005479 accuracy2:0.220374 Initialization: 5.926000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.530000 Kernel 1: 0.022000 Kernel 2: 106.156998 Copyback: 0.017000 Sum: 0.039000 It 0,Best ac:0.004001 0.484848 fi:0.615010. Ave ac:0.010248,0.013574 Initialization: 6.073000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.746000 Kernel 1: 0.024000 Kernel 2: 103.417000 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.008504 0.539683 fi:0.558115. Ave ac:0.013168,0.016843 Initialization: 5.976000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.006000 Kernel 1: 0.023000 Kernel 2: 100.425003 Copyback: 0.018000 Sum: 0.036000 It 2,Best ac:0.004750 0.558824 fi:0.540694. Ave ac:0.014058,0.017435 Initialization: 6.093000 Memcpy Classifiers: 0.411000 Memcpy Instances: 8.017000 Kernel 1: 0.024000 Kernel 2: 96.191002 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.005500 0.611111 fi:0.488063. Ave ac:0.011554,0.012271 Initialization: 6.003000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.364000 Kernel 1: 0.024000 Kernel 2: 96.682999 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.003751 0.625000 fi:0.474973. Ave ac:0.011350,0.011697 Initialization: 6.000000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.061000 Kernel 1: 0.023000 Kernel 2: 95.623001 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.016500 0.680412 fi:0.413729. Ave ac:0.009894,0.009127 Initialization: 5.956000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.999000 Kernel 1: 0.024000 Kernel 2: 96.470001 Copyback: 0.018000 Sum: 0.034000 It 6,Best ac:0.005003 0.689655 fi:0.409745. Ave ac:0.009898,0.008205 Initialization: 6.001000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.452000 Kernel 1: 0.022000 Kernel 2: 97.861000 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.004501 0.750000 fi:0.349632. Ave ac:0.008602,0.007492 Initialization: 5.997000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.060000 Kernel 1: 0.024000 Kernel 2: 99.591003 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.006502 0.650000 fi:0.448717. Ave ac:0.008205,0.007086 Initialization: 6.517000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.041000 Kernel 1: 0.024000 Kernel 2: 100.084999 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.003752 0.750000 fi:0.349973. Ave ac:0.008699,0.007544 Iteration 10:MDL fitness activated Error 0.349973 TL 0.037318 MDL Theory Length Weight: 3.1260691198 (3) Initialization: 6.001000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.996000 Kernel 1: 0.024000 Kernel 2: 102.093002 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.007752 0.704545 fi:0.493998. Ave ac:0.007210,0.005843 Initialization: 6.019000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.152000 Kernel 1: 0.023000 Kernel 2: 97.180000 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.003750 0.750000 fi:0.464527. Ave ac:0.007546,0.006735 Initialization: 6.078000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.002000 Kernel 1: 0.024000 Kernel 2: 96.230003 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.004751 0.730769 fi:0.482228. Ave ac:0.006554,0.005294 Initialization: 6.003000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.058000 Kernel 1: 0.024000 Kernel 2: 95.194000 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.004252 0.739130 fi:0.479456. Ave ac:0.008247,0.006177 Initialization: 7.190000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.010000 Kernel 1: 0.024000 Kernel 2: 91.460999 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.005501 0.846154 fi:0.372955. Ave ac:0.008461,0.007151 Initialization: 5.976000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.050000 Kernel 1: 0.024000 Kernel 2: 89.839996 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.004250 0.894737 fi:0.302607. Ave ac:0.006135,0.004745 Initialization: 5.965000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.066000 Kernel 1: 0.023000 Kernel 2: 89.653999 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.003502 0.823529 fi:0.444055. Ave ac:0.005856,0.004373 Initialization: 6.137000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.013000 Kernel 1: 0.023000 Kernel 2: 90.391998 Copyback: 0.016000 Sum: 0.028000 It 17,Best ac:0.006000 0.827586 fi:0.381018. Ave ac:0.007552,0.005693 Initialization: 6.002000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.999000 Kernel 1: 0.023000 Kernel 2: 88.268997 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.005500 0.785714 fi:0.422322. Ave ac:0.005160,0.005589 Initialization: 5.988000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.303000 Kernel 1: 0.023000 Kernel 2: 89.721001 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.005001 0.769231 fi:0.451458. Ave ac:0.008015,0.007034 Initialization: 5.923000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.016000 Kernel 1: 0.023000 Kernel 2: 89.334000 Copyback: 0.016000 Sum: 0.032000 It 20,Best ac:0.004250 0.739130 fi:0.428127. Ave ac:0.008258,0.008215 Initialization: 6.182000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.053000 Kernel 1: 0.022000 Kernel 2: 88.338997 Copyback: 0.017000 Sum: 0.037000 It 21,Best ac:0.003752 0.789474 fi:0.372641. Ave ac:0.011351,0.011922 Initialization: 5.843000 Memcpy Classifiers: 0.403000 Memcpy Instances: 8.001000 Kernel 1: 0.023000 Kernel 2: 86.947998 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.004252 0.772727 fi:0.442682. Ave ac:0.008838,0.008169 Initialization: 6.148000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.536000 Kernel 1: 0.023000 Kernel 2: 86.251999 Copyback: 0.016000 Sum: 0.034000 It 23,Best ac:0.006500 0.787879 fi:0.411150. Ave ac:0.007785,0.007768 Initialization: 6.132000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.020000 Kernel 1: 0.023000 Kernel 2: 84.468002 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.003750 0.833333 fi:0.357215. Ave ac:0.009879,0.007934 MDL Theory Length Weight: 2.8134622078 (10) Initialization: 6.072000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.003000 Kernel 1: 0.022000 Kernel 2: 84.888000 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.003751 0.833333 fi:0.365335. Ave ac:0.007600,0.007418 Initialization: 6.061000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.008000 Kernel 1: 0.024000 Kernel 2: 81.474998 Copyback: 0.018000 Sum: 0.037000 It 26,Best ac:0.004252 0.894737 fi:0.287046. Ave ac:0.007848,0.007191 Initialization: 6.145000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.088000 Kernel 1: 0.022000 Kernel 2: 82.510002 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.003750 1.000000 fi:0.202964. Ave ac:0.007409,0.006425 Initialization: 6.189000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.483000 Kernel 1: 0.022000 Kernel 2: 82.124001 Copyback: 0.020000 Sum: 0.040000 It 28,Best ac:0.004502 1.000000 fi:0.180832. Ave ac:0.006021,0.005502 Initialization: 6.188000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.131000 Kernel 1: 0.022000 Kernel 2: 81.725998 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.005003 0.833333 fi:0.343495. Ave ac:0.005823,0.005638 Initialization: 6.256000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.028000 Kernel 1: 0.024000 Kernel 2: 78.837997 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.005253 0.913043 fi:0.270521. Ave ac:0.005584,0.004717 Initialization: 6.992000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.096000 Kernel 1: 0.023000 Kernel 2: 78.335999 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.004751 0.950000 fi:0.222746. Ave ac:0.005927,0.004683 Initialization: 5.975000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.995000 Kernel 1: 0.024000 Kernel 2: 80.119003 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.003751 0.789474 fi:0.392540. Ave ac:0.005031,0.003858 Initialization: 6.238000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.023000 Kernel 1: 0.023000 Kernel 2: 77.212997 Copyback: 0.017000 Sum: 0.035000 It 33,Best ac:0.005750 0.793103 fi:0.398699. Ave ac:0.005124,0.003827 Initialization: 27.513000 Memcpy Instances: 396.135986 Memcpy Classifiers: 0.069000 Kernel 1: 0.023000 Kernel 2: 505.510010 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 499.937988 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 504.575989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 498.579010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 495.417999 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 487.675995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 496.881012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 511.281006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 503.428009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 492.950989 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003881 0.659303 fi:0.518039. Ave ac:0.006691,0.020012 Best acc 0.003881 0.659303 Rule:Att PSSM_-4_2 is [-5.940938,-0.059062]|Att PSSM_-2_12 is [<-2.224878]|Att PSSM_-1_4 is [<4.786983]|Att PSSM_-1_7 is [<-1.451399]|Att PSSM_0_2 is [<-2.240846]|Att PSSM_0_7 is [<-2.318919]|Att PSSM_2_3 is [>-5.254107]|Att PSSM_3_12 is [-5.660759,-0.339241]|Att PSSM_4_12 is [-6.188108,-1.811891]|1 Accuracy : 0.775778 0 1 155123 8957 43654 26904 Removed 1177 instances. 198777 Instances left. Acc of rule 0.003881-0.659303 Initialization: 6.181000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.429000 Kernel 1: 0.025000 Kernel 2: 98.628998 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.006133 accuracy2:0.217221 Initialization: 6.209000 Memcpy Classifiers: 0.510000 Memcpy Instances: 7.950000 Kernel 1: 0.024000 Kernel 2: 102.492996 Copyback: 0.017000 Sum: 0.051000 It 0,Best ac:0.004024 0.571429 fi:0.528399. Ave ac:0.012190,0.017076 Initialization: 5.977000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.963000 Kernel 1: 0.024000 Kernel 2: 104.650002 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.003522 0.700000 fi:0.431971. Ave ac:0.011986,0.016385 Initialization: 5.921000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.964000 Kernel 1: 0.024000 Kernel 2: 104.074997 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.006539 0.565217 fi:0.533445. Ave ac:0.010539,0.012729 Initialization: 5.957000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.077000 Kernel 1: 0.022000 Kernel 2: 105.758003 Copyback: 0.018000 Sum: 0.028000 It 3,Best ac:0.006539 0.634146 fi:0.464516. Ave ac:0.009915,0.010411 Initialization: 6.128000 Memcpy Classifiers: 0.456000 Memcpy Instances: 8.183000 Kernel 1: 0.022000 Kernel 2: 105.984001 Copyback: 0.018000 Sum: 0.035000 It 4,Best ac:0.019366 0.587786 fi:0.505450. Ave ac:0.009884,0.010050 Initialization: 5.979000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.974000 Kernel 1: 0.024000 Kernel 2: 106.633003 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.008050 0.680851 fi:0.417112. Ave ac:0.010621,0.009654 Initialization: 5.950000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.981000 Kernel 1: 0.023000 Kernel 2: 106.776001 Copyback: 0.024000 Sum: 0.039000 It 6,Best ac:0.005535 0.647059 fi:0.452069. Ave ac:0.008539,0.006568 Initialization: 6.025000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.943000 Kernel 1: 0.023000 Kernel 2: 104.813004 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004528 0.818182 fi:0.281412. Ave ac:0.010266,0.008717 Initialization: 6.081000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.958000 Kernel 1: 0.023000 Kernel 2: 101.967003 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003270 0.764706 fi:0.429267. Ave ac:0.008564,0.007330 Initialization: 5.998000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.444000 Kernel 1: 0.023000 Kernel 2: 101.533997 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.003774 0.750000 fi:0.349944. Ave ac:0.008827,0.008297 Iteration 10:MDL fitness activated Error 0.349944 TL 0.046300 MDL Theory Length Weight: 2.5193708047 (3) Initialization: 6.452000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.154000 Kernel 1: 0.022000 Kernel 2: 99.894997 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.004277 0.850000 fi:0.337566. Ave ac:0.007915,0.007570 Initialization: 5.975000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.987000 Kernel 1: 0.024000 Kernel 2: 94.492996 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.004277 0.739130 fi:0.434700. Ave ac:0.008696,0.008457 Initialization: 5.951000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.993000 Kernel 1: 0.023000 Kernel 2: 93.434998 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.003270 0.866667 fi:0.394963. Ave ac:0.009528,0.009038 Initialization: 5.998000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.000000 Kernel 1: 0.023000 Kernel 2: 93.235001 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.004528 0.782609 fi:0.386659. Ave ac:0.009502,0.008445 Initialization: 6.023000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.940000 Kernel 1: 0.024000 Kernel 2: 89.316002 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.004277 0.894737 fi:0.299149. Ave ac:0.010368,0.011066 Initialization: 6.065000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.960000 Kernel 1: 0.022000 Kernel 2: 86.884003 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.004024 0.842105 fi:0.324638. Ave ac:0.009746,0.008488 Initialization: 5.948000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.034000 Kernel 1: 0.023000 Kernel 2: 86.042000 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.004277 0.809524 fi:0.364307. Ave ac:0.008100,0.007447 Initialization: 5.938000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.947000 Kernel 1: 0.024000 Kernel 2: 84.495003 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.005282 0.840000 fi:0.318756. Ave ac:0.007232,0.007309 Initialization: 5.957000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.944000 Kernel 1: 0.024000 Kernel 2: 84.642998 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.005030 0.740741 fi:0.426672. Ave ac:0.008374,0.007888 Initialization: 7.207000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.026000 Kernel 1: 0.023000 Kernel 2: 85.188004 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.003270 0.866667 fi:0.420647. Ave ac:0.008366,0.008875 Initialization: 5.961000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.953000 Kernel 1: 0.024000 Kernel 2: 86.633003 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.005030 0.833333 fi:0.338041. Ave ac:0.009344,0.009273 Initialization: 6.413000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.053000 Kernel 1: 0.022000 Kernel 2: 87.153000 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.004780 0.826087 fi:0.335305. Ave ac:0.008470,0.007971 Initialization: 5.991000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.951000 Kernel 1: 0.024000 Kernel 2: 87.117996 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.004528 0.818182 fi:0.343015. Ave ac:0.008413,0.007709 Initialization: 5.989000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.016000 Kernel 1: 0.024000 Kernel 2: 85.738998 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.004024 0.761905 fi:0.419506. Ave ac:0.008112,0.007609 MDL Theory Length Weight: 2.2674337242 (10) Initialization: 6.084000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.280000 Kernel 1: 0.023000 Kernel 2: 89.158997 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.004528 0.720000 fi:0.432151. Ave ac:0.008127,0.007847 Initialization: 5.952000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.950000 Kernel 1: 0.024000 Kernel 2: 86.358002 Copyback: 0.017000 Sum: 0.037000 It 25,Best ac:0.007545 0.714286 fi:0.444126. Ave ac:0.009402,0.010167 Initialization: 5.941000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.154000 Kernel 1: 0.023000 Kernel 2: 89.750999 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.006038 0.774194 fi:0.393296. Ave ac:0.009878,0.009238 Initialization: 6.059000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.956000 Kernel 1: 0.024000 Kernel 2: 85.452003 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.004779 0.730769 fi:0.419367. Ave ac:0.008808,0.009073 Initialization: 5.975000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.978000 Kernel 1: 0.022000 Kernel 2: 85.634003 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.004780 0.904762 fi:0.262722. Ave ac:0.008825,0.010165 Initialization: 6.066000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.949000 Kernel 1: 0.023000 Kernel 2: 86.143997 Copyback: 0.017000 Sum: 0.048000 It 29,Best ac:0.003774 0.882353 fi:0.278605. Ave ac:0.007727,0.007129 Initialization: 5.981000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.978000 Kernel 1: 0.024000 Kernel 2: 85.225998 Copyback: 0.016000 Sum: 0.035000 It 30,Best ac:0.004779 0.760000 fi:0.405749. Ave ac:0.007079,0.006815 Initialization: 6.038000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.250000 Kernel 1: 0.023000 Kernel 2: 86.102997 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.005283 0.875000 fi:0.272305. Ave ac:0.008180,0.007995 Initialization: 6.018000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.439000 Kernel 1: 0.022000 Kernel 2: 89.664001 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.006289 0.833333 fi:0.324316. Ave ac:0.007106,0.006983 Initialization: 5.984000 Memcpy Classifiers: 0.384000 Memcpy Instances: 8.074000 Kernel 1: 0.023000 Kernel 2: 88.002998 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.004779 0.826087 fi:0.332612. Ave ac:0.007934,0.006832 Initialization: 27.468000 Memcpy Instances: 395.136993 Memcpy Classifiers: 0.075000 Kernel 1: 0.024000 Kernel 2: 538.945007 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 538.448975 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.075000 Kernel 1: 0.015000 Kernel 2: 535.041992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 540.049988 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 539.710999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 519.226990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 533.447021 Copyback: 0.020000 Sum: 0.004000 Memcpy Classifiers: 0.075000 Kernel 1: 0.017000 Kernel 2: 524.106018 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.074000 Kernel 1: 0.016000 Kernel 2: 536.064026 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 459.368011 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005841 0.634773 fi:0.523084. Ave ac:0.007531,0.022924 Best acc 0.005841 0.634773 Initialization: 6.078000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.992000 Kernel 1: 0.025000 Kernel 2: 100.788002 Copyback: 0.018000 Sum: 0.044000 Initial population average accuracy1:0.005850 accuracy2:0.199666 Initialization: 6.030000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.442000 Kernel 1: 0.023000 Kernel 2: 102.283997 Copyback: 0.017000 Sum: 0.055000 It 0,Best ac:0.007044 0.560000 fi:0.538429. Ave ac:0.010409,0.015681 Initialization: 5.995000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.995000 Kernel 1: 0.023000 Kernel 2: 105.271004 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.006792 0.482143 fi:0.616403. Ave ac:0.011774,0.015159 Initialization: 6.066000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.410000 Kernel 1: 0.024000 Kernel 2: 101.983002 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003773 0.576923 fi:0.523021. Ave ac:0.012270,0.015657 Initialization: 6.053000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.414000 Kernel 1: 0.022000 Kernel 2: 99.299004 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.005031 0.645161 fi:0.454200. Ave ac:0.011497,0.015148 Initialization: 6.197000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.452000 Kernel 1: 0.021000 Kernel 2: 98.320999 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.011572 0.597403 fi:0.498930. Ave ac:0.009796,0.010209 Initialization: 5.948000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.054000 Kernel 1: 0.022000 Kernel 2: 96.363998 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.006792 0.574468 fi:0.524078. Ave ac:0.010030,0.012133 Initialization: 6.002000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.999000 Kernel 1: 0.024000 Kernel 2: 97.091003 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.006036 0.648649 fi:0.450247. Ave ac:0.010397,0.012587 Initialization: 6.472000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.018000 Kernel 1: 0.022000 Kernel 2: 93.046997 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003521 0.736842 fi:0.395129. Ave ac:0.010542,0.012323 Initialization: 5.917000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.055000 Kernel 1: 0.022000 Kernel 2: 90.130997 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.004277 0.708333 fi:0.391377. Ave ac:0.010664,0.012037 Initialization: 6.070000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.965000 Kernel 1: 0.023000 Kernel 2: 89.891998 Copyback: 0.020000 Sum: 0.031000 It 9,Best ac:0.004780 0.760000 fi:0.339478. Ave ac:0.007424,0.007776 Iteration 10:MDL fitness activated Error 0.339478 TL 0.023946 MDL Theory Length Weight: 4.7255744454 (1) Initialization: 6.050000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.975000 Kernel 1: 0.023000 Kernel 2: 87.360001 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.004024 0.761905 fi:0.498932. Ave ac:0.006946,0.007916 Initialization: 6.019000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.965000 Kernel 1: 0.023000 Kernel 2: 84.514000 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.004528 0.620690 fi:0.579867. Ave ac:0.007139,0.008738 Initialization: 5.996000 Memcpy Classifiers: 0.401000 Memcpy Instances: 7.973000 Kernel 1: 0.024000 Kernel 2: 84.037003 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.003774 0.750000 fi:0.461897. Ave ac:0.010205,0.012567 Initialization: 6.500000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.960000 Kernel 1: 0.023000 Kernel 2: 82.357002 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.004779 0.863636 fi:0.335342. Ave ac:0.011658,0.014274 Initialization: 6.039000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.163000 Kernel 1: 0.021000 Kernel 2: 82.404999 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.006539 0.619048 fi:0.526110. Ave ac:0.014290,0.017299 Initialization: 5.947000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.044000 Kernel 1: 0.024000 Kernel 2: 81.371002 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.006538 0.666667 fi:0.523205. Ave ac:0.013352,0.018876 Initialization: 5.954000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.017000 Kernel 1: 0.024000 Kernel 2: 81.305000 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.008048 0.800000 fi:0.424887. Ave ac:0.014354,0.021576 Initialization: 5.976000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.948000 Kernel 1: 0.023000 Kernel 2: 81.248001 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.010058 0.666667 fi:0.492005. Ave ac:0.014131,0.018797 Initialization: 6.171000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.982000 Kernel 1: 0.023000 Kernel 2: 78.360001 Copyback: 0.017000 Sum: 0.025000 It 18,Best ac:0.003521 0.875000 fi:0.386682. Ave ac:0.014961,0.027749 Initialization: 5.986000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.424000 Kernel 1: 0.023000 Kernel 2: 81.050003 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.003521 0.875000 fi:0.365448. Ave ac:0.011106,0.016891 Initialization: 6.125000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.990000 Kernel 1: 0.023000 Kernel 2: 82.114998 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.003270 0.866667 fi:0.408734. Ave ac:0.008692,0.014309 Initialization: 6.258000 Memcpy Classifiers: 0.305000 Memcpy Instances: 7.966000 Kernel 1: 0.022000 Kernel 2: 79.785004 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.008553 0.755556 fi:0.446148. Ave ac:0.011081,0.015145 Initialization: 6.027000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.958000 Kernel 1: 0.024000 Kernel 2: 79.268997 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.005533 0.687500 fi:0.486786. Ave ac:0.008832,0.018444 MDL Theory Length Weight: 4.2530170008 (10) Initialization: 6.031000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.001000 Kernel 1: 0.024000 Kernel 2: 76.917999 Copyback: 0.018000 Sum: 0.022000 It 23,Best ac:0.003773 0.833333 fi:0.354306. Ave ac:0.014626,0.026608 Initialization: 6.028000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.963000 Kernel 1: 0.024000 Kernel 2: 76.671997 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.003773 0.882353 fi:0.279785. Ave ac:0.011925,0.024437 Initialization: 6.075000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.958000 Kernel 1: 0.023000 Kernel 2: 77.197998 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.006036 0.774194 fi:0.406544. Ave ac:0.010401,0.021900 Initialization: 5.998000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.962000 Kernel 1: 0.023000 Kernel 2: 78.140999 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.005031 0.769231 fi:0.416941. Ave ac:0.009928,0.023439 Initialization: 5.952000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.955000 Kernel 1: 0.024000 Kernel 2: 78.725998 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.004025 0.842105 fi:0.326562. Ave ac:0.012867,0.029813 Initialization: 5.988000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.069000 Kernel 1: 0.023000 Kernel 2: 77.713997 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.004025 0.842105 fi:0.319745. Ave ac:0.014684,0.029995 Initialization: 6.005000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.235000 Kernel 1: 0.023000 Kernel 2: 76.431999 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.005030 0.714286 fi:0.443075. Ave ac:0.011163,0.024028 Initialization: 5.990000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.998000 Kernel 1: 0.022000 Kernel 2: 76.759003 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.005031 0.769231 fi:0.418709. Ave ac:0.012556,0.025195 Initialization: 5.969000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.954000 Kernel 1: 0.023000 Kernel 2: 77.468002 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.004277 0.809524 fi:0.363472. Ave ac:0.010738,0.023507 Initialization: 5.991000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.989000 Kernel 1: 0.023000 Kernel 2: 78.391998 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.004025 0.800000 fi:0.385887. Ave ac:0.010834,0.020235 Initialization: 6.098000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.538000 Kernel 1: 0.022000 Kernel 2: 78.051003 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.004780 0.655172 fi:0.546149. Ave ac:0.007335,0.017039 MDL Theory Length Weight: 3.8277153008 (10) Initialization: 28.266001 Memcpy Instances: 394.467987 Memcpy Classifiers: 0.072000 Kernel 1: 0.023000 Kernel 2: 473.614990 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 467.532013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 491.709991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 471.852997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 493.554993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 489.464996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 488.031006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 482.386993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.088000 Kernel 1: 0.013000 Kernel 2: 478.199005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 431.415985 Copyback: 0.370000 Sum: 0.001000 It 34,Best ac:0.004261 0.554319 fi:0.597598. Ave ac:0.018597,0.062260 Best acc 0.004261 0.554319 Rule:Att PSSM_-3_20 is [-2.370249,6.257493]|Att PSSM_-2_3 is [<-1.470205]|Att PSSM_-2_16 is [<3.683314]|Att PSSM_-1_12 is [<-2.513288]|Att PSSM_0_2 is [-5.688148,-2.541994]|Att PSSM_0_3 is [<0.324045]|Att PSSM_0_15 is [<-1.149427]|Att PSSM_1_12 is [<-0.809696]|Att PSSM_3_4 is [-6.316132,7.681431]|1 Accuracy : 0.777879 0 1 154455 9625 42493 28065 Removed 1829 instances. 196948 Instances left. Acc of rule 0.005841-0.634773 Initialization: 5.974000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.871000 Kernel 1: 0.025000 Kernel 2: 97.806999 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005988 accuracy2:0.214758 Initialization: 5.939000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.987000 Kernel 1: 0.023000 Kernel 2: 100.625000 Copyback: 0.016000 Sum: 0.039000 It 0,Best ac:0.003301 0.541667 fi:0.629521. Ave ac:0.010335,0.014949 Initialization: 6.608000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.931000 Kernel 1: 0.023000 Kernel 2: 101.454002 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.003808 0.535714 fi:0.564182. Ave ac:0.011098,0.014767 Initialization: 6.015000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.886000 Kernel 1: 0.023000 Kernel 2: 104.086998 Copyback: 0.018000 Sum: 0.029000 It 2,Best ac:0.008632 0.557377 fi:0.540246. Ave ac:0.012100,0.017324 Initialization: 5.969000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.882000 Kernel 1: 0.023000 Kernel 2: 98.859001 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.004062 0.571429 fi:0.528348. Ave ac:0.010298,0.013451 Initialization: 5.989000 Memcpy Classifiers: 0.429000 Memcpy Instances: 7.909000 Kernel 1: 0.023000 Kernel 2: 98.869003 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.003554 0.636364 fi:0.472120. Ave ac:0.010068,0.013488 Initialization: 5.957000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.885000 Kernel 1: 0.024000 Kernel 2: 97.477997 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.006855 0.692308 fi:0.406153. Ave ac:0.010609,0.011906 Initialization: 7.110000 Memcpy Classifiers: 0.401000 Memcpy Instances: 7.939000 Kernel 1: 0.024000 Kernel 2: 99.949997 Copyback: 0.016000 Sum: 0.035000 It 6,Best ac:0.003808 0.681818 fi:0.418078. Ave ac:0.010116,0.010013 Initialization: 5.970000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.385000 Kernel 1: 0.023000 Kernel 2: 102.218002 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.004824 0.703704 fi:0.395714. Ave ac:0.009051,0.008024 Initialization: 5.894000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.900000 Kernel 1: 0.023000 Kernel 2: 102.338997 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.006856 0.642857 fi:0.455600. Ave ac:0.009988,0.009703 Initialization: 5.928000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.869000 Kernel 1: 0.024000 Kernel 2: 104.005997 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.004570 0.750000 fi:0.349537. Ave ac:0.011628,0.010782 Iteration 10:MDL fitness activated Error 0.349537 TL 0.037117 MDL Theory Length Weight: 3.1390770221 (1) Initialization: 5.943000 Memcpy Classifiers: 0.458000 Memcpy Instances: 7.889000 Kernel 1: 0.023000 Kernel 2: 105.653999 Copyback: 0.017000 Sum: 0.037000 It 10,Best ac:0.006093 0.705882 fi:0.476948. Ave ac:0.009551,0.008329 Initialization: 5.948000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.906000 Kernel 1: 0.023000 Kernel 2: 100.586998 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.007108 0.717949 fi:0.451489. Ave ac:0.009826,0.009444 Initialization: 5.991000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.900000 Kernel 1: 0.023000 Kernel 2: 100.430000 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.004316 0.680000 fi:0.503897. Ave ac:0.011350,0.011399 Initialization: 5.962000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.869000 Kernel 1: 0.023000 Kernel 2: 98.135002 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003809 0.833333 fi:0.372858. Ave ac:0.013017,0.011480 Initialization: 5.952000 Memcpy Classifiers: 0.411000 Memcpy Instances: 7.882000 Kernel 1: 0.023000 Kernel 2: 95.223000 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.006601 0.742857 fi:0.432483. Ave ac:0.008374,0.010760 Initialization: 5.914000 Memcpy Classifiers: 0.360000 Memcpy Instances: 9.975000 Kernel 1: 0.022000 Kernel 2: 93.774002 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.004316 0.739130 fi:0.469787. Ave ac:0.010202,0.012712 Initialization: 6.018000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.864000 Kernel 1: 0.024000 Kernel 2: 95.484001 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.005331 0.700000 fi:0.441983. Ave ac:0.009167,0.009098 Initialization: 5.940000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.919000 Kernel 1: 0.024000 Kernel 2: 93.813004 Copyback: 0.017000 Sum: 0.071000 It 17,Best ac:0.003808 0.937500 fi:0.287013. Ave ac:0.009689,0.009453 Initialization: 6.006000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.870000 Kernel 1: 0.024000 Kernel 2: 91.778000 Copyback: 0.017000 Sum: 0.036000 It 18,Best ac:0.005585 0.687500 fi:0.461242. Ave ac:0.008826,0.009543 Initialization: 6.067000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.052000 Kernel 1: 0.023000 Kernel 2: 91.403000 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.006602 0.742857 fi:0.423103. Ave ac:0.009305,0.010291 Initialization: 5.937000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.862000 Kernel 1: 0.024000 Kernel 2: 90.390999 Copyback: 0.018000 Sum: 0.033000 It 20,Best ac:0.006855 0.750000 fi:0.433164. Ave ac:0.008797,0.009014 Initialization: 5.903000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.868000 Kernel 1: 0.023000 Kernel 2: 89.964996 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.004570 0.782609 fi:0.389263. Ave ac:0.006762,0.007151 Initialization: 5.980000 Memcpy Classifiers: 0.366000 Memcpy Instances: 7.873000 Kernel 1: 0.024000 Kernel 2: 86.169998 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.004315 0.809524 fi:0.347811. Ave ac:0.009005,0.010398 Initialization: 5.880000 Memcpy Classifiers: 0.809000 Memcpy Instances: 7.947000 Kernel 1: 0.022000 Kernel 2: 89.544998 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.005839 0.766667 fi:0.375077. Ave ac:0.006821,0.006342 Initialization: 6.047000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.860000 Kernel 1: 0.024000 Kernel 2: 88.136002 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.003809 0.789474 fi:0.392637. Ave ac:0.007255,0.007480 Initialization: 5.949000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.867000 Kernel 1: 0.023000 Kernel 2: 93.249001 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.004062 0.941176 fi:0.225166. Ave ac:0.009584,0.009756 Initialization: 6.047000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.911000 Kernel 1: 0.023000 Kernel 2: 87.975998 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.003808 0.652174 fi:0.505351. Ave ac:0.006676,0.007157 Initialization: 5.896000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.353000 Kernel 1: 0.023000 Kernel 2: 89.330002 Copyback: 0.017000 Sum: 0.037000 It 27,Best ac:0.003808 0.937500 fi:0.225503. Ave ac:0.009457,0.009038 Initialization: 5.885000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.882000 Kernel 1: 0.024000 Kernel 2: 87.711998 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.003807 0.750000 fi:0.409491. Ave ac:0.006851,0.006282 Initialization: 6.405000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.882000 Kernel 1: 0.024000 Kernel 2: 88.292000 Copyback: 0.017000 Sum: 0.036000 It 29,Best ac:0.004316 0.850000 fi:0.311410. Ave ac:0.006343,0.009388 Initialization: 5.929000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.883000 Kernel 1: 0.024000 Kernel 2: 85.639000 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.004062 0.761905 fi:0.403095. Ave ac:0.005553,0.005318 Initialization: 5.922000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.873000 Kernel 1: 0.023000 Kernel 2: 84.986000 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.005841 0.793103 fi:0.377589. Ave ac:0.007059,0.005872 Initialization: 6.417000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.931000 Kernel 1: 0.023000 Kernel 2: 87.154999 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.004316 0.772727 fi:0.392364. Ave ac:0.007150,0.007744 Initialization: 6.048000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.861000 Kernel 1: 0.023000 Kernel 2: 88.310997 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.003554 0.823529 fi:0.353899. Ave ac:0.007236,0.009300 Initialization: 28.173000 Memcpy Instances: 387.631012 Memcpy Classifiers: 0.069000 Kernel 1: 0.026000 Kernel 2: 539.492981 Copyback: 0.369000 Sum: 0.016000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 545.585999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 531.822021 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 543.658020 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.066000 Kernel 1: 0.017000 Kernel 2: 533.510986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 536.114990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 531.677979 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 549.489990 Copyback: 0.021000 Sum: 0.008000 Memcpy Classifiers: 0.069000 Kernel 1: 0.022000 Kernel 2: 526.539978 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 400.157013 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004148 0.618471 fi:0.553599. Ave ac:0.006394,0.020486 Best acc 0.004148 0.618471 Initialization: 5.961000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.885000 Kernel 1: 0.025000 Kernel 2: 96.334000 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.004875 accuracy2:0.208802 Initialization: 5.903000 Memcpy Classifiers: 0.593000 Memcpy Instances: 7.879000 Kernel 1: 0.024000 Kernel 2: 96.018997 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.005330 0.724138 fi:0.375041. Ave ac:0.008436,0.010695 Initialization: 5.981000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.861000 Kernel 1: 0.025000 Kernel 2: 103.773003 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.004824 0.527778 fi:0.571640. Ave ac:0.010469,0.012169 Initialization: 5.965000 Memcpy Classifiers: 0.493000 Memcpy Instances: 8.395000 Kernel 1: 0.023000 Kernel 2: 101.514000 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.005330 0.538462 fi:0.560717. Ave ac:0.011670,0.013417 Initialization: 5.970000 Memcpy Classifiers: 0.501000 Memcpy Instances: 7.879000 Kernel 1: 0.024000 Kernel 2: 104.140999 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.005331 0.617647 fi:0.481531. Ave ac:0.012593,0.013515 Initialization: 5.982000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.950000 Kernel 1: 0.023000 Kernel 2: 100.825996 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004824 0.678571 fi:0.420846. Ave ac:0.011696,0.013692 Initialization: 5.999000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.964000 Kernel 1: 0.024000 Kernel 2: 97.669998 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.004822 0.612903 fi:0.486515. Ave ac:0.010369,0.012084 Initialization: 7.193000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.901000 Kernel 1: 0.022000 Kernel 2: 96.925003 Copyback: 0.371000 Sum: 0.029000 It 6,Best ac:0.003809 0.625000 fi:0.474894. Ave ac:0.009567,0.010237 Initialization: 5.933000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.978000 Kernel 1: 0.022000 Kernel 2: 96.517998 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004316 0.708333 fi:0.391324. Ave ac:0.009538,0.009099 Initialization: 5.968000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.942000 Kernel 1: 0.023000 Kernel 2: 96.789001 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.004063 0.842105 fi:0.257669. Ave ac:0.009563,0.010595 Initialization: 6.007000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.093000 Kernel 1: 0.024000 Kernel 2: 93.415001 Copyback: 0.019000 Sum: 0.038000 It 9,Best ac:0.004063 0.727273 fi:0.372502. Ave ac:0.009418,0.010834 Iteration 10:MDL fitness activated Error 0.372502 TL 0.027338 MDL Theory Length Weight: 4.5419276615 (2) Initialization: 6.003000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.872000 Kernel 1: 0.023000 Kernel 2: 95.635002 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.004570 0.782609 fi:0.471028. Ave ac:0.008764,0.009582 Initialization: 5.962000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.866000 Kernel 1: 0.023000 Kernel 2: 93.217003 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.005839 0.821429 fi:0.399994. Ave ac:0.009423,0.011107 Initialization: 5.944000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.878000 Kernel 1: 0.024000 Kernel 2: 89.314003 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.005585 0.758621 fi:0.468633. Ave ac:0.009946,0.013917 Initialization: 5.948000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.459000 Kernel 1: 0.022000 Kernel 2: 85.628998 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.004570 0.782609 fi:0.450235. Ave ac:0.008650,0.010744 Initialization: 5.925000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.076000 Kernel 1: 0.023000 Kernel 2: 83.023003 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.003554 0.875000 fi:0.294158. Ave ac:0.009090,0.011639 Initialization: 5.982000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.633000 Kernel 1: 0.023000 Kernel 2: 78.330002 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.005079 0.800000 fi:0.417143. Ave ac:0.010134,0.015424 Initialization: 5.954000 Memcpy Classifiers: 0.388000 Memcpy Instances: 7.887000 Kernel 1: 0.023000 Kernel 2: 78.385002 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.006093 0.750000 fi:0.468398. Ave ac:0.012137,0.015160 Initialization: 5.985000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.968000 Kernel 1: 0.023000 Kernel 2: 76.390999 Copyback: 0.018000 Sum: 0.033000 It 17,Best ac:0.011424 0.725806 fi:0.455087. Ave ac:0.014323,0.020807 Initialization: 6.914000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.963000 Kernel 1: 0.023000 Kernel 2: 71.069000 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.004822 0.760000 fi:0.446065. Ave ac:0.013054,0.016643 Initialization: 6.036000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.965000 Kernel 1: 0.022000 Kernel 2: 72.855003 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.004570 0.692308 fi:0.466104. Ave ac:0.011840,0.015819 Initialization: 5.925000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.911000 Kernel 1: 0.023000 Kernel 2: 70.140999 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.006091 0.750000 fi:0.435638. Ave ac:0.014708,0.018297 Initialization: 5.910000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.912000 Kernel 1: 0.023000 Kernel 2: 71.452003 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.003554 0.875000 fi:0.327179. Ave ac:0.013465,0.019363 Initialization: 5.882000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.907000 Kernel 1: 0.024000 Kernel 2: 70.570999 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.007870 0.645833 fi:0.504548. Ave ac:0.014789,0.022651 Initialization: 5.931000 Memcpy Classifiers: 0.262000 Memcpy Instances: 7.882000 Kernel 1: 0.024000 Kernel 2: 72.390999 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.004062 0.761905 fi:0.410499. Ave ac:0.015042,0.024456 MDL Theory Length Weight: 4.0877348954 (10) Initialization: 6.023000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.877000 Kernel 1: 0.024000 Kernel 2: 69.059998 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.005333 0.777778 fi:0.397612. Ave ac:0.013245,0.020671 Initialization: 5.955000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.951000 Kernel 1: 0.022000 Kernel 2: 70.898003 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.004062 0.800000 fi:0.355284. Ave ac:0.011679,0.015011 Initialization: 5.934000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.957000 Kernel 1: 0.023000 Kernel 2: 70.638000 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.003808 0.882353 fi:0.270333. Ave ac:0.014182,0.017741 Initialization: 5.915000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.965000 Kernel 1: 0.024000 Kernel 2: 68.941002 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.004316 0.772727 fi:0.427625. Ave ac:0.010372,0.013824 Initialization: 6.002000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.868000 Kernel 1: 0.023000 Kernel 2: 71.504997 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.004316 0.809524 fi:0.363779. Ave ac:0.009955,0.013625 Initialization: 5.950000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.947000 Kernel 1: 0.022000 Kernel 2: 72.110001 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.006093 0.685714 fi:0.494357. Ave ac:0.011142,0.018875 Initialization: 6.395000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.907000 Kernel 1: 0.024000 Kernel 2: 72.239998 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.003554 0.777778 fi:0.404024. Ave ac:0.010001,0.013291 Initialization: 5.946000 Memcpy Classifiers: 0.343000 Memcpy Instances: 7.974000 Kernel 1: 0.023000 Kernel 2: 71.874001 Copyback: 0.018000 Sum: 0.024000 It 31,Best ac:0.004570 0.782609 fi:0.383816. Ave ac:0.011195,0.016139 Initialization: 6.558000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.888000 Kernel 1: 0.023000 Kernel 2: 71.143997 Copyback: 0.016000 Sum: 0.025000 It 32,Best ac:0.005587 0.814815 fi:0.339383. Ave ac:0.011089,0.014387 Initialization: 5.876000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.914000 Kernel 1: 0.023000 Kernel 2: 71.570000 Copyback: 0.019000 Sum: 0.027000 It 33,Best ac:0.005331 0.750000 fi:0.407603. Ave ac:0.008002,0.012041 Initialization: 27.729000 Memcpy Instances: 390.453003 Memcpy Classifiers: 0.070000 Kernel 1: 0.024000 Kernel 2: 458.605011 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 451.295990 Copyback: 0.022000 Sum: 0.009000 Memcpy Classifiers: 0.071000 Kernel 1: 0.021000 Kernel 2: 442.712006 Copyback: 0.021000 Sum: 0.005000 Memcpy Classifiers: 0.069000 Kernel 1: 0.018000 Kernel 2: 451.911987 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.071000 Kernel 1: 0.020000 Kernel 2: 452.147003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 445.634003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 454.615997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 461.683990 Copyback: 0.367000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.266000 Kernel 2: 461.658997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 345.197998 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005209 0.609988 fi:0.547672. Ave ac:0.008722,0.027513 Best acc 0.005209 0.609988 Rule:Att PSSM_-3_4 is [<1.193941]|Att PSSM_-3_6 is [-5.814466,-0.185534]|Att PSSM_-2_12 is [<4.005059]|Att PSSM_-1_5 is [-1.818278,7.762468]|Att PSSM_0_4 is [<2.446457]|Att PSSM_0_12 is [-5.996009,-2.003991]|Att PSSM_1_18 is [<12.820227]|Att PSSM_3_12 is [<-1.650635]|Att PSSM_4_6 is [-6.763822,-0.031372]|1 Accuracy : 0.779213 0 1 153951 10129 41676 28882 Removed 1321 instances. 195627 Instances left. Acc of rule 0.004148-0.618471 Initialization: 6.001000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.822000 Kernel 1: 0.024000 Kernel 2: 98.157997 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005421 accuracy2:0.209063 Initialization: 6.018000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.867000 Kernel 1: 0.022000 Kernel 2: 105.735001 Copyback: 0.018000 Sum: 0.041000 It 0,Best ac:0.003067 0.750000 fi:0.471183. Ave ac:0.010525,0.014525 Initialization: 6.006000 Memcpy Classifiers: 0.482000 Memcpy Instances: 8.253000 Kernel 1: 0.023000 Kernel 2: 102.168999 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.008180 0.571429 fi:0.526356. Ave ac:0.013190,0.018198 Initialization: 5.890000 Memcpy Classifiers: 0.492000 Memcpy Instances: 8.919000 Kernel 1: 0.022000 Kernel 2: 101.148003 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.003834 0.576923 fi:0.522937. Ave ac:0.012554,0.016907 Initialization: 5.880000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.871000 Kernel 1: 0.023000 Kernel 2: 98.619003 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.003578 0.736842 fi:0.363142. Ave ac:0.011096,0.013663 Initialization: 5.913000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.828000 Kernel 1: 0.023000 Kernel 2: 95.512001 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.007413 0.604167 fi:0.493984. Ave ac:0.011797,0.013975 Initialization: 6.448000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.847000 Kernel 1: 0.023000 Kernel 2: 95.435997 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.004344 0.772727 fi:0.326891. Ave ac:0.011067,0.013660 Initialization: 6.110000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.808000 Kernel 1: 0.023000 Kernel 2: 92.417999 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.003578 0.608696 fi:0.491288. Ave ac:0.009336,0.011342 Initialization: 5.932000 Memcpy Classifiers: 0.424000 Memcpy Instances: 7.924000 Kernel 1: 0.023000 Kernel 2: 90.432999 Copyback: 0.018000 Sum: 0.034000 It 7,Best ac:0.004089 0.640000 fi:0.459740. Ave ac:0.010613,0.013458 Initialization: 6.384000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.890000 Kernel 1: 0.023000 Kernel 2: 90.847000 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004600 0.666667 fi:0.432829. Ave ac:0.010678,0.014861 Initialization: 5.953000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.330000 Kernel 1: 0.023000 Kernel 2: 88.316002 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.006902 0.675000 fi:0.423395. Ave ac:0.009441,0.014847 Iteration 10:MDL fitness activated Error 0.423395 TL 0.023835 MDL Theory Length Weight: 5.9210971092 (5) Initialization: 5.987000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.804000 Kernel 1: 0.024000 Kernel 2: 93.170998 Copyback: 0.018000 Sum: 0.036000 It 10,Best ac:0.003322 0.764706 fi:0.550277. Ave ac:0.011021,0.013475 Initialization: 5.853000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.826000 Kernel 1: 0.024000 Kernel 2: 88.834999 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.003579 0.583333 fi:0.625413. Ave ac:0.012459,0.019206 Initialization: 5.886000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.855000 Kernel 1: 0.024000 Kernel 2: 83.472000 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.002812 1.000000 fi:0.458487. Ave ac:0.013519,0.019794 Initialization: 6.100000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.854000 Kernel 1: 0.023000 Kernel 2: 81.386002 Copyback: 0.017000 Sum: 0.026000 It 13,Best ac:0.014826 0.716049 fi:0.513112. Ave ac:0.012845,0.020064 Initialization: 5.950000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.936000 Kernel 1: 0.022000 Kernel 2: 79.392998 Copyback: 0.017000 Sum: 0.023000 It 14,Best ac:0.004346 0.708333 fi:0.495100. Ave ac:0.016398,0.025525 Initialization: 5.952000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.617000 Kernel 1: 0.023000 Kernel 2: 79.878998 Copyback: 0.017000 Sum: 0.022000 It 15,Best ac:0.004856 0.678571 fi:0.531240. Ave ac:0.018241,0.029045 Initialization: 6.419000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.849000 Kernel 1: 0.023000 Kernel 2: 76.566002 Copyback: 0.017000 Sum: 0.022000 It 16,Best ac:0.004857 0.703704 fi:0.504627. Ave ac:0.019759,0.031672 Initialization: 5.937000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.833000 Kernel 1: 0.024000 Kernel 2: 73.403999 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.012270 0.648649 fi:0.553174. Ave ac:0.017135,0.031565 Initialization: 5.924000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.992000 Kernel 1: 0.023000 Kernel 2: 72.263000 Copyback: 0.017000 Sum: 0.020000 It 18,Best ac:0.003322 0.650000 fi:0.546599. Ave ac:0.025330,0.035942 Initialization: 5.878000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.294000 Kernel 1: 0.023000 Kernel 2: 70.862999 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.003833 0.882353 fi:0.302949. Ave ac:0.022957,0.036876 Initialization: 6.423000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.970000 Kernel 1: 0.023000 Kernel 2: 69.765999 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.003579 0.666667 fi:0.532933. Ave ac:0.017888,0.029112 Initialization: 5.939000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.560000 Kernel 1: 0.022000 Kernel 2: 70.672997 Copyback: 0.017000 Sum: 0.021000 It 21,Best ac:0.008947 0.660377 fi:0.510991. Ave ac:0.014171,0.030865 Initialization: 5.895000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.292000 Kernel 1: 0.022000 Kernel 2: 71.158997 Copyback: 0.017000 Sum: 0.020000 It 22,Best ac:0.004857 0.791667 fi:0.365809. Ave ac:0.022302,0.034177 Initialization: 5.968000 Memcpy Classifiers: 0.206000 Memcpy Instances: 8.115000 Kernel 1: 0.023000 Kernel 2: 71.917999 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.004089 0.592593 fi:0.572831. Ave ac:0.021582,0.041687 Initialization: 5.936000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.850000 Kernel 1: 0.022000 Kernel 2: 67.031998 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.005879 0.657143 fi:0.509138. Ave ac:0.020225,0.040016 Initialization: 5.918000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.862000 Kernel 1: 0.023000 Kernel 2: 67.287003 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.003833 0.681818 fi:0.527003. Ave ac:0.019057,0.037821 Initialization: 5.945000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.800000 Kernel 1: 0.023000 Kernel 2: 67.886002 Copyback: 0.018000 Sum: 0.021000 It 26,Best ac:0.004346 0.809524 fi:0.360519. Ave ac:0.022183,0.043035 Initialization: 5.908000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.807000 Kernel 1: 0.024000 Kernel 2: 65.889000 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003834 0.652174 fi:0.502730. Ave ac:0.017368,0.032890 Initialization: 5.907000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.808000 Kernel 1: 0.024000 Kernel 2: 64.805000 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.004857 0.655172 fi:0.493428. Ave ac:0.016831,0.036344 MDL Theory Length Weight: 5.3289873983 (10) Initialization: 5.876000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.839000 Kernel 1: 0.023000 Kernel 2: 64.532997 Copyback: 0.017000 Sum: 0.019000 It 29,Best ac:0.008947 0.614035 fi:0.549938. Ave ac:0.017535,0.041382 Initialization: 5.885000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.854000 Kernel 1: 0.023000 Kernel 2: 64.400002 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.005111 0.740741 fi:0.408284. Ave ac:0.023007,0.045329 Initialization: 6.383000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.825000 Kernel 1: 0.023000 Kernel 2: 64.575996 Copyback: 0.017000 Sum: 0.020000 It 31,Best ac:0.010989 0.651515 fi:0.511487. Ave ac:0.019469,0.043245 Initialization: 5.929000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.897000 Kernel 1: 0.023000 Kernel 2: 64.475998 Copyback: 0.019000 Sum: 0.023000 It 32,Best ac:0.004346 0.680000 fi:0.519154. Ave ac:0.024977,0.044133 Initialization: 5.926000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.809000 Kernel 1: 0.023000 Kernel 2: 66.109001 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.005878 0.621622 fi:0.545509. Ave ac:0.022419,0.048104 Initialization: 27.556999 Memcpy Instances: 386.118988 Memcpy Classifiers: 0.062000 Kernel 1: 0.025000 Kernel 2: 453.151001 Copyback: 0.368000 Sum: 0.015000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 439.398010 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 475.695007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 461.247009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 480.877014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 451.066010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 456.769989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 453.785004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 455.502991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 367.136993 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.008123 0.514739 fi:0.649629. Ave ac:0.027252,0.091433 Best acc 0.008123 0.514739 Initialization: 6.011000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.842000 Kernel 1: 0.025000 Kernel 2: 96.115997 Copyback: 0.018000 Sum: 0.053000 Initial population average accuracy1:0.005447 accuracy2:0.196545 Initialization: 5.896000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.309000 Kernel 1: 0.023000 Kernel 2: 102.195000 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.006389 0.416667 fi:0.681976. Ave ac:0.010974,0.016235 Initialization: 5.878000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.881000 Kernel 1: 0.022000 Kernel 2: 103.545998 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.004344 0.586207 fi:0.513411. Ave ac:0.012927,0.015282 Initialization: 5.933000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.837000 Kernel 1: 0.024000 Kernel 2: 100.751999 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.005368 0.538462 fi:0.560666. Ave ac:0.013595,0.015072 Initialization: 5.951000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.807000 Kernel 1: 0.023000 Kernel 2: 96.108002 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.007669 0.588235 fi:0.509793. Ave ac:0.014513,0.017065 Initialization: 5.825000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.270000 Kernel 1: 0.023000 Kernel 2: 91.343002 Copyback: 0.016000 Sum: 0.033000 It 4,Best ac:0.010992 0.632353 fi:0.464089. Ave ac:0.014041,0.018083 Initialization: 5.886000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.861000 Kernel 1: 0.022000 Kernel 2: 88.794998 Copyback: 0.018000 Sum: 0.036000 It 5,Best ac:0.007411 0.557692 fi:0.540463. Ave ac:0.009622,0.013275 Initialization: 5.868000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.856000 Kernel 1: 0.023000 Kernel 2: 90.207001 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.002556 0.909091 fi:0.441895. Ave ac:0.011066,0.011194 Initialization: 5.894000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.844000 Kernel 1: 0.023000 Kernel 2: 90.355003 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004600 0.782609 fi:0.316887. Ave ac:0.008840,0.008938 Initialization: 5.868000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.850000 Kernel 1: 0.023000 Kernel 2: 92.795998 Copyback: 0.016000 Sum: 0.031000 It 8,Best ac:0.003833 0.681818 fi:0.418044. Ave ac:0.007731,0.007119 Initialization: 5.966000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.893000 Kernel 1: 0.023000 Kernel 2: 95.681000 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.004089 0.941176 fi:0.158563. Ave ac:0.008987,0.008077 Iteration 10:MDL fitness activated Error 0.158563 TL 0.034952 MDL Theory Length Weight: 1.5122097152 (1) Initialization: 5.951000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.841000 Kernel 1: 0.024000 Kernel 2: 95.672997 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.003579 0.700000 fi:0.448055. Ave ac:0.007036,0.006623 Initialization: 5.964000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.836000 Kernel 1: 0.023000 Kernel 2: 95.488998 Copyback: 0.372000 Sum: 0.031000 It 11,Best ac:0.003578 0.777778 fi:0.375061. Ave ac:0.008999,0.007295 Initialization: 5.892000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.817000 Kernel 1: 0.024000 Kernel 2: 94.492996 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.006646 0.787879 fi:0.361996. Ave ac:0.006757,0.006008 Initialization: 5.901000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.846000 Kernel 1: 0.022000 Kernel 2: 94.497002 Copyback: 0.017000 Sum: 0.028000 It 13,Best ac:0.003578 0.736842 fi:0.413762. Ave ac:0.006679,0.005862 Initialization: 5.849000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.835000 Kernel 1: 0.024000 Kernel 2: 95.320999 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.003322 0.812500 fi:0.410461. Ave ac:0.005776,0.004923 Initialization: 5.987000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.931000 Kernel 1: 0.023000 Kernel 2: 92.242996 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.004857 0.760000 fi:0.373468. Ave ac:0.006752,0.006024 Initialization: 5.879000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.810000 Kernel 1: 0.024000 Kernel 2: 92.836998 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.004344 0.850000 fi:0.295305. Ave ac:0.006444,0.004458 Initialization: 5.867000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.911000 Kernel 1: 0.022000 Kernel 2: 91.525002 Copyback: 0.016000 Sum: 0.033000 It 17,Best ac:0.004601 0.750000 fi:0.388195. Ave ac:0.005095,0.003720 Initialization: 5.903000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.804000 Kernel 1: 0.024000 Kernel 2: 90.240997 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.003834 0.789474 fi:0.359406. Ave ac:0.006278,0.005252 Initialization: 5.920000 Memcpy Classifiers: 1.327000 Memcpy Instances: 7.886000 Kernel 1: 0.022000 Kernel 2: 91.058998 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.004857 0.826087 fi:0.316789. Ave ac:0.007182,0.004757 Initialization: 5.988000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.948000 Kernel 1: 0.023000 Kernel 2: 92.927002 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.003833 0.882353 fi:0.262621. Ave ac:0.004610,0.003543 Initialization: 6.381000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.822000 Kernel 1: 0.031000 Kernel 2: 90.867996 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.003834 0.882353 fi:0.270019. Ave ac:0.005569,0.003728 Initialization: 5.875000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.851000 Kernel 1: 0.022000 Kernel 2: 86.592003 Copyback: 0.017000 Sum: 0.039000 It 22,Best ac:0.003067 0.923077 fi:0.341808. Ave ac:0.003323,0.002517 Initialization: 5.878000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.865000 Kernel 1: 0.023000 Kernel 2: 86.649002 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.004344 0.739130 fi:0.410385. Ave ac:0.004523,0.003009 Initialization: 5.947000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.856000 Kernel 1: 0.022000 Kernel 2: 85.792000 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.003834 0.714286 fi:0.429985. Ave ac:0.003641,0.003481 Initialization: 5.970000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.840000 Kernel 1: 0.023000 Kernel 2: 84.767998 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.004346 0.739130 fi:0.395763. Ave ac:0.006262,0.005716 Initialization: 6.485000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.821000 Kernel 1: 0.022000 Kernel 2: 81.561996 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.004857 0.730769 fi:0.412298. Ave ac:0.005411,0.004656 Initialization: 5.990000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.901000 Kernel 1: 0.022000 Kernel 2: 86.389000 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.004089 0.695652 fi:0.432360. Ave ac:0.004049,0.003355 Initialization: 5.972000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.812000 Kernel 1: 0.023000 Kernel 2: 82.722000 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.004090 0.842105 fi:0.301890. Ave ac:0.006124,0.006176 Initialization: 6.024000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.874000 Kernel 1: 0.023000 Kernel 2: 79.560997 Copyback: 0.016000 Sum: 0.033000 It 29,Best ac:0.004601 0.720000 fi:0.418849. Ave ac:0.004424,0.003890 MDL Theory Length Weight: 1.3609887437 (10) Initialization: 5.924000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.808000 Kernel 1: 0.023000 Kernel 2: 79.963997 Copyback: 0.017000 Sum: 0.051000 It 30,Best ac:0.004344 0.809524 fi:0.331213. Ave ac:0.006532,0.007097 Initialization: 6.116000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.840000 Kernel 1: 0.024000 Kernel 2: 84.142998 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.003833 0.789474 fi:0.355947. Ave ac:0.005959,0.007650 Initialization: 6.224000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.826000 Kernel 1: 0.023000 Kernel 2: 81.073997 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.004600 0.782609 fi:0.345770. Ave ac:0.005198,0.004490 Initialization: 5.962000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.826000 Kernel 1: 0.023000 Kernel 2: 82.266998 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.006135 0.705882 fi:0.420044. Ave ac:0.005046,0.004497 Initialization: 27.879999 Memcpy Instances: 385.441986 Memcpy Classifiers: 0.074000 Kernel 1: 0.023000 Kernel 2: 517.624023 Copyback: 0.016000 Sum: 0.026000 Memcpy Classifiers: 0.071000 Kernel 1: 0.016000 Kernel 2: 501.816986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 489.075989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 508.692993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 508.196991 Copyback: 0.021000 Sum: 0.007000 Memcpy Classifiers: 0.073000 Kernel 1: 0.021000 Kernel 2: 494.368011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 495.170013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 503.569000 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 493.843994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 387.424988 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003507 0.675862 fi:0.464927. Ave ac:0.006135,0.018074 Best acc 0.003507 0.675862 Rule:Att PSSM_0_1 is [>3.858148]|Att PSSM_0_3 is [-4.291383,-2.303801]|Att PSSM_0_6 is [<-1.436156]|Att PSSM_0_19 is [-5.558291,2.025106]|Att PSSM_2_13 is [<4.376948]|Att PSSM_3_4 is [-7.881696,1.881696]|Att PSSM_4_7 is [<-1.017448]|1 Accuracy : 0.780735 0 1 153622 10458 40990 29568 Removed 1015 instances. 194612 Instances left. Acc of rule 0.003507-0.675862 Initialization: 5.896000 Memcpy Classifiers: 0.560000 Memcpy Instances: 7.775000 Kernel 1: 0.025000 Kernel 2: 95.069000 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.005455 accuracy2:0.198160 Initialization: 5.858000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.184000 Kernel 1: 0.023000 Kernel 2: 97.527000 Copyback: 0.017000 Sum: 0.049000 It 0,Best ac:0.003597 0.482759 fi:0.617196. Ave ac:0.009849,0.014078 Initialization: 5.894000 Memcpy Classifiers: 0.650000 Memcpy Instances: 7.776000 Kernel 1: 0.023000 Kernel 2: 100.760002 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.005137 0.555556 fi:0.543655. Ave ac:0.011162,0.013596 Initialization: 5.871000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.807000 Kernel 1: 0.023000 Kernel 2: 100.795998 Copyback: 0.016000 Sum: 0.030000 It 2,Best ac:0.009250 0.553846 fi:0.543380. Ave ac:0.011064,0.012230 Initialization: 5.926000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.764000 Kernel 1: 0.023000 Kernel 2: 100.833000 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.003853 0.625000 fi:0.474831. Ave ac:0.009810,0.010578 Initialization: 5.889000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.792000 Kernel 1: 0.023000 Kernel 2: 98.916000 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.003339 0.764706 fi:0.377170. Ave ac:0.009960,0.011065 Initialization: 5.858000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.779000 Kernel 1: 0.023000 Kernel 2: 96.760002 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.004367 0.708333 fi:0.391249. Ave ac:0.009203,0.010362 Initialization: 5.908000 Memcpy Classifiers: 0.439000 Memcpy Instances: 7.774000 Kernel 1: 0.023000 Kernel 2: 93.127998 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.005396 0.600000 fi:0.499087. Ave ac:0.008582,0.009858 Initialization: 5.944000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.787000 Kernel 1: 0.022000 Kernel 2: 89.698997 Copyback: 0.018000 Sum: 0.030000 It 7,Best ac:0.004881 0.655172 fi:0.444162. Ave ac:0.007278,0.006696 Initialization: 6.019000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.248000 Kernel 1: 0.023000 Kernel 2: 91.536003 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.003853 0.714286 fi:0.385545. Ave ac:0.006271,0.006176 Initialization: 6.065000 Memcpy Classifiers: 0.439000 Memcpy Instances: 8.177000 Kernel 1: 0.022000 Kernel 2: 91.447998 Copyback: 0.018000 Sum: 0.036000 It 9,Best ac:0.005397 0.656250 fi:0.442833. Ave ac:0.006343,0.005504 Iteration 10:MDL fitness activated Error 0.442833 TL 0.044277 MDL Theory Length Weight: 3.3338316148 (6) Initialization: 5.898000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.776000 Kernel 1: 0.023000 Kernel 2: 93.490997 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.003341 0.928571 fi:0.322291. Ave ac:0.007966,0.006612 Initialization: 5.907000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.823000 Kernel 1: 0.023000 Kernel 2: 91.074997 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.005139 0.689655 fi:0.505715. Ave ac:0.007992,0.009214 Initialization: 5.873000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.891000 Kernel 1: 0.023000 Kernel 2: 87.237999 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.003084 0.923077 fi:0.363562. Ave ac:0.009018,0.007852 Initialization: 6.402000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.134000 Kernel 1: 0.022000 Kernel 2: 87.797997 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.004110 0.727273 fi:0.449629. Ave ac:0.008669,0.010178 Initialization: 6.125000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.795000 Kernel 1: 0.024000 Kernel 2: 86.288002 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.005137 0.740741 fi:0.424732. Ave ac:0.009260,0.008499 Initialization: 5.815000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.869000 Kernel 1: 0.023000 Kernel 2: 84.487000 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.005139 0.769231 fi:0.432661. Ave ac:0.009188,0.011468 Initialization: 5.873000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.780000 Kernel 1: 0.025000 Kernel 2: 83.994003 Copyback: 0.018000 Sum: 0.031000 It 16,Best ac:0.003340 0.722222 fi:0.479945. Ave ac:0.009002,0.010012 Initialization: 5.873000 Memcpy Classifiers: 0.384000 Memcpy Instances: 7.795000 Kernel 1: 0.023000 Kernel 2: 80.829002 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.003854 0.750000 fi:0.422876. Ave ac:0.010958,0.013130 Initialization: 5.890000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.825000 Kernel 1: 0.022000 Kernel 2: 84.165001 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.006425 0.694444 fi:0.468023. Ave ac:0.010262,0.013729 Initialization: 5.904000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.259000 Kernel 1: 0.023000 Kernel 2: 81.913002 Copyback: 0.017000 Sum: 0.026000 It 19,Best ac:0.004368 0.739130 fi:0.430881. Ave ac:0.010535,0.014463 MDL Theory Length Weight: 3.0004484534 (16) Initialization: 5.881000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.895000 Kernel 1: 0.024000 Kernel 2: 82.249001 Copyback: 0.020000 Sum: 0.030000 It 20,Best ac:0.004624 0.692308 fi:0.484325. Ave ac:0.011100,0.016336 Initialization: 6.179000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.795000 Kernel 1: 0.022000 Kernel 2: 80.301003 Copyback: 0.016000 Sum: 0.027000 It 21,Best ac:0.005396 0.777778 fi:0.400661. Ave ac:0.012106,0.020884 Initialization: 5.915000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.816000 Kernel 1: 0.023000 Kernel 2: 81.130997 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.003083 0.800000 fi:0.460179. Ave ac:0.009570,0.011429 Initialization: 5.930000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.763000 Kernel 1: 0.023000 Kernel 2: 78.686996 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.003854 0.833333 fi:0.334147. Ave ac:0.010705,0.013505 Initialization: 5.886000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.792000 Kernel 1: 0.024000 Kernel 2: 77.690002 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.004111 0.727273 fi:0.429126. Ave ac:0.012040,0.017724 Initialization: 5.844000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.810000 Kernel 1: 0.024000 Kernel 2: 78.086998 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.004369 0.653846 fi:0.508389. Ave ac:0.012018,0.017040 Initialization: 5.864000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.840000 Kernel 1: 0.023000 Kernel 2: 78.707001 Copyback: 0.017000 Sum: 0.026000 It 26,Best ac:0.003083 0.857143 fi:0.446729. Ave ac:0.011740,0.015080 Initialization: 5.908000 Memcpy Classifiers: 0.343000 Memcpy Instances: 7.792000 Kernel 1: 0.024000 Kernel 2: 84.443001 Copyback: 0.023000 Sum: 0.029000 It 27,Best ac:0.003854 0.714286 fi:0.448200. Ave ac:0.011329,0.012433 Initialization: 5.826000 Memcpy Classifiers: 0.328000 Memcpy Instances: 7.859000 Kernel 1: 0.022000 Kernel 2: 78.430000 Copyback: 0.016000 Sum: 0.026000 It 28,Best ac:0.003853 0.750000 fi:0.423958. Ave ac:0.011331,0.014293 Initialization: 6.120000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.431000 Kernel 1: 0.023000 Kernel 2: 78.289001 Copyback: 0.017000 Sum: 0.037000 It 29,Best ac:0.004367 0.809524 fi:0.348636. Ave ac:0.011269,0.012850 Initialization: 5.981000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.922000 Kernel 1: 0.023000 Kernel 2: 79.537003 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.004369 0.809524 fi:0.344632. Ave ac:0.010473,0.013520 Initialization: 6.083000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.886000 Kernel 1: 0.022000 Kernel 2: 79.315002 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.004625 0.818182 fi:0.355087. Ave ac:0.013656,0.016432 Initialization: 5.870000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.775000 Kernel 1: 0.024000 Kernel 2: 78.684998 Copyback: 0.018000 Sum: 0.027000 It 32,Best ac:0.004368 0.850000 fi:0.314878. Ave ac:0.011704,0.012097 Initialization: 5.863000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.769000 Kernel 1: 0.024000 Kernel 2: 78.905998 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.004624 0.692308 fi:0.474727. Ave ac:0.009202,0.011049 Initialization: 29.171000 Memcpy Instances: 385.846008 Memcpy Classifiers: 0.073000 Kernel 1: 0.022000 Kernel 2: 527.143982 Copyback: 0.014000 Sum: 0.015000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 524.677002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 530.174988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 534.416016 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 495.274994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 513.697021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 518.487000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.012000 Kernel 2: 522.815979 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 544.947021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 232.649994 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.045717 0.541345 fi:0.602375. Ave ac:0.009914,0.029900 Best acc 0.045717 0.541345 Initialization: 5.882000 Memcpy Classifiers: 0.556000 Memcpy Instances: 8.254000 Kernel 1: 0.023000 Kernel 2: 95.973000 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.005090 accuracy2:0.215046 Initialization: 5.916000 Memcpy Classifiers: 0.565000 Memcpy Instances: 7.800000 Kernel 1: 0.023000 Kernel 2: 99.807999 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.004882 0.431818 fi:0.667516. Ave ac:0.009663,0.012938 Initialization: 5.878000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.859000 Kernel 1: 0.023000 Kernel 2: 101.139000 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.003854 0.441176 fi:0.658654. Ave ac:0.012334,0.014761 Initialization: 5.861000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.827000 Kernel 1: 0.022000 Kernel 2: 102.202003 Copyback: 0.371000 Sum: 0.031000 It 2,Best ac:0.010791 0.488372 fi:0.608110. Ave ac:0.011194,0.013919 Initialization: 5.848000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.872000 Kernel 1: 0.023000 Kernel 2: 101.792000 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.002569 0.833333 fi:0.506571. Ave ac:0.012297,0.013861 Initialization: 5.989000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.140000 Kernel 1: 0.022000 Kernel 2: 100.647003 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004625 0.580645 fi:0.518813. Ave ac:0.010876,0.011753 Initialization: 5.879000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.798000 Kernel 1: 0.023000 Kernel 2: 98.194000 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.003597 0.608696 fi:0.491259. Ave ac:0.010901,0.011142 Initialization: 5.855000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.858000 Kernel 1: 0.023000 Kernel 2: 96.863998 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.003596 0.736842 fi:0.363113. Ave ac:0.010989,0.012886 Initialization: 5.868000 Memcpy Classifiers: 0.475000 Memcpy Instances: 7.815000 Kernel 1: 0.024000 Kernel 2: 93.992996 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004369 0.629630 fi:0.469950. Ave ac:0.010319,0.011571 Initialization: 5.910000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.766000 Kernel 1: 0.024000 Kernel 2: 91.370003 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.003853 0.789474 fi:0.310357. Ave ac:0.009473,0.012469 Initialization: 5.885000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.827000 Kernel 1: 0.023000 Kernel 2: 87.342003 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.005394 0.750000 fi:0.349087. Ave ac:0.007957,0.008494 Iteration 10:MDL fitness activated Error 0.349087 TL 0.021758 MDL Theory Length Weight: 5.3479905532 (2) Initialization: 5.928000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.764000 Kernel 1: 0.024000 Kernel 2: 85.856003 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.003853 0.600000 fi:0.601082. Ave ac:0.008506,0.008791 Initialization: 5.820000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.232000 Kernel 1: 0.024000 Kernel 2: 86.013000 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.005397 0.724138 fi:0.500187. Ave ac:0.010620,0.011485 Initialization: 5.796000 Memcpy Classifiers: 0.281000 Memcpy Instances: 7.802000 Kernel 1: 0.023000 Kernel 2: 83.983002 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.004882 0.655172 fi:0.539874. Ave ac:0.011201,0.014541 Initialization: 6.007000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.825000 Kernel 1: 0.024000 Kernel 2: 77.968002 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.003597 0.777778 fi:0.382620. Ave ac:0.011051,0.015575 Initialization: 5.906000 Memcpy Classifiers: 0.307000 Memcpy Instances: 7.825000 Kernel 1: 0.023000 Kernel 2: 74.336998 Copyback: 0.017000 Sum: 0.022000 It 14,Best ac:0.008222 0.744186 fi:0.443889. Ave ac:0.009838,0.010313 Initialization: 5.956000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.780000 Kernel 1: 0.023000 Kernel 2: 72.727997 Copyback: 0.017000 Sum: 0.021000 It 15,Best ac:0.002827 0.916667 fi:0.445868. Ave ac:0.010546,0.019745 Initialization: 5.918000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.760000 Kernel 1: 0.023000 Kernel 2: 71.454002 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.003597 0.666667 fi:0.535871. Ave ac:0.012650,0.022520 Initialization: 5.971000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.775000 Kernel 1: 0.023000 Kernel 2: 71.163002 Copyback: 0.017000 Sum: 0.021000 It 17,Best ac:0.005137 0.800000 fi:0.408399. Ave ac:0.012145,0.019441 Initialization: 5.861000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.760000 Kernel 1: 0.028000 Kernel 2: 70.074997 Copyback: 0.017000 Sum: 0.021000 It 18,Best ac:0.003853 0.681818 fi:0.485061. Ave ac:0.009043,0.017320 Initialization: 5.983000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.806000 Kernel 1: 0.023000 Kernel 2: 68.870003 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.003596 0.736842 fi:0.476634. Ave ac:0.011665,0.020170 Initialization: 5.998000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.767000 Kernel 1: 0.024000 Kernel 2: 68.430000 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.005394 0.750000 fi:0.409166. Ave ac:0.012195,0.023696 Initialization: 5.988000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.760000 Kernel 1: 0.023000 Kernel 2: 69.299004 Copyback: 0.018000 Sum: 0.024000 It 21,Best ac:0.004625 0.750000 fi:0.465821. Ave ac:0.008615,0.016009 Initialization: 5.947000 Memcpy Classifiers: 0.204000 Memcpy Instances: 8.628000 Kernel 1: 0.021000 Kernel 2: 70.915001 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.003596 0.736842 fi:0.433652. Ave ac:0.015564,0.032523 MDL Theory Length Weight: 4.8131914979 (10) Initialization: 5.924000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.830000 Kernel 1: 0.023000 Kernel 2: 67.739998 Copyback: 0.018000 Sum: 0.024000 It 23,Best ac:0.004369 0.772727 fi:0.402056. Ave ac:0.014121,0.028368 Initialization: 5.962000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.318000 Kernel 1: 0.022000 Kernel 2: 66.533997 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.004368 0.708333 fi:0.439410. Ave ac:0.017382,0.034279 Initialization: 5.858000 Memcpy Classifiers: 0.238000 Memcpy Instances: 7.854000 Kernel 1: 0.024000 Kernel 2: 66.341003 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.008736 0.723404 fi:0.493256. Ave ac:0.010568,0.026109 Initialization: 5.864000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.054000 Kernel 1: 0.023000 Kernel 2: 67.049004 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.004624 0.666667 fi:0.480366. Ave ac:0.012249,0.028284 Initialization: 5.814000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.878000 Kernel 1: 0.024000 Kernel 2: 66.862999 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.003340 0.590909 fi:0.623522. Ave ac:0.013157,0.035888 Initialization: 5.900000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.893000 Kernel 1: 0.024000 Kernel 2: 66.568001 Copyback: 0.018000 Sum: 0.022000 It 28,Best ac:0.004881 0.678571 fi:0.493318. Ave ac:0.026614,0.049884 Initialization: 5.952000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.969000 Kernel 1: 0.023000 Kernel 2: 66.542000 Copyback: 0.019000 Sum: 0.024000 It 29,Best ac:0.005910 0.657143 fi:0.501300. Ave ac:0.014821,0.030799 Initialization: 5.873000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.807000 Kernel 1: 0.023000 Kernel 2: 69.121002 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.004624 0.692308 fi:0.493539. Ave ac:0.014154,0.030111 Initialization: 5.909000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.780000 Kernel 1: 0.022000 Kernel 2: 66.209999 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.003597 0.700000 fi:0.516445. Ave ac:0.011113,0.021304 Initialization: 5.900000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.859000 Kernel 1: 0.023000 Kernel 2: 68.432999 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.003083 0.857143 fi:0.416549. Ave ac:0.016547,0.033874 MDL Theory Length Weight: 4.3318723481 (20) Initialization: 5.990000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.814000 Kernel 1: 0.023000 Kernel 2: 65.711998 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.007708 0.652174 fi:0.532124. Ave ac:0.013312,0.028382 Initialization: 28.216000 Memcpy Instances: 383.929993 Memcpy Classifiers: 0.055000 Kernel 1: 0.024000 Kernel 2: 425.217987 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 441.795990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 443.964996 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 443.386993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 454.417999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 436.541992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 455.894989 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 439.433990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 445.235992 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 207.414993 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003427 0.545827 fi:0.616736. Ave ac:0.019299,0.070250 Best acc 0.003427 0.545827 Rule:Att PSSM_-2_8 is [<6.950558]|Att PSSM_0_7 is [<-3.368320]|Att PSSM_0_11 is [-1.970486,4.447788]|Att PSSM_1_4 is [<-1.762868]|Att PSSM_4_12 is [-5.333461,-0.666539]|1 Accuracy : 0.781766 0 1 152102 11978 39228 31330 Removed 3282 instances. 191330 Instances left. Acc of rule 0.045717-0.541345 Initialization: 5.858000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.628000 Kernel 1: 0.025000 Kernel 2: 92.338997 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005620 accuracy2:0.200060 Initialization: 5.781000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.627000 Kernel 1: 0.023000 Kernel 2: 100.321999 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.006533 0.471698 fi:0.626754. Ave ac:0.010082,0.012762 Initialization: 6.920000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.076000 Kernel 1: 0.022000 Kernel 2: 102.489998 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.004442 0.500000 fi:0.599489. Ave ac:0.012126,0.014652 Initialization: 5.853000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.667000 Kernel 1: 0.023000 Kernel 2: 99.478996 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.003136 0.571429 fi:0.600085. Ave ac:0.011406,0.013812 Initialization: 7.534000 Memcpy Classifiers: 0.472000 Memcpy Instances: 7.666000 Kernel 1: 0.022000 Kernel 2: 102.357002 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.003658 0.636364 fi:0.463514. Ave ac:0.011544,0.012383 Initialization: 5.904000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.632000 Kernel 1: 0.024000 Kernel 2: 100.348000 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.004703 0.692308 fi:0.407051. Ave ac:0.010314,0.010702 Initialization: 5.795000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.113000 Kernel 1: 0.022000 Kernel 2: 98.896004 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.004966 0.575758 fi:0.523469. Ave ac:0.008707,0.008147 Initialization: 5.842000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.627000 Kernel 1: 0.023000 Kernel 2: 97.417999 Copyback: 0.017000 Sum: 0.057000 It 6,Best ac:0.007318 0.538462 fi:0.559597. Ave ac:0.008677,0.010694 Initialization: 5.838000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.658000 Kernel 1: 0.022000 Kernel 2: 96.747002 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.003397 0.722222 fi:0.381394. Ave ac:0.008091,0.007100 Initialization: 5.758000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.661000 Kernel 1: 0.023000 Kernel 2: 94.392998 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.004182 0.666667 fi:0.432949. Ave ac:0.007516,0.006676 Initialization: 5.843000 Memcpy Classifiers: 0.483000 Memcpy Instances: 7.630000 Kernel 1: 0.023000 Kernel 2: 96.044998 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.006794 0.619048 fi:0.479275. Ave ac:0.007156,0.007741 Iteration 10:MDL fitness activated Error 0.479275 TL 0.032296 MDL Theory Length Weight: 4.9466380147 (3) Initialization: 5.972000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.661000 Kernel 1: 0.022000 Kernel 2: 94.144997 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.004181 0.666667 fi:0.617475. Ave ac:0.008605,0.011891 Initialization: 5.865000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.714000 Kernel 1: 0.022000 Kernel 2: 89.233002 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.003921 0.625000 fi:0.574801. Ave ac:0.009430,0.010818 Initialization: 5.894000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.637000 Kernel 1: 0.022000 Kernel 2: 89.311996 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.003397 0.812500 fi:0.407576. Ave ac:0.011012,0.017672 Initialization: 5.848000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.619000 Kernel 1: 0.023000 Kernel 2: 83.250000 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.003136 0.705882 fi:0.543602. Ave ac:0.010025,0.013248 Initialization: 5.833000 Memcpy Classifiers: 0.767000 Memcpy Instances: 7.912000 Kernel 1: 0.022000 Kernel 2: 84.209000 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.004965 0.826087 fi:0.362142. Ave ac:0.013677,0.018230 Initialization: 5.799000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.651000 Kernel 1: 0.024000 Kernel 2: 83.403999 Copyback: 0.017000 Sum: 0.027000 It 15,Best ac:0.008100 0.574074 fi:0.607799. Ave ac:0.012701,0.017685 Initialization: 5.853000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.633000 Kernel 1: 0.024000 Kernel 2: 82.528999 Copyback: 0.017000 Sum: 0.025000 It 16,Best ac:0.002612 0.833333 fi:0.568119. Ave ac:0.018676,0.025668 Initialization: 5.844000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.634000 Kernel 1: 0.024000 Kernel 2: 81.334000 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.005487 0.807692 fi:0.363844. Ave ac:0.023964,0.025209 Initialization: 5.815000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.632000 Kernel 1: 0.023000 Kernel 2: 78.930000 Copyback: 0.017000 Sum: 0.022000 It 18,Best ac:0.004182 0.761905 fi:0.425432. Ave ac:0.017634,0.019791 Initialization: 5.917000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.625000 Kernel 1: 0.023000 Kernel 2: 75.800003 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.003920 0.681818 fi:0.528692. Ave ac:0.017683,0.020578 Initialization: 5.846000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.676000 Kernel 1: 0.023000 Kernel 2: 76.584000 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.004181 0.695652 fi:0.484254. Ave ac:0.018820,0.021156 Initialization: 5.809000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.666000 Kernel 1: 0.022000 Kernel 2: 75.583000 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.003658 0.666667 fi:0.517509. Ave ac:0.015344,0.020224 Initialization: 5.862000 Memcpy Classifiers: 0.248000 Memcpy Instances: 7.737000 Kernel 1: 0.023000 Kernel 2: 72.592003 Copyback: 0.018000 Sum: 0.023000 It 22,Best ac:0.003921 0.833333 fi:0.330048. Ave ac:0.020611,0.025950 Initialization: 5.855000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.651000 Kernel 1: 0.023000 Kernel 2: 71.848000 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.003658 0.823529 fi:0.364902. Ave ac:0.013933,0.018440 Initialization: 5.835000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.064000 Kernel 1: 0.023000 Kernel 2: 73.635002 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.003659 0.777778 fi:0.388920. Ave ac:0.019710,0.021976 Initialization: 5.837000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.099000 Kernel 1: 0.024000 Kernel 2: 72.044998 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.003396 0.866667 fi:0.337005. Ave ac:0.019168,0.020798 Initialization: 6.324000 Memcpy Classifiers: 0.266000 Memcpy Instances: 7.780000 Kernel 1: 0.022000 Kernel 2: 72.084000 Copyback: 0.016000 Sum: 0.022000 It 26,Best ac:0.004705 0.692308 fi:0.485205. Ave ac:0.015348,0.017172 Initialization: 5.826000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.630000 Kernel 1: 0.023000 Kernel 2: 75.056999 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.004182 0.727273 fi:0.426054. Ave ac:0.015135,0.016198 Initialization: 5.798000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.914000 Kernel 1: 0.022000 Kernel 2: 75.587997 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.005487 0.750000 fi:0.411550. Ave ac:0.015515,0.016773 Initialization: 5.810000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.420000 Kernel 1: 0.023000 Kernel 2: 75.456001 Copyback: 0.016000 Sum: 0.025000 It 29,Best ac:0.004703 0.818182 fi:0.377570. Ave ac:0.012539,0.014572 Initialization: 5.803000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.617000 Kernel 1: 0.024000 Kernel 2: 77.176003 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.004442 0.708333 fi:0.470884. Ave ac:0.009960,0.010919 Initialization: 5.807000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.621000 Kernel 1: 0.023000 Kernel 2: 77.783997 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.003136 0.857143 fi:0.423531. Ave ac:0.010416,0.011841 MDL Theory Length Weight: 4.4519742132 (10) Initialization: 5.862000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.652000 Kernel 1: 0.023000 Kernel 2: 75.247002 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.003658 0.700000 fi:0.477822. Ave ac:0.009350,0.011167 Initialization: 5.924000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.683000 Kernel 1: 0.023000 Kernel 2: 72.898003 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.003659 0.700000 fi:0.472703. Ave ac:0.013687,0.017798 Initialization: 28.993000 Memcpy Instances: 410.713989 Memcpy Classifiers: 0.066000 Kernel 1: 0.025000 Kernel 2: 509.208008 Copyback: 0.019000 Sum: 0.014000 Memcpy Classifiers: 0.059000 Kernel 1: 0.018000 Kernel 2: 512.158020 Copyback: 0.023000 Sum: 0.009000 Memcpy Classifiers: 0.066000 Kernel 1: 0.023000 Kernel 2: 515.908020 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 524.309021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 510.470001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 493.614014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 517.138977 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.016000 Kernel 2: 508.783997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 508.092010 Copyback: 0.017000 Sum: 0.005000 Memcpy Classifiers: 0.042000 Kernel 1: 0.017000 Kernel 2: 133.214005 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003653 0.621886 fi:0.555937. Ave ac:0.010344,0.032534 Best acc 0.003653 0.621886 Initialization: 5.828000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.022000 Kernel 1: 0.025000 Kernel 2: 96.117996 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.005410 accuracy2:0.197384 Initialization: 5.796000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.094000 Kernel 1: 0.023000 Kernel 2: 100.961998 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.003658 0.518519 fi:0.581359. Ave ac:0.010036,0.011850 Initialization: 5.858000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.650000 Kernel 1: 0.023000 Kernel 2: 99.166000 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.003136 0.750000 fi:0.421513. Ave ac:0.011846,0.014537 Initialization: 5.758000 Memcpy Classifiers: 0.909000 Memcpy Instances: 7.915000 Kernel 1: 0.022000 Kernel 2: 98.834999 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.009148 0.530303 fi:0.566848. Ave ac:0.012404,0.012996 Initialization: 6.028000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.620000 Kernel 1: 0.023000 Kernel 2: 99.408997 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.007839 0.555556 fi:0.542249. Ave ac:0.012010,0.012615 Initialization: 5.788000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.661000 Kernel 1: 0.024000 Kernel 2: 95.760002 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.008100 0.574074 fi:0.523596. Ave ac:0.011652,0.012112 Initialization: 5.823000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.643000 Kernel 1: 0.024000 Kernel 2: 95.647003 Copyback: 0.017000 Sum: 0.037000 It 5,Best ac:0.004705 0.642857 fi:0.456499. Ave ac:0.011748,0.011540 Initialization: 6.227000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.640000 Kernel 1: 0.023000 Kernel 2: 94.208000 Copyback: 0.371000 Sum: 0.035000 It 6,Best ac:0.003397 0.764706 fi:0.338910. Ave ac:0.010848,0.012111 Initialization: 5.900000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.909000 Kernel 1: 0.023000 Kernel 2: 95.250000 Copyback: 0.018000 Sum: 0.034000 It 7,Best ac:0.003658 0.823529 fi:0.276348. Ave ac:0.009442,0.010473 Initialization: 5.864000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.731000 Kernel 1: 0.023000 Kernel 2: 94.415001 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.004442 0.708333 fi:0.391155. Ave ac:0.009108,0.009625 Initialization: 5.848000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.645000 Kernel 1: 0.023000 Kernel 2: 92.932999 Copyback: 0.018000 Sum: 0.034000 It 9,Best ac:0.006010 0.718750 fi:0.379961. Ave ac:0.006461,0.007014 Iteration 10:MDL fitness activated Error 0.379961 TL 0.038974 MDL Theory Length Weight: 3.2496870153 (3) Initialization: 5.842000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.334000 Kernel 1: 0.022000 Kernel 2: 91.370003 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.005487 0.656250 fi:0.561227. Ave ac:0.005846,0.005692 Initialization: 5.777000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.805000 Kernel 1: 0.023000 Kernel 2: 91.343002 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.006010 0.638889 fi:0.542568. Ave ac:0.008130,0.007901 Initialization: 5.792000 Memcpy Classifiers: 0.386000 Memcpy Instances: 7.670000 Kernel 1: 0.023000 Kernel 2: 89.981003 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.004442 0.739130 fi:0.458881. Ave ac:0.010003,0.008729 Initialization: 5.842000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.703000 Kernel 1: 0.023000 Kernel 2: 89.005997 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.005750 0.758621 fi:0.426047. Ave ac:0.006880,0.005260 Initialization: 5.856000 Memcpy Classifiers: 0.384000 Memcpy Instances: 7.649000 Kernel 1: 0.023000 Kernel 2: 89.692001 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.004965 0.730769 fi:0.453016. Ave ac:0.006618,0.005072 Initialization: 5.853000 Memcpy Classifiers: 0.386000 Memcpy Instances: 7.688000 Kernel 1: 0.023000 Kernel 2: 87.063004 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.003658 0.875000 fi:0.358508. Ave ac:0.007775,0.006567 Initialization: 5.895000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.675000 Kernel 1: 0.023000 Kernel 2: 87.976997 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.004442 0.739130 fi:0.442508. Ave ac:0.007613,0.006978 Initialization: 5.854000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.625000 Kernel 1: 0.023000 Kernel 2: 87.195999 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.004182 0.666667 fi:0.512170. Ave ac:0.007725,0.009773 Initialization: 5.905000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.615000 Kernel 1: 0.023000 Kernel 2: 86.241997 Copyback: 0.018000 Sum: 0.037000 It 18,Best ac:0.003398 0.722222 fi:0.502531. Ave ac:0.009261,0.009833 Initialization: 5.855000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.674000 Kernel 1: 0.023000 Kernel 2: 90.837997 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.006271 0.685714 fi:0.492585. Ave ac:0.009875,0.009140 Initialization: 5.815000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.128000 Kernel 1: 0.022000 Kernel 2: 86.463997 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.003398 0.764706 fi:0.427382. Ave ac:0.010605,0.013701 Initialization: 5.893000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.659000 Kernel 1: 0.023000 Kernel 2: 86.009003 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.003659 0.777778 fi:0.399209. Ave ac:0.008151,0.007828 Initialization: 5.848000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.139000 Kernel 1: 0.023000 Kernel 2: 85.612000 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.005226 0.689655 fi:0.473512. Ave ac:0.008468,0.007919 Initialization: 5.848000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.680000 Kernel 1: 0.023000 Kernel 2: 85.706001 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.006794 0.787879 fi:0.381054. Ave ac:0.007816,0.008297 Initialization: 5.837000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.704000 Kernel 1: 0.023000 Kernel 2: 84.653999 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.003658 0.700000 fi:0.476336. Ave ac:0.007759,0.007091 MDL Theory Length Weight: 2.9247183138 (10) Initialization: 5.871000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.660000 Kernel 1: 0.023000 Kernel 2: 86.237999 Copyback: 0.019000 Sum: 0.036000 It 25,Best ac:0.003398 0.928571 fi:0.245290. Ave ac:0.006747,0.006181 Initialization: 5.828000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.743000 Kernel 1: 0.024000 Kernel 2: 83.971001 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.004182 0.761905 fi:0.396779. Ave ac:0.007495,0.007353 Initialization: 5.800000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.652000 Kernel 1: 0.024000 Kernel 2: 87.190002 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.006012 0.793103 fi:0.371553. Ave ac:0.006177,0.006393 Initialization: 5.885000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.627000 Kernel 1: 0.023000 Kernel 2: 88.337997 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.003136 0.923077 fi:0.330113. Ave ac:0.006221,0.005105 Initialization: 5.878000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.638000 Kernel 1: 0.024000 Kernel 2: 84.626999 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.003136 0.923077 fi:0.384235. Ave ac:0.006941,0.006684 Initialization: 5.794000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.642000 Kernel 1: 0.023000 Kernel 2: 85.101997 Copyback: 0.017000 Sum: 0.036000 It 30,Best ac:0.003397 0.764706 fi:0.394174. Ave ac:0.006919,0.008015 Initialization: 6.271000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.659000 Kernel 1: 0.023000 Kernel 2: 82.420998 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.003398 0.764706 fi:0.406580. Ave ac:0.006449,0.005735 Initialization: 5.735000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.624000 Kernel 1: 0.023000 Kernel 2: 80.116997 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.003397 0.866667 fi:0.307086. Ave ac:0.007432,0.006487 Initialization: 5.854000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.621000 Kernel 1: 0.023000 Kernel 2: 78.087997 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.003921 0.789474 fi:0.376464. Ave ac:0.004884,0.004660 Initialization: 30.158001 Memcpy Instances: 376.640991 Memcpy Classifiers: 0.073000 Kernel 1: 0.026000 Kernel 2: 550.383972 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 521.862976 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.035000 Kernel 2: 543.286987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 560.491028 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 535.145996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 529.169006 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 523.236023 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 519.293030 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 524.005005 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.012000 Kernel 2: 131.582001 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.003842 0.571540 fi:0.594195. Ave ac:0.005527,0.015651 Best acc 0.003842 0.571540 Rule:Att PSSM_0_5 is [-3.627807,8.076136]|Att PSSM_0_12 is [-5.169424,-2.028326]|Att PSSM_1_12 is [<-2.279398]|Att PSSM_2_20 is [-0.157056,5.626862]|Att PSSM_3_7 is [-6.729134,-0.111015]|Att PSSM_4_14 is [-6.261321,7.404821]|1 Accuracy : 0.782934 0 1 151677 12403 38529 32029 Removed 1124 instances. 190206 Instances left. Acc of rule 0.003653-0.621886 Initialization: 5.825000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.575000 Kernel 1: 0.025000 Kernel 2: 93.416000 Copyback: 0.018000 Sum: 0.042000 Initial population average accuracy1:0.005733 accuracy2:0.188105 Initialization: 6.651000 Memcpy Classifiers: 0.608000 Memcpy Instances: 7.608000 Kernel 1: 0.023000 Kernel 2: 97.279999 Copyback: 0.017000 Sum: 0.048000 It 0,Best ac:0.003155 0.571429 fi:0.586115. Ave ac:0.011523,0.017463 Initialization: 5.818000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.567000 Kernel 1: 0.023000 Kernel 2: 100.163002 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.009201 0.530303 fi:0.566766. Ave ac:0.011916,0.013626 Initialization: 5.746000 Memcpy Classifiers: 0.463000 Memcpy Instances: 7.601000 Kernel 1: 0.024000 Kernel 2: 99.374001 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.004993 0.575758 fi:0.523427. Ave ac:0.010633,0.012136 Initialization: 5.847000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.575000 Kernel 1: 0.024000 Kernel 2: 96.259003 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.003417 0.650000 fi:0.449976. Ave ac:0.008097,0.007810 Initialization: 5.939000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.588000 Kernel 1: 0.023000 Kernel 2: 98.772003 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.003417 0.590909 fi:0.509067. Ave ac:0.008203,0.007843 Initialization: 5.828000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.572000 Kernel 1: 0.024000 Kernel 2: 97.915001 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.006835 0.604651 fi:0.493606. Ave ac:0.007930,0.007129 Initialization: 5.840000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.616000 Kernel 1: 0.024000 Kernel 2: 97.689003 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.002892 0.785714 fi:0.442034. Ave ac:0.007414,0.006487 Initialization: 5.760000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.616000 Kernel 1: 0.024000 Kernel 2: 100.307999 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003417 0.684211 fi:0.415766. Ave ac:0.007389,0.006571 Initialization: 5.874000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.057000 Kernel 1: 0.022000 Kernel 2: 97.308998 Copyback: 0.017000 Sum: 0.038000 It 8,Best ac:0.004733 0.642857 fi:0.456457. Ave ac:0.007854,0.007012 Initialization: 5.907000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.588000 Kernel 1: 0.024000 Kernel 2: 92.985001 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.004469 0.680000 fi:0.419449. Ave ac:0.008564,0.007115 Iteration 10:MDL fitness activated Error 0.419449 TL 0.047806 MDL Theory Length Weight: 2.9246450002 (3) Initialization: 5.954000 Memcpy Classifiers: 0.401000 Memcpy Instances: 7.615000 Kernel 1: 0.023000 Kernel 2: 91.884003 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.003943 0.833333 fi:0.369640. Ave ac:0.009363,0.008013 Initialization: 5.816000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.572000 Kernel 1: 0.023000 Kernel 2: 89.595001 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.004731 0.782609 fi:0.417105. Ave ac:0.006905,0.005959 Initialization: 5.742000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.639000 Kernel 1: 0.023000 Kernel 2: 87.459000 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.004207 0.761905 fi:0.432210. Ave ac:0.006932,0.006155 Initialization: 5.787000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.579000 Kernel 1: 0.023000 Kernel 2: 80.626999 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.004206 0.842105 fi:0.368259. Ave ac:0.006586,0.006640 Initialization: 5.802000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.591000 Kernel 1: 0.023000 Kernel 2: 79.287003 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.006835 0.812500 fi:0.365042. Ave ac:0.005687,0.004428 Initialization: 5.820000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.640000 Kernel 1: 0.024000 Kernel 2: 78.987000 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.003155 0.857143 fi:0.398927. Ave ac:0.004745,0.003670 Initialization: 5.812000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.574000 Kernel 1: 0.023000 Kernel 2: 77.346001 Copyback: 0.017000 Sum: 0.038000 It 16,Best ac:0.006046 0.718750 fi:0.468427. Ave ac:0.007399,0.004686 Initialization: 5.799000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.598000 Kernel 1: 0.022000 Kernel 2: 75.737999 Copyback: 0.017000 Sum: 0.037000 It 17,Best ac:0.002892 0.846154 fi:0.478436. Ave ac:0.005664,0.003520 Initialization: 5.752000 Memcpy Classifiers: 0.461000 Memcpy Instances: 7.578000 Kernel 1: 0.023000 Kernel 2: 74.362000 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.003680 0.736842 fi:0.448411. Ave ac:0.005154,0.004081 Initialization: 5.866000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.589000 Kernel 1: 0.023000 Kernel 2: 76.374001 Copyback: 0.018000 Sum: 0.031000 It 19,Best ac:0.003943 0.750000 fi:0.427114. Ave ac:0.007232,0.004367 Initialization: 5.828000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.121000 Kernel 1: 0.022000 Kernel 2: 78.281998 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.003944 0.681818 fi:0.498992. Ave ac:0.006689,0.004894 Initialization: 5.843000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.575000 Kernel 1: 0.023000 Kernel 2: 78.732002 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.003417 0.764706 fi:0.425130. Ave ac:0.006119,0.003767 Initialization: 5.815000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.613000 Kernel 1: 0.023000 Kernel 2: 76.648003 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.003680 0.736842 fi:0.440009. Ave ac:0.007010,0.004640 Initialization: 5.871000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.097000 Kernel 1: 0.022000 Kernel 2: 76.374001 Copyback: 0.016000 Sum: 0.034000 It 23,Best ac:0.004732 0.666667 fi:0.518887. Ave ac:0.005935,0.004434 MDL Theory Length Weight: 2.6321805002 (10) Initialization: 6.021000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.618000 Kernel 1: 0.022000 Kernel 2: 77.499001 Copyback: 0.016000 Sum: 0.039000 It 24,Best ac:0.003942 0.714286 fi:0.442623. Ave ac:0.008674,0.006082 Initialization: 5.761000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.729000 Kernel 1: 0.022000 Kernel 2: 76.405998 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.003417 0.812500 fi:0.343181. Ave ac:0.009399,0.006482 Initialization: 5.751000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.600000 Kernel 1: 0.023000 Kernel 2: 76.795998 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.006309 0.923077 fi:0.264087. Ave ac:0.007135,0.004887 Initialization: 5.822000 Memcpy Classifiers: 0.388000 Memcpy Instances: 7.729000 Kernel 1: 0.024000 Kernel 2: 78.220001 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.005782 0.814815 fi:0.352944. Ave ac:0.005899,0.003955 Initialization: 5.841000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.574000 Kernel 1: 0.023000 Kernel 2: 79.262001 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.003680 0.777778 fi:0.396215. Ave ac:0.004530,0.003434 Initialization: 5.731000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.637000 Kernel 1: 0.024000 Kernel 2: 78.699997 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.004469 0.809524 fi:0.348209. Ave ac:0.005719,0.004212 Initialization: 5.883000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.580000 Kernel 1: 0.023000 Kernel 2: 75.363998 Copyback: 0.018000 Sum: 0.036000 It 30,Best ac:0.004995 0.678571 fi:0.487662. Ave ac:0.005557,0.004982 Initialization: 5.784000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.088000 Kernel 1: 0.023000 Kernel 2: 77.141998 Copyback: 0.370000 Sum: 0.031000 It 31,Best ac:0.005522 0.700000 fi:0.480345. Ave ac:0.006395,0.006291 Initialization: 5.756000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.774000 Kernel 1: 0.023000 Kernel 2: 75.294998 Copyback: 0.017000 Sum: 0.036000 It 32,Best ac:0.003680 0.777778 fi:0.383332. Ave ac:0.009527,0.007900 Initialization: 5.885000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.037000 Kernel 1: 0.023000 Kernel 2: 77.233002 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.003942 0.833333 fi:0.332852. Ave ac:0.006631,0.005435 Initialization: 29.396000 Memcpy Instances: 377.125000 Memcpy Classifiers: 0.075000 Kernel 1: 0.023000 Kernel 2: 523.395996 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 504.471008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.012000 Kernel 2: 512.604980 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 528.711975 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 516.445007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 508.046997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.014000 Kernel 2: 520.598022 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 506.342987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 499.341003 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.003407 0.573451 fi:0.583725. Ave ac:0.006353,0.018095 Best acc 0.003407 0.573451 Initialization: 5.780000 Memcpy Classifiers: 0.594000 Memcpy Instances: 7.585000 Kernel 1: 0.024000 Kernel 2: 94.476997 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005413 accuracy2:0.192570 Initialization: 5.961000 Memcpy Classifiers: 0.546000 Memcpy Instances: 7.598000 Kernel 1: 0.023000 Kernel 2: 98.932999 Copyback: 0.017000 Sum: 0.052000 It 0,Best ac:0.003154 0.705882 fi:0.451662. Ave ac:0.008683,0.012617 Initialization: 5.735000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.616000 Kernel 1: 0.025000 Kernel 2: 101.833000 Copyback: 0.372000 Sum: 0.031000 It 1,Best ac:0.004470 0.472222 fi:0.627224. Ave ac:0.012155,0.017121 Initialization: 5.720000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.597000 Kernel 1: 0.024000 Kernel 2: 99.620003 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.005259 0.540541 fi:0.558509. Ave ac:0.011979,0.014169 Initialization: 5.736000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.600000 Kernel 1: 0.024000 Kernel 2: 95.362000 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.004206 0.533333 fi:0.566244. Ave ac:0.012891,0.017152 Initialization: 6.790000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.613000 Kernel 1: 0.023000 Kernel 2: 94.902000 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.019979 0.550725 fi:0.542512. Ave ac:0.013191,0.015172 Initialization: 5.762000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.601000 Kernel 1: 0.023000 Kernel 2: 95.301003 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.008147 0.632653 fi:0.464949. Ave ac:0.013883,0.014561 Initialization: 5.781000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.649000 Kernel 1: 0.023000 Kernel 2: 91.223000 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.003942 0.681818 fi:0.417894. Ave ac:0.013895,0.018361 Initialization: 5.796000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.641000 Kernel 1: 0.024000 Kernel 2: 91.890999 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.007098 0.658537 fi:0.439588. Ave ac:0.013266,0.016312 Initialization: 5.752000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.039000 Kernel 1: 0.023000 Kernel 2: 91.931999 Copyback: 0.025000 Sum: 0.030000 It 8,Best ac:0.003679 0.608696 fi:0.491149. Ave ac:0.010505,0.011734 Initialization: 5.771000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.812000 Kernel 1: 0.024000 Kernel 2: 90.149002 Copyback: 0.020000 Sum: 0.031000 It 9,Best ac:0.003418 0.764706 fi:0.335268. Ave ac:0.009417,0.010322 Iteration 10:MDL fitness activated Error 0.335268 TL 0.025827 MDL Theory Length Weight: 4.3270235421 (1) Initialization: 5.774000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.629000 Kernel 1: 0.023000 Kernel 2: 89.552002 Copyback: 0.016000 Sum: 0.029000 It 10,Best ac:0.004732 0.818182 fi:0.410275. Ave ac:0.008937,0.011324 Initialization: 5.859000 Memcpy Classifiers: 0.463000 Memcpy Instances: 7.604000 Kernel 1: 0.024000 Kernel 2: 88.002998 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004733 0.782609 fi:0.443688. Ave ac:0.008653,0.012778 Initialization: 5.746000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.643000 Kernel 1: 0.023000 Kernel 2: 82.386002 Copyback: 0.018000 Sum: 0.033000 It 12,Best ac:0.003418 0.866667 fi:0.367916. Ave ac:0.009447,0.011749 Initialization: 5.755000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.701000 Kernel 1: 0.022000 Kernel 2: 81.383003 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.003417 0.684211 fi:0.527522. Ave ac:0.011426,0.015417 Initialization: 5.984000 Memcpy Classifiers: 0.793000 Memcpy Instances: 8.411000 Kernel 1: 0.022000 Kernel 2: 76.938004 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.006833 0.619048 fi:0.581459. Ave ac:0.013887,0.020020 Initialization: 5.719000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.590000 Kernel 1: 0.024000 Kernel 2: 73.621002 Copyback: 0.017000 Sum: 0.027000 It 15,Best ac:0.004206 0.800000 fi:0.422275. Ave ac:0.011935,0.011349 Initialization: 5.904000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.600000 Kernel 1: 0.023000 Kernel 2: 71.422997 Copyback: 0.017000 Sum: 0.025000 It 16,Best ac:0.007361 0.666667 fi:0.500664. Ave ac:0.011187,0.019782 Initialization: 5.803000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.577000 Kernel 1: 0.022000 Kernel 2: 73.568001 Copyback: 0.017000 Sum: 0.020000 It 17,Best ac:0.004731 0.720000 fi:0.478956. Ave ac:0.012871,0.018177 Initialization: 5.902000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.712000 Kernel 1: 0.023000 Kernel 2: 71.814003 Copyback: 0.017000 Sum: 0.021000 It 18,Best ac:0.009198 0.648148 fi:0.516093. Ave ac:0.014377,0.017637 Initialization: 5.718000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.655000 Kernel 1: 0.023000 Kernel 2: 68.794998 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.004469 0.629630 fi:0.530540. Ave ac:0.014530,0.025747 Initialization: 5.941000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.748000 Kernel 1: 0.023000 Kernel 2: 69.180000 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.005522 0.677419 fi:0.494189. Ave ac:0.012720,0.019684 Initialization: 5.951000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.641000 Kernel 1: 0.022000 Kernel 2: 66.585999 Copyback: 0.017000 Sum: 0.021000 It 21,Best ac:0.006046 0.851852 fi:0.322542. Ave ac:0.015496,0.024269 Initialization: 5.748000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.799000 Kernel 1: 0.023000 Kernel 2: 65.413002 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.003680 0.777778 fi:0.400421. Ave ac:0.013116,0.017153 Initialization: 5.810000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.567000 Kernel 1: 0.023000 Kernel 2: 66.049004 Copyback: 0.018000 Sum: 0.023000 It 23,Best ac:0.004732 0.782609 fi:0.372964. Ave ac:0.012220,0.018963 Initialization: 5.816000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.789000 Kernel 1: 0.024000 Kernel 2: 67.277000 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.004993 0.655172 fi:0.510008. Ave ac:0.010518,0.016879 Initialization: 5.785000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.632000 Kernel 1: 0.023000 Kernel 2: 69.633003 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.003681 0.666667 fi:0.490209. Ave ac:0.011022,0.014317 Initialization: 5.995000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.652000 Kernel 1: 0.022000 Kernel 2: 68.480003 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.003417 0.812500 fi:0.362061. Ave ac:0.013718,0.018042 Initialization: 5.782000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.649000 Kernel 1: 0.022000 Kernel 2: 68.747002 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.004470 0.680000 fi:0.475269. Ave ac:0.010517,0.016546 Initialization: 6.787000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.613000 Kernel 1: 0.022000 Kernel 2: 67.561996 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.004206 0.842105 fi:0.317524. Ave ac:0.011372,0.013465 Initialization: 5.771000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.769000 Kernel 1: 0.023000 Kernel 2: 70.261002 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.003679 0.823529 fi:0.353029. Ave ac:0.007717,0.007793 Initialization: 5.956000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.586000 Kernel 1: 0.023000 Kernel 2: 70.799004 Copyback: 0.174000 Sum: 0.024000 It 30,Best ac:0.004993 0.633333 fi:0.537365. Ave ac:0.006437,0.007166 Initialization: 5.919000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.690000 Kernel 1: 0.023000 Kernel 2: 72.822998 Copyback: 0.026000 Sum: 0.029000 It 31,Best ac:0.004732 0.720000 fi:0.435687. Ave ac:0.011505,0.014261 Initialization: 5.768000 Memcpy Classifiers: 0.328000 Memcpy Instances: 7.618000 Kernel 1: 0.023000 Kernel 2: 69.513000 Copyback: 0.016000 Sum: 0.023000 It 32,Best ac:0.003942 0.714286 fi:0.441250. Ave ac:0.008223,0.011927 Initialization: 5.813000 Memcpy Classifiers: 0.327000 Memcpy Instances: 7.672000 Kernel 1: 0.023000 Kernel 2: 67.059998 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.003155 0.857143 fi:0.379424. Ave ac:0.007410,0.009845 Initialization: 30.034000 Memcpy Instances: 379.057007 Memcpy Classifiers: 0.065000 Kernel 1: 0.022000 Kernel 2: 469.446014 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 480.914001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 497.389008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 486.351013 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 479.942993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.012000 Kernel 2: 479.957001 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 487.957001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 487.148987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 462.171997 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.003338 0.557507 fi:0.627122. Ave ac:0.007962,0.022943 Best acc 0.003338 0.557507 Rule:Att PSSM_-3_7 is [<-0.099466]|Att PSSM_-2_13 is [>-0.702544]|Att PSSM_-1_7 is [-6.499784,-1.483738]|Att PSSM_-1_8 is [-3.421132,5.092166]|Att PSSM_0_12 is [<-2.985727]|Att PSSM_0_15 is [<4.510855]|Att PSSM_3_17 is [-2.630814,2.630814]|Att PSSM_4_6 is [<4.418565]|1 Accuracy : 0.783641 0 1 151195 12885 37881 32677 Removed 1130 instances. 189076 Instances left. Acc of rule 0.003407-0.573451 Initialization: 5.741000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.840000 Kernel 1: 0.023000 Kernel 2: 93.889000 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005307 accuracy2:0.197987 Initialization: 5.780000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.542000 Kernel 1: 0.023000 Kernel 2: 96.567001 Copyback: 0.018000 Sum: 0.036000 It 0,Best ac:0.002645 0.666667 fi:0.618303. Ave ac:0.009359,0.013467 Initialization: 5.791000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.978000 Kernel 1: 0.023000 Kernel 2: 96.418999 Copyback: 0.021000 Sum: 0.029000 It 1,Best ac:0.003966 0.576923 fi:0.522755. Ave ac:0.011109,0.015892 Initialization: 7.180000 Memcpy Classifiers: 0.535000 Memcpy Instances: 7.550000 Kernel 1: 0.024000 Kernel 2: 96.373001 Copyback: 0.019000 Sum: 0.035000 It 2,Best ac:0.003438 0.541667 fi:0.558278. Ave ac:0.010314,0.010829 Initialization: 5.698000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.559000 Kernel 1: 0.023000 Kernel 2: 96.990997 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.006876 0.722222 fi:0.375976. Ave ac:0.010344,0.011288 Initialization: 5.754000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.084000 Kernel 1: 0.021000 Kernel 2: 89.505997 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.003437 0.590909 fi:0.509038. Ave ac:0.007081,0.007375 Initialization: 5.695000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.590000 Kernel 1: 0.023000 Kernel 2: 85.558998 Copyback: 0.018000 Sum: 0.033000 It 5,Best ac:0.006081 0.638889 fi:0.459716. Ave ac:0.008398,0.009318 Initialization: 5.745000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.029000 Kernel 1: 0.022000 Kernel 2: 84.755997 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.003437 0.684211 fi:0.415736. Ave ac:0.009855,0.009909 Initialization: 5.763000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.534000 Kernel 1: 0.023000 Kernel 2: 80.755997 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.003702 0.875000 fi:0.224813. Ave ac:0.009101,0.012019 Initialization: 6.235000 Memcpy Classifiers: 0.337000 Memcpy Instances: 7.540000 Kernel 1: 0.023000 Kernel 2: 79.612999 Copyback: 0.017000 Sum: 0.037000 It 8,Best ac:0.003702 0.875000 fi:0.224813. Ave ac:0.009313,0.011482 Initialization: 5.732000 Memcpy Classifiers: 0.860000 Memcpy Instances: 7.829000 Kernel 1: 0.022000 Kernel 2: 79.510002 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.003437 0.722222 fi:0.377725. Ave ac:0.006737,0.009250 Iteration 10:MDL fitness activated Error 0.377725 TL 0.020980 MDL Theory Length Weight: 6.0013030762 (3) Initialization: 5.763000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.539000 Kernel 1: 0.024000 Kernel 2: 83.000999 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.003438 0.650000 fi:0.618593. Ave ac:0.006730,0.009679 Initialization: 5.761000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.523000 Kernel 1: 0.024000 Kernel 2: 78.828003 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.003966 0.681818 fi:0.537060. Ave ac:0.006593,0.010907 Initialization: 5.767000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.519000 Kernel 1: 0.024000 Kernel 2: 79.622002 Copyback: 0.016000 Sum: 0.030000 It 12,Best ac:0.006610 0.543478 fi:0.660562. Ave ac:0.008993,0.014140 Initialization: 5.806000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.542000 Kernel 1: 0.023000 Kernel 2: 79.776001 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.004495 0.739130 fi:0.447071. Ave ac:0.011414,0.015747 Initialization: 5.706000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.514000 Kernel 1: 0.023000 Kernel 2: 76.695000 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.007403 0.717949 fi:0.464171. Ave ac:0.008365,0.012614 Initialization: 5.876000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.525000 Kernel 1: 0.023000 Kernel 2: 74.733002 Copyback: 0.017000 Sum: 0.023000 It 15,Best ac:0.005288 0.666667 fi:0.536250. Ave ac:0.009483,0.014231 Initialization: 5.808000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.520000 Kernel 1: 0.023000 Kernel 2: 74.144997 Copyback: 0.017000 Sum: 0.022000 It 16,Best ac:0.003174 0.800000 fi:0.462942. Ave ac:0.012879,0.018806 Initialization: 5.761000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.552000 Kernel 1: 0.023000 Kernel 2: 74.192001 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.004761 0.642857 fi:0.548951. Ave ac:0.009787,0.015956 Initialization: 5.734000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.994000 Kernel 1: 0.023000 Kernel 2: 72.269997 Copyback: 0.017000 Sum: 0.021000 It 18,Best ac:0.003173 0.800000 fi:0.424908. Ave ac:0.010559,0.020480 Initialization: 5.803000 Memcpy Classifiers: 0.245000 Memcpy Instances: 8.009000 Kernel 1: 0.022000 Kernel 2: 71.842003 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.004495 0.809524 fi:0.365011. Ave ac:0.014977,0.022574 Initialization: 5.749000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.039000 Kernel 1: 0.023000 Kernel 2: 71.764000 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.006083 0.589744 fi:0.590681. Ave ac:0.010734,0.019099 Initialization: 6.299000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.540000 Kernel 1: 0.023000 Kernel 2: 72.228996 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.006612 0.675676 fi:0.545776. Ave ac:0.011327,0.017752 Initialization: 6.190000 Memcpy Classifiers: 0.253000 Memcpy Instances: 7.878000 Kernel 1: 0.022000 Kernel 2: 74.291000 Copyback: 0.017000 Sum: 0.021000 It 22,Best ac:0.005290 0.645161 fi:0.537961. Ave ac:0.009108,0.013350 Initialization: 5.754000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.576000 Kernel 1: 0.023000 Kernel 2: 73.019997 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.008726 0.647059 fi:0.522420. Ave ac:0.009805,0.011148 Initialization: 5.716000 Memcpy Classifiers: 0.260000 Memcpy Instances: 7.614000 Kernel 1: 0.023000 Kernel 2: 73.848999 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.003703 0.666667 fi:0.530400. Ave ac:0.007634,0.015412 Initialization: 5.819000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.695000 Kernel 1: 0.023000 Kernel 2: 73.503998 Copyback: 0.017000 Sum: 0.020000 It 25,Best ac:0.004759 0.782609 fi:0.437646. Ave ac:0.011150,0.015717 Initialization: 5.689000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.535000 Kernel 1: 0.023000 Kernel 2: 72.588997 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.003702 0.823529 fi:0.381037. Ave ac:0.007152,0.010417 Initialization: 5.749000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.870000 Kernel 1: 0.022000 Kernel 2: 70.328003 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.004233 0.761905 fi:0.434819. Ave ac:0.005451,0.007672 Initialization: 5.818000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.885000 Kernel 1: 0.023000 Kernel 2: 70.948997 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.003438 0.928571 fi:0.282824. Ave ac:0.007798,0.011374 Initialization: 6.268000 Memcpy Classifiers: 0.258000 Memcpy Instances: 17.209999 Kernel 1: 0.022000 Kernel 2: 69.890999 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003438 0.650000 fi:0.537375. Ave ac:0.006038,0.009365 Initialization: 5.730000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.536000 Kernel 1: 0.023000 Kernel 2: 67.525002 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.005819 0.611111 fi:0.573731. Ave ac:0.006216,0.008509 Initialization: 5.712000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.550000 Kernel 1: 0.022000 Kernel 2: 67.220001 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.003967 0.789474 fi:0.409589. Ave ac:0.007457,0.009517 Initialization: 5.769000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.567000 Kernel 1: 0.021000 Kernel 2: 68.569000 Copyback: 0.018000 Sum: 0.022000 It 32,Best ac:0.004232 0.695652 fi:0.475649. Ave ac:0.007433,0.011699 Initialization: 5.750000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.543000 Kernel 1: 0.024000 Kernel 2: 70.622002 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.004231 0.695652 fi:0.511333. Ave ac:0.008807,0.010831 Initialization: 29.277000 Memcpy Instances: 371.367004 Memcpy Classifiers: 0.061000 Kernel 1: 0.026000 Kernel 2: 472.514008 Copyback: 0.033000 Sum: 0.016000 Memcpy Classifiers: 0.053000 Kernel 1: 0.016000 Kernel 2: 482.320007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 467.209991 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 467.804993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 483.325989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 465.096985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 474.908997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 484.657013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 452.667999 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.039952 0.527883 fi:0.638477. Ave ac:0.007681,0.023051 Best acc 0.039952 0.527883 Initialization: 5.833000 Memcpy Classifiers: 0.581000 Memcpy Instances: 7.592000 Kernel 1: 0.025000 Kernel 2: 91.989998 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.005578 accuracy2:0.199772 Initialization: 5.714000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.583000 Kernel 1: 0.023000 Kernel 2: 98.681000 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.005817 0.523810 fi:0.574930. Ave ac:0.010496,0.014360 Initialization: 5.768000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.521000 Kernel 1: 0.024000 Kernel 2: 102.931000 Copyback: 0.018000 Sum: 0.032000 It 1,Best ac:0.004761 0.514286 fi:0.584987. Ave ac:0.011495,0.013170 Initialization: 5.788000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.101000 Kernel 1: 0.022000 Kernel 2: 102.453003 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.010576 0.465116 fi:0.631208. Ave ac:0.012089,0.016680 Initialization: 5.802000 Memcpy Classifiers: 0.906000 Memcpy Instances: 7.810000 Kernel 1: 0.022000 Kernel 2: 103.970001 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.002116 0.888889 fi:0.539087. Ave ac:0.011865,0.013839 Initialization: 7.045000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.622000 Kernel 1: 0.022000 Kernel 2: 104.140999 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.003437 0.541667 fi:0.558280. Ave ac:0.011660,0.012807 Initialization: 5.722000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.032000 Kernel 1: 0.022000 Kernel 2: 101.245003 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.004231 0.592593 fi:0.506952. Ave ac:0.011355,0.012329 Initialization: 5.677000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.589000 Kernel 1: 0.023000 Kernel 2: 103.241997 Copyback: 0.018000 Sum: 0.030000 It 6,Best ac:0.003702 0.636364 fi:0.463449. Ave ac:0.009769,0.010902 Initialization: 5.735000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.567000 Kernel 1: 0.023000 Kernel 2: 98.053001 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.008197 0.620000 fi:0.477532. Ave ac:0.008277,0.008835 Initialization: 5.710000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.589000 Kernel 1: 0.023000 Kernel 2: 100.125999 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.003438 0.619048 fi:0.480899. Ave ac:0.009343,0.010029 Initialization: 5.698000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.587000 Kernel 1: 0.023000 Kernel 2: 95.977997 Copyback: 0.018000 Sum: 0.028000 It 9,Best ac:0.003967 0.714286 fi:0.385390. Ave ac:0.008626,0.009725 Iteration 10:MDL fitness activated Error 0.385390 TL 0.032457 MDL Theory Length Weight: 3.9579024670 (1) Initialization: 5.761000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.538000 Kernel 1: 0.022000 Kernel 2: 95.730003 Copyback: 0.371000 Sum: 0.032000 It 10,Best ac:0.004496 0.772727 fi:0.434548. Ave ac:0.009393,0.010825 Initialization: 5.731000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.610000 Kernel 1: 0.021000 Kernel 2: 92.100998 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.004496 0.680000 fi:0.525521. Ave ac:0.010558,0.011112 Initialization: 5.781000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.538000 Kernel 1: 0.023000 Kernel 2: 88.431000 Copyback: 0.016000 Sum: 0.034000 It 12,Best ac:0.003702 0.700000 fi:0.508073. Ave ac:0.011315,0.011997 Initialization: 6.156000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.543000 Kernel 1: 0.023000 Kernel 2: 86.364998 Copyback: 0.016000 Sum: 0.034000 It 13,Best ac:0.002909 0.916667 fi:0.384538. Ave ac:0.009233,0.010415 Initialization: 5.763000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.575000 Kernel 1: 0.023000 Kernel 2: 86.133003 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.007668 0.644444 fi:0.576262. Ave ac:0.010075,0.015941 Initialization: 6.193000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.544000 Kernel 1: 0.023000 Kernel 2: 87.669998 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.005290 0.740741 fi:0.487991. Ave ac:0.010930,0.016454 Initialization: 5.729000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.614000 Kernel 1: 0.023000 Kernel 2: 85.095001 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.005553 0.700000 fi:0.520530. Ave ac:0.010458,0.014624 Initialization: 5.722000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.635000 Kernel 1: 0.022000 Kernel 2: 85.144997 Copyback: 0.016000 Sum: 0.033000 It 17,Best ac:0.004761 0.720000 fi:0.502880. Ave ac:0.010669,0.016579 Initialization: 5.713000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.535000 Kernel 1: 0.024000 Kernel 2: 82.375999 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.004495 0.708333 fi:0.467406. Ave ac:0.010126,0.013922 Initialization: 5.808000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.103000 Kernel 1: 0.022000 Kernel 2: 78.288002 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.005024 0.655172 fi:0.576054. Ave ac:0.011949,0.018831 Initialization: 6.294000 Memcpy Classifiers: 0.354000 Memcpy Instances: 7.532000 Kernel 1: 0.023000 Kernel 2: 81.982002 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.004759 0.720000 fi:0.477107. Ave ac:0.012342,0.015938 Initialization: 5.694000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.592000 Kernel 1: 0.024000 Kernel 2: 79.689003 Copyback: 0.018000 Sum: 0.032000 It 21,Best ac:0.003966 0.681818 fi:0.526120. Ave ac:0.011939,0.018797 Initialization: 5.764000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.900000 Kernel 1: 0.022000 Kernel 2: 80.160004 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.003967 0.882353 fi:0.318530. Ave ac:0.012168,0.016948 Initialization: 5.792000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.598000 Kernel 1: 0.023000 Kernel 2: 78.353996 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.005025 0.791667 fi:0.356468. Ave ac:0.010112,0.011065 Initialization: 5.709000 Memcpy Classifiers: 0.309000 Memcpy Instances: 7.528000 Kernel 1: 0.023000 Kernel 2: 75.025002 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.003437 0.722222 fi:0.480405. Ave ac:0.008052,0.010359 Initialization: 5.777000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.523000 Kernel 1: 0.023000 Kernel 2: 73.103996 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.003703 0.777778 fi:0.415013. Ave ac:0.010360,0.014254 Initialization: 5.774000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.529000 Kernel 1: 0.024000 Kernel 2: 74.530998 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.003703 0.700000 fi:0.476945. Ave ac:0.010333,0.015768 Initialization: 5.744000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.571000 Kernel 1: 0.022000 Kernel 2: 76.527000 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.003438 0.764706 fi:0.405332. Ave ac:0.011326,0.015260 Initialization: 5.811000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.016000 Kernel 1: 0.022000 Kernel 2: 76.651001 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.003967 0.789474 fi:0.365648. Ave ac:0.010129,0.011591 Initialization: 5.762000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.533000 Kernel 1: 0.023000 Kernel 2: 74.338997 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.003966 0.882353 fi:0.282742. Ave ac:0.010794,0.011592 Initialization: 5.693000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.015000 Kernel 1: 0.022000 Kernel 2: 72.363998 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.006081 0.638889 fi:0.523622. Ave ac:0.008518,0.010429 Initialization: 5.755000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.595000 Kernel 1: 0.023000 Kernel 2: 74.238998 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.003966 0.789474 fi:0.377594. Ave ac:0.009867,0.013877 Initialization: 5.783000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.890000 Kernel 1: 0.022000 Kernel 2: 73.919998 Copyback: 0.016000 Sum: 0.027000 It 32,Best ac:0.004232 0.695652 fi:0.484104. Ave ac:0.009237,0.014213 Initialization: 5.804000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.518000 Kernel 1: 0.023000 Kernel 2: 74.263000 Copyback: 0.016000 Sum: 0.025000 It 33,Best ac:0.003702 0.666667 fi:0.516846. Ave ac:0.009984,0.015986 Initialization: 28.780001 Memcpy Instances: 372.980988 Memcpy Classifiers: 0.072000 Kernel 1: 0.023000 Kernel 2: 512.661011 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.072000 Kernel 1: 0.015000 Kernel 2: 546.929993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 495.625000 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.015000 Kernel 2: 499.571991 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 517.870972 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 528.070007 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 523.401978 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 510.916992 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 490.513000 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.003475 0.549331 fi:0.606042. Ave ac:0.010236,0.031558 Best acc 0.003475 0.549331 Rule:Att PSSM_-2_10 is [-2.843306,7.991096]|Att PSSM_0_4 is [-7.912501,5.489357]|Att PSSM_0_12 is [<-3.412921]|Att PSSM_0_13 is [0.173168,10.352651]|Att PSSM_1_20 is [-2.665788,3.950598]|Att PSSM_3_7 is [-5.909676,3.708817]|1 Accuracy : 0.784144 0 1 150656 13424 37224 33334 Removed 1196 instances. 187880 Instances left. Acc of rule 0.003475-0.549331 Initialization: 5.763000 Memcpy Classifiers: 0.596000 Memcpy Instances: 7.519000 Kernel 1: 0.025000 Kernel 2: 93.008003 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005869 accuracy2:0.186891 Initialization: 5.837000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.559000 Kernel 1: 0.024000 Kernel 2: 99.713997 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.006920 0.419355 fi:0.678782. Ave ac:0.011244,0.015636 Initialization: 5.786000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.472000 Kernel 1: 0.024000 Kernel 2: 100.732002 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.005322 0.526316 fi:0.572645. Ave ac:0.012715,0.015039 Initialization: 5.812000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.561000 Kernel 1: 0.022000 Kernel 2: 99.794998 Copyback: 0.018000 Sum: 0.031000 It 2,Best ac:0.003993 0.600000 fi:0.499641. Ave ac:0.011241,0.011766 Initialization: 6.247000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.484000 Kernel 1: 0.024000 Kernel 2: 102.480003 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.007985 0.461538 fi:0.636052. Ave ac:0.010700,0.011743 Initialization: 5.767000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.487000 Kernel 1: 0.023000 Kernel 2: 101.196999 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.006919 0.553191 fi:0.544950. Ave ac:0.009960,0.009920 Initialization: 5.773000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.228000 Kernel 1: 0.022000 Kernel 2: 101.502998 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.004258 0.592593 fi:0.506914. Ave ac:0.010084,0.009702 Initialization: 5.697000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.492000 Kernel 1: 0.023000 Kernel 2: 100.893997 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.003726 0.583333 fi:0.516444. Ave ac:0.009764,0.008435 Initialization: 5.719000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.488000 Kernel 1: 0.024000 Kernel 2: 98.237000 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.003194 0.705882 fi:0.421089. Ave ac:0.007612,0.008065 Initialization: 5.721000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.477000 Kernel 1: 0.023000 Kernel 2: 95.828003 Copyback: 0.020000 Sum: 0.035000 It 8,Best ac:0.003726 0.666667 fi:0.433111. Ave ac:0.007114,0.007250 Initialization: 6.936000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.477000 Kernel 1: 0.024000 Kernel 2: 94.657997 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.003993 0.833333 fi:0.266307. Ave ac:0.007696,0.009484 Iteration 10:MDL fitness activated Error 0.266307 TL 0.040432 MDL Theory Length Weight: 2.1954960244 (1) Initialization: 5.963000 Memcpy Classifiers: 0.491000 Memcpy Instances: 8.544000 Kernel 1: 0.023000 Kernel 2: 94.473000 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.006120 0.638889 fi:0.554012. Ave ac:0.007226,0.007811 Initialization: 7.126000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.517000 Kernel 1: 0.021000 Kernel 2: 89.347000 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.003459 0.722222 fi:0.457416. Ave ac:0.007896,0.008664 Initialization: 5.653000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.485000 Kernel 1: 0.023000 Kernel 2: 84.152000 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.005588 0.656250 fi:0.512912. Ave ac:0.007243,0.007144 Initialization: 5.731000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.470000 Kernel 1: 0.023000 Kernel 2: 83.088997 Copyback: 0.017000 Sum: 0.027000 It 13,Best ac:0.006652 0.657895 fi:0.498113. Ave ac:0.007321,0.007340 Initialization: 5.674000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.980000 Kernel 1: 0.022000 Kernel 2: 83.577003 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.005590 0.636364 fi:0.520186. Ave ac:0.007205,0.007191 Initialization: 5.768000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.509000 Kernel 1: 0.022000 Kernel 2: 82.389000 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.003192 0.800000 fi:0.386038. Ave ac:0.007585,0.007955 Initialization: 5.662000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.512000 Kernel 1: 0.023000 Kernel 2: 81.249001 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004259 0.727273 fi:0.430127. Ave ac:0.009031,0.009246 Initialization: 5.739000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.475000 Kernel 1: 0.023000 Kernel 2: 79.769997 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.004256 0.761905 fi:0.394806. Ave ac:0.007566,0.009236 Initialization: 5.712000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.534000 Kernel 1: 0.024000 Kernel 2: 80.038002 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.003193 0.800000 fi:0.386339. Ave ac:0.006790,0.006476 Initialization: 5.839000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.469000 Kernel 1: 0.023000 Kernel 2: 78.813004 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.004790 0.692308 fi:0.464216. Ave ac:0.006365,0.006581 Initialization: 5.717000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.510000 Kernel 1: 0.023000 Kernel 2: 82.705002 Copyback: 0.016000 Sum: 0.032000 It 20,Best ac:0.012776 0.640000 fi:0.488905. Ave ac:0.008638,0.011307 Initialization: 6.213000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.494000 Kernel 1: 0.023000 Kernel 2: 83.425003 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.003991 0.714286 fi:0.455463. Ave ac:0.008371,0.006859 Initialization: 5.721000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.936000 Kernel 1: 0.023000 Kernel 2: 80.160004 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.003726 0.777778 fi:0.377114. Ave ac:0.007449,0.008026 Initialization: 6.234000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.483000 Kernel 1: 0.022000 Kernel 2: 80.740997 Copyback: 0.016000 Sum: 0.033000 It 23,Best ac:0.003459 0.764706 fi:0.386249. Ave ac:0.006418,0.006788 Initialization: 5.690000 Memcpy Classifiers: 0.344000 Memcpy Instances: 7.734000 Kernel 1: 0.023000 Kernel 2: 79.357002 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.007985 0.681818 fi:0.454031. Ave ac:0.006852,0.005563 Initialization: 5.740000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.513000 Kernel 1: 0.023000 Kernel 2: 77.989998 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.003459 0.684211 fi:0.473757. Ave ac:0.007015,0.005947 Initialization: 5.696000 Memcpy Classifiers: 0.354000 Memcpy Instances: 7.497000 Kernel 1: 0.023000 Kernel 2: 76.515999 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.003194 0.666667 fi:0.529842. Ave ac:0.006789,0.006887 Initialization: 5.764000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.514000 Kernel 1: 0.022000 Kernel 2: 79.374001 Copyback: 0.024000 Sum: 0.041000 It 27,Best ac:0.003726 0.736842 fi:0.426504. Ave ac:0.007920,0.008166 Initialization: 5.822000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.556000 Kernel 1: 0.023000 Kernel 2: 76.306999 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.008515 0.680851 fi:0.457624. Ave ac:0.007851,0.008528 Initialization: 5.691000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.490000 Kernel 1: 0.023000 Kernel 2: 75.383003 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.003459 0.764706 fi:0.420527. Ave ac:0.009377,0.009831 Initialization: 5.753000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.521000 Kernel 1: 0.024000 Kernel 2: 76.403999 Copyback: 0.016000 Sum: 0.028000 It 30,Best ac:0.002927 0.846154 fi:0.418558. Ave ac:0.009520,0.010785 Initialization: 5.710000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.522000 Kernel 1: 0.024000 Kernel 2: 77.639999 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.004791 0.692308 fi:0.459563. Ave ac:0.009468,0.009252 MDL Theory Length Weight: 1.9759464220 (10) Initialization: 5.763000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.555000 Kernel 1: 0.023000 Kernel 2: 78.735001 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.003725 0.700000 fi:0.451494. Ave ac:0.007350,0.007017 Initialization: 5.726000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.196000 Kernel 1: 0.022000 Kernel 2: 77.347000 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.003459 0.764706 fi:0.401448. Ave ac:0.007375,0.009391 Initialization: 29.209000 Memcpy Instances: 370.583008 Memcpy Classifiers: 0.080000 Kernel 1: 0.025000 Kernel 2: 555.799988 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.079000 Kernel 1: 0.016000 Kernel 2: 530.682983 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 556.857971 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.080000 Kernel 1: 0.018000 Kernel 2: 540.890991 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 556.392029 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 545.043030 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 549.315002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 563.418030 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 473.742004 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003736 0.533840 fi:0.617650. Ave ac:0.008382,0.024729 Best acc 0.003736 0.533840 Initialization: 5.887000 Memcpy Classifiers: 0.661000 Memcpy Instances: 7.483000 Kernel 1: 0.024000 Kernel 2: 90.448997 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.005330 accuracy2:0.194989 Initialization: 5.781000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.494000 Kernel 1: 0.024000 Kernel 2: 98.880997 Copyback: 0.017000 Sum: 0.046000 It 0,Best ac:0.008251 0.462687 fi:0.634767. Ave ac:0.010518,0.014737 Initialization: 5.737000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.943000 Kernel 1: 0.023000 Kernel 2: 103.367996 Copyback: 0.016000 Sum: 0.031000 It 1,Best ac:0.003460 0.500000 fi:0.599914. Ave ac:0.012526,0.014243 Initialization: 5.755000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.939000 Kernel 1: 0.023000 Kernel 2: 101.234001 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.003725 0.500000 fi:0.599780. Ave ac:0.012920,0.014716 Initialization: 5.706000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.530000 Kernel 1: 0.022000 Kernel 2: 105.100998 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.004259 0.571429 fi:0.528075. Ave ac:0.012408,0.014457 Initialization: 5.685000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.545000 Kernel 1: 0.023000 Kernel 2: 102.995003 Copyback: 0.017000 Sum: 0.027000 It 4,Best ac:0.005322 0.571429 fi:0.527532. Ave ac:0.012741,0.013486 Initialization: 5.669000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.490000 Kernel 1: 0.022000 Kernel 2: 100.091003 Copyback: 0.371000 Sum: 0.031000 It 5,Best ac:0.003460 0.541667 fi:0.558247. Ave ac:0.011170,0.011642 Initialization: 5.706000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.498000 Kernel 1: 0.023000 Kernel 2: 99.110001 Copyback: 0.018000 Sum: 0.029000 It 6,Best ac:0.003726 0.636364 fi:0.463414. Ave ac:0.010802,0.012206 Initialization: 5.688000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.513000 Kernel 1: 0.022000 Kernel 2: 100.536003 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.003460 0.565217 fi:0.534697. Ave ac:0.011125,0.010769 Initialization: 5.695000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.501000 Kernel 1: 0.024000 Kernel 2: 97.626999 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.003991 0.600000 fi:0.499643. Ave ac:0.009104,0.009114 Initialization: 5.741000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.939000 Kernel 1: 0.022000 Kernel 2: 99.377998 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.003459 0.764706 fi:0.335210. Ave ac:0.008585,0.008336 Iteration 10:MDL fitness activated Error 0.335210 TL 0.038054 MDL Theory Length Weight: 2.9362563802 (1) Initialization: 5.691000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.490000 Kernel 1: 0.023000 Kernel 2: 96.942001 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.003991 0.681818 fi:0.523321. Ave ac:0.008254,0.008042 Initialization: 5.745000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.477000 Kernel 1: 0.023000 Kernel 2: 96.128998 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.007719 0.659091 fi:0.511308. Ave ac:0.009495,0.008829 Initialization: 5.694000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.486000 Kernel 1: 0.023000 Kernel 2: 92.509003 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.004524 0.739130 fi:0.485443. Ave ac:0.008692,0.008946 Initialization: 6.268000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.528000 Kernel 1: 0.023000 Kernel 2: 88.521004 Copyback: 0.017000 Sum: 0.039000 It 13,Best ac:0.003725 0.700000 fi:0.512810. Ave ac:0.010227,0.011938 Initialization: 5.759000 Memcpy Classifiers: 1.347000 Memcpy Instances: 7.492000 Kernel 1: 0.022000 Kernel 2: 86.294998 Copyback: 0.017000 Sum: 0.038000 It 14,Best ac:0.004525 0.772727 fi:0.447792. Ave ac:0.011520,0.012898 Initialization: 6.495000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.500000 Kernel 1: 0.023000 Kernel 2: 81.049004 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.003991 0.714286 fi:0.469422. Ave ac:0.010448,0.011104 Initialization: 5.691000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.522000 Kernel 1: 0.022000 Kernel 2: 80.598999 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.003194 0.800000 fi:0.396002. Ave ac:0.007746,0.008107 Initialization: 5.622000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.523000 Kernel 1: 0.022000 Kernel 2: 77.809998 Copyback: 0.018000 Sum: 0.037000 It 17,Best ac:0.003460 0.684211 fi:0.486899. Ave ac:0.008809,0.009134 Initialization: 5.786000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.518000 Kernel 1: 0.022000 Kernel 2: 74.365997 Copyback: 0.016000 Sum: 0.033000 It 18,Best ac:0.005588 0.677419 fi:0.487675. Ave ac:0.007640,0.007739 Initialization: 5.785000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.527000 Kernel 1: 0.024000 Kernel 2: 74.859001 Copyback: 0.020000 Sum: 0.035000 It 19,Best ac:0.003993 0.600000 fi:0.561693. Ave ac:0.006942,0.008172 Initialization: 5.698000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.478000 Kernel 1: 0.024000 Kernel 2: 74.120003 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.005587 0.656250 fi:0.510200. Ave ac:0.009729,0.011611 Initialization: 5.731000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.511000 Kernel 1: 0.023000 Kernel 2: 75.731003 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.006120 0.718750 fi:0.443987. Ave ac:0.009757,0.013014 Initialization: 5.664000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.515000 Kernel 1: 0.023000 Kernel 2: 74.069000 Copyback: 0.018000 Sum: 0.032000 It 22,Best ac:0.004790 0.666667 fi:0.488287. Ave ac:0.008974,0.012117 Initialization: 5.697000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.528000 Kernel 1: 0.024000 Kernel 2: 69.771004 Copyback: 0.017000 Sum: 0.037000 It 23,Best ac:0.004258 0.727273 fi:0.429196. Ave ac:0.008888,0.009864 Initialization: 5.779000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.473000 Kernel 1: 0.023000 Kernel 2: 68.501999 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.005057 0.703704 fi:0.463176. Ave ac:0.009593,0.012460 Initialization: 5.745000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.473000 Kernel 1: 0.022000 Kernel 2: 66.986000 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.004258 0.761905 fi:0.387544. Ave ac:0.008101,0.007534 Initialization: 5.700000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.497000 Kernel 1: 0.023000 Kernel 2: 65.043999 Copyback: 0.016000 Sum: 0.032000 It 26,Best ac:0.005856 0.687500 fi:0.460087. Ave ac:0.006440,0.006830 Initialization: 5.762000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.510000 Kernel 1: 0.023000 Kernel 2: 65.204002 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.003193 0.800000 fi:0.408119. Ave ac:0.007498,0.008439 Initialization: 5.687000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.506000 Kernel 1: 0.023000 Kernel 2: 63.189999 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.004258 0.761905 fi:0.410034. Ave ac:0.005718,0.004449 Initialization: 5.807000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.580000 Kernel 1: 0.023000 Kernel 2: 63.368999 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.005322 0.666667 fi:0.479599. Ave ac:0.005162,0.005828 Initialization: 5.715000 Memcpy Classifiers: 0.313000 Memcpy Instances: 7.517000 Kernel 1: 0.023000 Kernel 2: 65.123001 Copyback: 0.043000 Sum: 0.032000 It 30,Best ac:0.003993 1.000000 fi:0.160029. Ave ac:0.006740,0.006869 Initialization: 5.746000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.536000 Kernel 1: 0.023000 Kernel 2: 63.766998 Copyback: 0.018000 Sum: 0.035000 It 31,Best ac:0.003459 0.764706 fi:0.404338. Ave ac:0.006897,0.006842 Initialization: 5.719000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.497000 Kernel 1: 0.023000 Kernel 2: 62.553001 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.004790 0.750000 fi:0.407900. Ave ac:0.005738,0.005629 Initialization: 5.692000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.465000 Kernel 1: 0.024000 Kernel 2: 63.048000 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.003194 0.631579 fi:0.563109. Ave ac:0.003719,0.003245 Initialization: 29.323000 Memcpy Instances: 370.692993 Memcpy Classifiers: 0.080000 Kernel 1: 0.026000 Kernel 2: 446.359985 Copyback: 0.016000 Sum: 0.013000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 455.121002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 460.309998 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 441.855988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 447.975006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.012000 Kernel 2: 447.718994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 447.549988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 454.154999 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 396.552002 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.032808 0.537355 fi:0.618985. Ave ac:0.005901,0.016638 Best acc 0.032808 0.537355 Rule:Att PSSM_-2_20 is [>0.423035]|Att PSSM_0_4 is [<-1.593444]|Att PSSM_0_7 is [-6.043927,-2.295454]|Att PSSM_0_12 is [-6.474152,-1.525848]|Att PSSM_2_7 is [-6.070330,-2.552697]|Att PSSM_4_19 is [-5.338141,9.123837]|1 Accuracy : 0.784596 0 1 149829 14251 36291 34267 Removed 1760 instances. 186120 Instances left. Acc of rule 0.032808-0.537355 Initialization: 5.759000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.406000 Kernel 1: 0.024000 Kernel 2: 91.880997 Copyback: 0.018000 Sum: 0.045000 Initial population average accuracy1:0.005679 accuracy2:0.196855 Initialization: 5.746000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.395000 Kernel 1: 0.023000 Kernel 2: 95.376999 Copyback: 0.017000 Sum: 0.029000 It 0,Best ac:0.005372 0.487805 fi:0.611085. Ave ac:0.009759,0.012922 Initialization: 5.644000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.392000 Kernel 1: 0.024000 Kernel 2: 98.300003 Copyback: 0.018000 Sum: 0.031000 It 1,Best ac:0.004300 0.516129 fi:0.583318. Ave ac:0.011314,0.013592 Initialization: 5.706000 Memcpy Classifiers: 0.431000 Memcpy Instances: 7.393000 Kernel 1: 0.023000 Kernel 2: 95.311996 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.003223 0.600000 fi:0.505326. Ave ac:0.011339,0.012856 Initialization: 5.682000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.454000 Kernel 1: 0.022000 Kernel 2: 93.753998 Copyback: 0.017000 Sum: 0.026000 It 3,Best ac:0.003493 0.590909 fi:0.508961. Ave ac:0.009598,0.012234 Initialization: 5.709000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.529000 Kernel 1: 0.022000 Kernel 2: 98.593002 Copyback: 0.016000 Sum: 0.032000 It 4,Best ac:0.005911 0.536585 fi:0.562024. Ave ac:0.009257,0.012223 Initialization: 5.758000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.455000 Kernel 1: 0.022000 Kernel 2: 97.710999 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.003223 0.631579 fi:0.473747. Ave ac:0.008808,0.010737 Initialization: 5.697000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.515000 Kernel 1: 0.023000 Kernel 2: 96.177002 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.007523 0.651163 fi:0.446606. Ave ac:0.008281,0.009222 Initialization: 5.701000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.434000 Kernel 1: 0.023000 Kernel 2: 97.307999 Copyback: 0.017000 Sum: 0.065000 It 7,Best ac:0.003762 0.583333 fi:0.516394. Ave ac:0.006074,0.006851 Initialization: 5.641000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.455000 Kernel 1: 0.023000 Kernel 2: 99.834999 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.004030 0.681818 fi:0.417769. Ave ac:0.006747,0.009994 Initialization: 5.721000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.403000 Kernel 1: 0.023000 Kernel 2: 99.045998 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.005103 0.575758 fi:0.523272. Ave ac:0.006219,0.010788 Iteration 10:MDL fitness activated Error 0.523272 TL 0.032189 MDL Theory Length Weight: 5.4187265671 (2) Initialization: 5.670000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.400000 Kernel 1: 0.023000 Kernel 2: 93.875999 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.006178 0.638889 fi:0.642782. Ave ac:0.007592,0.011659 Initialization: 5.710000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.394000 Kernel 1: 0.023000 Kernel 2: 90.580002 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004566 0.607143 fi:0.604879. Ave ac:0.008985,0.012106 Initialization: 5.702000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.392000 Kernel 1: 0.023000 Kernel 2: 86.077003 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.004836 0.692308 fi:0.544673. Ave ac:0.012949,0.017858 Initialization: 5.828000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.475000 Kernel 1: 0.023000 Kernel 2: 84.239998 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.008329 0.659574 fi:0.550854. Ave ac:0.014283,0.020360 Initialization: 5.629000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.440000 Kernel 1: 0.022000 Kernel 2: 84.702003 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.004029 0.750000 fi:0.487401. Ave ac:0.015125,0.020051 Initialization: 5.657000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.576000 Kernel 1: 0.022000 Kernel 2: 77.836998 Copyback: 0.018000 Sum: 0.026000 It 15,Best ac:0.009404 0.729167 fi:0.472568. Ave ac:0.015963,0.022963 Initialization: 5.718000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.450000 Kernel 1: 0.023000 Kernel 2: 76.028000 Copyback: 0.017000 Sum: 0.024000 It 16,Best ac:0.003492 0.650000 fi:0.523046. Ave ac:0.018586,0.022801 Initialization: 5.916000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.420000 Kernel 1: 0.023000 Kernel 2: 73.445000 Copyback: 0.017000 Sum: 0.024000 It 17,Best ac:0.004566 0.548387 fi:0.586756. Ave ac:0.021346,0.032996 Initialization: 5.663000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.441000 Kernel 1: 0.023000 Kernel 2: 73.597000 Copyback: 0.017000 Sum: 0.024000 It 18,Best ac:0.003223 0.750000 fi:0.450689. Ave ac:0.020527,0.026478 Initialization: 5.724000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.423000 Kernel 1: 0.021000 Kernel 2: 70.202003 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.004567 0.739130 fi:0.484084. Ave ac:0.021305,0.037820 Initialization: 5.660000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.425000 Kernel 1: 0.023000 Kernel 2: 72.069000 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.004029 0.882353 fi:0.287616. Ave ac:0.015269,0.021251 Initialization: 5.688000 Memcpy Classifiers: 0.262000 Memcpy Instances: 7.417000 Kernel 1: 0.024000 Kernel 2: 71.919998 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.004029 0.625000 fi:0.525813. Ave ac:0.020541,0.038035 Initialization: 5.717000 Memcpy Classifiers: 0.365000 Memcpy Instances: 7.508000 Kernel 1: 0.023000 Kernel 2: 70.502998 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.002955 0.733333 fi:0.518249. Ave ac:0.021693,0.037003 Initialization: 5.741000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.434000 Kernel 1: 0.023000 Kernel 2: 69.305000 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.003762 0.636364 fi:0.502680. Ave ac:0.021635,0.037107 Initialization: 5.749000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.397000 Kernel 1: 0.024000 Kernel 2: 71.668999 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.003760 0.736842 fi:0.417088. Ave ac:0.025096,0.044158 Initialization: 5.713000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.391000 Kernel 1: 0.023000 Kernel 2: 69.836998 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.003224 0.666667 fi:0.495750. Ave ac:0.024162,0.042360 Initialization: 5.728000 Memcpy Classifiers: 0.225000 Memcpy Instances: 7.392000 Kernel 1: 0.023000 Kernel 2: 71.582001 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.003492 0.541667 fi:0.613924. Ave ac:0.024212,0.042068 Initialization: 5.711000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.532000 Kernel 1: 0.023000 Kernel 2: 68.956001 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.004029 0.681818 fi:0.467475. Ave ac:0.025436,0.042902 Initialization: 5.700000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.440000 Kernel 1: 0.023000 Kernel 2: 69.586998 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.008060 0.666667 fi:0.458670. Ave ac:0.019103,0.033472 Initialization: 5.635000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.359000 Kernel 1: 0.024000 Kernel 2: 66.955002 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.006448 0.648649 fi:0.505329. Ave ac:0.021216,0.039396 MDL Theory Length Weight: 4.8768539104 (10) Initialization: 5.658000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.556000 Kernel 1: 0.022000 Kernel 2: 67.776001 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.004030 0.652174 fi:0.499609. Ave ac:0.019985,0.037153 Initialization: 5.680000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.430000 Kernel 1: 0.023000 Kernel 2: 71.110001 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.004298 0.761905 fi:0.393604. Ave ac:0.016150,0.031875 Initialization: 5.733000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.468000 Kernel 1: 0.023000 Kernel 2: 68.869003 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.003492 0.722222 fi:0.450604. Ave ac:0.015974,0.029092 Initialization: 5.689000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.425000 Kernel 1: 0.023000 Kernel 2: 67.473999 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003760 0.823529 fi:0.319958. Ave ac:0.019683,0.036626 Initialization: 30.455999 Memcpy Instances: 372.052002 Memcpy Classifiers: 0.066000 Kernel 1: 0.024000 Kernel 2: 491.421997 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.059000 Kernel 1: 0.015000 Kernel 2: 463.005005 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 488.625000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 489.233002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 479.113007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 473.993988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 471.329010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 468.447998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 357.036987 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003514 0.520701 fi:0.623891. Ave ac:0.016244,0.052226 Best acc 0.003514 0.520701 Initialization: 5.766000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.428000 Kernel 1: 0.024000 Kernel 2: 92.889000 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005397 accuracy2:0.190151 Initialization: 5.639000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.405000 Kernel 1: 0.023000 Kernel 2: 100.733002 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.003492 0.764706 fi:0.335164. Ave ac:0.008413,0.010644 Initialization: 5.703000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.444000 Kernel 1: 0.024000 Kernel 2: 97.681999 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.003493 0.520000 fi:0.579870. Ave ac:0.010193,0.012973 Initialization: 5.672000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.387000 Kernel 1: 0.024000 Kernel 2: 96.823997 Copyback: 0.018000 Sum: 0.029000 It 2,Best ac:0.003760 0.583333 fi:0.516397. Ave ac:0.009798,0.012405 Initialization: 5.658000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.592000 Kernel 1: 0.023000 Kernel 2: 92.523003 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.003224 0.631579 fi:0.473747. Ave ac:0.010542,0.012493 Initialization: 6.022000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.437000 Kernel 1: 0.023000 Kernel 2: 94.929001 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.013434 0.595238 fi:0.499449. Ave ac:0.008680,0.009808 Initialization: 6.398000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.425000 Kernel 1: 0.024000 Kernel 2: 92.584999 Copyback: 0.020000 Sum: 0.030000 It 5,Best ac:0.004836 0.692308 fi:0.406858. Ave ac:0.009001,0.009284 Initialization: 5.737000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.507000 Kernel 1: 0.024000 Kernel 2: 88.808998 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.004030 0.576923 fi:0.522667. Ave ac:0.007048,0.009345 Initialization: 6.158000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.436000 Kernel 1: 0.023000 Kernel 2: 91.639000 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.005641 0.724138 fi:0.374611. Ave ac:0.009450,0.010059 Initialization: 5.633000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.427000 Kernel 1: 0.023000 Kernel 2: 89.999001 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.003224 0.750000 fi:0.355326. Ave ac:0.008450,0.009486 Initialization: 5.691000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.493000 Kernel 1: 0.023000 Kernel 2: 91.376999 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.006985 0.650000 fi:0.448049. Ave ac:0.006769,0.006463 Iteration 10:MDL fitness activated Error 0.448049 TL 0.034256 MDL Theory Length Weight: 3.9237913012 (10) Initialization: 6.217000 Memcpy Classifiers: 0.393000 Memcpy Instances: 7.441000 Kernel 1: 0.023000 Kernel 2: 93.219002 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.006985 0.590909 fi:0.614149. Ave ac:0.008066,0.008178 Initialization: 5.726000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.385000 Kernel 1: 0.023000 Kernel 2: 90.253998 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.004299 0.727273 fi:0.521099. Ave ac:0.008080,0.007094 Initialization: 5.733000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.461000 Kernel 1: 0.024000 Kernel 2: 85.663002 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.003224 0.800000 fi:0.426970. Ave ac:0.007741,0.007433 Initialization: 5.685000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.460000 Kernel 1: 0.023000 Kernel 2: 86.607002 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003492 0.764706 fi:0.443495. Ave ac:0.008986,0.010835 Initialization: 6.806000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.424000 Kernel 1: 0.023000 Kernel 2: 84.349998 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.002955 0.846154 fi:0.455372. Ave ac:0.009575,0.009246 Initialization: 5.712000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.472000 Kernel 1: 0.023000 Kernel 2: 82.027000 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.005105 0.678571 fi:0.519453. Ave ac:0.007143,0.007465 Initialization: 5.773000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.904000 Kernel 1: 0.023000 Kernel 2: 82.339996 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.004029 0.833333 fi:0.365482. Ave ac:0.008506,0.007950 Initialization: 5.677000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.459000 Kernel 1: 0.024000 Kernel 2: 79.788002 Copyback: 0.372000 Sum: 0.033000 It 17,Best ac:0.003760 0.736842 fi:0.469464. Ave ac:0.007493,0.008451 Initialization: 5.658000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.871000 Kernel 1: 0.022000 Kernel 2: 82.168999 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.005106 0.791667 fi:0.421576. Ave ac:0.007522,0.008556 Initialization: 7.330000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.494000 Kernel 1: 0.022000 Kernel 2: 76.441002 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.003224 0.600000 fi:0.590073. Ave ac:0.005212,0.004849 Initialization: 5.724000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.496000 Kernel 1: 0.023000 Kernel 2: 77.912003 Copyback: 0.026000 Sum: 0.036000 It 20,Best ac:0.005105 0.791667 fi:0.415946. Ave ac:0.008259,0.010077 Initialization: 5.648000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.413000 Kernel 1: 0.022000 Kernel 2: 78.903000 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.006984 0.722222 fi:0.462394. Ave ac:0.006488,0.006409 Initialization: 6.244000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.419000 Kernel 1: 0.023000 Kernel 2: 74.806000 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.004299 0.666667 fi:0.540272. Ave ac:0.006177,0.006239 Initialization: 5.675000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.450000 Kernel 1: 0.023000 Kernel 2: 75.842003 Copyback: 0.018000 Sum: 0.032000 It 23,Best ac:0.004029 0.652174 fi:0.545371. Ave ac:0.005240,0.006610 Initialization: 5.691000 Memcpy Classifiers: 0.387000 Memcpy Instances: 7.474000 Kernel 1: 0.023000 Kernel 2: 74.747002 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.004298 0.842105 fi:0.394175. Ave ac:0.007471,0.007382 Initialization: 5.783000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.432000 Kernel 1: 0.023000 Kernel 2: 74.457001 Copyback: 0.018000 Sum: 0.035000 It 25,Best ac:0.005372 0.588235 fi:0.588940. Ave ac:0.005593,0.005490 MDL Theory Length Weight: 3.5314121711 (10) Initialization: 5.726000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.461000 Kernel 1: 0.023000 Kernel 2: 76.464996 Copyback: 0.024000 Sum: 0.035000 It 26,Best ac:0.004298 0.800000 fi:0.382433. Ave ac:0.008717,0.008047 Initialization: 5.612000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.922000 Kernel 1: 0.023000 Kernel 2: 72.315002 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.004299 0.666667 fi:0.497582. Ave ac:0.008145,0.010578 Initialization: 5.695000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.939000 Kernel 1: 0.022000 Kernel 2: 74.553001 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.003762 0.777778 fi:0.415078. Ave ac:0.007096,0.008119 Initialization: 6.196000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.445000 Kernel 1: 0.022000 Kernel 2: 72.422997 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.003224 0.857143 fi:0.345327. Ave ac:0.009088,0.008650 Initialization: 5.702000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.436000 Kernel 1: 0.024000 Kernel 2: 71.234001 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.004030 0.750000 fi:0.401806. Ave ac:0.006611,0.008733 Initialization: 6.643000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.444000 Kernel 1: 0.023000 Kernel 2: 71.487999 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.003224 0.705882 fi:0.428940. Ave ac:0.008905,0.008454 Initialization: 5.794000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.569000 Kernel 1: 0.023000 Kernel 2: 69.843002 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.004029 0.681818 fi:0.473383. Ave ac:0.006627,0.007417 Initialization: 5.699000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.870000 Kernel 1: 0.023000 Kernel 2: 69.083000 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.009132 0.693878 fi:0.471912. Ave ac:0.007782,0.010766 Initialization: 29.702999 Memcpy Instances: 369.940002 Memcpy Classifiers: 0.090000 Kernel 1: 0.023000 Kernel 2: 463.095001 Copyback: 0.016000 Sum: 0.012000 Memcpy Classifiers: 0.091000 Kernel 1: 0.015000 Kernel 2: 460.721008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 467.164001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.014000 Kernel 2: 461.208008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 463.979004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 458.570007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.014000 Kernel 2: 461.803986 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.089000 Kernel 1: 0.013000 Kernel 2: 456.635010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 349.076996 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003707 0.542453 fi:0.612916. Ave ac:0.006392,0.018342 Best acc 0.003707 0.542453 Rule:Att PSSM_-3_4 is [-4.933461,4.945401]|Att PSSM_-1_16 is [<0.542239]|Att PSSM_0_1 is [>2.105346]|Att PSSM_0_2 is [<-0.580548]|Att PSSM_0_12 is [-5.974422,-2.025578]|Att PSSM_4_2 is [<7.655124]|1 Accuracy : 0.785056 0 1 149247 14833 35601 34957 Removed 1272 instances. 184848 Instances left. Acc of rule 0.003707-0.542453 Initialization: 5.903000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.815000 Kernel 1: 0.023000 Kernel 2: 89.489998 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.005363 accuracy2:0.184646 Initialization: 5.701000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.376000 Kernel 1: 0.023000 Kernel 2: 97.806999 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.002975 0.478261 fi:0.685495. Ave ac:0.009940,0.013879 Initialization: 5.608000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.370000 Kernel 1: 0.024000 Kernel 2: 104.249001 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.006762 0.520833 fi:0.577287. Ave ac:0.011321,0.011516 Initialization: 5.627000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.406000 Kernel 1: 0.024000 Kernel 2: 99.281998 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003787 0.466667 fi:0.633025. Ave ac:0.010545,0.011168 Initialization: 5.674000 Memcpy Classifiers: 0.454000 Memcpy Instances: 7.826000 Kernel 1: 0.023000 Kernel 2: 99.190002 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003246 0.571429 fi:0.528548. Ave ac:0.010058,0.012271 Initialization: 5.618000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.401000 Kernel 1: 0.023000 Kernel 2: 97.033997 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.004057 0.535714 fi:0.563834. Ave ac:0.008137,0.008413 Initialization: 5.644000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.336000 Kernel 1: 0.023000 Kernel 2: 98.577003 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.003787 0.666667 fi:0.433025. Ave ac:0.008560,0.008895 Initialization: 5.721000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.357000 Kernel 1: 0.023000 Kernel 2: 96.260002 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.003516 0.764706 fi:0.335128. Ave ac:0.008263,0.009084 Initialization: 5.640000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.850000 Kernel 1: 0.023000 Kernel 2: 94.537003 Copyback: 0.016000 Sum: 0.030000 It 7,Best ac:0.004600 0.586207 fi:0.513056. Ave ac:0.008461,0.009760 Initialization: 5.658000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.337000 Kernel 1: 0.023000 Kernel 2: 93.162003 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.004057 0.600000 fi:0.499548. Ave ac:0.007790,0.007785 Initialization: 6.125000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.350000 Kernel 1: 0.023000 Kernel 2: 92.588997 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.006221 0.793103 fi:0.305302. Ave ac:0.008690,0.008276 Iteration 10:MDL fitness activated Error 0.305302 TL 0.030230 MDL Theory Length Weight: 3.3664897510 (1) Initialization: 5.699000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.477000 Kernel 1: 0.022000 Kernel 2: 93.417000 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.008115 0.625000 fi:0.560812. Ave ac:0.009285,0.008235 Initialization: 5.747000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.336000 Kernel 1: 0.023000 Kernel 2: 89.289001 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.006762 0.657895 fi:0.519649. Ave ac:0.007695,0.007736 Initialization: 5.689000 Memcpy Classifiers: 0.438000 Memcpy Instances: 7.409000 Kernel 1: 0.022000 Kernel 2: 88.512001 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.005951 0.647059 fi:0.528879. Ave ac:0.008324,0.008009 Initialization: 5.677000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.351000 Kernel 1: 0.023000 Kernel 2: 89.527000 Copyback: 0.020000 Sum: 0.037000 It 13,Best ac:0.005139 0.633333 fi:0.575684. Ave ac:0.008054,0.008036 Initialization: 5.668000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.334000 Kernel 1: 0.023000 Kernel 2: 84.103996 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.005951 0.647059 fi:0.519374. Ave ac:0.008812,0.010490 Initialization: 5.654000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.444000 Kernel 1: 0.023000 Kernel 2: 80.161003 Copyback: 0.016000 Sum: 0.030000 It 15,Best ac:0.005951 0.758621 fi:0.434125. Ave ac:0.008718,0.010657 Initialization: 5.806000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.353000 Kernel 1: 0.024000 Kernel 2: 77.103996 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.003788 0.736842 fi:0.463393. Ave ac:0.007626,0.007937 Initialization: 5.673000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.698000 Kernel 1: 0.023000 Kernel 2: 81.514000 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.004057 0.882353 fi:0.335261. Ave ac:0.008235,0.007759 Initialization: 5.695000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.347000 Kernel 1: 0.024000 Kernel 2: 74.843002 Copyback: 0.018000 Sum: 0.032000 It 18,Best ac:0.005410 0.625000 fi:0.555677. Ave ac:0.006938,0.007314 Initialization: 5.622000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.373000 Kernel 1: 0.023000 Kernel 2: 75.251999 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.005139 0.655172 fi:0.513093. Ave ac:0.009647,0.010470 Initialization: 5.650000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.449000 Kernel 1: 0.023000 Kernel 2: 74.668999 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.003246 0.800000 fi:0.382909. Ave ac:0.009290,0.009204 Initialization: 5.695000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.334000 Kernel 1: 0.023000 Kernel 2: 73.452003 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.003787 0.875000 fi:0.331298. Ave ac:0.009417,0.010814 Initialization: 5.674000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.796000 Kernel 1: 0.023000 Kernel 2: 74.926003 Copyback: 0.016000 Sum: 0.030000 It 22,Best ac:0.006492 0.648649 fi:0.488534. Ave ac:0.009058,0.009823 Initialization: 5.712000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.380000 Kernel 1: 0.022000 Kernel 2: 72.811996 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.003515 0.722222 fi:0.456954. Ave ac:0.009541,0.010705 Initialization: 5.975000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.397000 Kernel 1: 0.023000 Kernel 2: 76.403000 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.006492 0.648649 fi:0.527004. Ave ac:0.010303,0.012766 Initialization: 5.653000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.379000 Kernel 1: 0.023000 Kernel 2: 74.343002 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.004869 0.720000 fi:0.427301. Ave ac:0.009326,0.009685 Initialization: 5.724000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.559000 Kernel 1: 0.024000 Kernel 2: 71.903999 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.004328 0.615385 fi:0.554226. Ave ac:0.007649,0.009230 Initialization: 5.616000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.839000 Kernel 1: 0.023000 Kernel 2: 71.250999 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.004057 0.652174 fi:0.518035. Ave ac:0.010534,0.012448 Initialization: 5.680000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.384000 Kernel 1: 0.023000 Kernel 2: 72.404999 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.005680 0.617647 fi:0.523753. Ave ac:0.011057,0.011726 Initialization: 5.739000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.347000 Kernel 1: 0.023000 Kernel 2: 68.246002 Copyback: 0.016000 Sum: 0.027000 It 29,Best ac:0.004598 0.772727 fi:0.398283. Ave ac:0.010788,0.011432 Initialization: 5.907000 Memcpy Classifiers: 0.266000 Memcpy Instances: 7.844000 Kernel 1: 0.021000 Kernel 2: 68.295998 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.003516 0.684211 fi:0.469742. Ave ac:0.008580,0.008455 MDL Theory Length Weight: 3.0298407759 (10) Initialization: 5.754000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.371000 Kernel 1: 0.022000 Kernel 2: 68.946999 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.002975 0.733333 fi:0.500882. Ave ac:0.008219,0.010288 Initialization: 5.820000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.524000 Kernel 1: 0.023000 Kernel 2: 69.069000 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.004057 0.789474 fi:0.390098. Ave ac:0.009147,0.010496 Initialization: 5.698000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.392000 Kernel 1: 0.022000 Kernel 2: 69.612999 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.003246 0.666667 fi:0.500106. Ave ac:0.007884,0.009047 Initialization: 30.237000 Memcpy Instances: 373.734985 Memcpy Classifiers: 0.071000 Kernel 1: 0.022000 Kernel 2: 482.691010 Copyback: 0.017000 Sum: 0.014000 Memcpy Classifiers: 0.064000 Kernel 1: 0.016000 Kernel 2: 489.394012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 478.157990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 480.166992 Copyback: 0.202000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.017000 Kernel 2: 490.714996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 484.033997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 473.372009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 488.707001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.013000 Kernel 2: 237.029007 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004225 0.509126 fi:0.633696. Ave ac:0.010472,0.030243 Best acc 0.004225 0.509126 Initialization: 5.658000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.385000 Kernel 1: 0.025000 Kernel 2: 92.791000 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.004868 accuracy2:0.202485 Initialization: 5.629000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.363000 Kernel 1: 0.023000 Kernel 2: 99.939003 Copyback: 0.018000 Sum: 0.039000 It 0,Best ac:0.005680 0.420000 fi:0.678692. Ave ac:0.008302,0.011372 Initialization: 5.711000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.360000 Kernel 1: 0.024000 Kernel 2: 97.571999 Copyback: 0.017000 Sum: 0.026000 It 1,Best ac:0.007033 0.464286 fi:0.633692. Ave ac:0.009575,0.011118 Initialization: 5.667000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.357000 Kernel 1: 0.024000 Kernel 2: 98.228996 Copyback: 0.018000 Sum: 0.031000 It 2,Best ac:0.008385 0.442857 fi:0.654406. Ave ac:0.009785,0.010718 Initialization: 5.709000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.373000 Kernel 1: 0.023000 Kernel 2: 99.528999 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.003246 0.705882 fi:0.394095. Ave ac:0.010685,0.011553 Initialization: 5.655000 Memcpy Classifiers: 0.449000 Memcpy Instances: 7.368000 Kernel 1: 0.023000 Kernel 2: 98.502998 Copyback: 0.016000 Sum: 0.032000 It 4,Best ac:0.003246 0.600000 fi:0.499977. Ave ac:0.010439,0.011986 Initialization: 5.723000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.340000 Kernel 1: 0.023000 Kernel 2: 97.744003 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.003246 0.750000 fi:0.349977. Ave ac:0.010004,0.010754 Initialization: 5.642000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.345000 Kernel 1: 0.024000 Kernel 2: 94.684998 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.004869 0.666667 fi:0.432453. Ave ac:0.008313,0.009798 Initialization: 5.657000 Memcpy Classifiers: 0.501000 Memcpy Instances: 7.801000 Kernel 1: 0.022000 Kernel 2: 96.291000 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.002975 0.733333 fi:0.430422. Ave ac:0.008135,0.008782 Initialization: 5.622000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.333000 Kernel 1: 0.024000 Kernel 2: 95.351997 Copyback: 0.018000 Sum: 0.030000 It 8,Best ac:0.007303 0.551020 fi:0.546814. Ave ac:0.008186,0.009351 Initialization: 5.607000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.373000 Kernel 1: 0.024000 Kernel 2: 96.210999 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.004598 0.607143 fi:0.492120. Ave ac:0.008915,0.011269 Iteration 10:MDL fitness activated Error 0.492120 TL 0.032460 MDL Theory Length Weight: 5.0536555910 (5) Initialization: 5.685000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.333000 Kernel 1: 0.023000 Kernel 2: 95.776001 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.003787 0.560000 fi:0.669698. Ave ac:0.007236,0.007468 Initialization: 5.624000 Memcpy Classifiers: 0.386000 Memcpy Instances: 7.454000 Kernel 1: 0.023000 Kernel 2: 94.420998 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.007844 0.591837 fi:0.673114. Ave ac:0.010017,0.011406 Initialization: 5.750000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.513000 Kernel 1: 0.023000 Kernel 2: 92.685997 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.003787 0.777778 fi:0.466582. Ave ac:0.012695,0.015019 Initialization: 5.714000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.345000 Kernel 1: 0.023000 Kernel 2: 87.749001 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.004598 0.586207 fi:0.596005. Ave ac:0.010720,0.013369 Initialization: 5.699000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.347000 Kernel 1: 0.024000 Kernel 2: 83.556000 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.011090 0.585714 fi:0.587764. Ave ac:0.012671,0.014359 Initialization: 5.676000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.471000 Kernel 1: 0.022000 Kernel 2: 84.751999 Copyback: 0.018000 Sum: 0.030000 It 15,Best ac:0.004328 0.615385 fi:0.587845. Ave ac:0.012517,0.017230 Initialization: 5.636000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.357000 Kernel 1: 0.023000 Kernel 2: 82.530998 Copyback: 0.016000 Sum: 0.031000 It 16,Best ac:0.003787 0.736842 fi:0.495908. Ave ac:0.013926,0.021916 Initialization: 5.843000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.346000 Kernel 1: 0.023000 Kernel 2: 81.140999 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.006221 0.696970 fi:0.503699. Ave ac:0.011402,0.021037 Initialization: 5.661000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.386000 Kernel 1: 0.024000 Kernel 2: 79.748001 Copyback: 0.017000 Sum: 0.023000 It 18,Best ac:0.005139 0.703704 fi:0.521477. Ave ac:0.012533,0.019051 Initialization: 5.624000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.525000 Kernel 1: 0.024000 Kernel 2: 77.931000 Copyback: 0.018000 Sum: 0.024000 It 19,Best ac:0.003516 0.722222 fi:0.437952. Ave ac:0.013410,0.022135 Initialization: 6.103000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.704000 Kernel 1: 0.023000 Kernel 2: 73.764999 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.005139 0.612903 fi:0.537238. Ave ac:0.015519,0.027479 Initialization: 6.336000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.359000 Kernel 1: 0.022000 Kernel 2: 70.303001 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.005680 0.636364 fi:0.516448. Ave ac:0.017081,0.032842 Initialization: 5.651000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.402000 Kernel 1: 0.023000 Kernel 2: 71.481003 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.006762 0.625000 fi:0.543514. Ave ac:0.018948,0.032731 Initialization: 5.674000 Memcpy Classifiers: 0.248000 Memcpy Instances: 7.422000 Kernel 1: 0.022000 Kernel 2: 72.061996 Copyback: 0.017000 Sum: 0.020000 It 23,Best ac:0.003246 0.750000 fi:0.410317. Ave ac:0.017775,0.030132 Initialization: 5.674000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.404000 Kernel 1: 0.024000 Kernel 2: 69.797997 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.003246 0.705882 fi:0.526989. Ave ac:0.015291,0.029610 Initialization: 5.616000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.367000 Kernel 1: 0.024000 Kernel 2: 73.074997 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.004057 0.625000 fi:0.529354. Ave ac:0.018774,0.035588 Initialization: 5.651000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.427000 Kernel 1: 0.023000 Kernel 2: 73.338997 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.004869 0.600000 fi:0.532455. Ave ac:0.018166,0.035874 Initialization: 5.665000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.368000 Kernel 1: 0.023000 Kernel 2: 69.785004 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003246 0.545455 fi:0.607500. Ave ac:0.019217,0.037737 Initialization: 5.620000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.402000 Kernel 1: 0.023000 Kernel 2: 68.472000 Copyback: 0.016000 Sum: 0.021000 It 28,Best ac:0.005410 0.740741 fi:0.410028. Ave ac:0.019040,0.031650 Initialization: 5.634000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.435000 Kernel 1: 0.022000 Kernel 2: 69.336998 Copyback: 0.373000 Sum: 0.023000 It 29,Best ac:0.002975 0.846154 fi:0.368496. Ave ac:0.013357,0.027041 Initialization: 5.685000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.364000 Kernel 1: 0.023000 Kernel 2: 68.900002 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.003247 0.705882 fi:0.432797. Ave ac:0.013235,0.028062 Initialization: 5.663000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.362000 Kernel 1: 0.023000 Kernel 2: 68.210999 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.003246 0.631579 fi:0.551234. Ave ac:0.014307,0.031057 Initialization: 5.640000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.380000 Kernel 1: 0.023000 Kernel 2: 69.240997 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.004328 0.615385 fi:0.537084. Ave ac:0.023699,0.039647 Initialization: 5.642000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.374000 Kernel 1: 0.023000 Kernel 2: 67.716003 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.004057 0.714286 fi:0.434142. Ave ac:0.021662,0.029389 Initialization: 29.783001 Memcpy Instances: 364.324005 Memcpy Classifiers: 0.076000 Kernel 1: 0.024000 Kernel 2: 474.727997 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 481.446991 Copyback: 0.015000 Sum: 0.004000 Memcpy Classifiers: 0.073000 Kernel 1: 0.016000 Kernel 2: 477.195007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 481.984009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 481.373993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 487.484985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 467.500000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 484.596985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 231.750000 Copyback: 0.016000 Sum: 0.003000 It 34,Best ac:0.005377 0.487973 fi:0.644214. Ave ac:0.018347,0.058829 Best acc 0.005377 0.487973 Rule:Att PSSM_-3_7 is [<-2.856157]|Att PSSM_-1_12 is [-6.864505,-1.968503]|Att PSSM_0_4 is [-7.715444,-3.094246]|Att PSSM_3_5 is [-2.651116,7.464273]|1 Accuracy : 0.785175 0 1 148494 15586 34820 35738 Removed 1534 instances. 183314 Instances left. Acc of rule 0.004225-0.509126 Initialization: 5.650000 Memcpy Classifiers: 0.566000 Memcpy Instances: 7.287000 Kernel 1: 0.024000 Kernel 2: 91.277000 Copyback: 0.016000 Sum: 0.048000 Initial population average accuracy1:0.004875 accuracy2:0.192939 Initialization: 5.756000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.472000 Kernel 1: 0.022000 Kernel 2: 95.234001 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.003546 0.464286 fi:0.635506. Ave ac:0.008022,0.010994 Initialization: 5.589000 Memcpy Classifiers: 0.510000 Memcpy Instances: 7.307000 Kernel 1: 0.023000 Kernel 2: 96.656998 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.006818 0.431034 fi:0.667009. Ave ac:0.011052,0.014777 Initialization: 5.582000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.276000 Kernel 1: 0.024000 Kernel 2: 93.389999 Copyback: 0.371000 Sum: 0.032000 It 2,Best ac:0.005727 0.500000 fi:0.598627. Ave ac:0.011276,0.014537 Initialization: 6.017000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.308000 Kernel 1: 0.022000 Kernel 2: 93.491997 Copyback: 0.017000 Sum: 0.026000 It 3,Best ac:0.003274 0.444444 fi:0.655493. Ave ac:0.011016,0.013748 Initialization: 5.633000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.333000 Kernel 1: 0.023000 Kernel 2: 91.883003 Copyback: 0.017000 Sum: 0.026000 It 4,Best ac:0.004363 0.571429 fi:0.527928. Ave ac:0.011609,0.013833 Initialization: 5.606000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.305000 Kernel 1: 0.022000 Kernel 2: 88.771004 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.003819 0.518519 fi:0.581127. Ave ac:0.009633,0.011683 Initialization: 5.611000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.286000 Kernel 1: 0.024000 Kernel 2: 91.813004 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.003001 0.733333 fi:0.411198. Ave ac:0.010986,0.012831 Initialization: 5.631000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.287000 Kernel 1: 0.024000 Kernel 2: 88.487999 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.002728 0.833333 fi:0.388968. Ave ac:0.009802,0.013213 Initialization: 5.574000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.815000 Kernel 1: 0.022000 Kernel 2: 89.143997 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.003273 0.571429 fi:0.528509. Ave ac:0.008513,0.010729 Initialization: 5.697000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.399000 Kernel 1: 0.023000 Kernel 2: 90.575996 Copyback: 0.016000 Sum: 0.031000 It 9,Best ac:0.003001 0.647059 fi:0.497473. Ave ac:0.007697,0.007640 Iteration 10:MDL fitness activated Error 0.497473 TL 0.035156 MDL Theory Length Weight: 4.7167880308 (3) Initialization: 5.657000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.336000 Kernel 1: 0.023000 Kernel 2: 90.366997 Copyback: 0.018000 Sum: 0.035000 It 10,Best ac:0.003819 0.666667 fi:0.618082. Ave ac:0.006106,0.005734 Initialization: 5.627000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.304000 Kernel 1: 0.023000 Kernel 2: 89.757004 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.005183 0.558824 fi:0.663518. Ave ac:0.006480,0.007877 Initialization: 5.613000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.305000 Kernel 1: 0.023000 Kernel 2: 91.073997 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.003274 0.705882 fi:0.569752. Ave ac:0.007802,0.007768 Initialization: 5.624000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.280000 Kernel 1: 0.022000 Kernel 2: 89.407997 Copyback: 0.016000 Sum: 0.030000 It 13,Best ac:0.003001 0.647059 fi:0.641717. Ave ac:0.007229,0.009913 Initialization: 5.667000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.290000 Kernel 1: 0.022000 Kernel 2: 88.290001 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004363 0.727273 fi:0.505030. Ave ac:0.008587,0.012601 Initialization: 5.636000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.337000 Kernel 1: 0.023000 Kernel 2: 86.931999 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.004636 0.708333 fi:0.519337. Ave ac:0.007992,0.009594 Initialization: 5.613000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.278000 Kernel 1: 0.023000 Kernel 2: 86.720001 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.005456 0.689655 fi:0.518881. Ave ac:0.009304,0.009762 Initialization: 5.689000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.326000 Kernel 1: 0.023000 Kernel 2: 85.695999 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.003546 0.650000 fi:0.523153. Ave ac:0.008603,0.009591 Initialization: 5.587000 Memcpy Classifiers: 0.376000 Memcpy Instances: 7.289000 Kernel 1: 0.024000 Kernel 2: 85.025002 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.003272 0.666667 fi:0.496052. Ave ac:0.010338,0.012975 Initialization: 5.593000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.280000 Kernel 1: 0.024000 Kernel 2: 82.362999 Copyback: 0.018000 Sum: 0.032000 It 19,Best ac:0.003819 0.666667 fi:0.533664. Ave ac:0.011574,0.017196 Initialization: 5.616000 Memcpy Classifiers: 0.345000 Memcpy Instances: 7.329000 Kernel 1: 0.023000 Kernel 2: 79.291000 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.004092 0.750000 fi:0.474732. Ave ac:0.011502,0.016895 Initialization: 5.704000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.274000 Kernel 1: 0.023000 Kernel 2: 78.607002 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.003273 0.666667 fi:0.496050. Ave ac:0.010129,0.017403 Initialization: 5.590000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.300000 Kernel 1: 0.023000 Kernel 2: 79.647003 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.004091 0.714286 fi:0.482107. Ave ac:0.014203,0.020229 Initialization: 5.833000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.330000 Kernel 1: 0.022000 Kernel 2: 76.500000 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.005184 0.678571 fi:0.513505. Ave ac:0.013285,0.018499 Initialization: 5.650000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.267000 Kernel 1: 0.023000 Kernel 2: 79.262001 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.003273 0.750000 fi:0.473551. Ave ac:0.012804,0.023547 Initialization: 5.570000 Memcpy Classifiers: 0.289000 Memcpy Instances: 7.267000 Kernel 1: 0.023000 Kernel 2: 81.892998 Copyback: 0.017000 Sum: 0.020000 It 25,Best ac:0.003000 0.785714 fi:0.475686. Ave ac:0.012135,0.021107 Initialization: 5.626000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.344000 Kernel 1: 0.023000 Kernel 2: 78.679001 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.003273 0.705882 fi:0.466868. Ave ac:0.012698,0.022027 Initialization: 5.628000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.269000 Kernel 1: 0.023000 Kernel 2: 74.671997 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.003546 0.812500 fi:0.367690. Ave ac:0.016788,0.025091 Initialization: 5.583000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.309000 Kernel 1: 0.023000 Kernel 2: 72.989998 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.003545 0.812500 fi:0.398870. Ave ac:0.013506,0.025970 Initialization: 5.591000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.319000 Kernel 1: 0.023000 Kernel 2: 72.695000 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003001 0.785714 fi:0.432132. Ave ac:0.013956,0.022418 Initialization: 5.609000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.304000 Kernel 1: 0.023000 Kernel 2: 71.350998 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.003000 0.733333 fi:0.494346. Ave ac:0.012718,0.024669 Initialization: 5.652000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.270000 Kernel 1: 0.023000 Kernel 2: 71.036003 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.003546 0.764706 fi:0.397867. Ave ac:0.014827,0.025115 Initialization: 6.107000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.371000 Kernel 1: 0.023000 Kernel 2: 72.459000 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.004636 0.680000 fi:0.499816. Ave ac:0.016264,0.026279 Initialization: 5.612000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.794000 Kernel 1: 0.021000 Kernel 2: 72.546997 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003818 0.736842 fi:0.446207. Ave ac:0.009233,0.013869 Initialization: 30.663000 Memcpy Instances: 361.102997 Memcpy Classifiers: 0.065000 Kernel 1: 0.026000 Kernel 2: 545.734985 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 541.330994 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 527.010986 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.065000 Kernel 1: 0.018000 Kernel 2: 527.366028 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 553.120972 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 525.020996 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 528.578003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 525.000977 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 196.434006 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.047443 0.486246 fi:0.670722. Ave ac:0.008207,0.024768 Best acc 0.047443 0.486246 Initialization: 5.665000 Memcpy Classifiers: 0.503000 Memcpy Instances: 7.348000 Kernel 1: 0.026000 Kernel 2: 90.963997 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.004775 accuracy2:0.192749 Initialization: 5.653000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.280000 Kernel 1: 0.024000 Kernel 2: 96.158997 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.004910 0.418605 fi:0.680456. Ave ac:0.008108,0.010249 Initialization: 5.693000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.276000 Kernel 1: 0.023000 Kernel 2: 97.209000 Copyback: 0.018000 Sum: 0.036000 It 1,Best ac:0.003546 0.448276 fi:0.651516. Ave ac:0.009919,0.011471 Initialization: 5.635000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.598000 Kernel 1: 0.023000 Kernel 2: 98.260002 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003272 0.571429 fi:0.528511. Ave ac:0.011217,0.012204 Initialization: 5.646000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.266000 Kernel 1: 0.023000 Kernel 2: 96.319000 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003001 0.578947 fi:0.565584. Ave ac:0.011821,0.013006 Initialization: 5.576000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.271000 Kernel 1: 0.024000 Kernel 2: 94.250000 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.004092 0.535714 fi:0.563785. Ave ac:0.010728,0.011245 Initialization: 5.619000 Memcpy Classifiers: 0.875000 Memcpy Instances: 7.319000 Kernel 1: 0.022000 Kernel 2: 92.764000 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.007092 0.553191 fi:0.544701. Ave ac:0.010637,0.011175 Initialization: 5.744000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.775000 Kernel 1: 0.022000 Kernel 2: 94.123001 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.007908 0.527273 fi:0.570187. Ave ac:0.010096,0.010411 Initialization: 5.643000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.319000 Kernel 1: 0.023000 Kernel 2: 91.767998 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.003820 0.583333 fi:0.516312. Ave ac:0.009414,0.009285 Initialization: 5.640000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.307000 Kernel 1: 0.023000 Kernel 2: 87.244003 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.003273 0.600000 fi:0.499938. Ave ac:0.007686,0.007800 Initialization: 5.635000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.304000 Kernel 1: 0.023000 Kernel 2: 86.397003 Copyback: 0.017000 Sum: 0.037000 It 9,Best ac:0.003001 0.687500 fi:0.457032. Ave ac:0.007635,0.007406 Iteration 10:MDL fitness activated Error 0.457032 TL 0.051112 MDL Theory Length Weight: 2.9805733431 (1) Initialization: 5.666000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.329000 Kernel 1: 0.023000 Kernel 2: 88.330002 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.003272 0.705882 fi:0.488229. Ave ac:0.008316,0.007968 Initialization: 5.636000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.274000 Kernel 1: 0.022000 Kernel 2: 85.799004 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.005183 0.655172 fi:0.528845. Ave ac:0.009585,0.008988 Initialization: 5.636000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.863000 Kernel 1: 0.023000 Kernel 2: 83.380997 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.005183 0.612903 fi:0.580508. Ave ac:0.008872,0.009883 Initialization: 5.605000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.381000 Kernel 1: 0.022000 Kernel 2: 83.167999 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.004364 0.592593 fi:0.578397. Ave ac:0.009236,0.008752 Initialization: 5.662000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.274000 Kernel 1: 0.023000 Kernel 2: 84.349998 Copyback: 0.018000 Sum: 0.030000 It 14,Best ac:0.003545 0.722222 fi:0.484789. Ave ac:0.012226,0.010742 Initialization: 5.609000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.302000 Kernel 1: 0.023000 Kernel 2: 84.746002 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.007908 0.547170 fi:0.609310. Ave ac:0.011011,0.009694 Initialization: 5.624000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.274000 Kernel 1: 0.024000 Kernel 2: 81.049004 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.003001 0.733333 fi:0.490592. Ave ac:0.011595,0.010762 Initialization: 5.574000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.296000 Kernel 1: 0.023000 Kernel 2: 79.236000 Copyback: 0.016000 Sum: 0.032000 It 17,Best ac:0.007911 0.508772 fi:0.628908. Ave ac:0.010399,0.010135 Initialization: 5.621000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.829000 Kernel 1: 0.022000 Kernel 2: 78.261002 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.005183 0.655172 fi:0.520033. Ave ac:0.012547,0.011283 Initialization: 5.683000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.723000 Kernel 1: 0.022000 Kernel 2: 78.206001 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.003546 0.590909 fi:0.557606. Ave ac:0.010345,0.010672 Initialization: 5.626000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.280000 Kernel 1: 0.024000 Kernel 2: 75.876999 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.003001 0.733333 fi:0.466606. Ave ac:0.011259,0.011579 Initialization: 5.624000 Memcpy Classifiers: 0.388000 Memcpy Instances: 7.266000 Kernel 1: 0.023000 Kernel 2: 74.388000 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.003819 0.736842 fi:0.462833. Ave ac:0.009363,0.011730 Initialization: 5.623000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.741000 Kernel 1: 0.022000 Kernel 2: 74.432999 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.002454 0.818182 fi:0.517690. Ave ac:0.007969,0.009506 Initialization: 5.526000 Memcpy Classifiers: 0.350000 Memcpy Instances: 8.104000 Kernel 1: 0.023000 Kernel 2: 77.597000 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.003000 0.785714 fi:0.420362. Ave ac:0.007664,0.010737 Initialization: 5.593000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.325000 Kernel 1: 0.023000 Kernel 2: 74.666000 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.004091 0.714286 fi:0.455938. Ave ac:0.007785,0.009881 Initialization: 5.506000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.837000 Kernel 1: 0.022000 Kernel 2: 73.731003 Copyback: 0.016000 Sum: 0.031000 It 25,Best ac:0.003546 0.722222 fi:0.441829. Ave ac:0.010193,0.012061 Initialization: 5.623000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.683000 Kernel 1: 0.022000 Kernel 2: 73.474998 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.004091 0.625000 fi:0.534338. Ave ac:0.008142,0.013380 Initialization: 5.648000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.733000 Kernel 1: 0.022000 Kernel 2: 71.040001 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.005456 0.689655 fi:0.457809. Ave ac:0.009889,0.016616 Initialization: 5.753000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.340000 Kernel 1: 0.023000 Kernel 2: 70.297997 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.005183 0.633333 fi:0.524263. Ave ac:0.009892,0.015474 Initialization: 5.940000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.573000 Kernel 1: 0.023000 Kernel 2: 69.588997 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.004092 0.750000 fi:0.411361. Ave ac:0.010402,0.014187 Initialization: 5.721000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.288000 Kernel 1: 0.023000 Kernel 2: 71.416000 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.002727 0.909091 fi:0.388641. Ave ac:0.009314,0.015320 Initialization: 5.656000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.322000 Kernel 1: 0.024000 Kernel 2: 71.874001 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.004363 0.640000 fi:0.506670. Ave ac:0.012309,0.018031 Initialization: 5.623000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.394000 Kernel 1: 0.022000 Kernel 2: 70.297997 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.005999 0.758621 fi:0.388836. Ave ac:0.011602,0.015712 Initialization: 5.759000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.297000 Kernel 1: 0.023000 Kernel 2: 71.245003 Copyback: 0.017000 Sum: 0.027000 It 33,Best ac:0.003819 0.666667 fi:0.491775. Ave ac:0.009915,0.015892 Initialization: 29.997999 Memcpy Instances: 362.528015 Memcpy Classifiers: 0.072000 Kernel 1: 0.024000 Kernel 2: 516.736023 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 519.206970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.015000 Kernel 2: 531.466980 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 508.204987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 511.085999 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 528.296997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 533.491028 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.012000 Kernel 2: 533.721008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 195.804993 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004746 0.506108 fi:0.651723. Ave ac:0.008615,0.025676 Best acc 0.004746 0.506108 Rule:Att PSSM_-1_13 is [-2.745194,8.745194]|Att PSSM_0_2 is [<-3.837502]|Att PSSM_0_4 is [<-2.092629]|Att PSSM_0_8 is [<3.615602]|Att PSSM_0_14 is [-3.521695,4.401835]|Att PSSM_4_2 is [-6.647769,-1.130521]|Att PSSM_4_7 is [<3.005424]|1 Accuracy : 0.785265 0 1 147645 16435 33950 36608 Removed 1719 instances. 181595 Instances left. Acc of rule 0.004746-0.506108 Initialization: 5.563000 Memcpy Classifiers: 0.594000 Memcpy Instances: 8.250000 Kernel 1: 0.023000 Kernel 2: 86.811996 Copyback: 0.017000 Sum: 0.041000 Initial population average accuracy1:0.004718 accuracy2:0.177385 Initialization: 5.666000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.247000 Kernel 1: 0.023000 Kernel 2: 92.851997 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.003029 0.550000 fi:0.573114. Ave ac:0.008523,0.012640 Initialization: 5.559000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.230000 Kernel 1: 0.024000 Kernel 2: 93.253998 Copyback: 0.017000 Sum: 0.026000 It 1,Best ac:0.003855 0.411765 fi:0.687829. Ave ac:0.010534,0.013576 Initialization: 5.607000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.218000 Kernel 1: 0.024000 Kernel 2: 94.869003 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.006883 0.454545 fi:0.643401. Ave ac:0.011180,0.012993 Initialization: 5.564000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.200000 Kernel 1: 0.023000 Kernel 2: 97.182999 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.003855 0.700000 fi:0.399594. Ave ac:0.010920,0.012466 Initialization: 5.577000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.209000 Kernel 1: 0.024000 Kernel 2: 96.059998 Copyback: 0.017000 Sum: 0.025000 It 4,Best ac:0.004130 0.576923 fi:0.522521. Ave ac:0.008926,0.008664 Initialization: 5.711000 Memcpy Classifiers: 0.525000 Memcpy Instances: 7.279000 Kernel 1: 0.022000 Kernel 2: 98.318001 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.003304 0.750000 fi:0.349894. Ave ac:0.008406,0.008212 Initialization: 5.632000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.319000 Kernel 1: 0.022000 Kernel 2: 100.299004 Copyback: 0.016000 Sum: 0.033000 It 6,Best ac:0.003029 0.647059 fi:0.476055. Ave ac:0.006798,0.006744 Initialization: 5.546000 Memcpy Classifiers: 0.732000 Memcpy Instances: 7.247000 Kernel 1: 0.023000 Kernel 2: 102.648003 Copyback: 0.372000 Sum: 0.034000 It 7,Best ac:0.004130 0.652174 fi:0.447270. Ave ac:0.006531,0.006317 Initialization: 5.616000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.249000 Kernel 1: 0.023000 Kernel 2: 103.971001 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.004956 0.642857 fi:0.456138. Ave ac:0.007615,0.007414 Initialization: 5.527000 Memcpy Classifiers: 0.539000 Memcpy Instances: 7.230000 Kernel 1: 0.023000 Kernel 2: 101.685997 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.003304 0.705882 fi:0.394011. Ave ac:0.006138,0.006471 Iteration 10:MDL fitness activated Error 0.394011 TL 0.050753 MDL Theory Length Weight: 2.5877856122 (5) Initialization: 5.580000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.231000 Kernel 1: 0.023000 Kernel 2: 103.421997 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.004956 0.692308 fi:0.504071. Ave ac:0.006374,0.005501 Initialization: 5.520000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.202000 Kernel 1: 0.023000 Kernel 2: 104.857002 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.003029 0.687500 fi:0.535775. Ave ac:0.006400,0.005329 Initialization: 5.596000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.207000 Kernel 1: 0.024000 Kernel 2: 102.519997 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.005231 0.678571 fi:0.505821. Ave ac:0.007557,0.006460 Initialization: 5.600000 Memcpy Classifiers: 0.538000 Memcpy Instances: 7.196000 Kernel 1: 0.022000 Kernel 2: 100.640999 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.003579 0.722222 fi:0.466518. Ave ac:0.006845,0.006629 Initialization: 5.578000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.197000 Kernel 1: 0.023000 Kernel 2: 102.406998 Copyback: 0.018000 Sum: 0.036000 It 14,Best ac:0.003304 0.800000 fi:0.414117. Ave ac:0.005911,0.006796 Initialization: 5.552000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.272000 Kernel 1: 0.023000 Kernel 2: 99.356003 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.003579 0.764706 fi:0.444557. Ave ac:0.007653,0.007514 Initialization: 5.580000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.235000 Kernel 1: 0.023000 Kernel 2: 97.637001 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.003029 0.846154 fi:0.374343. Ave ac:0.006438,0.006606 Initialization: 5.552000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.220000 Kernel 1: 0.024000 Kernel 2: 96.407997 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.006608 0.631579 fi:0.540722. Ave ac:0.008968,0.007927 Initialization: 5.543000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.231000 Kernel 1: 0.023000 Kernel 2: 93.122002 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.002753 0.833333 fi:0.461989. Ave ac:0.008227,0.006933 Initialization: 5.620000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.201000 Kernel 1: 0.023000 Kernel 2: 94.216003 Copyback: 0.017000 Sum: 0.041000 It 19,Best ac:0.003579 0.722222 fi:0.446545. Ave ac:0.007607,0.007260 Initialization: 5.550000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.210000 Kernel 1: 0.023000 Kernel 2: 89.703003 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.003304 0.750000 fi:0.417242. Ave ac:0.007854,0.006374 Initialization: 5.728000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.461000 Kernel 1: 0.023000 Kernel 2: 88.015999 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.003855 0.777778 fi:0.397665. Ave ac:0.006845,0.006963 Initialization: 5.556000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.265000 Kernel 1: 0.024000 Kernel 2: 87.498001 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.005507 0.769231 fi:0.414086. Ave ac:0.008130,0.006396 Initialization: 5.552000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.240000 Kernel 1: 0.023000 Kernel 2: 85.725998 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.003579 0.722222 fi:0.444870. Ave ac:0.007335,0.006050 Initialization: 5.586000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.229000 Kernel 1: 0.023000 Kernel 2: 82.981003 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.006883 0.862069 fi:0.300586. Ave ac:0.007732,0.006273 Initialization: 5.516000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.340000 Kernel 1: 0.022000 Kernel 2: 84.255997 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.003580 0.764706 fi:0.424176. Ave ac:0.007596,0.006371 Initialization: 5.546000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.214000 Kernel 1: 0.023000 Kernel 2: 82.277000 Copyback: 0.018000 Sum: 0.030000 It 26,Best ac:0.003579 0.684211 fi:0.510323. Ave ac:0.006237,0.005831 Initialization: 5.585000 Memcpy Classifiers: 0.327000 Memcpy Instances: 7.677000 Kernel 1: 0.023000 Kernel 2: 82.287003 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.002478 0.900000 fi:0.458042. Ave ac:0.009208,0.007259 Initialization: 5.576000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.212000 Kernel 1: 0.023000 Kernel 2: 85.038002 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.003029 0.687500 fi:0.503752. Ave ac:0.009014,0.006213 Initialization: 5.687000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.201000 Kernel 1: 0.022000 Kernel 2: 81.202003 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.003579 0.722222 fi:0.476503. Ave ac:0.007727,0.006752 Initialization: 5.631000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.218000 Kernel 1: 0.023000 Kernel 2: 84.013000 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.004682 0.629630 fi:0.527945. Ave ac:0.006842,0.006464 Initialization: 5.569000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.227000 Kernel 1: 0.023000 Kernel 2: 81.601997 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.004406 0.727273 fi:0.446126. Ave ac:0.008227,0.007199 Initialization: 5.940000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.252000 Kernel 1: 0.022000 Kernel 2: 80.080002 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.004130 0.714286 fi:0.469780. Ave ac:0.007310,0.006785 Initialization: 6.043000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.216000 Kernel 1: 0.024000 Kernel 2: 81.320000 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.004405 0.727273 fi:0.430971. Ave ac:0.008113,0.007671 MDL Theory Length Weight: 2.3290070510 (10) Initialization: 30.358000 Memcpy Instances: 358.463013 Memcpy Classifiers: 0.100000 Kernel 1: 0.024000 Kernel 2: 637.799011 Copyback: 0.014000 Sum: 0.016000 Memcpy Classifiers: 0.098000 Kernel 1: 0.013000 Kernel 2: 644.942017 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.097000 Kernel 1: 0.014000 Kernel 2: 635.627014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.098000 Kernel 1: 0.013000 Kernel 2: 649.879028 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.096000 Kernel 1: 0.015000 Kernel 2: 662.783020 Copyback: 0.367000 Sum: 0.005000 Memcpy Classifiers: 0.098000 Kernel 1: 0.016000 Kernel 2: 652.052002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.014000 Kernel 2: 662.408997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.096000 Kernel 1: 0.013000 Kernel 2: 647.919006 Copyback: 0.017000 Sum: 0.005000 Memcpy Classifiers: 0.055000 Kernel 1: 0.017000 Kernel 2: 166.822006 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.003860 0.523134 fi:0.629043. Ave ac:0.007597,0.021062 Best acc 0.003860 0.523134 Initialization: 5.592000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.472000 Kernel 1: 0.025000 Kernel 2: 91.195999 Copyback: 0.018000 Sum: 0.044000 Initial population average accuracy1:0.005471 accuracy2:0.192704 Initialization: 6.047000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.254000 Kernel 1: 0.022000 Kernel 2: 95.348999 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.003579 0.448276 fi:0.651468. Ave ac:0.010053,0.014290 Initialization: 5.589000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.281000 Kernel 1: 0.024000 Kernel 2: 93.870003 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.005782 0.477273 fi:0.621273. Ave ac:0.012959,0.015299 Initialization: 5.566000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.205000 Kernel 1: 0.022000 Kernel 2: 96.994003 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.004406 0.470588 fi:0.628706. Ave ac:0.013938,0.017674 Initialization: 5.904000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.303000 Kernel 1: 0.022000 Kernel 2: 95.060997 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.003304 0.571429 fi:0.528465. Ave ac:0.013456,0.014823 Initialization: 5.530000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.321000 Kernel 1: 0.022000 Kernel 2: 91.969002 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.005782 0.700000 fi:0.398546. Ave ac:0.012202,0.012832 Initialization: 5.560000 Memcpy Classifiers: 0.390000 Memcpy Instances: 7.197000 Kernel 1: 0.024000 Kernel 2: 90.394997 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.002753 0.769231 fi:0.433600. Ave ac:0.011108,0.010964 Initialization: 5.564000 Memcpy Classifiers: 0.489000 Memcpy Instances: 7.371000 Kernel 1: 0.023000 Kernel 2: 91.565002 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.002753 0.714286 fi:0.488545. Ave ac:0.010051,0.009560 Initialization: 5.575000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.219000 Kernel 1: 0.023000 Kernel 2: 92.153999 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004956 0.782609 fi:0.316386. Ave ac:0.009598,0.008017 Initialization: 5.587000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.661000 Kernel 1: 0.023000 Kernel 2: 90.848999 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.005507 0.714286 fi:0.384410. Ave ac:0.007958,0.009115 Initialization: 5.550000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.244000 Kernel 1: 0.024000 Kernel 2: 90.786003 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.003029 0.647059 fi:0.476055. Ave ac:0.007190,0.007551 Iteration 10:MDL fitness activated Error 0.476055 TL 0.027030 MDL Theory Length Weight: 5.8705896549 (3) Initialization: 5.544000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.305000 Kernel 1: 0.021000 Kernel 2: 89.375999 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.003304 0.600000 fi:0.664396. Ave ac:0.007740,0.008127 Initialization: 5.545000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.199000 Kernel 1: 0.024000 Kernel 2: 85.960999 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.003029 0.733333 fi:0.567981. Ave ac:0.008937,0.009216 Initialization: 5.647000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.287000 Kernel 1: 0.022000 Kernel 2: 86.816002 Copyback: 0.018000 Sum: 0.041000 It 12,Best ac:0.004405 0.695652 fi:0.597910. Ave ac:0.008293,0.011639 Initialization: 5.653000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.474000 Kernel 1: 0.020000 Kernel 2: 81.996002 Copyback: 0.016000 Sum: 0.036000 It 13,Best ac:0.003304 0.857143 fi:0.413455. Ave ac:0.011642,0.011825 Initialization: 7.424000 Memcpy Classifiers: 0.354000 Memcpy Instances: 7.720000 Kernel 1: 0.021000 Kernel 2: 82.505997 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004956 0.666667 fi:0.523930. Ave ac:0.009600,0.010710 Initialization: 6.041000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.404000 Kernel 1: 0.023000 Kernel 2: 80.264999 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.004956 0.620690 fi:0.597800. Ave ac:0.009256,0.010635 Initialization: 5.547000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.687000 Kernel 1: 0.023000 Kernel 2: 77.707001 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.004405 0.666667 fi:0.580086. Ave ac:0.013259,0.017046 Initialization: 6.191000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.386000 Kernel 1: 0.023000 Kernel 2: 74.924004 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.010187 0.544118 fi:0.644787. Ave ac:0.010646,0.013158 Initialization: 5.513000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.289000 Kernel 1: 0.022000 Kernel 2: 73.444000 Copyback: 0.024000 Sum: 0.029000 It 18,Best ac:0.006057 0.687500 fi:0.596051. Ave ac:0.011880,0.015534 Initialization: 5.559000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.242000 Kernel 1: 0.023000 Kernel 2: 72.987000 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.006057 0.564103 fi:0.632153. Ave ac:0.016317,0.023666 Initialization: 5.526000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.245000 Kernel 1: 0.023000 Kernel 2: 71.613998 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.007159 0.666667 fi:0.543453. Ave ac:0.017283,0.024752 Initialization: 5.595000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.203000 Kernel 1: 0.022000 Kernel 2: 70.141998 Copyback: 0.017000 Sum: 0.021000 It 21,Best ac:0.002753 0.833333 fi:0.399271. Ave ac:0.016619,0.021987 Initialization: 5.616000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.238000 Kernel 1: 0.023000 Kernel 2: 68.911003 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.002478 0.750000 fi:0.562322. Ave ac:0.016602,0.026427 Initialization: 5.598000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.487000 Kernel 1: 0.023000 Kernel 2: 65.646004 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.004130 0.625000 fi:0.554211. Ave ac:0.023884,0.038207 Initialization: 5.622000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.836000 Kernel 1: 0.023000 Kernel 2: 64.885002 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.003305 0.666667 fi:0.481129. Ave ac:0.021551,0.033794 Initialization: 6.683000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.226000 Kernel 1: 0.022000 Kernel 2: 66.001999 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.004406 0.571429 fi:0.571472. Ave ac:0.025685,0.038842 Initialization: 5.562000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.213000 Kernel 1: 0.023000 Kernel 2: 65.828003 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.007159 0.604651 fi:0.591005. Ave ac:0.027707,0.043679 Initialization: 5.525000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.244000 Kernel 1: 0.022000 Kernel 2: 68.237000 Copyback: 0.018000 Sum: 0.022000 It 27,Best ac:0.004130 0.555556 fi:0.609540. Ave ac:0.021560,0.035372 Initialization: 5.528000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.190000 Kernel 1: 0.023000 Kernel 2: 67.171997 Copyback: 0.017000 Sum: 0.019000 It 28,Best ac:0.006057 0.564103 fi:0.632153. Ave ac:0.021399,0.039579 Initialization: 5.584000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.194000 Kernel 1: 0.023000 Kernel 2: 63.624001 Copyback: 0.017000 Sum: 0.021000 It 29,Best ac:0.006333 0.605263 fi:0.556086. Ave ac:0.025653,0.038893 Initialization: 8.140000 Memcpy Classifiers: 0.230000 Memcpy Instances: 7.253000 Kernel 1: 0.023000 Kernel 2: 63.028999 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.004405 0.666667 fi:0.485149. Ave ac:0.022676,0.037611 MDL Theory Length Weight: 5.2835306894 (10) Initialization: 5.627000 Memcpy Classifiers: 0.423000 Memcpy Instances: 7.238000 Kernel 1: 0.022000 Kernel 2: 61.234001 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.004130 0.714286 fi:0.495259. Ave ac:0.021053,0.039130 Initialization: 5.587000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.192000 Kernel 1: 0.023000 Kernel 2: 63.879002 Copyback: 0.018000 Sum: 0.025000 It 32,Best ac:0.003304 0.800000 fi:0.356472. Ave ac:0.021401,0.035502 Initialization: 5.569000 Memcpy Classifiers: 0.463000 Memcpy Instances: 7.210000 Kernel 1: 0.023000 Kernel 2: 65.612000 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.012941 0.602564 fi:0.549500. Ave ac:0.013695,0.026742 Initialization: 30.917000 Memcpy Instances: 362.411987 Memcpy Classifiers: 0.075000 Kernel 1: 0.026000 Kernel 2: 574.726990 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 583.054993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 571.143982 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 577.116028 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.073000 Kernel 1: 0.016000 Kernel 2: 583.635010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 582.690002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.015000 Kernel 2: 571.624023 Copyback: 0.022000 Sum: 0.006000 Memcpy Classifiers: 0.075000 Kernel 1: 0.020000 Kernel 2: 584.004028 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 149.033005 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003706 0.462861 fi:0.684083. Ave ac:0.022313,0.066674 Best acc 0.003706 0.462861 Rule:Att PSSM_0_7 is [-6.950609,-1.049391]|Att PSSM_0_10 is [>1.807893]|Att PSSM_0_12 is [-6.960021,-1.039979]|Att PSSM_0_13 is [<7.977673]|Att PSSM_1_7 is [-6.744301,0.744301]|Att PSSM_3_7 is [-6.887345,-1.112655]|Att PSSM_3_11 is [-5.383798,3.673946]|Att PSSM_4_7 is [-6.145436,-0.571214]|1 Accuracy : 0.785529 0 1 147006 17074 33249 37309 Removed 1340 instances. 180255 Instances left. Acc of rule 0.003860-0.523134 Initialization: 5.425000 Memcpy Classifiers: 0.575000 Memcpy Instances: 7.148000 Kernel 1: 0.025000 Kernel 2: 88.586998 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005031 accuracy2:0.186931 Initialization: 5.567000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.187000 Kernel 1: 0.023000 Kernel 2: 93.257004 Copyback: 0.018000 Sum: 0.036000 It 0,Best ac:0.003883 0.424242 fi:0.675308. Ave ac:0.008781,0.011499 Initialization: 5.796000 Memcpy Classifiers: 0.594000 Memcpy Instances: 7.638000 Kernel 1: 0.024000 Kernel 2: 95.418999 Copyback: 0.016000 Sum: 0.028000 It 1,Best ac:0.003051 0.458333 fi:0.646320. Ave ac:0.011234,0.013937 Initialization: 5.497000 Memcpy Classifiers: 0.575000 Memcpy Instances: 7.175000 Kernel 1: 0.023000 Kernel 2: 94.171997 Copyback: 0.017000 Sum: 0.027000 It 2,Best ac:0.006103 0.478261 fi:0.620066. Ave ac:0.010723,0.013103 Initialization: 5.544000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.190000 Kernel 1: 0.023000 Kernel 2: 91.685997 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003882 0.500000 fi:0.599550. Ave ac:0.011504,0.011952 Initialization: 5.490000 Memcpy Classifiers: 0.585000 Memcpy Instances: 7.155000 Kernel 1: 0.024000 Kernel 2: 91.171997 Copyback: 0.018000 Sum: 0.030000 It 4,Best ac:0.005824 0.525000 fi:0.573480. Ave ac:0.010114,0.011902 Initialization: 5.507000 Memcpy Classifiers: 0.575000 Memcpy Instances: 7.229000 Kernel 1: 0.023000 Kernel 2: 87.433998 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.002774 0.666667 fi:0.519381. Ave ac:0.009491,0.010495 Initialization: 5.554000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.171000 Kernel 1: 0.023000 Kernel 2: 87.228996 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.003329 0.631579 fi:0.468277. Ave ac:0.010281,0.011784 Initialization: 5.856000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.157000 Kernel 1: 0.024000 Kernel 2: 85.962997 Copyback: 0.021000 Sum: 0.032000 It 7,Best ac:0.004160 0.517241 fi:0.582156. Ave ac:0.011008,0.012657 Initialization: 5.994000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.359000 Kernel 1: 0.022000 Kernel 2: 85.058998 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004716 0.515152 fi:0.583940. Ave ac:0.010200,0.011388 Initialization: 5.577000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.170000 Kernel 1: 0.023000 Kernel 2: 83.541000 Copyback: 0.018000 Sum: 0.032000 It 9,Best ac:0.006380 0.522727 fi:0.575446. Ave ac:0.008878,0.010410 Iteration 10:MDL fitness activated Error 0.575446 TL 0.032896 MDL Theory Length Weight: 5.8309679783 (4) Initialization: 5.572000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.871000 Kernel 1: 0.021000 Kernel 2: 86.359001 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.007212 0.565217 fi:0.689384. Ave ac:0.009910,0.012434 Initialization: 5.930000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.191000 Kernel 1: 0.020000 Kernel 2: 82.957001 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.003329 0.545455 fi:0.729541. Ave ac:0.008900,0.011473 Initialization: 5.507000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.195000 Kernel 1: 0.023000 Kernel 2: 84.150002 Copyback: 0.016000 Sum: 0.034000 It 12,Best ac:0.005548 0.800000 fi:0.445896. Ave ac:0.013972,0.016671 Initialization: 5.574000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.216000 Kernel 1: 0.023000 Kernel 2: 76.865997 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.003051 0.846154 fi:0.420979. Ave ac:0.012105,0.015071 Initialization: 5.532000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.247000 Kernel 1: 0.022000 Kernel 2: 73.861000 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.005548 0.526316 fi:0.716551. Ave ac:0.011279,0.017163 Initialization: 5.615000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.186000 Kernel 1: 0.023000 Kernel 2: 75.003998 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.004716 0.739130 fi:0.500082. Ave ac:0.015095,0.019085 Initialization: 5.580000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.304000 Kernel 1: 0.023000 Kernel 2: 74.624001 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.003051 0.647059 fi:0.545878. Ave ac:0.015058,0.018965 Initialization: 5.578000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.140000 Kernel 1: 0.023000 Kernel 2: 74.301003 Copyback: 0.017000 Sum: 0.023000 It 17,Best ac:0.003051 0.647059 fi:0.575995. Ave ac:0.015514,0.018862 Initialization: 5.520000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.677000 Kernel 1: 0.023000 Kernel 2: 72.588997 Copyback: 0.017000 Sum: 0.020000 It 18,Best ac:0.003051 0.785714 fi:0.482368. Ave ac:0.014200,0.020790 Initialization: 6.029000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.624000 Kernel 1: 0.023000 Kernel 2: 71.731003 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.003607 0.650000 fi:0.533882. Ave ac:0.015680,0.024509 Initialization: 5.523000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.204000 Kernel 1: 0.023000 Kernel 2: 69.518997 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.004161 0.652174 fi:0.528871. Ave ac:0.017169,0.029455 Initialization: 5.998000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.091000 Kernel 1: 0.021000 Kernel 2: 70.652000 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.003051 0.578947 fi:0.619259. Ave ac:0.019418,0.034507 Initialization: 5.527000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.195000 Kernel 1: 0.022000 Kernel 2: 70.580002 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.003051 0.647059 fi:0.541776. Ave ac:0.020847,0.031098 MDL Theory Length Weight: 5.2478711805 (10) Initialization: 5.892000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.153000 Kernel 1: 0.022000 Kernel 2: 68.995003 Copyback: 0.018000 Sum: 0.022000 It 23,Best ac:0.002219 0.888889 fi:0.535644. Ave ac:0.019549,0.032727 Initialization: 5.471000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.151000 Kernel 1: 0.022000 Kernel 2: 67.759003 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.003606 0.866667 fi:0.379268. Ave ac:0.020721,0.034730 Initialization: 5.582000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.166000 Kernel 1: 0.022000 Kernel 2: 69.403000 Copyback: 0.016000 Sum: 0.022000 It 25,Best ac:0.004161 0.576923 fi:0.568180. Ave ac:0.018583,0.033477 Initialization: 7.590000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.166000 Kernel 1: 0.024000 Kernel 2: 70.471001 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.003329 0.666667 fi:0.486648. Ave ac:0.021591,0.037460 Initialization: 5.932000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.209000 Kernel 1: 0.022000 Kernel 2: 71.489998 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.003051 0.733333 fi:0.452895. Ave ac:0.020247,0.033356 Initialization: 5.739000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.435000 Kernel 1: 0.021000 Kernel 2: 72.570999 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.003329 0.705882 fi:0.453110. Ave ac:0.018828,0.033750 Initialization: 5.473000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.415000 Kernel 1: 0.022000 Kernel 2: 68.990997 Copyback: 0.055000 Sum: 0.021000 It 29,Best ac:0.003606 0.590909 fi:0.563574. Ave ac:0.017346,0.032297 Initialization: 5.562000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.354000 Kernel 1: 0.022000 Kernel 2: 69.681000 Copyback: 0.017000 Sum: 0.020000 It 30,Best ac:0.004437 0.695652 fi:0.438475. Ave ac:0.021496,0.035485 Initialization: 5.508000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.369000 Kernel 1: 0.022000 Kernel 2: 70.098000 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.004438 0.695652 fi:0.438475. Ave ac:0.023294,0.038238 Initialization: 5.535000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.389000 Kernel 1: 0.023000 Kernel 2: 68.627998 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.005270 0.612903 fi:0.539683. Ave ac:0.016336,0.028818 Initialization: 5.507000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.153000 Kernel 1: 0.023000 Kernel 2: 69.855003 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003051 0.687500 fi:0.489594. Ave ac:0.016206,0.027637 MDL Theory Length Weight: 4.7230840624 (10) Initialization: 30.862000 Memcpy Instances: 356.881989 Memcpy Classifiers: 0.075000 Kernel 1: 0.023000 Kernel 2: 620.411011 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.072000 Kernel 1: 0.014000 Kernel 2: 608.609009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 624.883972 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 603.333984 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 632.617981 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.015000 Kernel 2: 623.002991 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 616.151978 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 613.387024 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.042000 Kernel 1: 0.013000 Kernel 2: 117.069000 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003551 0.456165 fi:0.692870. Ave ac:0.017704,0.056534 Best acc 0.003551 0.456165 Initialization: 5.638000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.315000 Kernel 1: 0.024000 Kernel 2: 89.773003 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.004890 accuracy2:0.179245 Initialization: 5.519000 Memcpy Classifiers: 0.490000 Memcpy Instances: 7.440000 Kernel 1: 0.022000 Kernel 2: 96.459000 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.011650 0.392523 fi:0.702745. Ave ac:0.009436,0.012783 Initialization: 5.510000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.184000 Kernel 1: 0.024000 Kernel 2: 96.452003 Copyback: 0.017000 Sum: 0.025000 It 1,Best ac:0.007212 0.419355 fi:0.678360. Ave ac:0.011876,0.013717 Initialization: 5.475000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.131000 Kernel 1: 0.023000 Kernel 2: 98.815002 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.002774 0.588235 fi:0.597813. Ave ac:0.012386,0.012057 Initialization: 5.548000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.166000 Kernel 1: 0.023000 Kernel 2: 95.110001 Copyback: 0.018000 Sum: 0.034000 It 3,Best ac:0.004161 0.576923 fi:0.522474. Ave ac:0.012016,0.010491 Initialization: 5.551000 Memcpy Classifiers: 0.490000 Memcpy Instances: 7.173000 Kernel 1: 0.024000 Kernel 2: 91.651001 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.005548 0.555556 fi:0.543077. Ave ac:0.011373,0.011497 Initialization: 5.528000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.160000 Kernel 1: 0.023000 Kernel 2: 89.234001 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003329 0.600000 fi:0.499856. Ave ac:0.008681,0.009256 Initialization: 5.675000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.366000 Kernel 1: 0.022000 Kernel 2: 90.054001 Copyback: 0.016000 Sum: 0.029000 It 6,Best ac:0.003329 0.600000 fi:0.499856. Ave ac:0.010301,0.009647 Initialization: 5.674000 Memcpy Classifiers: 0.437000 Memcpy Instances: 7.157000 Kernel 1: 0.024000 Kernel 2: 89.153000 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.008322 0.555556 fi:0.541548. Ave ac:0.009224,0.009394 Initialization: 5.518000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.183000 Kernel 1: 0.022000 Kernel 2: 85.410004 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.004716 0.531250 fi:0.567841. Ave ac:0.008962,0.009110 Initialization: 5.586000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.300000 Kernel 1: 0.022000 Kernel 2: 83.068001 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003606 0.650000 fi:0.449703. Ave ac:0.008624,0.008415 Iteration 10:MDL fitness activated Error 0.449703 TL 0.037229 MDL Theory Length Weight: 4.0264857936 (1) Initialization: 6.230000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.166000 Kernel 1: 0.023000 Kernel 2: 82.508003 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.003606 0.541667 fi:0.691776. Ave ac:0.007280,0.007586 Initialization: 5.544000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.146000 Kernel 1: 0.023000 Kernel 2: 80.671997 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.003051 0.733333 fi:0.494181. Ave ac:0.009327,0.009202 Initialization: 5.539000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.174000 Kernel 1: 0.022000 Kernel 2: 78.252998 Copyback: 0.016000 Sum: 0.029000 It 12,Best ac:0.003883 0.777778 fi:0.454442. Ave ac:0.009225,0.009407 Initialization: 5.547000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.204000 Kernel 1: 0.022000 Kernel 2: 78.041000 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.002497 0.900000 fi:0.509991. Ave ac:0.009880,0.009129 Initialization: 5.485000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.229000 Kernel 1: 0.023000 Kernel 2: 76.323997 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.004161 0.789474 fi:0.434974. Ave ac:0.008584,0.008350 Initialization: 5.525000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.163000 Kernel 1: 0.024000 Kernel 2: 74.989998 Copyback: 0.020000 Sum: 0.033000 It 15,Best ac:0.003606 0.590909 fi:0.570740. Ave ac:0.008491,0.007862 Initialization: 5.504000 Memcpy Classifiers: 0.386000 Memcpy Instances: 7.244000 Kernel 1: 0.023000 Kernel 2: 75.608002 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.005270 0.730769 fi:0.461837. Ave ac:0.009414,0.008599 Initialization: 5.619000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.641000 Kernel 1: 0.022000 Kernel 2: 73.843002 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.002497 0.900000 fi:0.499152. Ave ac:0.006851,0.007817 Initialization: 5.559000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.612000 Kernel 1: 0.023000 Kernel 2: 73.695000 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.004161 0.652174 fi:0.539572. Ave ac:0.006869,0.006693 Initialization: 5.972000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.460000 Kernel 1: 0.022000 Kernel 2: 73.042000 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.004992 0.692308 fi:0.486717. Ave ac:0.008141,0.008176 Initialization: 6.035000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.222000 Kernel 1: 0.023000 Kernel 2: 71.704002 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.003605 0.619048 fi:0.568391. Ave ac:0.006654,0.008365 Initialization: 5.621000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.156000 Kernel 1: 0.023000 Kernel 2: 69.933998 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.003329 0.600000 fi:0.598883. Ave ac:0.005436,0.007474 Initialization: 5.619000 Memcpy Classifiers: 0.345000 Memcpy Instances: 7.289000 Kernel 1: 0.023000 Kernel 2: 71.992996 Copyback: 0.018000 Sum: 0.034000 It 22,Best ac:0.005825 0.750000 fi:0.466087. Ave ac:0.007530,0.007449 Initialization: 5.604000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.292000 Kernel 1: 0.022000 Kernel 2: 70.740997 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.005270 0.703704 fi:0.521089. Ave ac:0.006408,0.007130 MDL Theory Length Weight: 3.6238372142 (10) Initialization: 5.581000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.142000 Kernel 1: 0.023000 Kernel 2: 69.571999 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.004716 0.739130 fi:0.437250. Ave ac:0.006389,0.005904 Initialization: 5.635000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.201000 Kernel 1: 0.024000 Kernel 2: 69.714996 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.004438 0.727273 fi:0.461096. Ave ac:0.005875,0.005106 Initialization: 5.587000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.220000 Kernel 1: 0.023000 Kernel 2: 69.327003 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.003329 0.750000 fi:0.458984. Ave ac:0.006546,0.006602 Initialization: 5.503000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.245000 Kernel 1: 0.023000 Kernel 2: 69.375999 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.004161 0.789474 fi:0.409956. Ave ac:0.007568,0.007399 Initialization: 5.516000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.263000 Kernel 1: 0.023000 Kernel 2: 68.337997 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.003329 0.666667 fi:0.515296. Ave ac:0.007886,0.008189 Initialization: 5.471000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.255000 Kernel 1: 0.023000 Kernel 2: 68.759003 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.005825 0.600000 fi:0.593217. Ave ac:0.008254,0.009844 Initialization: 5.537000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.263000 Kernel 1: 0.023000 Kernel 2: 68.852997 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.003051 0.733333 fi:0.447924. Ave ac:0.008901,0.011507 Initialization: 5.474000 Memcpy Classifiers: 0.349000 Memcpy Instances: 7.215000 Kernel 1: 0.023000 Kernel 2: 69.365997 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.002219 1.000000 fi:0.433820. Ave ac:0.010270,0.011996 Initialization: 5.500000 Memcpy Classifiers: 0.377000 Memcpy Instances: 7.202000 Kernel 1: 0.022000 Kernel 2: 70.110001 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.002774 0.769231 fi:0.487272. Ave ac:0.008989,0.009615 Initialization: 5.573000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.165000 Kernel 1: 0.023000 Kernel 2: 69.453003 Copyback: 0.017000 Sum: 0.029000 It 33,Best ac:0.003883 0.823529 fi:0.336595. Ave ac:0.010679,0.011344 Initialization: 30.670000 Memcpy Instances: 356.860992 Memcpy Classifiers: 0.076000 Kernel 1: 0.024000 Kernel 2: 591.901978 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 510.536987 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 581.465027 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.074000 Kernel 1: 0.015000 Kernel 2: 509.609985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 601.039001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 511.776001 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.015000 Kernel 2: 595.466980 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 512.708984 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.042000 Kernel 1: 0.016000 Kernel 2: 114.955002 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.058439 0.441788 fi:0.696238. Ave ac:0.010033,0.030304 Best acc 0.058439 0.441788 Initialization: 6.674000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.472000 Kernel 1: 0.024000 Kernel 2: 89.154999 Copyback: 0.017000 Sum: 0.039000 Initial population average accuracy1:0.004072 accuracy2:0.187631 Initialization: 5.536000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.283000 Kernel 1: 0.023000 Kernel 2: 98.327003 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.002774 0.555556 fi:0.630492. Ave ac:0.007983,0.010684 Initialization: 6.040000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.144000 Kernel 1: 0.024000 Kernel 2: 95.480003 Copyback: 0.018000 Sum: 0.031000 It 1,Best ac:0.004438 0.410256 fi:0.688988. Ave ac:0.009183,0.010651 Initialization: 5.572000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.163000 Kernel 1: 0.023000 Kernel 2: 93.360001 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.004438 0.551724 fi:0.547520. Ave ac:0.010196,0.011211 Initialization: 5.543000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.424000 Kernel 1: 0.022000 Kernel 2: 93.509003 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.006657 0.648649 fi:0.449372. Ave ac:0.010435,0.012405 Initialization: 5.513000 Memcpy Classifiers: 0.474000 Memcpy Instances: 7.139000 Kernel 1: 0.024000 Kernel 2: 89.843002 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003883 0.700000 fi:0.399550. Ave ac:0.009854,0.012213 Initialization: 5.455000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.172000 Kernel 1: 0.023000 Kernel 2: 89.536003 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.003329 0.631579 fi:0.468277. Ave ac:0.007976,0.009357 Initialization: 5.547000 Memcpy Classifiers: 0.454000 Memcpy Instances: 7.725000 Kernel 1: 0.022000 Kernel 2: 86.329002 Copyback: 0.371000 Sum: 0.031000 It 6,Best ac:0.003051 0.687500 fi:0.417153. Ave ac:0.006713,0.006376 Initialization: 5.593000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.154000 Kernel 1: 0.023000 Kernel 2: 86.141998 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.001664 1.000000 fi:0.511629. Ave ac:0.006099,0.005827 Initialization: 5.481000 Memcpy Classifiers: 0.892000 Memcpy Instances: 7.369000 Kernel 1: 0.023000 Kernel 2: 84.442001 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.006657 0.571429 fi:0.526592. Ave ac:0.006412,0.006960 Initialization: 5.550000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.187000 Kernel 1: 0.023000 Kernel 2: 82.311996 Copyback: 0.021000 Sum: 0.031000 It 9,Best ac:0.005548 0.714286 fi:0.384347. Ave ac:0.008108,0.010532 Iteration 10:MDL fitness activated Error 0.384347 TL 0.025225 MDL Theory Length Weight: 5.0790010734 (1) Initialization: 5.518000 Memcpy Classifiers: 0.517000 Memcpy Instances: 7.160000 Kernel 1: 0.023000 Kernel 2: 82.267998 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.003329 0.631579 fi:0.591922. Ave ac:0.006715,0.008807 Initialization: 5.534000 Memcpy Classifiers: 0.402000 Memcpy Instances: 7.153000 Kernel 1: 0.023000 Kernel 2: 80.059998 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.003329 0.705882 fi:0.523779. Ave ac:0.008766,0.010856 Initialization: 5.479000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.160000 Kernel 1: 0.024000 Kernel 2: 80.117996 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.003329 0.631579 fi:0.577377. Ave ac:0.009382,0.013460 Initialization: 5.499000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.134000 Kernel 1: 0.023000 Kernel 2: 80.577003 Copyback: 0.024000 Sum: 0.043000 It 13,Best ac:0.003329 0.705882 fi:0.532072. Ave ac:0.009179,0.009415 Initialization: 5.467000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.249000 Kernel 1: 0.023000 Kernel 2: 77.047997 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.005548 0.714286 fi:0.487937. Ave ac:0.007901,0.008585 Initialization: 5.566000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.181000 Kernel 1: 0.023000 Kernel 2: 76.154999 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.003883 0.700000 fi:0.506628. Ave ac:0.009091,0.010266 Initialization: 5.628000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.665000 Kernel 1: 0.022000 Kernel 2: 73.500000 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.003606 0.684211 fi:0.503472. Ave ac:0.009293,0.010782 Initialization: 5.520000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.721000 Kernel 1: 0.023000 Kernel 2: 72.430000 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.004437 0.800000 fi:0.413966. Ave ac:0.007612,0.010186 Initialization: 5.518000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.758000 Kernel 1: 0.023000 Kernel 2: 71.095001 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.003606 0.764706 fi:0.444334. Ave ac:0.009639,0.010798 Initialization: 5.529000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.625000 Kernel 1: 0.023000 Kernel 2: 69.871002 Copyback: 0.018000 Sum: 0.028000 It 19,Best ac:0.004161 0.652174 fi:0.570156. Ave ac:0.007945,0.012052 Initialization: 5.467000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.917000 Kernel 1: 0.023000 Kernel 2: 69.926003 Copyback: 0.017000 Sum: 0.021000 It 20,Best ac:0.006935 0.694444 fi:0.470966. Ave ac:0.013285,0.014389 Initialization: 5.525000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.184000 Kernel 1: 0.023000 Kernel 2: 70.713997 Copyback: 0.017000 Sum: 0.025000 It 21,Best ac:0.004438 0.666667 fi:0.530326. Ave ac:0.008769,0.009410 Initialization: 6.001000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.189000 Kernel 1: 0.022000 Kernel 2: 69.412003 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.003605 0.812500 fi:0.388383. Ave ac:0.008413,0.008609 Initialization: 5.734000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.176000 Kernel 1: 0.023000 Kernel 2: 69.759003 Copyback: 0.018000 Sum: 0.025000 It 23,Best ac:0.003051 0.733333 fi:0.477882. Ave ac:0.009890,0.010292 Initialization: 5.949000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.175000 Kernel 1: 0.023000 Kernel 2: 71.846001 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.003606 0.764706 fi:0.433408. Ave ac:0.008610,0.007785 Initialization: 6.005000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.195000 Kernel 1: 0.022000 Kernel 2: 70.779999 Copyback: 0.017000 Sum: 0.020000 It 25,Best ac:0.003051 0.687500 fi:0.521333. Ave ac:0.007182,0.007130 Initialization: 5.561000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.211000 Kernel 1: 0.023000 Kernel 2: 69.558998 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.003329 0.750000 fi:0.448296. Ave ac:0.008460,0.008272 Initialization: 6.002000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.184000 Kernel 1: 0.023000 Kernel 2: 68.492996 Copyback: 0.017000 Sum: 0.020000 It 27,Best ac:0.003330 0.666667 fi:0.511928. Ave ac:0.008136,0.006740 Initialization: 6.033000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.215000 Kernel 1: 0.023000 Kernel 2: 68.640999 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.003050 0.578947 fi:0.613380. Ave ac:0.006515,0.006824 Initialization: 6.047000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.170000 Kernel 1: 0.022000 Kernel 2: 67.155998 Copyback: 0.021000 Sum: 0.026000 It 29,Best ac:0.004993 0.818182 fi:0.403690. Ave ac:0.009502,0.009981 Initialization: 6.014000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.460000 Kernel 1: 0.023000 Kernel 2: 66.424004 Copyback: 0.018000 Sum: 0.022000 It 30,Best ac:0.003329 0.705882 fi:0.499143. Ave ac:0.007672,0.008886 Initialization: 5.589000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.877000 Kernel 1: 0.023000 Kernel 2: 67.318001 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.003883 0.608696 fi:0.585548. Ave ac:0.010028,0.011866 MDL Theory Length Weight: 4.5711009660 (10) Initialization: 5.541000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.615000 Kernel 1: 0.022000 Kernel 2: 67.791000 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.004160 0.681818 fi:0.503426. Ave ac:0.008530,0.009295 Initialization: 5.531000 Memcpy Classifiers: 0.262000 Memcpy Instances: 7.502000 Kernel 1: 0.023000 Kernel 2: 66.945000 Copyback: 0.016000 Sum: 0.020000 It 33,Best ac:0.004438 0.533333 fi:0.609676. Ave ac:0.008530,0.010333 Initialization: 30.900999 Memcpy Instances: 357.411987 Memcpy Classifiers: 0.066000 Kernel 1: 0.023000 Kernel 2: 584.401978 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.059000 Kernel 1: 0.013000 Kernel 2: 582.924988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 590.137024 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.067000 Kernel 1: 0.021000 Kernel 2: 587.015991 Copyback: 0.023000 Sum: 0.008000 Memcpy Classifiers: 0.066000 Kernel 1: 0.022000 Kernel 2: 574.473022 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 581.934021 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.065000 Kernel 1: 0.016000 Kernel 2: 579.004028 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 481.549011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.042000 Kernel 1: 0.013000 Kernel 2: 111.848999 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.003023 0.531189 fi:0.652444. Ave ac:0.010482,0.029239 Best acc 0.003023 0.531189 Initialization: 5.613000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.148000 Kernel 1: 0.024000 Kernel 2: 90.533997 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005323 accuracy2:0.179528 Initialization: 5.551000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.136000 Kernel 1: 0.023000 Kernel 2: 98.194000 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.002774 0.588235 fi:0.597813. Ave ac:0.009432,0.012939 Initialization: 5.582000 Memcpy Classifiers: 0.490000 Memcpy Instances: 7.211000 Kernel 1: 0.024000 Kernel 2: 98.192001 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.003329 0.413793 fi:0.686063. Ave ac:0.011525,0.013666 Initialization: 5.554000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.159000 Kernel 1: 0.023000 Kernel 2: 97.763000 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.003328 0.521739 fi:0.578117. Ave ac:0.012108,0.013746 Initialization: 6.001000 Memcpy Classifiers: 0.755000 Memcpy Instances: 7.166000 Kernel 1: 0.023000 Kernel 2: 96.679001 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.004716 0.531250 fi:0.567841. Ave ac:0.011455,0.012737 Initialization: 5.517000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.370000 Kernel 1: 0.023000 Kernel 2: 96.360001 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.005270 0.500000 fi:0.598785. Ave ac:0.013053,0.013036 Initialization: 5.559000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.143000 Kernel 1: 0.023000 Kernel 2: 93.439003 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.003050 0.611111 fi:0.493542. Ave ac:0.009844,0.009440 Initialization: 5.526000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.171000 Kernel 1: 0.023000 Kernel 2: 92.070999 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004438 0.666667 fi:0.432577. Ave ac:0.008269,0.008428 Initialization: 5.531000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.145000 Kernel 1: 0.023000 Kernel 2: 93.543999 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.006935 0.568182 fi:0.529686. Ave ac:0.009890,0.010645 Initialization: 5.501000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.198000 Kernel 1: 0.022000 Kernel 2: 91.154999 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.003329 0.600000 fi:0.499856. Ave ac:0.008089,0.007921 Initialization: 5.673000 Memcpy Classifiers: 0.491000 Memcpy Instances: 7.206000 Kernel 1: 0.023000 Kernel 2: 89.651001 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.007212 0.577778 fi:0.519937. Ave ac:0.006582,0.006032 Iteration 10:MDL fitness activated Error 0.519937 TL 0.028312 MDL Theory Length Weight: 6.1215531333 (4) Initialization: 5.637000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.192000 Kernel 1: 0.022000 Kernel 2: 89.528000 Copyback: 0.016000 Sum: 0.031000 It 10,Best ac:0.005548 0.645161 fi:0.647156. Ave ac:0.007744,0.006784 Initialization: 5.475000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.184000 Kernel 1: 0.023000 Kernel 2: 85.967003 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004993 0.600000 fi:0.647731. Ave ac:0.008611,0.008539 Initialization: 5.480000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.159000 Kernel 1: 0.023000 Kernel 2: 81.308998 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004161 0.576923 fi:0.678283. Ave ac:0.009786,0.010267 Initialization: 5.544000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.170000 Kernel 1: 0.023000 Kernel 2: 80.907997 Copyback: 0.016000 Sum: 0.035000 It 13,Best ac:0.003329 0.521739 fi:0.652596. Ave ac:0.010896,0.013389 Initialization: 5.522000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.249000 Kernel 1: 0.023000 Kernel 2: 77.448997 Copyback: 0.017000 Sum: 0.038000 It 14,Best ac:0.003329 0.666667 fi:0.560234. Ave ac:0.012562,0.012205 Initialization: 5.627000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.201000 Kernel 1: 0.022000 Kernel 2: 75.688004 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.003606 0.764706 fi:0.516004. Ave ac:0.011806,0.013549 Initialization: 5.971000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.157000 Kernel 1: 0.022000 Kernel 2: 76.286003 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.002774 0.769231 fi:0.581549. Ave ac:0.013802,0.015907 Initialization: 5.485000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.154000 Kernel 1: 0.023000 Kernel 2: 73.041000 Copyback: 0.018000 Sum: 0.033000 It 17,Best ac:0.003606 0.684211 fi:0.570507. Ave ac:0.013905,0.017977 Initialization: 5.511000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.172000 Kernel 1: 0.022000 Kernel 2: 74.664001 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.003606 0.684211 fi:0.542537. Ave ac:0.013831,0.016132 Initialization: 5.559000 Memcpy Classifiers: 0.372000 Memcpy Instances: 7.138000 Kernel 1: 0.023000 Kernel 2: 74.666000 Copyback: 0.018000 Sum: 0.033000 It 19,Best ac:0.006101 0.846154 fi:0.416106. Ave ac:0.013753,0.016142 Initialization: 5.536000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.153000 Kernel 1: 0.024000 Kernel 2: 74.188004 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.004438 0.640000 fi:0.557096. Ave ac:0.011349,0.015041 Initialization: 5.505000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.138000 Kernel 1: 0.023000 Kernel 2: 73.137001 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.003883 0.608696 fi:0.643375. Ave ac:0.012216,0.016471 Initialization: 5.534000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.613000 Kernel 1: 0.022000 Kernel 2: 75.120003 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.003329 0.705882 fi:0.512374. Ave ac:0.012528,0.017521 Initialization: 5.545000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.135000 Kernel 1: 0.023000 Kernel 2: 71.775002 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.003051 0.785714 fi:0.450167. Ave ac:0.010655,0.014947 Initialization: 5.610000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.197000 Kernel 1: 0.022000 Kernel 2: 72.642998 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.004437 0.640000 fi:0.553959. Ave ac:0.009048,0.014379 Initialization: 5.531000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.138000 Kernel 1: 0.024000 Kernel 2: 71.512001 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.003883 0.700000 fi:0.494265. Ave ac:0.013756,0.024173 Initialization: 5.506000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.137000 Kernel 1: 0.023000 Kernel 2: 70.867996 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.003606 0.650000 fi:0.528149. Ave ac:0.010966,0.021059 Initialization: 5.495000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.468000 Kernel 1: 0.022000 Kernel 2: 71.593002 Copyback: 0.019000 Sum: 0.026000 It 27,Best ac:0.003883 0.700000 fi:0.530778. Ave ac:0.013130,0.026677 Initialization: 5.511000 Memcpy Classifiers: 0.300000 Memcpy Instances: 7.132000 Kernel 1: 0.024000 Kernel 2: 69.806999 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.003051 0.733333 fi:0.512105. Ave ac:0.010879,0.027804 MDL Theory Length Weight: 5.5093978200 (10) Initialization: 5.521000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.221000 Kernel 1: 0.021000 Kernel 2: 69.674004 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.005548 0.645161 fi:0.511001. Ave ac:0.008170,0.021801 Initialization: 5.525000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.258000 Kernel 1: 0.022000 Kernel 2: 69.019997 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.003329 0.545455 fi:0.633422. Ave ac:0.014856,0.031139 Initialization: 5.552000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.137000 Kernel 1: 0.023000 Kernel 2: 70.982002 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.003883 0.636364 fi:0.540996. Ave ac:0.016476,0.033638 Initialization: 5.487000 Memcpy Classifiers: 0.207000 Memcpy Instances: 7.220000 Kernel 1: 0.024000 Kernel 2: 68.502998 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.003330 0.750000 fi:0.402897. Ave ac:0.017795,0.038195 Initialization: 6.916000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.229000 Kernel 1: 0.022000 Kernel 2: 71.622002 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.003051 0.733333 fi:0.452302. Ave ac:0.016055,0.034823 Initialization: 31.482000 Memcpy Instances: 376.862000 Memcpy Classifiers: 0.068000 Kernel 1: 0.028000 Kernel 2: 601.328003 Copyback: 0.368000 Sum: 0.017000 Memcpy Classifiers: 0.060000 Kernel 1: 0.015000 Kernel 2: 609.229980 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 603.020996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 590.401978 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 610.012024 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 603.443970 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 603.262024 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 604.283020 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.042000 Kernel 1: 0.014000 Kernel 2: 112.485001 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.034457 0.450497 fi:0.683396. Ave ac:0.011302,0.037140 Best acc 0.034457 0.450497 Rule:Att PSSM_-4_3 is [-3.760149,2.605301]|Att PSSM_-1_10 is [-3.539531,7.539531]|Att PSSM_0_7 is [-5.116871,-2.196462]|Att PSSM_1_5 is [>-2.542995]|Att PSSM_2_13 is [>-1.932063]|Att PSSM_4_12 is [<-1.083970]|1 Accuracy : 0.785802 0 1 146525 17555 32704 37854 Removed 1026 instances. 179229 Instances left. Acc of rule 0.003023-0.531189 Initialization: 5.495000 Memcpy Classifiers: 0.547000 Memcpy Instances: 7.125000 Kernel 1: 0.024000 Kernel 2: 90.058998 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005715 accuracy2:0.182556 Initialization: 5.533000 Memcpy Classifiers: 0.454000 Memcpy Instances: 7.243000 Kernel 1: 0.023000 Kernel 2: 98.511002 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.005020 0.514286 fi:0.584611. Ave ac:0.009830,0.014430 Initialization: 5.722000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.092000 Kernel 1: 0.022000 Kernel 2: 97.022003 Copyback: 0.016000 Sum: 0.027000 It 1,Best ac:0.005300 0.678571 fi:0.420165. Ave ac:0.011104,0.014387 Initialization: 5.512000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.239000 Kernel 1: 0.023000 Kernel 2: 106.991997 Copyback: 0.017000 Sum: 0.027000 It 2,Best ac:0.004743 0.485714 fi:0.613333. Ave ac:0.010280,0.012690 Initialization: 5.444000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.095000 Kernel 1: 0.023000 Kernel 2: 101.709999 Copyback: 0.018000 Sum: 0.028000 It 3,Best ac:0.003627 0.590909 fi:0.508760. Ave ac:0.010645,0.012127 Initialization: 5.471000 Memcpy Classifiers: 0.493000 Memcpy Instances: 7.159000 Kernel 1: 0.023000 Kernel 2: 101.928001 Copyback: 0.017000 Sum: 0.026000 It 4,Best ac:0.003348 0.545455 fi:0.554370. Ave ac:0.009371,0.010306 Initialization: 6.084000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.204000 Kernel 1: 0.022000 Kernel 2: 98.532997 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.004743 0.607143 fi:0.491905. Ave ac:0.011261,0.011334 Initialization: 5.519000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.085000 Kernel 1: 0.023000 Kernel 2: 102.484001 Copyback: 0.017000 Sum: 0.028000 It 6,Best ac:0.003906 0.538462 fi:0.561052. Ave ac:0.009412,0.009756 Initialization: 5.454000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.134000 Kernel 1: 0.023000 Kernel 2: 102.808998 Copyback: 0.373000 Sum: 0.027000 It 7,Best ac:0.003906 0.933333 fi:0.166181. Ave ac:0.009290,0.010567 Initialization: 5.492000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.105000 Kernel 1: 0.023000 Kernel 2: 89.274002 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.005021 0.562500 fi:0.536392. Ave ac:0.007674,0.009166 Initialization: 5.442000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.121000 Kernel 1: 0.024000 Kernel 2: 100.085999 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.005301 0.542857 fi:0.555879. Ave ac:0.008417,0.011088 Iteration 10:MDL fitness activated Error 0.555879 TL 0.033190 MDL Theory Length Weight: 5.5828418986 (3) Initialization: 5.717000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.093000 Kernel 1: 0.022000 Kernel 2: 87.319000 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.004742 0.680000 fi:0.508498. Ave ac:0.008603,0.010296 Initialization: 5.573000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.094000 Kernel 1: 0.023000 Kernel 2: 85.075996 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.002231 0.888889 fi:0.605249. Ave ac:0.012026,0.014071 Initialization: 5.508000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.138000 Kernel 1: 0.024000 Kernel 2: 93.137001 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.005580 0.588235 fi:0.600498. Ave ac:0.013140,0.017436 Initialization: 5.579000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.108000 Kernel 1: 0.022000 Kernel 2: 76.596001 Copyback: 0.018000 Sum: 0.034000 It 13,Best ac:0.006695 0.521739 fi:0.664591. Ave ac:0.016243,0.025883 Initialization: 5.540000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.186000 Kernel 1: 0.022000 Kernel 2: 71.344002 Copyback: 0.017000 Sum: 0.025000 It 14,Best ac:0.003068 0.733333 fi:0.485321. Ave ac:0.018333,0.029394 Initialization: 5.603000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.111000 Kernel 1: 0.023000 Kernel 2: 68.323997 Copyback: 0.017000 Sum: 0.022000 It 15,Best ac:0.002789 0.666667 fi:0.559735. Ave ac:0.016204,0.027110 Initialization: 5.505000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.096000 Kernel 1: 0.023000 Kernel 2: 68.680000 Copyback: 0.017000 Sum: 0.021000 It 16,Best ac:0.003068 0.611111 fi:0.561330. Ave ac:0.017456,0.027058 Initialization: 5.551000 Memcpy Classifiers: 0.281000 Memcpy Instances: 7.163000 Kernel 1: 0.022000 Kernel 2: 74.102997 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.006138 0.628571 fi:0.562556. Ave ac:0.015790,0.026703 Initialization: 5.594000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.121000 Kernel 1: 0.022000 Kernel 2: 73.730003 Copyback: 0.016000 Sum: 0.022000 It 18,Best ac:0.002511 0.692308 fi:0.591763. Ave ac:0.021081,0.035742 Initialization: 5.545000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.157000 Kernel 1: 0.023000 Kernel 2: 61.185001 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.004184 0.750000 fi:0.426960. Ave ac:0.022363,0.033446 Initialization: 5.463000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.611000 Kernel 1: 0.023000 Kernel 2: 73.230003 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.003348 0.666667 fi:0.484739. Ave ac:0.023512,0.038799 Initialization: 5.546000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.132000 Kernel 1: 0.023000 Kernel 2: 60.044998 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.003068 0.687500 fi:0.468183. Ave ac:0.020760,0.036856 Initialization: 5.483000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.147000 Kernel 1: 0.023000 Kernel 2: 59.264999 Copyback: 0.017000 Sum: 0.020000 It 22,Best ac:0.003068 0.550000 fi:0.594864. Ave ac:0.022895,0.041118 Initialization: 5.526000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.090000 Kernel 1: 0.023000 Kernel 2: 69.843002 Copyback: 0.017000 Sum: 0.020000 It 23,Best ac:0.002232 0.888889 fi:0.519429. Ave ac:0.026541,0.039416 Initialization: 5.532000 Memcpy Classifiers: 0.211000 Memcpy Instances: 7.086000 Kernel 1: 0.023000 Kernel 2: 73.584000 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.002790 0.714286 fi:0.519027. Ave ac:0.024537,0.033880 Initialization: 5.542000 Memcpy Classifiers: 0.188000 Memcpy Instances: 7.094000 Kernel 1: 0.023000 Kernel 2: 59.097000 Copyback: 0.017000 Sum: 0.019000 It 25,Best ac:0.003905 0.736842 fi:0.415220. Ave ac:0.017736,0.027874 Initialization: 5.498000 Memcpy Classifiers: 0.230000 Memcpy Instances: 7.095000 Kernel 1: 0.023000 Kernel 2: 72.380997 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.002790 0.666667 fi:0.558281. Ave ac:0.016028,0.028423 Initialization: 5.466000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.173000 Kernel 1: 0.023000 Kernel 2: 58.404999 Copyback: 0.017000 Sum: 0.018000 It 27,Best ac:0.010879 0.650000 fi:0.500588. Ave ac:0.023424,0.034789 Initialization: 5.678000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.103000 Kernel 1: 0.022000 Kernel 2: 57.888000 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.003905 0.583333 fi:0.560065. Ave ac:0.014332,0.025857 Initialization: 5.488000 Memcpy Classifiers: 0.386000 Memcpy Instances: 7.096000 Kernel 1: 0.022000 Kernel 2: 58.171001 Copyback: 0.017000 Sum: 0.019000 It 29,Best ac:0.003626 0.722222 fi:0.449484. Ave ac:0.017109,0.029197 Initialization: 5.584000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.103000 Kernel 1: 0.023000 Kernel 2: 72.449997 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.003348 0.705882 fi:0.449636. Ave ac:0.014717,0.020577 Initialization: 5.518000 Memcpy Classifiers: 0.190000 Memcpy Instances: 7.083000 Kernel 1: 0.023000 Kernel 2: 59.921001 Copyback: 0.017000 Sum: 0.018000 It 31,Best ac:0.003347 0.631579 fi:0.520797. Ave ac:0.013906,0.020549 Initialization: 6.009000 Memcpy Classifiers: 0.190000 Memcpy Instances: 7.108000 Kernel 1: 0.023000 Kernel 2: 72.071999 Copyback: 0.017000 Sum: 0.019000 It 32,Best ac:0.004743 0.653846 fi:0.509928. Ave ac:0.014821,0.026196 Initialization: 5.943000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.117000 Kernel 1: 0.023000 Kernel 2: 58.556000 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.007531 0.692308 fi:0.468718. Ave ac:0.013587,0.022860 Initialization: 31.076000 Memcpy Instances: 353.403015 Memcpy Classifiers: 0.081000 Kernel 1: 0.025000 Kernel 2: 509.032990 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 428.041992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 513.635010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.119000 Kernel 1: 0.013000 Kernel 2: 505.881012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 516.937012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.015000 Kernel 2: 506.404999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 513.583984 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.085000 Kernel 1: 0.014000 Kernel 2: 410.765991 Copyback: 0.370000 Sum: 0.002000 It 34,Best ac:0.003381 0.483254 fi:0.660437. Ave ac:0.014593,0.045147 Best acc 0.003381 0.483254 Initialization: 5.492000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.204000 Kernel 1: 0.024000 Kernel 2: 91.422997 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.004692 accuracy2:0.178332 Initialization: 5.525000 Memcpy Classifiers: 0.502000 Memcpy Instances: 7.601000 Kernel 1: 0.023000 Kernel 2: 92.399002 Copyback: 0.017000 Sum: 0.031000 It 0,Best ac:0.005021 0.500000 fi:0.598892. Ave ac:0.008297,0.012201 Initialization: 5.466000 Memcpy Classifiers: 0.521000 Memcpy Instances: 7.145000 Kernel 1: 0.023000 Kernel 2: 104.514999 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.004743 0.472222 fi:0.626825. Ave ac:0.010082,0.011721 Initialization: 5.452000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.119000 Kernel 1: 0.023000 Kernel 2: 108.386002 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.002511 0.750000 fi:0.505122. Ave ac:0.012176,0.014256 Initialization: 5.496000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.095000 Kernel 1: 0.024000 Kernel 2: 104.292999 Copyback: 0.016000 Sum: 0.028000 It 3,Best ac:0.003627 0.650000 fi:0.449669. Ave ac:0.011641,0.013779 Initialization: 5.456000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.110000 Kernel 1: 0.023000 Kernel 2: 94.176003 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.005858 0.512195 fi:0.586230. Ave ac:0.010976,0.012208 Initialization: 5.456000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.126000 Kernel 1: 0.024000 Kernel 2: 103.691002 Copyback: 0.016000 Sum: 0.026000 It 5,Best ac:0.003348 0.666667 fi:0.433158. Ave ac:0.011254,0.011351 Initialization: 5.457000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.154000 Kernel 1: 0.022000 Kernel 2: 94.622002 Copyback: 0.018000 Sum: 0.029000 It 6,Best ac:0.004184 0.517241 fi:0.582117. Ave ac:0.008657,0.008475 Initialization: 5.518000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.123000 Kernel 1: 0.024000 Kernel 2: 102.100998 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.002790 0.714286 fi:0.458072. Ave ac:0.008495,0.008371 Initialization: 5.564000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.101000 Kernel 1: 0.022000 Kernel 2: 102.495003 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003069 0.687500 fi:0.412480. Ave ac:0.008084,0.008561 Initialization: 5.465000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.107000 Kernel 1: 0.023000 Kernel 2: 103.216003 Copyback: 0.018000 Sum: 0.031000 It 9,Best ac:0.003348 0.666667 fi:0.433158. Ave ac:0.007708,0.007583 Iteration 10:MDL fitness activated Error 0.433158 TL 0.040439 MDL Theory Length Weight: 3.5704707076 (2) Initialization: 5.558000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.109000 Kernel 1: 0.023000 Kernel 2: 92.272003 Copyback: 0.016000 Sum: 0.033000 It 10,Best ac:0.002789 0.769231 fi:0.507041. Ave ac:0.006148,0.006500 Initialization: 5.501000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.099000 Kernel 1: 0.022000 Kernel 2: 105.283997 Copyback: 0.017000 Sum: 0.045000 It 11,Best ac:0.003348 0.800000 fi:0.401427. Ave ac:0.007670,0.008542 Initialization: 5.519000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.105000 Kernel 1: 0.023000 Kernel 2: 105.982002 Copyback: 0.024000 Sum: 0.039000 It 12,Best ac:0.003906 0.636364 fi:0.533473. Ave ac:0.007309,0.008197 Initialization: 5.531000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.127000 Kernel 1: 0.022000 Kernel 2: 100.254997 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.003906 0.700000 fi:0.543900. Ave ac:0.010006,0.008933 Initialization: 5.533000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.160000 Kernel 1: 0.022000 Kernel 2: 86.275002 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.002510 1.000000 fi:0.360257. Ave ac:0.009087,0.007939 Initialization: 5.967000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.112000 Kernel 1: 0.023000 Kernel 2: 88.234001 Copyback: 0.019000 Sum: 0.030000 It 15,Best ac:0.005579 0.645161 fi:0.527799. Ave ac:0.008572,0.009040 Initialization: 5.526000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.125000 Kernel 1: 0.023000 Kernel 2: 82.043999 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.004742 0.566667 fi:0.598223. Ave ac:0.007981,0.009993 Initialization: 5.643000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.129000 Kernel 1: 0.022000 Kernel 2: 82.539001 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.003068 0.647059 fi:0.524582. Ave ac:0.007175,0.008650 Initialization: 5.578000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.121000 Kernel 1: 0.022000 Kernel 2: 82.400002 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.005021 0.600000 fi:0.549976. Ave ac:0.006863,0.009977 Initialization: 5.460000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.141000 Kernel 1: 0.023000 Kernel 2: 91.714996 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.003069 0.550000 fi:0.595242. Ave ac:0.009112,0.013103 Initialization: 5.461000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.106000 Kernel 1: 0.022000 Kernel 2: 94.584000 Copyback: 0.018000 Sum: 0.030000 It 20,Best ac:0.003069 0.785714 fi:0.424871. Ave ac:0.010027,0.015401 Initialization: 5.550000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.488000 Kernel 1: 0.021000 Kernel 2: 90.877998 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.005580 0.500000 fi:0.644889. Ave ac:0.007358,0.011145 Initialization: 5.473000 Memcpy Classifiers: 0.326000 Memcpy Instances: 7.148000 Kernel 1: 0.023000 Kernel 2: 80.500999 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.003347 0.705882 fi:0.495548. Ave ac:0.012435,0.017639 Initialization: 5.475000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.833000 Kernel 1: 0.023000 Kernel 2: 92.072998 Copyback: 0.017000 Sum: 0.025000 It 23,Best ac:0.003069 0.733333 fi:0.434858. Ave ac:0.011556,0.015783 MDL Theory Length Weight: 3.2134236368 (10) Initialization: 5.575000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.101000 Kernel 1: 0.022000 Kernel 2: 82.392998 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.002789 0.833333 fi:0.400414. Ave ac:0.011739,0.020540 Initialization: 5.526000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.098000 Kernel 1: 0.023000 Kernel 2: 92.028000 Copyback: 0.017000 Sum: 0.029000 It 25,Best ac:0.003348 0.750000 fi:0.426047. Ave ac:0.007152,0.010247 Initialization: 5.542000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.100000 Kernel 1: 0.023000 Kernel 2: 83.490997 Copyback: 0.019000 Sum: 0.028000 It 26,Best ac:0.003905 0.666667 fi:0.493719. Ave ac:0.006115,0.008124 Initialization: 5.503000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.558000 Kernel 1: 0.023000 Kernel 2: 80.238998 Copyback: 0.016000 Sum: 0.025000 It 27,Best ac:0.005021 0.782609 fi:0.366961. Ave ac:0.010017,0.012295 Initialization: 5.488000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.114000 Kernel 1: 0.023000 Kernel 2: 93.125999 Copyback: 0.016000 Sum: 0.029000 It 28,Best ac:0.003627 0.722222 fi:0.454316. Ave ac:0.007691,0.012075 Initialization: 5.477000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.088000 Kernel 1: 0.023000 Kernel 2: 79.319000 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.003068 0.733333 fi:0.424729. Ave ac:0.007589,0.013256 Initialization: 5.487000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.131000 Kernel 1: 0.023000 Kernel 2: 79.375999 Copyback: 0.018000 Sum: 0.028000 It 30,Best ac:0.004463 0.592593 fi:0.549548. Ave ac:0.007661,0.012546 Initialization: 5.515000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.111000 Kernel 1: 0.023000 Kernel 2: 77.174004 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.003068 0.687500 fi:0.462009. Ave ac:0.009679,0.016282 Initialization: 5.523000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.120000 Kernel 1: 0.024000 Kernel 2: 86.223000 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.003906 0.636364 fi:0.526441. Ave ac:0.005826,0.011187 Initialization: 5.450000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.234000 Kernel 1: 0.023000 Kernel 2: 77.705002 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.002789 0.769231 fi:0.441500. Ave ac:0.008940,0.016140 Initialization: 31.047001 Memcpy Instances: 353.130005 Memcpy Classifiers: 0.068000 Kernel 1: 0.025000 Kernel 2: 617.124023 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 609.065002 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 616.299011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 612.656006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 614.872009 Copyback: 0.021000 Sum: 0.007000 Memcpy Classifiers: 0.069000 Kernel 1: 0.020000 Kernel 2: 621.659973 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 631.403992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 504.054993 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003537 0.479214 fi:0.663443. Ave ac:0.008869,0.026307 Best acc 0.003537 0.479214 Initialization: 5.565000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.094000 Kernel 1: 0.023000 Kernel 2: 90.045998 Copyback: 0.016000 Sum: 0.044000 Initial population average accuracy1:0.005072 accuracy2:0.185453 Initialization: 5.476000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.276000 Kernel 1: 0.024000 Kernel 2: 108.613998 Copyback: 0.016000 Sum: 0.033000 It 0,Best ac:0.002511 0.642857 fi:0.612265. Ave ac:0.009050,0.012129 Initialization: 5.520000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.110000 Kernel 1: 0.024000 Kernel 2: 97.056000 Copyback: 0.018000 Sum: 0.031000 It 1,Best ac:0.002789 0.555556 fi:0.618066. Ave ac:0.012451,0.015290 Initialization: 5.547000 Memcpy Classifiers: 0.446000 Memcpy Instances: 7.098000 Kernel 1: 0.023000 Kernel 2: 106.103996 Copyback: 0.017000 Sum: 0.025000 It 2,Best ac:0.003906 0.666667 fi:0.432847. Ave ac:0.012323,0.016046 Initialization: 5.527000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.069000 Kernel 1: 0.023000 Kernel 2: 106.940002 Copyback: 0.018000 Sum: 0.035000 It 3,Best ac:0.006138 0.611111 fi:0.487159. Ave ac:0.010665,0.012741 Initialization: 5.570000 Memcpy Classifiers: 0.463000 Memcpy Instances: 7.095000 Kernel 1: 0.023000 Kernel 2: 101.334999 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.004463 0.640000 fi:0.459203. Ave ac:0.010555,0.011037 Initialization: 5.446000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.280000 Kernel 1: 0.023000 Kernel 2: 102.874001 Copyback: 0.019000 Sum: 0.030000 It 5,Best ac:0.004463 0.592593 fi:0.506610. Ave ac:0.008088,0.007851 Initialization: 5.502000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.112000 Kernel 1: 0.023000 Kernel 2: 103.403000 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.003905 0.636364 fi:0.463150. Ave ac:0.010032,0.009424 Initialization: 5.368000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.105000 Kernel 1: 0.023000 Kernel 2: 114.641998 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.005022 0.600000 fi:0.498892. Ave ac:0.007126,0.006075 Initialization: 5.537000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.129000 Kernel 1: 0.023000 Kernel 2: 100.568001 Copyback: 0.018000 Sum: 0.034000 It 8,Best ac:0.003347 0.705882 fi:0.393945. Ave ac:0.007531,0.006219 Initialization: 5.493000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.545000 Kernel 1: 0.022000 Kernel 2: 111.316002 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.006138 0.523810 fi:0.574461. Ave ac:0.005052,0.004862 Iteration 10:MDL fitness activated Error 0.574461 TL 0.033257 MDL Theory Length Weight: 5.7577132948 (2) Initialization: 5.488000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.148000 Kernel 1: 0.022000 Kernel 2: 107.903999 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.008092 0.580000 fi:0.668448. Ave ac:0.006444,0.005530 Initialization: 5.569000 Memcpy Classifiers: 0.363000 Memcpy Instances: 13.160000 Kernel 1: 0.023000 Kernel 2: 97.045998 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.003347 0.571429 fi:0.721999. Ave ac:0.007410,0.006767 Initialization: 5.509000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.178000 Kernel 1: 0.022000 Kernel 2: 103.939003 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.001953 1.000000 fi:0.598331. Ave ac:0.006982,0.006337 Initialization: 5.502000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.201000 Kernel 1: 0.023000 Kernel 2: 106.248001 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.004743 0.680000 fi:0.599499. Ave ac:0.007873,0.008102 Initialization: 5.531000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.148000 Kernel 1: 0.022000 Kernel 2: 100.164001 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.004743 0.708333 fi:0.564491. Ave ac:0.009370,0.011041 Initialization: 6.146000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.113000 Kernel 1: 0.022000 Kernel 2: 92.265999 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.003068 0.846154 fi:0.428525. Ave ac:0.009142,0.010121 Initialization: 6.158000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.431000 Kernel 1: 0.023000 Kernel 2: 91.310997 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.006137 0.550000 fi:0.650613. Ave ac:0.010242,0.011199 Initialization: 5.453000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.182000 Kernel 1: 0.023000 Kernel 2: 103.890999 Copyback: 0.017000 Sum: 0.037000 It 17,Best ac:0.006417 0.793103 fi:0.511799. Ave ac:0.012770,0.013863 Initialization: 5.486000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.692000 Kernel 1: 0.023000 Kernel 2: 86.339996 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.003068 0.687500 fi:0.545948. Ave ac:0.010848,0.013087 Initialization: 5.430000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.807000 Kernel 1: 0.022000 Kernel 2: 97.931999 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.003069 0.611111 fi:0.614710. Ave ac:0.009386,0.014062 Initialization: 5.582000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.090000 Kernel 1: 0.023000 Kernel 2: 92.748001 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.005859 0.700000 fi:0.527978. Ave ac:0.014369,0.018879 Initialization: 5.446000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.099000 Kernel 1: 0.023000 Kernel 2: 90.164001 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.006138 0.550000 fi:0.649270. Ave ac:0.012344,0.016801 Initialization: 5.515000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.121000 Kernel 1: 0.023000 Kernel 2: 87.002998 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.004185 0.750000 fi:0.446000. Ave ac:0.012518,0.017709 Initialization: 5.470000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.140000 Kernel 1: 0.023000 Kernel 2: 84.709000 Copyback: 0.023000 Sum: 0.028000 It 23,Best ac:0.003626 0.722222 fi:0.471153. Ave ac:0.012606,0.021324 Initialization: 5.539000 Memcpy Classifiers: 0.325000 Memcpy Instances: 8.255000 Kernel 1: 0.022000 Kernel 2: 87.843002 Copyback: 0.016000 Sum: 0.022000 It 24,Best ac:0.003627 0.722222 fi:0.500218. Ave ac:0.012351,0.023456 MDL Theory Length Weight: 5.1819419653 (10) Initialization: 5.999000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.274000 Kernel 1: 0.022000 Kernel 2: 84.820000 Copyback: 0.020000 Sum: 0.024000 It 25,Best ac:0.004185 0.789474 fi:0.409748. Ave ac:0.010945,0.023698 Initialization: 6.667000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.102000 Kernel 1: 0.022000 Kernel 2: 85.478996 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.003627 0.722222 fi:0.454946. Ave ac:0.010161,0.019079 Initialization: 5.550000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.564000 Kernel 1: 0.022000 Kernel 2: 85.150002 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.003069 0.647059 fi:0.533796. Ave ac:0.010276,0.017365 Initialization: 5.553000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.133000 Kernel 1: 0.023000 Kernel 2: 75.230003 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.002789 0.666667 fi:0.578120. Ave ac:0.011315,0.018641 Initialization: 5.458000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.183000 Kernel 1: 0.021000 Kernel 2: 73.366997 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003626 0.565217 fi:0.597131. Ave ac:0.010508,0.019978 Initialization: 5.532000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.205000 Kernel 1: 0.022000 Kernel 2: 73.927002 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.006416 0.638889 fi:0.513129. Ave ac:0.015591,0.025377 Initialization: 5.505000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.689000 Kernel 1: 0.022000 Kernel 2: 70.297997 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.003905 0.777778 fi:0.485244. Ave ac:0.015035,0.027407 Initialization: 5.515000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.590000 Kernel 1: 0.022000 Kernel 2: 71.226997 Copyback: 0.017000 Sum: 0.025000 It 32,Best ac:0.001674 1.000000 fi:0.542145. Ave ac:0.011153,0.020005 Initialization: 5.600000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.548000 Kernel 1: 0.023000 Kernel 2: 69.296997 Copyback: 0.018000 Sum: 0.023000 It 33,Best ac:0.002789 0.769231 fi:0.516384. Ave ac:0.012532,0.023054 Initialization: 31.605000 Memcpy Instances: 355.195007 Memcpy Classifiers: 0.070000 Kernel 1: 0.026000 Kernel 2: 575.971985 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 586.765015 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 585.885010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 582.392029 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 581.758972 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 582.206970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 582.916992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 479.441010 Copyback: 0.364000 Sum: 0.007000 It 34,Best ac:0.070703 0.412755 fi:0.714641. Ave ac:0.014495,0.044838 Best acc 0.070703 0.412755 Initialization: 5.559000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.121000 Kernel 1: 0.025000 Kernel 2: 91.719002 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.004968 accuracy2:0.173390 Initialization: 5.485000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.192000 Kernel 1: 0.022000 Kernel 2: 104.307999 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.004185 0.441176 fi:0.658182. Ave ac:0.009710,0.013415 Initialization: 5.934000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.101000 Kernel 1: 0.025000 Kernel 2: 107.969002 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.004464 0.444444 fi:0.654759. Ave ac:0.011576,0.015568 Initialization: 5.431000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.269000 Kernel 1: 0.024000 Kernel 2: 106.188004 Copyback: 0.017000 Sum: 0.028000 It 2,Best ac:0.006975 0.657895 fi:0.439909. Ave ac:0.011756,0.014398 Initialization: 5.488000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.155000 Kernel 1: 0.023000 Kernel 2: 103.133003 Copyback: 0.017000 Sum: 0.026000 It 3,Best ac:0.003906 0.636364 fi:0.463150. Ave ac:0.011513,0.013358 Initialization: 5.563000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.553000 Kernel 1: 0.023000 Kernel 2: 93.668999 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004463 0.533333 fi:0.565870. Ave ac:0.012167,0.013669 Initialization: 5.460000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.129000 Kernel 1: 0.023000 Kernel 2: 88.402000 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.007531 0.551020 fi:0.546479. Ave ac:0.012007,0.013641 Initialization: 5.598000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.087000 Kernel 1: 0.024000 Kernel 2: 98.791000 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.003627 0.619048 fi:0.480622. Ave ac:0.010594,0.011370 Initialization: 5.459000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.128000 Kernel 1: 0.023000 Kernel 2: 88.251999 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.003626 0.590909 fi:0.508760. Ave ac:0.009477,0.009787 Initialization: 5.529000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.169000 Kernel 1: 0.022000 Kernel 2: 87.822998 Copyback: 0.020000 Sum: 0.036000 It 8,Best ac:0.003068 0.687500 fi:0.412480. Ave ac:0.009556,0.009556 Initialization: 5.710000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.338000 Kernel 1: 0.022000 Kernel 2: 100.203003 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.006138 0.611111 fi:0.487159. Ave ac:0.009607,0.008768 Iteration 10:MDL fitness activated Error 0.487159 TL 0.033484 MDL Theory Length Weight: 4.8497405341 (2) Initialization: 5.821000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.122000 Kernel 1: 0.022000 Kernel 2: 88.294998 Copyback: 0.018000 Sum: 0.032000 It 10,Best ac:0.003626 0.684211 fi:0.579619. Ave ac:0.007197,0.006823 Initialization: 5.552000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.099000 Kernel 1: 0.023000 Kernel 2: 85.915001 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.008647 0.620000 fi:0.625506. Ave ac:0.008006,0.007977 Initialization: 5.547000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.141000 Kernel 1: 0.024000 Kernel 2: 85.648003 Copyback: 0.017000 Sum: 0.071000 It 12,Best ac:0.003068 0.687500 fi:0.594577. Ave ac:0.009656,0.009701 Initialization: 5.472000 Memcpy Classifiers: 0.385000 Memcpy Instances: 7.123000 Kernel 1: 0.022000 Kernel 2: 83.403999 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.005579 0.606061 fi:0.615322. Ave ac:0.009664,0.010823 Initialization: 5.507000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.092000 Kernel 1: 0.023000 Kernel 2: 90.413002 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.005022 0.720000 fi:0.541232. Ave ac:0.011832,0.012147 Initialization: 5.475000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.580000 Kernel 1: 0.022000 Kernel 2: 79.793999 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.003068 0.733333 fi:0.517173. Ave ac:0.011223,0.011364 Initialization: 5.543000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.165000 Kernel 1: 0.023000 Kernel 2: 91.886002 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.005022 0.750000 fi:0.459141. Ave ac:0.011066,0.013889 Initialization: 5.552000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.090000 Kernel 1: 0.023000 Kernel 2: 86.141998 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.003069 0.647059 fi:0.539655. Ave ac:0.011752,0.012969 Initialization: 6.016000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.102000 Kernel 1: 0.023000 Kernel 2: 72.011002 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.003626 0.565217 fi:0.582257. Ave ac:0.013662,0.015653 Initialization: 5.600000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.088000 Kernel 1: 0.023000 Kernel 2: 82.726997 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.003627 0.764706 fi:0.464606. Ave ac:0.014624,0.016488 Initialization: 5.488000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.171000 Kernel 1: 0.023000 Kernel 2: 70.891998 Copyback: 0.018000 Sum: 0.027000 It 20,Best ac:0.004184 0.625000 fi:0.571510. Ave ac:0.014691,0.017739 Initialization: 5.518000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.151000 Kernel 1: 0.023000 Kernel 2: 84.093002 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.003627 0.866667 fi:0.350618. Ave ac:0.014428,0.020259 Initialization: 5.557000 Memcpy Classifiers: 0.287000 Memcpy Instances: 7.139000 Kernel 1: 0.022000 Kernel 2: 80.356003 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.002790 0.714286 fi:0.555419. Ave ac:0.014113,0.020482 Initialization: 5.520000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.137000 Kernel 1: 0.023000 Kernel 2: 66.584000 Copyback: 0.018000 Sum: 0.022000 It 23,Best ac:0.004463 0.666667 fi:0.499136. Ave ac:0.015151,0.019035 Initialization: 5.520000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.156000 Kernel 1: 0.023000 Kernel 2: 76.935997 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.004743 0.629630 fi:0.544835. Ave ac:0.013101,0.020588 Initialization: 5.525000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.097000 Kernel 1: 0.023000 Kernel 2: 77.805000 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.002511 0.750000 fi:0.597101. Ave ac:0.013206,0.022825 Initialization: 5.518000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.124000 Kernel 1: 0.023000 Kernel 2: 65.664001 Copyback: 0.020000 Sum: 0.026000 It 26,Best ac:0.003905 0.700000 fi:0.444924. Ave ac:0.016640,0.026097 Initialization: 5.523000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.334000 Kernel 1: 0.022000 Kernel 2: 65.170998 Copyback: 0.018000 Sum: 0.022000 It 27,Best ac:0.003905 0.736842 fi:0.445319. Ave ac:0.012095,0.018080 Initialization: 5.542000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.128000 Kernel 1: 0.023000 Kernel 2: 71.615997 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.003069 0.733333 fi:0.444236. Ave ac:0.010971,0.018667 Initialization: 5.546000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.138000 Kernel 1: 0.023000 Kernel 2: 76.214996 Copyback: 0.017000 Sum: 0.020000 It 29,Best ac:0.004743 0.653846 fi:0.503932. Ave ac:0.013026,0.022994 Initialization: 5.489000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.188000 Kernel 1: 0.022000 Kernel 2: 76.060997 Copyback: 0.017000 Sum: 0.020000 It 30,Best ac:0.003069 0.733333 fi:0.453381. Ave ac:0.013434,0.018472 MDL Theory Length Weight: 4.3647664807 (10) Initialization: 5.491000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.094000 Kernel 1: 0.023000 Kernel 2: 63.874001 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.006416 0.638889 fi:0.501252. Ave ac:0.013738,0.021033 Initialization: 5.472000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.118000 Kernel 1: 0.023000 Kernel 2: 63.039001 Copyback: 0.016000 Sum: 0.023000 It 32,Best ac:0.003626 0.684211 fi:0.469701. Ave ac:0.016640,0.029738 Initialization: 5.549000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.095000 Kernel 1: 0.023000 Kernel 2: 64.568001 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.003067 0.687500 fi:0.488474. Ave ac:0.012148,0.020790 Initialization: 30.452999 Memcpy Instances: 354.859985 Memcpy Classifiers: 0.068000 Kernel 1: 0.024000 Kernel 2: 529.617004 Copyback: 0.014000 Sum: 0.015000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 520.455017 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 527.700989 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 525.783020 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 538.590027 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 531.572021 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.068000 Kernel 1: 0.016000 Kernel 2: 530.588989 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 435.019989 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.034615 0.442101 fi:0.682720. Ave ac:0.011339,0.036233 Best acc 0.034615 0.442101 Initialization: 5.510000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.187000 Kernel 1: 0.023000 Kernel 2: 89.911003 Copyback: 0.019000 Sum: 0.051000 Initial population average accuracy1:0.004901 accuracy2:0.184890 Initialization: 5.563000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.296000 Kernel 1: 0.022000 Kernel 2: 95.209000 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.004742 0.500000 fi:0.599048. Ave ac:0.009297,0.011093 Initialization: 5.504000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.440000 Kernel 1: 0.022000 Kernel 2: 106.314003 Copyback: 0.017000 Sum: 0.028000 It 1,Best ac:0.003069 0.647059 fi:0.452922. Ave ac:0.010267,0.012108 Initialization: 5.492000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.128000 Kernel 1: 0.023000 Kernel 2: 96.690002 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.003905 0.538462 fi:0.561052. Ave ac:0.010256,0.011913 Initialization: 5.585000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.093000 Kernel 1: 0.023000 Kernel 2: 103.761002 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.003906 0.636364 fi:0.463150. Ave ac:0.010780,0.011598 Initialization: 5.538000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.191000 Kernel 1: 0.023000 Kernel 2: 100.056000 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.003069 0.687500 fi:0.412480. Ave ac:0.009646,0.011373 Initialization: 5.493000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.226000 Kernel 1: 0.022000 Kernel 2: 101.075996 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.003348 0.571429 fi:0.528396. Ave ac:0.010184,0.011952 Initialization: 5.597000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.732000 Kernel 1: 0.022000 Kernel 2: 87.380997 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.004463 0.640000 fi:0.459203. Ave ac:0.009852,0.011001 Initialization: 5.593000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.095000 Kernel 1: 0.023000 Kernel 2: 93.125999 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.002790 0.714286 fi:0.458072. Ave ac:0.008974,0.009792 Initialization: 5.528000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.113000 Kernel 1: 0.023000 Kernel 2: 94.583000 Copyback: 0.023000 Sum: 0.033000 It 8,Best ac:0.003627 0.590909 fi:0.508760. Ave ac:0.008823,0.009086 Initialization: 5.485000 Memcpy Classifiers: 0.414000 Memcpy Instances: 7.139000 Kernel 1: 0.022000 Kernel 2: 84.886002 Copyback: 0.017000 Sum: 0.026000 It 9,Best ac:0.003347 0.666667 fi:0.433161. Ave ac:0.007897,0.007999 Iteration 10:MDL fitness activated Error 0.433161 TL 0.026628 MDL Theory Length Weight: 5.4222922050 (6) Initialization: 5.549000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.095000 Kernel 1: 0.022000 Kernel 2: 87.002998 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.003905 0.636364 fi:0.672402. Ave ac:0.008035,0.010549 Initialization: 5.532000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.146000 Kernel 1: 0.023000 Kernel 2: 86.172997 Copyback: 0.018000 Sum: 0.039000 It 11,Best ac:0.008926 0.640000 fi:0.559252. Ave ac:0.010772,0.011201 Initialization: 5.462000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.154000 Kernel 1: 0.023000 Kernel 2: 83.767998 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.003625 0.764706 fi:0.513438. Ave ac:0.009508,0.011584 Initialization: 6.012000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.160000 Kernel 1: 0.023000 Kernel 2: 81.695000 Copyback: 0.018000 Sum: 0.036000 It 13,Best ac:0.003068 0.785714 fi:0.478682. Ave ac:0.010548,0.014864 Initialization: 5.643000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.124000 Kernel 1: 0.022000 Kernel 2: 92.108002 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.006975 0.625000 fi:0.577850. Ave ac:0.010318,0.013067 Initialization: 5.518000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.293000 Kernel 1: 0.023000 Kernel 2: 78.473999 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.003905 0.636364 fi:0.561295. Ave ac:0.008813,0.009535 Initialization: 5.551000 Memcpy Classifiers: 0.376000 Memcpy Instances: 7.117000 Kernel 1: 0.023000 Kernel 2: 77.097000 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.003347 0.666667 fi:0.535664. Ave ac:0.011893,0.014320 Initialization: 5.540000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.086000 Kernel 1: 0.023000 Kernel 2: 87.306999 Copyback: 0.017000 Sum: 0.026000 It 17,Best ac:0.003069 0.733333 fi:0.497791. Ave ac:0.012052,0.016093 Initialization: 5.562000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.236000 Kernel 1: 0.022000 Kernel 2: 76.196999 Copyback: 0.021000 Sum: 0.032000 It 18,Best ac:0.005300 0.703704 fi:0.495091. Ave ac:0.009476,0.012914 Initialization: 5.548000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.566000 Kernel 1: 0.023000 Kernel 2: 85.859001 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.005301 0.826087 fi:0.378472. Ave ac:0.009987,0.012138 Initialization: 5.775000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.109000 Kernel 1: 0.024000 Kernel 2: 73.445000 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.004184 0.789474 fi:0.416190. Ave ac:0.009026,0.015380 Initialization: 5.492000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.137000 Kernel 1: 0.023000 Kernel 2: 73.891998 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.006416 0.676471 fi:0.514901. Ave ac:0.011145,0.014038 Initialization: 5.515000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.109000 Kernel 1: 0.023000 Kernel 2: 86.163002 Copyback: 0.017000 Sum: 0.026000 It 22,Best ac:0.002790 0.909091 fi:0.373946. Ave ac:0.011274,0.018506 Initialization: 5.475000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.112000 Kernel 1: 0.022000 Kernel 2: 71.827003 Copyback: 0.016000 Sum: 0.025000 It 23,Best ac:0.003905 0.736842 fi:0.414724. Ave ac:0.009858,0.015798 Initialization: 5.506000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.246000 Kernel 1: 0.022000 Kernel 2: 82.967003 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.004185 0.681818 fi:0.494619. Ave ac:0.009900,0.020607 Initialization: 5.495000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.098000 Kernel 1: 0.023000 Kernel 2: 83.417999 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.003906 0.583333 fi:0.596500. Ave ac:0.008926,0.015906 Initialization: 5.471000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.139000 Kernel 1: 0.023000 Kernel 2: 70.850998 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.003905 0.608696 fi:0.576903. Ave ac:0.009774,0.017172 Initialization: 5.475000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.177000 Kernel 1: 0.023000 Kernel 2: 68.850998 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.005579 0.714286 fi:0.484354. Ave ac:0.013821,0.023306 Initialization: 6.182000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.282000 Kernel 1: 0.022000 Kernel 2: 68.912003 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.003347 0.750000 fi:0.426904. Ave ac:0.012971,0.023247 Initialization: 5.483000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.133000 Kernel 1: 0.023000 Kernel 2: 69.377998 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.003068 0.846154 fi:0.432298. Ave ac:0.011604,0.022057 Initialization: 5.455000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.177000 Kernel 1: 0.024000 Kernel 2: 68.542000 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.003905 0.700000 fi:0.491850. Ave ac:0.012845,0.021227 Initialization: 5.480000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.125000 Kernel 1: 0.023000 Kernel 2: 78.144997 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.003069 0.611111 fi:0.547184. Ave ac:0.011406,0.019364 MDL Theory Length Weight: 4.8800629845 (10) Initialization: 5.487000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.137000 Kernel 1: 0.023000 Kernel 2: 68.994003 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.003347 0.705882 fi:0.493553. Ave ac:0.013448,0.024441 Initialization: 5.591000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.097000 Kernel 1: 0.023000 Kernel 2: 79.514999 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003069 0.611111 fi:0.541353. Ave ac:0.012051,0.022723 Initialization: 30.771999 Memcpy Instances: 353.553986 Memcpy Classifiers: 0.071000 Kernel 1: 0.026000 Kernel 2: 586.596985 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 588.695007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 487.046997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 600.367981 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.070000 Kernel 1: 0.015000 Kernel 2: 597.304016 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 579.567993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 581.898987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 470.528015 Copyback: 0.016000 Sum: 0.001000 It 34,Best ac:0.003906 0.489853 fi:0.699714. Ave ac:0.013957,0.044102 Best acc 0.003906 0.489853 Initialization: 6.227000 Memcpy Classifiers: 0.542000 Memcpy Instances: 7.102000 Kernel 1: 0.023000 Kernel 2: 101.545998 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005328 accuracy2:0.182415 Initialization: 5.483000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.135000 Kernel 1: 0.022000 Kernel 2: 96.252998 Copyback: 0.018000 Sum: 0.036000 It 0,Best ac:0.006695 0.421053 fi:0.676906. Ave ac:0.009280,0.013118 Initialization: 5.565000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.126000 Kernel 1: 0.023000 Kernel 2: 98.446999 Copyback: 0.016000 Sum: 0.031000 It 1,Best ac:0.002232 0.727273 fi:0.610613. Ave ac:0.010523,0.012129 Initialization: 5.493000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.565000 Kernel 1: 0.022000 Kernel 2: 110.272003 Copyback: 0.017000 Sum: 0.026000 It 2,Best ac:0.003906 0.424242 fi:0.675272. Ave ac:0.010815,0.012781 Initialization: 5.444000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.127000 Kernel 1: 0.023000 Kernel 2: 98.614998 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.003347 0.521739 fi:0.578086. Ave ac:0.010415,0.012272 Initialization: 5.528000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.099000 Kernel 1: 0.023000 Kernel 2: 107.736000 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.009487 0.523077 fi:0.573327. Ave ac:0.011166,0.013255 Initialization: 5.456000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.106000 Kernel 1: 0.022000 Kernel 2: 96.415001 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.004184 0.483871 fi:0.615488. Ave ac:0.009820,0.011832 Initialization: 5.436000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.124000 Kernel 1: 0.023000 Kernel 2: 100.660004 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.003906 0.636364 fi:0.463150. Ave ac:0.007705,0.008701 Initialization: 5.486000 Memcpy Classifiers: 0.537000 Memcpy Instances: 7.085000 Kernel 1: 0.023000 Kernel 2: 101.369003 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.002790 0.666667 fi:0.505691. Ave ac:0.007869,0.007874 Initialization: 5.513000 Memcpy Classifiers: 0.509000 Memcpy Instances: 7.193000 Kernel 1: 0.022000 Kernel 2: 90.221001 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.005021 0.620690 fi:0.478202. Ave ac:0.007437,0.007393 Initialization: 5.437000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.112000 Kernel 1: 0.023000 Kernel 2: 91.801003 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.003068 0.611111 fi:0.488869. Ave ac:0.007315,0.007790 Iteration 10:MDL fitness activated Error 0.488869 TL 0.045929 MDL Theory Length Weight: 3.5480155520 (4) Initialization: 5.603000 Memcpy Classifiers: 0.489000 Memcpy Instances: 7.140000 Kernel 1: 0.022000 Kernel 2: 104.977997 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.003906 0.823529 fi:0.470773. Ave ac:0.007936,0.008414 Initialization: 5.505000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.102000 Kernel 1: 0.023000 Kernel 2: 90.011002 Copyback: 0.018000 Sum: 0.028000 It 11,Best ac:0.005300 0.633333 fi:0.571979. Ave ac:0.008423,0.009805 Initialization: 5.523000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.946000 Kernel 1: 0.023000 Kernel 2: 101.702003 Copyback: 0.018000 Sum: 0.033000 It 12,Best ac:0.003348 0.600000 fi:0.634674. Ave ac:0.010703,0.012432 Initialization: 5.472000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.276000 Kernel 1: 0.022000 Kernel 2: 98.098000 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.004185 0.535714 fi:0.647575. Ave ac:0.014512,0.017455 Initialization: 5.609000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.222000 Kernel 1: 0.022000 Kernel 2: 87.362000 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.003347 0.705882 fi:0.526847. Ave ac:0.015179,0.017576 Initialization: 5.551000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.083000 Kernel 1: 0.024000 Kernel 2: 96.059998 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.003348 0.666667 fi:0.528258. Ave ac:0.016276,0.018112 Initialization: 5.480000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.103000 Kernel 1: 0.022000 Kernel 2: 84.009003 Copyback: 0.018000 Sum: 0.032000 It 16,Best ac:0.004463 0.615385 fi:0.558174. Ave ac:0.012417,0.013833 Initialization: 5.462000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.150000 Kernel 1: 0.024000 Kernel 2: 84.398003 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.003068 0.733333 fi:0.454475. Ave ac:0.011451,0.014017 Initialization: 5.538000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.094000 Kernel 1: 0.022000 Kernel 2: 95.178001 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.003348 0.750000 fi:0.488655. Ave ac:0.010866,0.014698 Initialization: 5.628000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.137000 Kernel 1: 0.022000 Kernel 2: 81.094002 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.003626 0.684211 fi:0.503332. Ave ac:0.012012,0.016119 Initialization: 5.615000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.196000 Kernel 1: 0.023000 Kernel 2: 79.712997 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.003626 0.764706 fi:0.413383. Ave ac:0.009077,0.011776 Initialization: 5.531000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.144000 Kernel 1: 0.023000 Kernel 2: 89.052002 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.004185 0.652174 fi:0.525044. Ave ac:0.010016,0.013407 Initialization: 5.505000 Memcpy Classifiers: 0.394000 Memcpy Instances: 7.102000 Kernel 1: 0.024000 Kernel 2: 77.837997 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.004742 0.653846 fi:0.509667. Ave ac:0.009976,0.011153 Initialization: 5.449000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.103000 Kernel 1: 0.023000 Kernel 2: 77.716003 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.005021 0.720000 fi:0.456606. Ave ac:0.010773,0.014825 Initialization: 5.677000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.126000 Kernel 1: 0.023000 Kernel 2: 76.644997 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.004184 0.833333 fi:0.351071. Ave ac:0.010307,0.013950 Initialization: 5.539000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.134000 Kernel 1: 0.023000 Kernel 2: 87.485001 Copyback: 0.018000 Sum: 0.027000 It 25,Best ac:0.009208 0.687500 fi:0.484903. Ave ac:0.010818,0.015735 Initialization: 5.505000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.549000 Kernel 1: 0.023000 Kernel 2: 75.080002 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.003347 0.705882 fi:0.487180. Ave ac:0.008244,0.010558 Initialization: 5.538000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.097000 Kernel 1: 0.024000 Kernel 2: 75.723000 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.003904 0.666667 fi:0.482004. Ave ac:0.011220,0.016225 Initialization: 5.457000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.137000 Kernel 1: 0.023000 Kernel 2: 87.557999 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.005022 0.782609 fi:0.412432. Ave ac:0.010206,0.016108 Initialization: 5.557000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.570000 Kernel 1: 0.023000 Kernel 2: 85.445999 Copyback: 0.016000 Sum: 0.021000 It 29,Best ac:0.002790 0.769231 fi:0.485767. Ave ac:0.010723,0.014108 Initialization: 5.586000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.090000 Kernel 1: 0.023000 Kernel 2: 83.846001 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.004464 0.640000 fi:0.523912. Ave ac:0.011325,0.015617 Initialization: 5.495000 Memcpy Classifiers: 0.421000 Memcpy Instances: 7.262000 Kernel 1: 0.024000 Kernel 2: 85.856003 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.002790 0.833333 fi:0.423163. Ave ac:0.012092,0.019734 Initialization: 5.555000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.136000 Kernel 1: 0.023000 Kernel 2: 86.232002 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.003069 0.647059 fi:0.528950. Ave ac:0.010455,0.019473 Initialization: 5.545000 Memcpy Classifiers: 0.378000 Memcpy Instances: 7.085000 Kernel 1: 0.023000 Kernel 2: 73.844002 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.002789 0.833333 fi:0.405805. Ave ac:0.011779,0.019679 MDL Theory Length Weight: 3.1932139968 (10) Initialization: 30.799000 Memcpy Instances: 354.492004 Memcpy Classifiers: 0.094000 Kernel 1: 0.024000 Kernel 2: 627.401978 Copyback: 0.017000 Sum: 0.014000 Memcpy Classifiers: 0.094000 Kernel 1: 0.016000 Kernel 2: 611.119019 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.094000 Kernel 1: 0.014000 Kernel 2: 625.909973 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.092000 Kernel 1: 0.014000 Kernel 2: 620.388000 Copyback: 0.366000 Sum: 0.002000 Memcpy Classifiers: 0.093000 Kernel 1: 0.013000 Kernel 2: 604.677002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.092000 Kernel 1: 0.014000 Kernel 2: 606.888000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.092000 Kernel 1: 0.013000 Kernel 2: 616.517029 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.099000 Kernel 1: 0.014000 Kernel 2: 502.407013 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.003666 0.491766 fi:0.666120. Ave ac:0.009953,0.029562 Best acc 0.003666 0.491766 Phenotype: 0:Att PSSM_-1_20 is [>1.665513]|Att PSSM_0_6 is [<-3.970341]|Att PSSM_1_4 is [<-4.573944]|Att PSSM_3_2 is [-6.830506,2.830506]|Att PSSM_3_7 is [-6.965768,4.322567]|Att PSSM_4_2 is [<-0.036240]|1 1:Att PSSM_-1_2 is [<-2.828511]|Att PSSM_-1_12 is [<-3.901815]|Att PSSM_0_2 is [<-4.553699]|Att PSSM_0_7 is [<5.529419]|Att PSSM_1_2 is [<-3.387224]|Att PSSM_2_7 is [<-1.834508]|Att PSSM_4_6 is [-5.529887,-0.470113]|1 2:Att PSSM_-2_6 is [<-0.572069]|Att PSSM_0_6 is [<4.726444]|Att PSSM_0_9 is [<-4.143219]|Att PSSM_0_10 is [-0.829284,6.285073]|Att PSSM_1_12 is [-6.076975,-1.923025]|Att PSSM_2_15 is [<3.811408]|Att PSSM_3_4 is [<-2.133424]|Att PSSM_4_7 is [<-1.794602]|Att PSSM_4_19 is [<6.993231]|1 3:Att PSSM_-4_13 is [<1.129025]|Att PSSM_-1_12 is [-5.537874,-2.699934]|Att PSSM_0_4 is [-7.802434,1.115948]|Att PSSM_0_12 is [<-3.923733]|Att PSSM_1_7 is [<3.101028]|Att PSSM_1_11 is [-3.498189,6.530746]|Att PSSM_1_15 is [<-1.074800]|Att PSSM_2_17 is [<-0.733461]|Att PSSM_2_20 is [<6.339720]|Att PSSM_3_12 is [<-1.851532]|Att PSSM_4_6 is [<-1.384980]|1 4:Att PSSM_-3_11 is [-4.221285,5.427904]|Att PSSM_-1_7 is [<-0.299484]|Att PSSM_-1_19 is [>-6.822940]|Att PSSM_0_1 is [>-1.870510]|Att PSSM_0_2 is [<-3.710197]|Att PSSM_0_11 is [-3.862110,3.862110]|Att PSSM_0_20 is [1.929252,5.690238]|Att PSSM_1_7 is [<-0.177544]|Att PSSM_1_12 is [<-2.414193]|Att PSSM_1_15 is [-6.663899,2.068309]|Att PSSM_2_6 is [<2.445556]|1 5:Att PSSM_-1_2 is [<-0.452952]|Att PSSM_0_1 is [>2.819529]|Att PSSM_0_2 is [<-3.292682]|Att PSSM_0_12 is [-6.551513,-3.054104]|1 6:Att PSSM_-4_6 is [<-0.952276]|Att PSSM_-1_12 is [<-2.125076]|Att PSSM_0_7 is [-6.173635,-3.421118]|Att PSSM_0_12 is [<-3.280186]|Att PSSM_1_4 is [<-2.005501]|Att PSSM_2_16 is [<5.462766]|Att PSSM_4_12 is [<-1.083480]|1 7:Att PSSM_-4_2 is [<6.869807]|Att PSSM_-2_2 is [<-0.652230]|Att PSSM_-1_7 is [<-3.901088]|Att PSSM_0_2 is [<-3.402157]|Att PSSM_0_6 is [<-2.795745]|Att PSSM_1_6 is [-6.357882,-2.083354]|Att PSSM_2_4 is [-7.183268,-0.816732]|Att PSSM_2_5 is [<9.974791]|1 8:Att PSSM_-3_6 is [<6.905142]|Att PSSM_-1_7 is [<-0.244610]|Att PSSM_0_2 is [<-2.866384]|Att PSSM_0_5 is [-1.711959,6.019369]|Att PSSM_0_7 is [-5.957832,-2.042168]|Att PSSM_1_15 is [<-2.609504]|Att PSSM_3_1 is [>-0.608297]|Att PSSM_4_6 is [-4.394876,5.219864]|Att PSSM_4_7 is [<-0.310158]|Att PSSM_4_9 is [<10.053802]|1 9:Att PSSM_-4_12 is [<3.197819]|Att PSSM_0_2 is [<-4.465022]|Att PSSM_0_18 is [-5.330927,9.627821]|Att PSSM_1_4 is [<-0.818574]|Att PSSM_1_5 is [>-2.418142]|Att PSSM_1_7 is [<0.843136]|Att PSSM_2_17 is [-4.380758,-0.414829]|Att PSSM_3_4 is [<1.716052]|1 10:Att PSSM_-4_12 is [<-1.031604]|Att PSSM_-3_7 is [<6.313828]|Att PSSM_-1_15 is [-6.859058,-3.194141]|Att PSSM_0_1 is [0.477838,6.894381]|Att PSSM_0_12 is [-6.186366,-2.099809]|Att PSSM_0_13 is [-3.255284,5.255284]|Att PSSM_0_17 is [<2.342279]|Att PSSM_1_4 is [-6.950629,0.950629]|Att PSSM_1_17 is [<3.744663]|Att PSSM_2_1 is [-2.636946,6.636946]|Att PSSM_4_4 is [<-0.193365]|1 11:Att PSSM_-4_11 is [-6.995694,-0.269967]|Att PSSM_-2_1 is [>-4.008250]|Att PSSM_-2_16 is [<3.353416]|Att PSSM_0_12 is [<-3.141800]|Att PSSM_1_12 is [<-2.642175]|Att PSSM_2_7 is [<-1.492399]|Att PSSM_3_12 is [-6.266271,-1.733730]|Att PSSM_4_1 is [>-4.109635]|Att PSSM_4_6 is [-5.099330,3.973367]|1 12:Att PSSM_-4_13 is [<9.257318]|Att PSSM_-3_12 is [-5.465323,-2.477417]|Att PSSM_-2_6 is [<4.570358]|Att PSSM_-1_19 is [-2.955137,2.294916]|Att PSSM_0_6 is [<-3.065498]|Att PSSM_0_20 is [>-0.056412]|Att PSSM_1_15 is [-6.584647,-2.260701]|1 13:Att PSSM_-4_7 is [<3.505558]|Att PSSM_-3_7 is [<-3.631250]|Att PSSM_-2_3 is [<1.126196]|Att PSSM_-2_6 is [>-6.196867]|Att PSSM_-2_12 is [<-3.484784]|Att PSSM_0_7 is [-6.669127,-0.187526]|Att PSSM_0_12 is [-6.375656,-2.745253]|Att PSSM_1_12 is [-6.219248,-1.780752]|Att PSSM_3_12 is [-6.034290,0.899749]|1 14:Att PSSM_-2_12 is [-6.004320,-1.995680]|Att PSSM_-1_7 is [<-2.945575]|Att PSSM_-1_12 is [<0.070644]|Att PSSM_0_12 is [-6.930832,-4.247247]|Att PSSM_0_17 is [<4.497627]|1 15:Att PSSM_0_5 is [-2.509404,6.595446]|Att PSSM_0_12 is [<-3.041562]|Att PSSM_1_4 is [-7.382347,-3.046068]|Att PSSM_4_2 is [<7.386443]|Att PSSM_4_12 is [<-0.194887]|1 16:Att PSSM_-3_7 is [-5.556050,-1.370625]|Att PSSM_-1_7 is [-6.483860,-2.530067]|Att PSSM_-1_17 is [>-5.835999]|Att PSSM_0_5 is [-0.470146,11.293694]|Att PSSM_0_8 is [-3.183139,5.962575]|Att PSSM_0_12 is [<-1.010672]|Att PSSM_1_4 is [<-0.174456]|Att PSSM_2_1 is [<6.397696]|1 17:Att PSSM_0_7 is [<-3.052635]|Att PSSM_0_20 is [>-2.759033]|Att PSSM_1_10 is [>0.419597]|Att PSSM_3_7 is [-6.798926,0.798926]|Att PSSM_4_12 is [<-0.887398]|1 18:Att PSSM_-2_14 is [-3.356780,4.858027]|Att PSSM_-1_1 is [-4.133668,4.133668]|Att PSSM_0_2 is [<-2.801106]|Att PSSM_0_4 is [<4.971565]|Att PSSM_0_5 is [-0.829998,4.829998]|Att PSSM_0_12 is [<-1.997818]|Att PSSM_1_10 is [>-4.731384]|Att PSSM_3_4 is [<-0.845604]|Att PSSM_3_20 is [-5.196809,5.196809]|Att PSSM_4_12 is [-6.654460,-1.624435]|1 19:Att PSSM_-1_19 is [-2.318676,4.340071]|Att PSSM_0_7 is [<-4.124796]|Att PSSM_0_13 is [-2.520102,8.750724]|Att PSSM_1_14 is [-4.940488,4.693573]|Att PSSM_3_12 is [<-0.674269]|1 20:Att PSSM_-2_7 is [-6.069921,-0.019066]|Att PSSM_-1_11 is [-2.874062,6.000860]|Att PSSM_0_9 is [<0.259215]|Att PSSM_0_12 is [<-3.515591]|Att PSSM_0_20 is [-1.854566,6.974329]|Att PSSM_1_15 is [-6.362761,-1.667705]|Att PSSM_4_7 is [<1.542794]|1 21:Att PSSM_-4_6 is [<-1.184606]|Att PSSM_-3_4 is [-7.058359,-2.343798]|Att PSSM_0_2 is [<-2.883121]|Att PSSM_0_4 is [-7.186665,-3.196449]|Att PSSM_0_5 is [-5.162388,5.910606]|Att PSSM_1_13 is [-1.133427,9.276785]|Att PSSM_1_18 is [-6.673588,11.449128]|Att PSSM_2_15 is [-5.584029,-2.136897]|Att PSSM_3_15 is [-6.238468,1.294257]|1 22:Att PSSM_-4_12 is [<-1.942572]|Att PSSM_-3_7 is [-5.568161,2.251208]|Att PSSM_-2_19 is [<4.128363]|Att PSSM_-1_3 is [<5.779326]|Att PSSM_0_3 is [<-2.102338]|Att PSSM_0_12 is [-5.461440,-2.130849]|Att PSSM_1_11 is [-2.132201,2.419450]|Att PSSM_3_4 is [-6.472772,-1.527228]|Att PSSM_3_11 is [-3.632974,5.207796]|Att PSSM_4_1 is [<5.700395]|Att PSSM_4_6 is [<-0.464314]|1 23:Att PSSM_-4_2 is [-5.940938,-0.059062]|Att PSSM_-2_12 is [<-2.224878]|Att PSSM_-1_4 is [<4.786983]|Att PSSM_-1_7 is [<-1.451399]|Att PSSM_0_2 is [<-2.240846]|Att PSSM_0_7 is [<-2.318919]|Att PSSM_2_3 is [>-5.254107]|Att PSSM_3_12 is [-5.660759,-0.339241]|Att PSSM_4_12 is [-6.188108,-1.811891]|1 24:Att PSSM_-3_20 is [-2.370249,6.257493]|Att PSSM_-2_3 is [<-1.470205]|Att PSSM_-2_16 is [<3.683314]|Att PSSM_-1_12 is [<-2.513288]|Att PSSM_0_2 is [-5.688148,-2.541994]|Att PSSM_0_3 is [<0.324045]|Att PSSM_0_15 is [<-1.149427]|Att PSSM_1_12 is [<-0.809696]|Att PSSM_3_4 is [-6.316132,7.681431]|1 25:Att PSSM_-3_4 is [<1.193941]|Att PSSM_-3_6 is [-5.814466,-0.185534]|Att PSSM_-2_12 is [<4.005059]|Att PSSM_-1_5 is [-1.818278,7.762468]|Att PSSM_0_4 is [<2.446457]|Att PSSM_0_12 is [-5.996009,-2.003991]|Att PSSM_1_18 is [<12.820227]|Att PSSM_3_12 is [<-1.650635]|Att PSSM_4_6 is [-6.763822,-0.031372]|1 26:Att PSSM_0_1 is [>3.858148]|Att PSSM_0_3 is [-4.291383,-2.303801]|Att PSSM_0_6 is [<-1.436156]|Att PSSM_0_19 is [-5.558291,2.025106]|Att PSSM_2_13 is [<4.376948]|Att PSSM_3_4 is [-7.881696,1.881696]|Att PSSM_4_7 is [<-1.017448]|1 27:Att PSSM_-2_8 is [<6.950558]|Att PSSM_0_7 is [<-3.368320]|Att PSSM_0_11 is [-1.970486,4.447788]|Att PSSM_1_4 is [<-1.762868]|Att PSSM_4_12 is [-5.333461,-0.666539]|1 28:Att PSSM_0_5 is [-3.627807,8.076136]|Att PSSM_0_12 is [-5.169424,-2.028326]|Att PSSM_1_12 is [<-2.279398]|Att PSSM_2_20 is [-0.157056,5.626862]|Att PSSM_3_7 is [-6.729134,-0.111015]|Att PSSM_4_14 is [-6.261321,7.404821]|1 29:Att PSSM_-3_7 is [<-0.099466]|Att PSSM_-2_13 is [>-0.702544]|Att PSSM_-1_7 is [-6.499784,-1.483738]|Att PSSM_-1_8 is [-3.421132,5.092166]|Att PSSM_0_12 is [<-2.985727]|Att PSSM_0_15 is [<4.510855]|Att PSSM_3_17 is [-2.630814,2.630814]|Att PSSM_4_6 is [<4.418565]|1 30:Att PSSM_-2_10 is [-2.843306,7.991096]|Att PSSM_0_4 is [-7.912501,5.489357]|Att PSSM_0_12 is [<-3.412921]|Att PSSM_0_13 is [0.173168,10.352651]|Att PSSM_1_20 is [-2.665788,3.950598]|Att PSSM_3_7 is [-5.909676,3.708817]|1 31:Att PSSM_-2_20 is [>0.423035]|Att PSSM_0_4 is [<-1.593444]|Att PSSM_0_7 is [-6.043927,-2.295454]|Att PSSM_0_12 is [-6.474152,-1.525848]|Att PSSM_2_7 is [-6.070330,-2.552697]|Att PSSM_4_19 is [-5.338141,9.123837]|1 32:Att PSSM_-3_4 is [-4.933461,4.945401]|Att PSSM_-1_16 is [<0.542239]|Att PSSM_0_1 is [>2.105346]|Att PSSM_0_2 is [<-0.580548]|Att PSSM_0_12 is [-5.974422,-2.025578]|Att PSSM_4_2 is [<7.655124]|1 33:Att PSSM_-3_7 is [<-2.856157]|Att PSSM_-1_12 is [-6.864505,-1.968503]|Att PSSM_0_4 is [-7.715444,-3.094246]|Att PSSM_3_5 is [-2.651116,7.464273]|1 34:Att PSSM_-1_13 is [-2.745194,8.745194]|Att PSSM_0_2 is [<-3.837502]|Att PSSM_0_4 is [<-2.092629]|Att PSSM_0_8 is [<3.615602]|Att PSSM_0_14 is [-3.521695,4.401835]|Att PSSM_4_2 is [-6.647769,-1.130521]|Att PSSM_4_7 is [<3.005424]|1 35:Att PSSM_0_7 is [-6.950609,-1.049391]|Att PSSM_0_10 is [>1.807893]|Att PSSM_0_12 is [-6.960021,-1.039979]|Att PSSM_0_13 is [<7.977673]|Att PSSM_1_7 is [-6.744301,0.744301]|Att PSSM_3_7 is [-6.887345,-1.112655]|Att PSSM_3_11 is [-5.383798,3.673946]|Att PSSM_4_7 is [-6.145436,-0.571214]|1 36:Att PSSM_-4_3 is [-3.760149,2.605301]|Att PSSM_-1_10 is [-3.539531,7.539531]|Att PSSM_0_7 is [-5.116871,-2.196462]|Att PSSM_1_5 is [>-2.542995]|Att PSSM_2_13 is [>-1.932063]|Att PSSM_4_12 is [<-1.083970]|1 37:Default rule -> 0 Train accuracy : 0.785802 Train error : 0.214198 Train not classified : 0.000000 Train For each class: 0: accuracy : 146525 0: error : 17555 0: not classified : 0 1: accuracy : 37854 1: error : 32704 1: not classified : 0 Train Confusion Matrix. Row real class, Column predicted class 0 1 146525 17555 32704 37854 Performance of each classifier: Classifier 0: 1182/1313=90.022848% Classifier 1: 1283/1436=89.345404% Classifier 2: 1256/1490=84.295302% Classifier 3: 1188/1406=84.495021% Classifier 4: 1099/1304=84.279141% Classifier 5: 1344/1652=81.355932% Classifier 6: 1619/2018=80.227948% Classifier 7: 1156/1468=78.746594% Classifier 8: 1038/1288=80.590062% Classifier 9: 1223/1575=77.650794% Classifier 10: 993/1300=76.384615% Classifier 11: 1598/2176=73.437500% Classifier 12: 1042/1429=72.918125% Classifier 13: 1262/1674=75.388292% Classifier 14: 919/1291=71.185128% Classifier 15: 1053/1535=68.599349% Classifier 16: 888/1244=71.382637% Classifier 17: 1472/2254=65.306122% Classifier 18: 786/1120=70.178571% Classifier 19: 920/1395=65.949821% Classifier 20: 1187/1816=65.363436% Classifier 21: 794/1210=65.619835% Classifier 22: 826/1290=64.031008% Classifier 23: 776/1177=65.930331% Classifier 24: 1161/1829=63.477310% Classifier 25: 817/1321=61.847086% Classifier 26: 686/1015=67.586207% Classifier 27: 1762/3282=53.686776% Classifier 28: 699/1124=62.188612% Classifier 29: 648/1130=57.345133% Classifier 30: 657/1196=54.933110% Classifier 31: 933/1760=53.011364% Classifier 32: 690/1272=54.245283% Classifier 33: 781/1534=50.912647% Classifier 34: 870/1719=50.610820% Classifier 35: 701/1340=52.313433% Classifier 36: 545/1026=53.118908% Classifier 37: 146525/179229=81.752953% Test accuracy : 0.787497 Test error : 0.212503 Test not classified : 0.000000 Test For each class: 0: accuracy : 14500 0: error : 1879 0: not classified : 0 1: accuracy : 3551 1: error : 2992 1: not classified : 0 Test Confusion Matrix. Row real class, Column predicted class 0 1 14500 1879 2992 3551 Performance of each classifier: Classifier 0: 146/158=92.405063% Classifier 1: 159/183=86.885246% Classifier 2: 103/127=81.102362% Classifier 3: 109/138=78.985507% Classifier 4: 97/123=78.861789% Classifier 5: 147/177=83.050847% Classifier 6: 173/222=77.927928% Classifier 7: 104/133=78.195489% Classifier 8: 76/107=71.028037% Classifier 9: 126/171=73.684211% Classifier 10: 68/102=66.666667% Classifier 11: 164/230=71.304348% Classifier 12: 93/134=69.402985% Classifier 13: 116/176=65.909091% Classifier 14: 88/137=64.233577% Classifier 15: 91/122=74.590164% Classifier 16: 81/117=69.230769% Classifier 17: 163/250=65.200000% Classifier 18: 66/96=68.750000% Classifier 19: 107/170=62.941176% Classifier 20: 127/191=66.492147% Classifier 21: 54/92=58.695652% Classifier 22: 73/119=61.344538% Classifier 23: 63/115=54.782609% Classifier 24: 95/187=50.802139% Classifier 25: 72/116=62.068966% Classifier 26: 47/91=51.648352% Classifier 27: 155/294=52.721088% Classifier 28: 49/89=55.056180% Classifier 29: 59/110=53.636364% Classifier 30: 74/131=56.488550% Classifier 31: 77/168=45.833333% Classifier 32: 52/112=46.428571% Classifier 33: 68/141=48.226950% Classifier 34: 92/177=51.977401% Classifier 35: 56/114=49.122807% Classifier 36: 61/110=55.454545% Classifier 37: 14500/17492=82.895038% Total time: 970.99 999.59