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 670473597 Dataset name: PSSM+CN_Q2 Attribute 0:Name PSSM_-4_1 Def:real Attribute 0 real valued Attribute 1:Name PSSM_-4_2 Def:real Attribute 1 real valued Attribute 2:Name PSSM_-4_3 Def:real Attribute 2 real valued Attribute 3:Name PSSM_-4_4 Def:real Attribute 3 real valued Attribute 4:Name PSSM_-4_5 Def:real Attribute 4 real valued Attribute 5:Name PSSM_-4_6 Def:real Attribute 5 real valued Attribute 6:Name PSSM_-4_7 Def:real Attribute 6 real valued Attribute 7:Name PSSM_-4_8 Def:real Attribute 7 real valued Attribute 8:Name PSSM_-4_9 Def:real Attribute 8 real valued Attribute 9:Name PSSM_-4_10 Def:real Attribute 9 real valued Attribute 10:Name PSSM_-4_11 Def:real Attribute 10 real valued Attribute 11:Name PSSM_-4_12 Def:real Attribute 11 real valued Attribute 12:Name PSSM_-4_13 Def:real Attribute 12 real valued Attribute 13:Name PSSM_-4_14 Def:real Attribute 13 real valued Attribute 14:Name PSSM_-4_15 Def:real Attribute 14 real valued Attribute 15:Name PSSM_-4_16 Def:real Attribute 15 real valued Attribute 16:Name PSSM_-4_17 Def:real Attribute 16 real valued Attribute 17:Name PSSM_-4_18 Def:real Attribute 17 real valued Attribute 18:Name PSSM_-4_19 Def:real Attribute 18 real valued Attribute 19:Name PSSM_-4_20 Def:real Attribute 19 real valued Attribute 20:Name PSSM_-3_1 Def:real Attribute 20 real valued Attribute 21:Name PSSM_-3_2 Def:real Attribute 21 real valued Attribute 22:Name PSSM_-3_3 Def:real Attribute 22 real valued Attribute 23:Name PSSM_-3_4 Def:real Attribute 23 real valued Attribute 24:Name PSSM_-3_5 Def:real Attribute 24 real valued Attribute 25:Name PSSM_-3_6 Def:real Attribute 25 real valued Attribute 26:Name PSSM_-3_7 Def:real Attribute 26 real valued Attribute 27:Name PSSM_-3_8 Def:real Attribute 27 real valued Attribute 28:Name PSSM_-3_9 Def:real Attribute 28 real valued Attribute 29:Name PSSM_-3_10 Def:real Attribute 29 real valued Attribute 30:Name PSSM_-3_11 Def:real Attribute 30 real valued Attribute 31:Name PSSM_-3_12 Def:real Attribute 31 real valued Attribute 32:Name PSSM_-3_13 Def:real Attribute 32 real valued Attribute 33:Name PSSM_-3_14 Def:real Attribute 33 real valued Attribute 34:Name PSSM_-3_15 Def:real Attribute 34 real valued Attribute 35:Name PSSM_-3_16 Def:real Attribute 35 real valued Attribute 36:Name PSSM_-3_17 Def:real Attribute 36 real valued Attribute 37:Name PSSM_-3_18 Def:real Attribute 37 real valued Attribute 38:Name PSSM_-3_19 Def:real Attribute 38 real valued Attribute 39:Name PSSM_-3_20 Def:real Attribute 39 real valued Attribute 40:Name PSSM_-2_1 Def:real Attribute 40 real valued Attribute 41:Name PSSM_-2_2 Def:real Attribute 41 real valued Attribute 42:Name PSSM_-2_3 Def:real Attribute 42 real valued Attribute 43:Name PSSM_-2_4 Def:real Attribute 43 real valued Attribute 44:Name PSSM_-2_5 Def:real Attribute 44 real valued Attribute 45:Name PSSM_-2_6 Def:real Attribute 45 real valued Attribute 46:Name PSSM_-2_7 Def:real Attribute 46 real valued Attribute 47:Name PSSM_-2_8 Def:real Attribute 47 real valued Attribute 48:Name PSSM_-2_9 Def:real Attribute 48 real valued Attribute 49:Name PSSM_-2_10 Def:real Attribute 49 real valued Attribute 50:Name PSSM_-2_11 Def:real Attribute 50 real valued Attribute 51:Name PSSM_-2_12 Def:real Attribute 51 real valued Attribute 52:Name PSSM_-2_13 Def:real Attribute 52 real valued Attribute 53:Name PSSM_-2_14 Def:real Attribute 53 real valued Attribute 54:Name PSSM_-2_15 Def:real Attribute 54 real valued Attribute 55:Name PSSM_-2_16 Def:real Attribute 55 real valued Attribute 56:Name PSSM_-2_17 Def:real Attribute 56 real valued Attribute 57:Name PSSM_-2_18 Def:real Attribute 57 real valued Attribute 58:Name PSSM_-2_19 Def:real Attribute 58 real valued Attribute 59:Name PSSM_-2_20 Def:real Attribute 59 real valued Attribute 60:Name PSSM_-1_1 Def:real Attribute 60 real valued Attribute 61:Name PSSM_-1_2 Def:real Attribute 61 real valued Attribute 62:Name PSSM_-1_3 Def:real Attribute 62 real valued Attribute 63:Name PSSM_-1_4 Def:real Attribute 63 real valued Attribute 64:Name PSSM_-1_5 Def:real Attribute 64 real valued Attribute 65:Name PSSM_-1_6 Def:real Attribute 65 real valued Attribute 66:Name PSSM_-1_7 Def:real Attribute 66 real valued Attribute 67:Name PSSM_-1_8 Def:real Attribute 67 real valued Attribute 68:Name PSSM_-1_9 Def:real Attribute 68 real valued Attribute 69:Name PSSM_-1_10 Def:real Attribute 69 real valued Attribute 70:Name PSSM_-1_11 Def:real Attribute 70 real valued Attribute 71:Name PSSM_-1_12 Def:real Attribute 71 real valued Attribute 72:Name PSSM_-1_13 Def:real Attribute 72 real valued Attribute 73:Name PSSM_-1_14 Def:real Attribute 73 real valued Attribute 74:Name PSSM_-1_15 Def:real Attribute 74 real valued Attribute 75:Name PSSM_-1_16 Def:real Attribute 75 real valued Attribute 76:Name PSSM_-1_17 Def:real Attribute 76 real valued Attribute 77:Name PSSM_-1_18 Def:real Attribute 77 real valued Attribute 78:Name PSSM_-1_19 Def:real Attribute 78 real valued Attribute 79:Name PSSM_-1_20 Def:real Attribute 79 real valued Attribute 80:Name PSSM_0_1 Def:real Attribute 80 real valued Attribute 81:Name PSSM_0_2 Def:real Attribute 81 real valued Attribute 82:Name PSSM_0_3 Def:real Attribute 82 real valued Attribute 83:Name PSSM_0_4 Def:real Attribute 83 real valued Attribute 84:Name PSSM_0_5 Def:real Attribute 84 real valued Attribute 85:Name PSSM_0_6 Def:real Attribute 85 real valued Attribute 86:Name PSSM_0_7 Def:real Attribute 86 real valued Attribute 87:Name PSSM_0_8 Def:real Attribute 87 real valued Attribute 88:Name PSSM_0_9 Def:real Attribute 88 real valued Attribute 89:Name PSSM_0_10 Def:real Attribute 89 real valued Attribute 90:Name PSSM_0_11 Def:real Attribute 90 real valued Attribute 91:Name PSSM_0_12 Def:real Attribute 91 real valued Attribute 92:Name PSSM_0_13 Def:real Attribute 92 real valued Attribute 93:Name PSSM_0_14 Def:real Attribute 93 real valued Attribute 94:Name PSSM_0_15 Def:real Attribute 94 real valued Attribute 95:Name PSSM_0_16 Def:real Attribute 95 real valued Attribute 96:Name PSSM_0_17 Def:real Attribute 96 real valued Attribute 97:Name PSSM_0_18 Def:real Attribute 97 real valued Attribute 98:Name PSSM_0_19 Def:real Attribute 98 real valued Attribute 99:Name PSSM_0_20 Def:real Attribute 99 real valued Attribute 100:Name PSSM_1_1 Def:real Attribute 100 real valued Attribute 101:Name PSSM_1_2 Def:real Attribute 101 real valued Attribute 102:Name PSSM_1_3 Def:real Attribute 102 real valued Attribute 103:Name PSSM_1_4 Def:real Attribute 103 real valued Attribute 104:Name PSSM_1_5 Def:real Attribute 104 real valued Attribute 105:Name PSSM_1_6 Def:real Attribute 105 real valued Attribute 106:Name PSSM_1_7 Def:real Attribute 106 real valued Attribute 107:Name PSSM_1_8 Def:real Attribute 107 real valued Attribute 108:Name PSSM_1_9 Def:real Attribute 108 real valued Attribute 109:Name PSSM_1_10 Def:real Attribute 109 real valued Attribute 110:Name PSSM_1_11 Def:real Attribute 110 real valued Attribute 111:Name PSSM_1_12 Def:real Attribute 111 real valued Attribute 112:Name PSSM_1_13 Def:real Attribute 112 real valued Attribute 113:Name PSSM_1_14 Def:real Attribute 113 real valued Attribute 114:Name PSSM_1_15 Def:real Attribute 114 real valued Attribute 115:Name PSSM_1_16 Def:real Attribute 115 real valued Attribute 116:Name PSSM_1_17 Def:real Attribute 116 real valued Attribute 117:Name PSSM_1_18 Def:real Attribute 117 real valued Attribute 118:Name PSSM_1_19 Def:real Attribute 118 real valued Attribute 119:Name PSSM_1_20 Def:real Attribute 119 real valued Attribute 120:Name PSSM_2_1 Def:real Attribute 120 real valued Attribute 121:Name PSSM_2_2 Def:real Attribute 121 real valued Attribute 122:Name PSSM_2_3 Def:real Attribute 122 real valued Attribute 123:Name PSSM_2_4 Def:real Attribute 123 real valued Attribute 124:Name PSSM_2_5 Def:real Attribute 124 real valued Attribute 125:Name PSSM_2_6 Def:real Attribute 125 real valued Attribute 126:Name PSSM_2_7 Def:real Attribute 126 real valued Attribute 127:Name PSSM_2_8 Def:real Attribute 127 real valued Attribute 128:Name PSSM_2_9 Def:real Attribute 128 real valued Attribute 129:Name PSSM_2_10 Def:real Attribute 129 real valued Attribute 130:Name PSSM_2_11 Def:real Attribute 130 real valued Attribute 131:Name PSSM_2_12 Def:real Attribute 131 real valued Attribute 132:Name PSSM_2_13 Def:real Attribute 132 real valued Attribute 133:Name PSSM_2_14 Def:real Attribute 133 real valued Attribute 134:Name PSSM_2_15 Def:real Attribute 134 real valued Attribute 135:Name PSSM_2_16 Def:real Attribute 135 real valued Attribute 136:Name PSSM_2_17 Def:real Attribute 136 real valued Attribute 137:Name PSSM_2_18 Def:real Attribute 137 real valued Attribute 138:Name PSSM_2_19 Def:real Attribute 138 real valued Attribute 139:Name PSSM_2_20 Def:real Attribute 139 real valued Attribute 140:Name PSSM_3_1 Def:real Attribute 140 real valued Attribute 141:Name PSSM_3_2 Def:real Attribute 141 real valued Attribute 142:Name PSSM_3_3 Def:real Attribute 142 real valued Attribute 143:Name PSSM_3_4 Def:real Attribute 143 real valued Attribute 144:Name PSSM_3_5 Def:real Attribute 144 real valued Attribute 145:Name PSSM_3_6 Def:real Attribute 145 real valued Attribute 146:Name PSSM_3_7 Def:real Attribute 146 real valued Attribute 147:Name PSSM_3_8 Def:real Attribute 147 real valued Attribute 148:Name PSSM_3_9 Def:real Attribute 148 real valued Attribute 149:Name PSSM_3_10 Def:real Attribute 149 real valued Attribute 150:Name PSSM_3_11 Def:real Attribute 150 real valued Attribute 151:Name PSSM_3_12 Def:real Attribute 151 real valued Attribute 152:Name PSSM_3_13 Def:real Attribute 152 real valued Attribute 153:Name PSSM_3_14 Def:real Attribute 153 real valued Attribute 154:Name PSSM_3_15 Def:real Attribute 154 real valued Attribute 155:Name PSSM_3_16 Def:real Attribute 155 real valued Attribute 156:Name PSSM_3_17 Def:real Attribute 156 real valued Attribute 157:Name PSSM_3_18 Def:real Attribute 157 real valued Attribute 158:Name PSSM_3_19 Def:real Attribute 158 real valued Attribute 159:Name PSSM_3_20 Def:real Attribute 159 real valued Attribute 160:Name PSSM_4_1 Def:real Attribute 160 real valued Attribute 161:Name PSSM_4_2 Def:real Attribute 161 real valued Attribute 162:Name PSSM_4_3 Def:real Attribute 162 real valued Attribute 163:Name PSSM_4_4 Def:real Attribute 163 real valued Attribute 164:Name PSSM_4_5 Def:real Attribute 164 real valued Attribute 165:Name PSSM_4_6 Def:real Attribute 165 real valued Attribute 166:Name PSSM_4_7 Def:real Attribute 166 real valued Attribute 167:Name PSSM_4_8 Def:real Attribute 167 real valued Attribute 168:Name PSSM_4_9 Def:real Attribute 168 real valued Attribute 169:Name PSSM_4_10 Def:real Attribute 169 real valued Attribute 170:Name PSSM_4_11 Def:real Attribute 170 real valued Attribute 171:Name PSSM_4_12 Def:real Attribute 171 real valued Attribute 172:Name PSSM_4_13 Def:real Attribute 172 real valued Attribute 173:Name PSSM_4_14 Def:real Attribute 173 real valued Attribute 174:Name PSSM_4_15 Def:real Attribute 174 real valued Attribute 175:Name PSSM_4_16 Def:real Attribute 175 real valued Attribute 176:Name PSSM_4_17 Def:real Attribute 176 real valued Attribute 177:Name PSSM_4_18 Def:real Attribute 177 real valued Attribute 178:Name PSSM_4_19 Def:real Attribute 178 real valued Attribute 179:Name PSSM_4_20 Def:real Attribute 179 real valued Attribute 180:Name class Def:{0,1} Attribute 180 nominal Value 0 of attribute 180: 0 Value 1 of attribute 180: 1 Least frequent class is 1 Most frequent class is 0 Coverage break for class 0 : 0.007150 Coverage break for class 1 : 0.016627 Probability of irrelevant attribute set to 0.916667 Initialization: 40.780998 Memcpy Classifiers: 0.657000 Memcpy Instances: 9.414000 Kernel 1: 0.068000 Kernel 2: 112.593002 Copyback: 0.023000 Sum: 0.016000 Initial population average accuracy1:0.005859 accuracy2:0.293362 Initialization: 7.140000 Memcpy Classifiers: 0.568000 Memcpy Instances: 9.393000 Kernel 1: 0.027000 Kernel 2: 117.317001 Copyback: 0.018000 Sum: 0.026000 It 0,Best ac:0.005540 0.787879 fi:0.311938. Ave ac:0.011364,0.015553 Initialization: 7.292000 Memcpy Classifiers: 0.467000 Memcpy Instances: 9.388000 Kernel 1: 0.022000 Kernel 2: 118.184998 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.026848 0.663158 fi:0.430079. Ave ac:0.015316,0.018708 Initialization: 6.911000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.591000 Kernel 1: 0.022000 Kernel 2: 119.807999 Copyback: 0.017000 Sum: 0.027000 It 2,Best ac:0.015555 0.695238 fi:0.401192. Ave ac:0.016110,0.018424 Initialization: 6.971000 Memcpy Classifiers: 0.509000 Memcpy Instances: 9.291000 Kernel 1: 0.022000 Kernel 2: 118.738998 Copyback: 0.019000 Sum: 0.026000 It 3,Best ac:0.005328 0.806452 fi:0.293437. Ave ac:0.016745,0.015813 Initialization: 6.850000 Memcpy Classifiers: 0.444000 Memcpy Instances: 10.135000 Kernel 1: 0.022000 Kernel 2: 116.430000 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.005753 0.900000 fi:0.199745. Ave ac:0.017607,0.017448 Initialization: 7.228000 Memcpy Classifiers: 0.466000 Memcpy Instances: 9.596000 Kernel 1: 0.022000 Kernel 2: 110.769997 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.005327 0.892857 fi:0.207032. Ave ac:0.016197,0.018248 Initialization: 6.812000 Memcpy Classifiers: 0.490000 Memcpy Instances: 9.593000 Kernel 1: 0.022000 Kernel 2: 107.568001 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.007032 0.891892 fi:0.207421. Ave ac:0.014103,0.014434 Initialization: 6.743000 Memcpy Classifiers: 0.446000 Memcpy Instances: 9.566000 Kernel 1: 0.023000 Kernel 2: 106.797997 Copyback: 0.371000 Sum: 0.031000 It 7,Best ac:0.005753 0.870968 fi:0.228777. Ave ac:0.014835,0.015341 Initialization: 7.380000 Memcpy Classifiers: 0.424000 Memcpy Instances: 9.723000 Kernel 1: 0.028000 Kernel 2: 106.876999 Copyback: 0.018000 Sum: 0.032000 It 8,Best ac:0.004688 0.880000 fi:0.276649. Ave ac:0.013026,0.012607 Initialization: 7.062000 Memcpy Classifiers: 0.403000 Memcpy Instances: 9.390000 Kernel 1: 0.022000 Kernel 2: 104.112000 Copyback: 0.018000 Sum: 0.031000 It 9,Best ac:0.006392 0.937500 fi:0.162029. Ave ac:0.012341,0.013565 Iteration 10:MDL fitness activated Error 0.162029 TL 0.025864 MDL Theory Length Weight: 2.0881750072 (1) Initialization: 7.042000 Memcpy Classifiers: 0.457000 Memcpy Instances: 9.418000 Kernel 1: 0.023000 Kernel 2: 106.638000 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.005115 0.923077 fi:0.233619. Ave ac:0.011433,0.011651 Initialization: 7.102000 Memcpy Classifiers: 0.437000 Memcpy Instances: 9.949000 Kernel 1: 0.022000 Kernel 2: 102.772003 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.005541 0.928571 fi:0.231452. Ave ac:0.013529,0.012940 Initialization: 6.837000 Memcpy Classifiers: 0.442000 Memcpy Instances: 9.374000 Kernel 1: 0.022000 Kernel 2: 103.114998 Copyback: 0.018000 Sum: 0.033000 It 12,Best ac:0.005114 0.923077 fi:0.246617. Ave ac:0.013938,0.012729 Initialization: 6.903000 Memcpy Classifiers: 0.410000 Memcpy Instances: 9.565000 Kernel 1: 0.023000 Kernel 2: 103.977997 Copyback: 0.019000 Sum: 0.034000 It 13,Best ac:0.006606 0.911765 fi:0.250995. Ave ac:0.012826,0.012200 Initialization: 7.112000 Memcpy Classifiers: 0.443000 Memcpy Instances: 9.496000 Kernel 1: 0.026000 Kernel 2: 100.945999 Copyback: 0.018000 Sum: 0.033000 It 14,Best ac:0.005326 0.925926 fi:0.230699. Ave ac:0.013537,0.014193 Initialization: 7.229000 Memcpy Classifiers: 0.438000 Memcpy Instances: 9.386000 Kernel 1: 0.022000 Kernel 2: 102.320000 Copyback: 0.018000 Sum: 0.034000 It 15,Best ac:0.005540 1.000000 fi:0.151462. Ave ac:0.014120,0.013235 Initialization: 7.629000 Memcpy Classifiers: 0.389000 Memcpy Instances: 9.641000 Kernel 1: 0.022000 Kernel 2: 102.718002 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.006819 0.969697 fi:0.175288. Ave ac:0.013075,0.015405 Initialization: 7.801000 Memcpy Classifiers: 0.419000 Memcpy Instances: 9.252000 Kernel 1: 0.023000 Kernel 2: 100.959000 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.005540 0.962963 fi:0.192482. Ave ac:0.012360,0.010266 Initialization: 6.902000 Memcpy Classifiers: 0.392000 Memcpy Instances: 9.743000 Kernel 1: 0.023000 Kernel 2: 101.338997 Copyback: 0.018000 Sum: 0.034000 It 18,Best ac:0.005114 0.923077 fi:0.223207. Ave ac:0.010145,0.009476 Initialization: 6.999000 Memcpy Classifiers: 0.385000 Memcpy Instances: 9.696000 Kernel 1: 0.023000 Kernel 2: 100.481003 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.008523 0.952381 fi:0.197578. Ave ac:0.013411,0.011012 Initialization: 6.895000 Memcpy Classifiers: 0.442000 Memcpy Instances: 9.559000 Kernel 1: 0.024000 Kernel 2: 101.251999 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.007032 0.970588 fi:0.174326. Ave ac:0.009168,0.011093 Initialization: 7.186000 Memcpy Classifiers: 0.387000 Memcpy Instances: 9.268000 Kernel 1: 0.022000 Kernel 2: 103.141998 Copyback: 0.018000 Sum: 0.032000 It 21,Best ac:0.005114 1.000000 fi:0.147008. Ave ac:0.010395,0.009027 Initialization: 7.270000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.401000 Kernel 1: 0.023000 Kernel 2: 103.773003 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.005327 0.961538 fi:0.196727. Ave ac:0.011521,0.012394 Initialization: 7.004000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.241000 Kernel 1: 0.022000 Kernel 2: 103.365997 Copyback: 0.018000 Sum: 0.032000 It 23,Best ac:0.005115 1.000000 fi:0.156696. Ave ac:0.008618,0.009006 Initialization: 6.777000 Memcpy Classifiers: 0.389000 Memcpy Instances: 9.301000 Kernel 1: 0.023000 Kernel 2: 102.920998 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.004902 0.958333 fi:0.200133. Ave ac:0.010560,0.010509 Initialization: 7.151000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.423000 Kernel 1: 0.022000 Kernel 2: 102.492996 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.005754 0.964286 fi:0.182506. Ave ac:0.012142,0.010358 Initialization: 6.825000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.498000 Kernel 1: 0.023000 Kernel 2: 103.819000 Copyback: 0.018000 Sum: 0.033000 It 26,Best ac:0.007886 0.948718 fi:0.191403. Ave ac:0.011384,0.009838 Initialization: 6.932000 Memcpy Classifiers: 0.389000 Memcpy Instances: 9.404000 Kernel 1: 0.024000 Kernel 2: 99.987000 Copyback: 0.018000 Sum: 0.033000 It 27,Best ac:0.005327 0.862069 fi:0.275490. Ave ac:0.009126,0.008254 Initialization: 6.789000 Memcpy Classifiers: 0.387000 Memcpy Instances: 9.456000 Kernel 1: 0.022000 Kernel 2: 100.195000 Copyback: 0.017000 Sum: 0.036000 It 28,Best ac:0.006179 1.000000 fi:0.151816. Ave ac:0.009691,0.007740 Initialization: 7.098000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.717000 Kernel 1: 0.024000 Kernel 2: 101.273003 Copyback: 0.017000 Sum: 0.036000 It 29,Best ac:0.007033 0.868421 fi:0.279519. Ave ac:0.009232,0.009207 Initialization: 6.735000 Memcpy Classifiers: 0.359000 Memcpy Instances: 9.667000 Kernel 1: 0.022000 Kernel 2: 102.330002 Copyback: 0.018000 Sum: 0.034000 It 30,Best ac:0.006392 0.909091 fi:0.248815. Ave ac:0.010015,0.009407 MDL Theory Length Weight: 1.8793575065 (10) Initialization: 6.900000 Memcpy Classifiers: 0.408000 Memcpy Instances: 9.500000 Kernel 1: 0.022000 Kernel 2: 100.146004 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.007030 0.916667 fi:0.227508. Ave ac:0.010764,0.011435 Initialization: 7.371000 Memcpy Classifiers: 0.389000 Memcpy Instances: 9.715000 Kernel 1: 0.023000 Kernel 2: 98.435997 Copyback: 0.018000 Sum: 0.033000 It 32,Best ac:0.005754 0.931034 fi:0.212431. Ave ac:0.012897,0.012953 Initialization: 7.240000 Memcpy Classifiers: 0.411000 Memcpy Instances: 9.506000 Kernel 1: 0.024000 Kernel 2: 97.595001 Copyback: 0.018000 Sum: 0.034000 It 33,Best ac:0.005328 0.925926 fi:0.216145. Ave ac:0.013402,0.012887 Initialization: 22.153999 Memcpy Instances: 476.438995 Memcpy Classifiers: 0.054000 Kernel 1: 0.024000 Kernel 2: 493.582001 Copyback: 0.015000 Sum: 0.012000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 503.104004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 496.144012 Copyback: 0.020000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.020000 Kernel 2: 498.471985 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.016000 Kernel 2: 485.570007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 494.325989 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 487.822998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 496.545990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 487.227997 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 490.170990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 491.803986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 507.048004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 490.118011 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 494.553986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 288.411011 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.005796 0.856963 fi:0.279467. Ave ac:0.011034,0.040768 Best acc 0.005796 0.856963 Initialization: 7.255000 Memcpy Classifiers: 0.607000 Memcpy Instances: 9.440000 Kernel 1: 0.025000 Kernel 2: 112.593002 Copyback: 0.017000 Sum: 0.035000 Initial population average accuracy1:0.005043 accuracy2:0.280221 Initialization: 7.671000 Memcpy Classifiers: 0.547000 Memcpy Instances: 9.604000 Kernel 1: 0.023000 Kernel 2: 122.448997 Copyback: 0.019000 Sum: 0.044000 It 0,Best ac:0.010015 0.712121 fi:0.386182. Ave ac:0.010035,0.012532 Initialization: 7.328000 Memcpy Classifiers: 0.547000 Memcpy Instances: 9.514000 Kernel 1: 0.023000 Kernel 2: 121.542000 Copyback: 0.018000 Sum: 0.034000 It 1,Best ac:0.008310 0.750000 fi:0.348880. Ave ac:0.014867,0.017730 Initialization: 7.261000 Memcpy Classifiers: 0.467000 Memcpy Instances: 9.621000 Kernel 1: 0.024000 Kernel 2: 113.629997 Copyback: 0.018000 Sum: 0.035000 It 2,Best ac:0.005115 0.800000 fi:0.299961. Ave ac:0.015886,0.016249 Initialization: 7.442000 Memcpy Classifiers: 0.444000 Memcpy Instances: 9.585000 Kernel 1: 0.024000 Kernel 2: 110.817001 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.006391 0.967742 fi:0.131788. Ave ac:0.016042,0.017530 Initialization: 6.921000 Memcpy Classifiers: 0.442000 Memcpy Instances: 9.591000 Kernel 1: 0.023000 Kernel 2: 109.655998 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.007245 0.894737 fi:0.204504. Ave ac:0.013787,0.011993 Initialization: 7.228000 Memcpy Classifiers: 0.454000 Memcpy Instances: 9.571000 Kernel 1: 0.023000 Kernel 2: 107.295998 Copyback: 0.370000 Sum: 0.030000 It 5,Best ac:0.004901 0.821429 fi:0.296886. Ave ac:0.011999,0.010515 Initialization: 6.824000 Memcpy Classifiers: 0.443000 Memcpy Instances: 9.957000 Kernel 1: 0.024000 Kernel 2: 104.985001 Copyback: 0.018000 Sum: 0.032000 It 6,Best ac:0.007032 0.891892 fi:0.207421. Ave ac:0.011482,0.009798 Initialization: 7.094000 Memcpy Classifiers: 0.426000 Memcpy Instances: 9.540000 Kernel 1: 0.023000 Kernel 2: 102.739998 Copyback: 0.018000 Sum: 0.030000 It 7,Best ac:0.005114 1.000000 fi:0.099961. Ave ac:0.009995,0.007759 Initialization: 7.099000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.359000 Kernel 1: 0.025000 Kernel 2: 101.543999 Copyback: 0.018000 Sum: 0.029000 It 8,Best ac:0.008523 0.952381 fi:0.146427. Ave ac:0.009909,0.007444 Initialization: 7.177000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.879000 Kernel 1: 0.023000 Kernel 2: 101.387001 Copyback: 0.017000 Sum: 0.027000 It 9,Best ac:0.005753 0.931034 fi:0.168710. Ave ac:0.010106,0.008368 Iteration 10:MDL fitness activated Error 0.168710 TL 0.039322 MDL Theory Length Weight: 1.4301591705 (3) Initialization: 6.971000 Memcpy Classifiers: 0.406000 Memcpy Instances: 9.422000 Kernel 1: 0.023000 Kernel 2: 99.120003 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.005328 0.925926 fi:0.227925. Ave ac:0.008284,0.005678 Initialization: 7.112000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.364000 Kernel 1: 0.025000 Kernel 2: 99.007004 Copyback: 0.018000 Sum: 0.028000 It 11,Best ac:0.007882 0.902439 fi:0.245870. Ave ac:0.007487,0.007284 Initialization: 7.081000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.409000 Kernel 1: 0.024000 Kernel 2: 97.917000 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.006819 0.941176 fi:0.209251. Ave ac:0.007466,0.006693 Initialization: 7.106000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.420000 Kernel 1: 0.023000 Kernel 2: 99.810997 Copyback: 0.018000 Sum: 0.034000 It 13,Best ac:0.005328 0.892857 fi:0.252131. Ave ac:0.008864,0.008161 Initialization: 6.851000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.782000 Kernel 1: 0.024000 Kernel 2: 101.833000 Copyback: 0.018000 Sum: 0.033000 It 14,Best ac:0.005328 0.892857 fi:0.250031. Ave ac:0.011038,0.008983 Initialization: 7.387000 Memcpy Classifiers: 0.356000 Memcpy Instances: 10.542000 Kernel 1: 0.023000 Kernel 2: 101.771004 Copyback: 0.025000 Sum: 0.033000 It 15,Best ac:0.005539 0.896552 fi:0.247369. Ave ac:0.009231,0.007831 Initialization: 7.272000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.563000 Kernel 1: 0.023000 Kernel 2: 99.022003 Copyback: 0.018000 Sum: 0.032000 It 16,Best ac:0.005965 0.933333 fi:0.204550. Ave ac:0.009879,0.008434 Initialization: 7.244000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.498000 Kernel 1: 0.023000 Kernel 2: 100.963997 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.005968 0.933333 fi:0.205245. Ave ac:0.010167,0.008014 Initialization: 7.312000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.470000 Kernel 1: 0.024000 Kernel 2: 98.805000 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.006181 0.966667 fi:0.180657. Ave ac:0.009689,0.006948 Initialization: 7.217000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.641000 Kernel 1: 0.024000 Kernel 2: 97.880997 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.006819 0.941176 fi:0.202522. Ave ac:0.010204,0.007548 Initialization: 7.200000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.510000 Kernel 1: 0.024000 Kernel 2: 97.059998 Copyback: 0.018000 Sum: 0.033000 It 20,Best ac:0.007673 0.947368 fi:0.199730. Ave ac:0.009551,0.007994 Initialization: 7.220000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.513000 Kernel 1: 0.024000 Kernel 2: 96.026001 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.006820 0.969697 fi:0.175575. Ave ac:0.009167,0.006548 Initialization: 8.321000 Memcpy Classifiers: 0.383000 Memcpy Instances: 9.709000 Kernel 1: 0.025000 Kernel 2: 95.720001 Copyback: 0.018000 Sum: 0.028000 It 22,Best ac:0.005753 1.000000 fi:0.144453. Ave ac:0.008330,0.005577 Initialization: 7.305000 Memcpy Classifiers: 0.366000 Memcpy Instances: 9.414000 Kernel 1: 0.023000 Kernel 2: 92.945000 Copyback: 0.018000 Sum: 0.031000 It 23,Best ac:0.005541 1.000000 fi:0.154530. Ave ac:0.007554,0.007028 Initialization: 7.072000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.536000 Kernel 1: 0.024000 Kernel 2: 96.061996 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.004902 0.958333 fi:0.211931. Ave ac:0.008816,0.007136 Initialization: 6.780000 Memcpy Classifiers: 0.349000 Memcpy Instances: 9.453000 Kernel 1: 0.025000 Kernel 2: 93.204002 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.005541 1.000000 fi:0.137471. Ave ac:0.009108,0.007690 Initialization: 6.922000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.436000 Kernel 1: 0.024000 Kernel 2: 91.266998 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.005113 1.000000 fi:0.134017. Ave ac:0.008856,0.006689 Initialization: 6.866000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.296000 Kernel 1: 0.024000 Kernel 2: 92.210999 Copyback: 0.018000 Sum: 0.036000 It 27,Best ac:0.006181 0.966667 fi:0.178859. Ave ac:0.009521,0.006408 Initialization: 6.840000 Memcpy Classifiers: 0.352000 Memcpy Instances: 10.553000 Kernel 1: 0.025000 Kernel 2: 90.693001 Copyback: 0.018000 Sum: 0.035000 It 28,Best ac:0.005753 1.000000 fi:0.135647. Ave ac:0.008981,0.006678 Initialization: 7.342000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.274000 Kernel 1: 0.025000 Kernel 2: 85.888000 Copyback: 0.018000 Sum: 0.034000 It 29,Best ac:0.005540 0.962963 fi:0.175196. Ave ac:0.007128,0.004993 Initialization: 7.056000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.434000 Kernel 1: 0.023000 Kernel 2: 86.193001 Copyback: 0.018000 Sum: 0.036000 It 30,Best ac:0.007033 0.942857 fi:0.189864. Ave ac:0.009354,0.006846 Initialization: 7.431000 Memcpy Classifiers: 0.324000 Memcpy Instances: 9.546000 Kernel 1: 0.024000 Kernel 2: 86.432999 Copyback: 0.017000 Sum: 0.039000 It 31,Best ac:0.012361 1.000000 fi:0.130464. Ave ac:0.009981,0.006530 Initialization: 6.805000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.594000 Kernel 1: 0.023000 Kernel 2: 86.468002 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.006394 0.937500 fi:0.188304. Ave ac:0.006879,0.003949 Initialization: 6.849000 Memcpy Classifiers: 0.718000 Memcpy Instances: 9.251000 Kernel 1: 0.025000 Kernel 2: 86.934998 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.006392 1.000000 fi:0.136943. Ave ac:0.008892,0.005869 Initialization: 22.103001 Memcpy Instances: 473.355988 Memcpy Classifiers: 0.054000 Kernel 1: 0.025000 Kernel 2: 453.923004 Copyback: 0.015000 Sum: 0.013000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 452.821991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 466.319000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 455.256012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 466.958008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 445.352997 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 456.036987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 455.225006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 458.173004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 443.119995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 460.993011 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.052000 Kernel 1: 0.018000 Kernel 2: 441.095001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 454.122009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 460.378998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.012000 Kernel 2: 262.723999 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005025 0.892506 fi:0.240894. Ave ac:0.007352,0.026246 Best acc 0.005025 0.892506 Rule:Att PSSM_-2_2 is [<-2.826733]|Att PSSM_-1_7 is [<-2.244748]|Att PSSM_0_4 is [<-4.115240]|Att PSSM_0_12 is [<-4.092007]|Att PSSM_2_7 is [<-3.601698]|Att PSSM_4_2 is [<1.051353]|1 Accuracy : 0.703710 0 1 163938 142 69379 1179 Removed 1321 instances. 233317 Instances left. Acc of rule 0.005025-0.892506 Initialization: 6.789000 Memcpy Classifiers: 0.543000 Memcpy Instances: 10.256000 Kernel 1: 0.024000 Kernel 2: 112.924004 Copyback: 0.018000 Sum: 0.033000 Initial population average accuracy1:0.006978 accuracy2:0.282120 Initialization: 7.022000 Memcpy Classifiers: 0.566000 Memcpy Instances: 9.324000 Kernel 1: 0.023000 Kernel 2: 115.015999 Copyback: 0.018000 Sum: 0.049000 It 0,Best ac:0.004501 0.913043 fi:0.267430. Ave ac:0.013839,0.019996 Initialization: 6.988000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.939000 Kernel 1: 0.023000 Kernel 2: 116.593002 Copyback: 0.018000 Sum: 0.032000 It 1,Best ac:0.007930 0.711538 fi:0.387442. Ave ac:0.018555,0.022571 Initialization: 6.985000 Memcpy Classifiers: 0.454000 Memcpy Instances: 9.975000 Kernel 1: 0.022000 Kernel 2: 115.799004 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.004928 0.821429 fi:0.281641. Ave ac:0.018018,0.022266 Initialization: 7.050000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.521000 Kernel 1: 0.022000 Kernel 2: 113.482002 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.012428 0.816901 fi:0.280540. Ave ac:0.016957,0.021702 Initialization: 6.735000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.542000 Kernel 1: 0.023000 Kernel 2: 109.619003 Copyback: 0.018000 Sum: 0.034000 It 4,Best ac:0.006214 0.828571 fi:0.270995. Ave ac:0.014546,0.015489 Initialization: 7.108000 Memcpy Classifiers: 0.490000 Memcpy Instances: 9.153000 Kernel 1: 0.024000 Kernel 2: 111.467003 Copyback: 0.018000 Sum: 0.032000 It 5,Best ac:0.008358 0.847826 fi:0.251005. Ave ac:0.015149,0.017795 Initialization: 6.616000 Memcpy Classifiers: 0.526000 Memcpy Instances: 9.557000 Kernel 1: 0.023000 Kernel 2: 107.346001 Copyback: 0.021000 Sum: 0.030000 It 6,Best ac:0.005145 0.923077 fi:0.176854. Ave ac:0.014300,0.018649 Initialization: 7.403000 Memcpy Classifiers: 0.455000 Memcpy Instances: 9.179000 Kernel 1: 0.027000 Kernel 2: 108.087997 Copyback: 0.018000 Sum: 0.031000 It 7,Best ac:0.004715 0.956522 fi:0.184926. Ave ac:0.011553,0.010505 Initialization: 6.985000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.677000 Kernel 1: 0.022000 Kernel 2: 103.500000 Copyback: 0.018000 Sum: 0.032000 It 8,Best ac:0.006642 0.968750 fi:0.130670. Ave ac:0.009558,0.008344 Initialization: 7.269000 Memcpy Classifiers: 0.419000 Memcpy Instances: 9.501000 Kernel 1: 0.025000 Kernel 2: 102.579002 Copyback: 0.371000 Sum: 0.033000 It 9,Best ac:0.006428 0.937500 fi:0.161993. Ave ac:0.011345,0.009987 Iteration 10:MDL fitness activated Error 0.161993 TL 0.025844 MDL Theory Length Weight: 2.0893458720 (2) Initialization: 9.186000 Memcpy Classifiers: 0.430000 Memcpy Instances: 9.588000 Kernel 1: 0.022000 Kernel 2: 103.392998 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.004928 0.958333 fi:0.206396. Ave ac:0.010411,0.010453 Initialization: 7.072000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.353000 Kernel 1: 0.022000 Kernel 2: 97.994003 Copyback: 0.018000 Sum: 0.031000 It 11,Best ac:0.005144 1.000000 fi:0.161423. Ave ac:0.009309,0.008280 Initialization: 7.530000 Memcpy Classifiers: 0.383000 Memcpy Instances: 9.351000 Kernel 1: 0.022000 Kernel 2: 99.268997 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.007928 0.948718 fi:0.190962. Ave ac:0.009239,0.007965 Initialization: 6.786000 Memcpy Classifiers: 0.514000 Memcpy Instances: 9.144000 Kernel 1: 0.023000 Kernel 2: 95.259003 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.005358 1.000000 fi:0.151950. Ave ac:0.010533,0.010165 Initialization: 6.931000 Memcpy Classifiers: 0.342000 Memcpy Instances: 10.174000 Kernel 1: 0.023000 Kernel 2: 95.966003 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.004714 1.000000 fi:0.224023. Ave ac:0.009173,0.008271 Initialization: 7.107000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.377000 Kernel 1: 0.021000 Kernel 2: 96.264000 Copyback: 0.018000 Sum: 0.032000 It 15,Best ac:0.006428 0.967742 fi:0.185463. Ave ac:0.009188,0.007929 Initialization: 7.217000 Memcpy Classifiers: 0.371000 Memcpy Instances: 9.385000 Kernel 1: 0.200000 Kernel 2: 92.336998 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.007501 0.972222 fi:0.171977. Ave ac:0.010029,0.009614 Initialization: 7.086000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.404000 Kernel 1: 0.023000 Kernel 2: 93.730003 Copyback: 0.018000 Sum: 0.032000 It 17,Best ac:0.006215 0.966667 fi:0.163147. Ave ac:0.008826,0.007174 Initialization: 7.866000 Memcpy Classifiers: 0.366000 Memcpy Instances: 9.509000 Kernel 1: 0.023000 Kernel 2: 92.634003 Copyback: 0.018000 Sum: 0.033000 It 18,Best ac:0.007930 0.925000 fi:0.205077. Ave ac:0.009101,0.009611 Initialization: 7.452000 Memcpy Classifiers: 0.355000 Memcpy Instances: 9.352000 Kernel 1: 0.025000 Kernel 2: 96.872002 Copyback: 0.018000 Sum: 0.031000 It 19,Best ac:0.005785 0.964286 fi:0.187314. Ave ac:0.009856,0.006854 Initialization: 6.796000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.532000 Kernel 1: 0.025000 Kernel 2: 93.223999 Copyback: 0.018000 Sum: 0.030000 It 20,Best ac:0.005142 0.960000 fi:0.186774. Ave ac:0.008628,0.006241 Initialization: 7.212000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.566000 Kernel 1: 0.023000 Kernel 2: 92.094002 Copyback: 0.018000 Sum: 0.030000 It 21,Best ac:0.005571 1.000000 fi:0.155172. Ave ac:0.007892,0.007284 Initialization: 6.815000 Memcpy Classifiers: 0.710000 Memcpy Instances: 9.216000 Kernel 1: 0.024000 Kernel 2: 91.986000 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.005787 1.000000 fi:0.154217. Ave ac:0.009449,0.007432 MDL Theory Length Weight: 1.8804112848 (10) Initialization: 7.233000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.234000 Kernel 1: 0.025000 Kernel 2: 91.430000 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.005572 0.928571 fi:0.220737. Ave ac:0.007595,0.005367 Initialization: 6.758000 Memcpy Classifiers: 0.390000 Memcpy Instances: 9.470000 Kernel 1: 0.023000 Kernel 2: 91.153999 Copyback: 0.020000 Sum: 0.033000 It 24,Best ac:0.006214 1.000000 fi:0.146265. Ave ac:0.009096,0.007666 Initialization: 6.878000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.808000 Kernel 1: 0.022000 Kernel 2: 91.714996 Copyback: 0.018000 Sum: 0.034000 It 25,Best ac:0.009856 0.958333 fi:0.183293. Ave ac:0.009079,0.007768 Initialization: 6.977000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.322000 Kernel 1: 0.025000 Kernel 2: 91.654999 Copyback: 0.018000 Sum: 0.029000 It 26,Best ac:0.004929 1.000000 fi:0.152202. Ave ac:0.008549,0.007058 Initialization: 7.388000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.181000 Kernel 1: 0.023000 Kernel 2: 90.425003 Copyback: 0.018000 Sum: 0.031000 It 27,Best ac:0.006429 0.967742 fi:0.179238. Ave ac:0.008329,0.007685 Initialization: 7.875000 Memcpy Classifiers: 0.305000 Memcpy Instances: 10.154000 Kernel 1: 0.023000 Kernel 2: 89.900002 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.005787 1.000000 fi:0.134009. Ave ac:0.008652,0.007644 Initialization: 7.026000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.192000 Kernel 1: 0.027000 Kernel 2: 91.018997 Copyback: 0.018000 Sum: 0.031000 It 29,Best ac:0.006858 1.000000 fi:0.148124. Ave ac:0.008035,0.007387 Initialization: 7.134000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.438000 Kernel 1: 0.022000 Kernel 2: 90.691002 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.006644 0.968750 fi:0.184942. Ave ac:0.009031,0.006514 Initialization: 6.974000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.415000 Kernel 1: 0.024000 Kernel 2: 89.663002 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.005785 1.000000 fi:0.150008. Ave ac:0.008799,0.007201 Initialization: 6.732000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.321000 Kernel 1: 0.023000 Kernel 2: 88.241997 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.007288 1.000000 fi:0.139375. Ave ac:0.007372,0.004789 Initialization: 6.872000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.499000 Kernel 1: 0.024000 Kernel 2: 91.029999 Copyback: 0.018000 Sum: 0.032000 It 33,Best ac:0.004928 1.000000 fi:0.144196. Ave ac:0.007238,0.005060 Initialization: 22.643000 Memcpy Instances: 471.250000 Memcpy Classifiers: 0.054000 Kernel 1: 0.025000 Kernel 2: 458.477997 Copyback: 0.016000 Sum: 0.012000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 446.684998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 457.790985 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 460.674011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 459.348999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 451.609985 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 458.596008 Copyback: 0.368000 Sum: 0.000000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 459.869995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 459.910004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 456.735992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 455.947998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 455.097992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 464.821991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 450.091003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 277.824005 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005409 0.918486 fi:0.235629. Ave ac:0.007650,0.027635 Best acc 0.005409 0.918486 Initialization: 7.200000 Memcpy Classifiers: 0.544000 Memcpy Instances: 9.587000 Kernel 1: 0.024000 Kernel 2: 112.553001 Copyback: 0.221000 Sum: 0.035000 Initial population average accuracy1:0.005181 accuracy2:0.284493 Initialization: 6.845000 Memcpy Classifiers: 0.454000 Memcpy Instances: 9.646000 Kernel 1: 0.024000 Kernel 2: 120.448997 Copyback: 0.018000 Sum: 0.037000 It 0,Best ac:0.008358 0.684211 fi:0.414621. Ave ac:0.009755,0.012506 Initialization: 6.805000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.429000 Kernel 1: 0.024000 Kernel 2: 120.665001 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.015427 0.774194 fi:0.322222. Ave ac:0.012960,0.016145 Initialization: 6.814000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.167000 Kernel 1: 0.181000 Kernel 2: 120.082001 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.008573 0.784314 fi:0.314447. Ave ac:0.013896,0.015826 Initialization: 8.010000 Memcpy Classifiers: 0.438000 Memcpy Instances: 10.339000 Kernel 1: 0.024000 Kernel 2: 118.265999 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.008573 0.769231 fi:0.329527. Ave ac:0.013130,0.015171 Initialization: 6.930000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.320000 Kernel 1: 0.022000 Kernel 2: 112.133003 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.006215 0.828571 fi:0.270993. Ave ac:0.012401,0.012609 Initialization: 6.748000 Memcpy Classifiers: 0.392000 Memcpy Instances: 9.923000 Kernel 1: 0.022000 Kernel 2: 109.103996 Copyback: 0.017000 Sum: 0.037000 It 5,Best ac:0.006000 0.800000 fi:0.299639. Ave ac:0.014294,0.013917 Initialization: 6.754000 Memcpy Classifiers: 0.387000 Memcpy Instances: 9.162000 Kernel 1: 0.025000 Kernel 2: 107.099998 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.006428 0.857143 fi:0.242350. Ave ac:0.013518,0.015716 Initialization: 6.756000 Memcpy Classifiers: 0.429000 Memcpy Instances: 9.711000 Kernel 1: 0.024000 Kernel 2: 105.390999 Copyback: 0.023000 Sum: 0.034000 It 7,Best ac:0.010075 0.886792 fi:0.211452. Ave ac:0.013705,0.011924 Initialization: 6.695000 Memcpy Classifiers: 0.381000 Memcpy Instances: 10.674000 Kernel 1: 0.026000 Kernel 2: 104.438004 Copyback: 0.021000 Sum: 0.033000 It 8,Best ac:0.007928 0.948718 fi:0.150262. Ave ac:0.009618,0.008268 Initialization: 7.231000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.740000 Kernel 1: 0.024000 Kernel 2: 104.081001 Copyback: 0.016000 Sum: 0.030000 It 9,Best ac:0.007717 0.947368 fi:0.151683. Ave ac:0.010012,0.007623 Iteration 10:MDL fitness activated Error 0.151683 TL 0.028855 MDL Theory Length Weight: 1.7522454243 (2) Initialization: 6.838000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.542000 Kernel 1: 0.025000 Kernel 2: 104.672997 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.006642 0.939394 fi:0.208683. Ave ac:0.011565,0.008075 Initialization: 6.967000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.198000 Kernel 1: 0.024000 Kernel 2: 102.975998 Copyback: 0.017000 Sum: 0.028000 It 11,Best ac:0.006215 0.935484 fi:0.219087. Ave ac:0.008289,0.007229 Initialization: 6.697000 Memcpy Classifiers: 0.590000 Memcpy Instances: 9.686000 Kernel 1: 0.023000 Kernel 2: 106.994003 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.004928 0.958333 fi:0.216685. Ave ac:0.007991,0.007630 Initialization: 7.171000 Memcpy Classifiers: 0.363000 Memcpy Instances: 10.150000 Kernel 1: 0.023000 Kernel 2: 102.016998 Copyback: 0.370000 Sum: 0.029000 It 13,Best ac:0.008142 0.926829 fi:0.230779. Ave ac:0.007355,0.006239 Initialization: 6.668000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.578000 Kernel 1: 0.026000 Kernel 2: 104.971001 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.006429 1.000000 fi:0.162144. Ave ac:0.009807,0.007501 Initialization: 6.906000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.547000 Kernel 1: 0.024000 Kernel 2: 101.723999 Copyback: 0.018000 Sum: 0.028000 It 15,Best ac:0.005572 1.000000 fi:0.155280. Ave ac:0.007562,0.005170 Initialization: 7.023000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.220000 Kernel 1: 0.024000 Kernel 2: 99.623001 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.005785 0.931034 fi:0.219282. Ave ac:0.007939,0.005310 Initialization: 7.507000 Memcpy Classifiers: 0.588000 Memcpy Instances: 9.626000 Kernel 1: 0.024000 Kernel 2: 95.442001 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.005358 0.961538 fi:0.196958. Ave ac:0.008175,0.005327 Initialization: 8.292000 Memcpy Classifiers: 0.344000 Memcpy Instances: 10.152000 Kernel 1: 0.024000 Kernel 2: 96.872002 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.006428 0.909091 fi:0.243832. Ave ac:0.006465,0.005122 Initialization: 8.034000 Memcpy Classifiers: 0.366000 Memcpy Instances: 9.399000 Kernel 1: 0.022000 Kernel 2: 98.234001 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.005358 0.925926 fi:0.221619. Ave ac:0.007123,0.004776 Initialization: 6.896000 Memcpy Classifiers: 0.342000 Memcpy Instances: 10.507000 Kernel 1: 0.023000 Kernel 2: 97.038002 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.008573 0.909091 fi:0.233666. Ave ac:0.007813,0.005555 Initialization: 7.049000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.351000 Kernel 1: 0.023000 Kernel 2: 101.668999 Copyback: 0.021000 Sum: 0.036000 It 21,Best ac:0.004928 1.000000 fi:0.157130. Ave ac:0.007158,0.005808 Initialization: 7.012000 Memcpy Classifiers: 0.651000 Memcpy Instances: 9.326000 Kernel 1: 0.024000 Kernel 2: 99.352997 Copyback: 0.018000 Sum: 0.033000 It 22,Best ac:0.006000 0.965517 fi:0.193805. Ave ac:0.006960,0.004936 Initialization: 7.104000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.601000 Kernel 1: 0.023000 Kernel 2: 100.267998 Copyback: 0.018000 Sum: 0.032000 It 23,Best ac:0.005357 0.961538 fi:0.195225. Ave ac:0.007424,0.005655 Initialization: 7.484000 Memcpy Classifiers: 0.343000 Memcpy Instances: 10.142000 Kernel 1: 0.024000 Kernel 2: 98.683998 Copyback: 0.018000 Sum: 0.031000 It 24,Best ac:0.007285 0.918919 fi:0.218543. Ave ac:0.008184,0.005678 MDL Theory Length Weight: 1.5770208819 (10) Initialization: 6.958000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.604000 Kernel 1: 0.024000 Kernel 2: 95.475998 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.006215 0.906250 fi:0.236014. Ave ac:0.006700,0.005016 Initialization: 6.866000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.494000 Kernel 1: 0.022000 Kernel 2: 94.413002 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.006214 0.935484 fi:0.200734. Ave ac:0.008605,0.006614 Initialization: 7.238000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.440000 Kernel 1: 0.024000 Kernel 2: 95.401001 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.004930 0.884615 fi:0.264544. Ave ac:0.009181,0.008788 Initialization: 7.711000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.593000 Kernel 1: 0.023000 Kernel 2: 93.864998 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.007714 0.947368 fi:0.192850. Ave ac:0.007366,0.005642 Initialization: 7.282000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.240000 Kernel 1: 0.024000 Kernel 2: 89.586998 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.005144 0.960000 fi:0.178095. Ave ac:0.008923,0.009994 Initialization: 6.874000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.727000 Kernel 1: 0.021000 Kernel 2: 88.565002 Copyback: 0.018000 Sum: 0.035000 It 30,Best ac:0.006002 1.000000 fi:0.142584. Ave ac:0.009095,0.007627 Initialization: 7.134000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.564000 Kernel 1: 0.023000 Kernel 2: 85.941002 Copyback: 0.018000 Sum: 0.033000 It 31,Best ac:0.005144 0.923077 fi:0.198449. Ave ac:0.006912,0.006214 Initialization: 6.812000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.862000 Kernel 1: 0.024000 Kernel 2: 90.094002 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.007503 0.945946 fi:0.178691. Ave ac:0.009663,0.006832 Initialization: 7.047000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.316000 Kernel 1: 0.024000 Kernel 2: 89.098999 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.005572 0.962963 fi:0.167967. Ave ac:0.008401,0.009743 Initialization: 22.922001 Memcpy Instances: 479.345001 Memcpy Classifiers: 0.052000 Kernel 1: 0.026000 Kernel 2: 462.165009 Copyback: 0.015000 Sum: 0.008000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 439.282990 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 447.402008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 458.677002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 457.003998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 456.114014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 458.494995 Copyback: 0.015000 Sum: 0.000000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 459.654999 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 442.867004 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 449.707001 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 446.283997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 437.821014 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 457.010010 Copyback: 0.015000 Sum: 0.000000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 456.015015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 265.979004 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005255 0.847856 fi:0.300692. Ave ac:0.008977,0.032953 Best acc 0.005255 0.847856 Rule:Att PSSM_-4_6 is [<3.614011]|Att PSSM_-1_7 is [<-2.724904]|Att PSSM_0_1 is [-2.004780,6.545958]|Att PSSM_0_4 is [<-4.031703]|Att PSSM_0_6 is [<-3.630828]|Att PSSM_0_7 is [<-3.071980]|Att PSSM_1_12 is [-6.163597,-3.899363]|Att PSSM_2_12 is [-6.054307,-1.147634]|1 Accuracy : 0.708611 0 1 163826 254 68117 2441 Removed 1374 instances. 231943 Instances left. Acc of rule 0.005409-0.918486 Initialization: 6.767000 Memcpy Classifiers: 0.577000 Memcpy Instances: 9.872000 Kernel 1: 0.024000 Kernel 2: 111.741997 Copyback: 0.018000 Sum: 0.033000 Initial population average accuracy1:0.005822 accuracy2:0.264194 Initialization: 7.003000 Memcpy Classifiers: 0.505000 Memcpy Instances: 10.593000 Kernel 1: 0.024000 Kernel 2: 117.736000 Copyback: 0.018000 Sum: 0.041000 It 0,Best ac:0.005389 0.694444 fi:0.405381. Ave ac:0.011597,0.018671 Initialization: 7.075000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.095000 Kernel 1: 0.024000 Kernel 2: 120.753998 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.004741 0.814815 fi:0.311516. Ave ac:0.015305,0.019289 Initialization: 6.689000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.458000 Kernel 1: 0.024000 Kernel 2: 120.470001 Copyback: 0.018000 Sum: 0.034000 It 2,Best ac:0.004743 0.758621 fi:0.367068. Ave ac:0.014293,0.017057 Initialization: 7.022000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.483000 Kernel 1: 0.023000 Kernel 2: 119.762001 Copyback: 0.017000 Sum: 0.036000 It 3,Best ac:0.008193 0.791667 fi:0.307187. Ave ac:0.016374,0.017893 Initialization: 6.771000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.120000 Kernel 1: 0.025000 Kernel 2: 116.128998 Copyback: 0.017000 Sum: 0.037000 It 4,Best ac:0.009702 0.750000 fi:0.348331. Ave ac:0.014409,0.015403 Initialization: 6.769000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.312000 Kernel 1: 0.023000 Kernel 2: 114.098000 Copyback: 0.018000 Sum: 0.033000 It 5,Best ac:0.004528 0.875000 fi:0.290430. Ave ac:0.016810,0.017974 Initialization: 7.490000 Memcpy Classifiers: 0.404000 Memcpy Instances: 9.090000 Kernel 1: 0.024000 Kernel 2: 115.612000 Copyback: 0.018000 Sum: 0.033000 It 6,Best ac:0.005606 0.896552 fi:0.203198. Ave ac:0.015733,0.020039 Initialization: 6.795000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.297000 Kernel 1: 0.022000 Kernel 2: 116.415001 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004741 0.916667 fi:0.209664. Ave ac:0.016822,0.017083 Initialization: 6.924000 Memcpy Classifiers: 0.412000 Memcpy Instances: 9.095000 Kernel 1: 0.024000 Kernel 2: 116.155998 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.008836 0.872340 fi:0.226291. Ave ac:0.015794,0.015603 Initialization: 6.736000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.296000 Kernel 1: 0.023000 Kernel 2: 114.071999 Copyback: 0.018000 Sum: 0.031000 It 9,Best ac:0.008838 0.891304 fi:0.207325. Ave ac:0.013775,0.013534 Iteration 10:MDL fitness activated Error 0.207325 TL 0.030107 MDL Theory Length Weight: 2.2954025693 (4) Initialization: 6.570000 Memcpy Classifiers: 0.439000 Memcpy Instances: 9.964000 Kernel 1: 0.023000 Kernel 2: 110.823997 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.005820 0.870968 fi:0.291891. Ave ac:0.013573,0.012624 Initialization: 6.813000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.860000 Kernel 1: 0.024000 Kernel 2: 107.647003 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004096 1.000000 fi:0.285531. Ave ac:0.014407,0.014806 Initialization: 6.820000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.432000 Kernel 1: 0.022000 Kernel 2: 107.813004 Copyback: 0.018000 Sum: 0.034000 It 12,Best ac:0.004743 0.956522 fi:0.222978. Ave ac:0.014520,0.015922 Initialization: 6.763000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.122000 Kernel 1: 0.024000 Kernel 2: 103.176003 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.005605 1.000000 fi:0.169346. Ave ac:0.012741,0.012659 Initialization: 7.261000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.386000 Kernel 1: 0.023000 Kernel 2: 101.181999 Copyback: 0.018000 Sum: 0.034000 It 14,Best ac:0.006900 0.941176 fi:0.222259. Ave ac:0.011880,0.012995 Initialization: 6.862000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.485000 Kernel 1: 0.022000 Kernel 2: 104.625000 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.005390 0.892857 fi:0.258042. Ave ac:0.012248,0.012283 Initialization: 7.189000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.442000 Kernel 1: 0.023000 Kernel 2: 104.522003 Copyback: 0.369000 Sum: 0.032000 It 16,Best ac:0.005175 0.923077 fi:0.205675. Ave ac:0.014611,0.018792 Initialization: 7.180000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.166000 Kernel 1: 0.024000 Kernel 2: 102.347000 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.006468 0.909091 fi:0.240410. Ave ac:0.011748,0.013179 Initialization: 6.706000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.265000 Kernel 1: 0.022000 Kernel 2: 96.831001 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.007762 0.923077 fi:0.223152. Ave ac:0.013894,0.015178 Initialization: 6.900000 Memcpy Classifiers: 0.373000 Memcpy Instances: 9.313000 Kernel 1: 0.023000 Kernel 2: 101.097000 Copyback: 0.018000 Sum: 0.032000 It 19,Best ac:0.006036 0.933333 fi:0.228871. Ave ac:0.012690,0.014162 Initialization: 6.870000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.480000 Kernel 1: 0.024000 Kernel 2: 104.882004 Copyback: 0.018000 Sum: 0.029000 It 20,Best ac:0.006037 0.933333 fi:0.227880. Ave ac:0.011447,0.013492 Initialization: 7.019000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.295000 Kernel 1: 0.023000 Kernel 2: 104.096001 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.006034 0.965517 fi:0.195037. Ave ac:0.009835,0.010114 Initialization: 6.910000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.282000 Kernel 1: 0.023000 Kernel 2: 106.383003 Copyback: 0.018000 Sum: 0.033000 It 22,Best ac:0.005174 1.000000 fi:0.172285. Ave ac:0.010363,0.009357 MDL Theory Length Weight: 2.0658623124 (10) Initialization: 6.946000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.809000 Kernel 1: 0.022000 Kernel 2: 104.803001 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.006037 0.933333 fi:0.209735. Ave ac:0.010081,0.009373 Initialization: 7.197000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.850000 Kernel 1: 0.024000 Kernel 2: 102.461998 Copyback: 0.018000 Sum: 0.049000 It 24,Best ac:0.006467 0.967742 fi:0.170053. Ave ac:0.009274,0.007627 Initialization: 7.094000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.433000 Kernel 1: 0.023000 Kernel 2: 104.420998 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.006034 0.965517 fi:0.191440. Ave ac:0.009937,0.007698 Initialization: 7.032000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.655000 Kernel 1: 0.023000 Kernel 2: 104.374001 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.006466 0.909091 fi:0.237018. Ave ac:0.008047,0.006197 Initialization: 7.239000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.100000 Kernel 1: 0.024000 Kernel 2: 102.174004 Copyback: 0.018000 Sum: 0.035000 It 27,Best ac:0.007115 0.970588 fi:0.163611. Ave ac:0.010377,0.008606 Initialization: 7.111000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.435000 Kernel 1: 0.024000 Kernel 2: 105.858002 Copyback: 0.018000 Sum: 0.031000 It 28,Best ac:0.004958 0.958333 fi:0.207786. Ave ac:0.009429,0.007140 Initialization: 7.278000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.890000 Kernel 1: 0.024000 Kernel 2: 102.806999 Copyback: 0.018000 Sum: 0.029000 It 29,Best ac:0.005606 1.000000 fi:0.147272. Ave ac:0.008898,0.006777 Initialization: 7.109000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.386000 Kernel 1: 0.071000 Kernel 2: 101.905998 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.011427 0.929825 fi:0.215819. Ave ac:0.008681,0.006686 Initialization: 6.842000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.560000 Kernel 1: 0.023000 Kernel 2: 102.331001 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.007543 1.000000 fi:0.140786. Ave ac:0.010213,0.008306 Initialization: 7.184000 Memcpy Classifiers: 0.285000 Memcpy Instances: 10.690000 Kernel 1: 0.024000 Kernel 2: 102.146004 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.008407 1.000000 fi:0.146714. Ave ac:0.008535,0.006888 Initialization: 6.974000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.337000 Kernel 1: 0.024000 Kernel 2: 102.845001 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.005605 0.962963 fi:0.187815. Ave ac:0.011180,0.007555 Initialization: 22.443001 Memcpy Instances: 465.729004 Memcpy Classifiers: 0.059000 Kernel 1: 0.022000 Kernel 2: 488.385010 Copyback: 0.016000 Sum: 0.012000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 478.503998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 504.394012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 495.619995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 509.326996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 513.817017 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 485.553986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 506.368988 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 500.875000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 507.820007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 515.827026 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 500.778992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 517.255981 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 497.049988 Copyback: 0.022000 Sum: 0.003000 Memcpy Classifiers: 0.049000 Kernel 1: 0.018000 Kernel 2: 199.281006 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.006467 0.873108 fi:0.277370. Ave ac:0.009702,0.034717 Best acc 0.006467 0.873108 Initialization: 6.796000 Memcpy Classifiers: 0.577000 Memcpy Instances: 9.926000 Kernel 1: 0.025000 Kernel 2: 112.084000 Copyback: 0.017000 Sum: 0.035000 Initial population average accuracy1:0.007055 accuracy2:0.279836 Initialization: 7.036000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.504000 Kernel 1: 0.022000 Kernel 2: 123.639999 Copyback: 0.018000 Sum: 0.036000 It 0,Best ac:0.005174 0.648649 fi:0.451250. Ave ac:0.013977,0.019337 Initialization: 7.699000 Memcpy Classifiers: 0.492000 Memcpy Instances: 9.420000 Kernel 1: 0.023000 Kernel 2: 122.862999 Copyback: 0.018000 Sum: 0.031000 It 1,Best ac:0.005174 0.750000 fi:0.349899. Ave ac:0.016976,0.022649 Initialization: 6.787000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.349000 Kernel 1: 0.024000 Kernel 2: 117.485001 Copyback: 0.019000 Sum: 0.030000 It 2,Best ac:0.005390 0.714286 fi:0.385539. Ave ac:0.015315,0.019888 Initialization: 7.324000 Memcpy Classifiers: 0.419000 Memcpy Instances: 9.177000 Kernel 1: 0.023000 Kernel 2: 117.857002 Copyback: 0.018000 Sum: 0.032000 It 3,Best ac:0.004741 0.758621 fi:0.367710. Ave ac:0.016833,0.020300 Initialization: 7.041000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.246000 Kernel 1: 0.024000 Kernel 2: 112.560997 Copyback: 0.018000 Sum: 0.032000 It 4,Best ac:0.004743 0.846154 fi:0.279535. Ave ac:0.017986,0.020955 Initialization: 7.060000 Memcpy Classifiers: 0.498000 Memcpy Instances: 9.094000 Kernel 1: 0.025000 Kernel 2: 114.846001 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.008190 0.775510 fi:0.323346. Ave ac:0.015709,0.019473 Initialization: 6.835000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.481000 Kernel 1: 0.024000 Kernel 2: 112.670998 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.005174 0.827586 fi:0.272313. Ave ac:0.016709,0.018992 Initialization: 7.754000 Memcpy Classifiers: 0.402000 Memcpy Instances: 9.208000 Kernel 1: 0.025000 Kernel 2: 111.185997 Copyback: 0.019000 Sum: 0.030000 It 7,Best ac:0.006250 0.935484 fi:0.164043. Ave ac:0.015130,0.016565 Initialization: 7.109000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.118000 Kernel 1: 0.022000 Kernel 2: 111.379997 Copyback: 0.017000 Sum: 0.029000 It 8,Best ac:0.014012 0.822785 fi:0.274053. Ave ac:0.012756,0.018488 Initialization: 7.002000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.766000 Kernel 1: 0.022000 Kernel 2: 108.820000 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.006037 0.848485 fi:0.251115. Ave ac:0.014066,0.017801 Iteration 10:MDL fitness activated Error 0.251115 TL 0.037920 MDL Theory Length Weight: 2.2074247618 (3) Initialization: 6.720000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.488000 Kernel 1: 0.025000 Kernel 2: 108.209999 Copyback: 0.018000 Sum: 0.028000 It 10,Best ac:0.012074 0.888889 fi:0.263860. Ave ac:0.013939,0.016825 Initialization: 6.776000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.427000 Kernel 1: 0.022000 Kernel 2: 108.596001 Copyback: 0.018000 Sum: 0.028000 It 11,Best ac:0.005174 0.960000 fi:0.196034. Ave ac:0.012127,0.015375 Initialization: 6.911000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.200000 Kernel 1: 0.025000 Kernel 2: 105.761002 Copyback: 0.018000 Sum: 0.027000 It 12,Best ac:0.009056 0.954545 fi:0.198788. Ave ac:0.012416,0.016233 Initialization: 7.161000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.398000 Kernel 1: 0.023000 Kernel 2: 106.832001 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.005389 0.925926 fi:0.230811. Ave ac:0.012341,0.013264 Initialization: 7.284000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.155000 Kernel 1: 0.023000 Kernel 2: 108.848000 Copyback: 0.367000 Sum: 0.033000 It 14,Best ac:0.005605 0.962963 fi:0.202970. Ave ac:0.010773,0.014882 Initialization: 6.755000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.491000 Kernel 1: 0.022000 Kernel 2: 104.836998 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.005388 0.961538 fi:0.193601. Ave ac:0.011047,0.012958 Initialization: 7.078000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.292000 Kernel 1: 0.024000 Kernel 2: 106.338997 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004959 1.000000 fi:0.154029. Ave ac:0.010826,0.013602 Initialization: 7.047000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.266000 Kernel 1: 0.023000 Kernel 2: 101.041000 Copyback: 0.018000 Sum: 0.036000 It 17,Best ac:0.004957 0.958333 fi:0.187480. Ave ac:0.011306,0.010360 Initialization: 6.707000 Memcpy Classifiers: 0.582000 Memcpy Instances: 9.202000 Kernel 1: 0.026000 Kernel 2: 103.336998 Copyback: 0.019000 Sum: 0.036000 It 18,Best ac:0.011425 0.929825 fi:0.206387. Ave ac:0.008869,0.009006 Initialization: 6.808000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.279000 Kernel 1: 0.023000 Kernel 2: 99.186996 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.007115 0.970588 fi:0.165837. Ave ac:0.010030,0.009442 Initialization: 6.837000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.203000 Kernel 1: 0.023000 Kernel 2: 97.556000 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.005819 0.964286 fi:0.188379. Ave ac:0.009410,0.010798 Initialization: 7.239000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.428000 Kernel 1: 0.024000 Kernel 2: 100.250000 Copyback: 0.019000 Sum: 0.029000 It 21,Best ac:0.007546 0.921053 fi:0.215260. Ave ac:0.007790,0.009793 Initialization: 6.990000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.459000 Kernel 1: 0.023000 Kernel 2: 96.124001 Copyback: 0.018000 Sum: 0.032000 It 22,Best ac:0.006467 0.937500 fi:0.212009. Ave ac:0.011580,0.013254 Initialization: 7.216000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.530000 Kernel 1: 0.024000 Kernel 2: 96.094002 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.005821 1.000000 fi:0.144793. Ave ac:0.010920,0.011788 Initialization: 7.181000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.422000 Kernel 1: 0.024000 Kernel 2: 98.223000 Copyback: 0.018000 Sum: 0.032000 It 24,Best ac:0.008191 0.950000 fi:0.188357. Ave ac:0.009546,0.010678 Initialization: 7.193000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.472000 Kernel 1: 0.023000 Kernel 2: 94.924004 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.005606 0.928571 fi:0.211675. Ave ac:0.009312,0.008594 Initialization: 7.206000 Memcpy Classifiers: 0.317000 Memcpy Instances: 9.366000 Kernel 1: 0.023000 Kernel 2: 96.414001 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.006253 0.935484 fi:0.202929. Ave ac:0.008537,0.009019 Initialization: 7.199000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.282000 Kernel 1: 0.022000 Kernel 2: 97.396004 Copyback: 0.018000 Sum: 0.029000 It 27,Best ac:0.004958 0.958333 fi:0.187479. Ave ac:0.010908,0.008144 Initialization: 7.162000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.813000 Kernel 1: 0.024000 Kernel 2: 100.402000 Copyback: 0.018000 Sum: 0.027000 It 28,Best ac:0.006682 0.968750 fi:0.179342. Ave ac:0.008939,0.007105 Initialization: 7.220000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.355000 Kernel 1: 0.022000 Kernel 2: 97.403999 Copyback: 0.018000 Sum: 0.030000 It 29,Best ac:0.007978 0.973684 fi:0.186477. Ave ac:0.007813,0.007673 Initialization: 6.786000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.396000 Kernel 1: 0.023000 Kernel 2: 100.021004 Copyback: 0.018000 Sum: 0.030000 It 30,Best ac:0.008623 0.930233 fi:0.208245. Ave ac:0.008659,0.006390 Initialization: 7.076000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.158000 Kernel 1: 0.023000 Kernel 2: 98.267998 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.007114 0.916667 fi:0.232620. Ave ac:0.008715,0.006442 Initialization: 6.825000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.327000 Kernel 1: 0.024000 Kernel 2: 101.517998 Copyback: 0.018000 Sum: 0.032000 It 32,Best ac:0.005389 0.961538 fi:0.185286. Ave ac:0.008635,0.006172 MDL Theory Length Weight: 1.9866822857 (10) Initialization: 6.735000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.517000 Kernel 1: 0.023000 Kernel 2: 96.163002 Copyback: 0.018000 Sum: 0.031000 It 33,Best ac:0.006251 0.935484 fi:0.201591. Ave ac:0.006946,0.005630 Initialization: 22.631001 Memcpy Instances: 474.281006 Memcpy Classifiers: 0.054000 Kernel 1: 0.022000 Kernel 2: 466.643005 Copyback: 0.015000 Sum: 0.009000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 471.071014 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 474.149994 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 466.826996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 475.509003 Copyback: 0.023000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.021000 Kernel 2: 484.750000 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 474.404999 Copyback: 0.015000 Sum: 0.000000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 470.132996 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.244000 Kernel 1: 0.013000 Kernel 2: 479.046997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 476.868011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 486.906006 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 491.441010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 477.386993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 473.298004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 188.662003 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.006463 0.839776 fi:0.294675. Ave ac:0.008985,0.032438 Best acc 0.006463 0.839776 Rule:Att PSSM_-3_12 is [-6.289272,0.674469]|Att PSSM_-1_6 is [<-1.659489]|Att PSSM_0_1 is [>-0.369742]|Att PSSM_0_6 is [-6.161881,-1.694929]|Att PSSM_0_12 is [<-3.959815]|Att PSSM_1_7 is [-6.713662,-2.901546]|Att PSSM_4_12 is [<-0.204386]|1 Accuracy : 0.714074 0 1 163608 472 66617 3941 Removed 1718 instances. 230225 Instances left. Acc of rule 0.006467-0.873108 Initialization: 6.632000 Memcpy Classifiers: 0.523000 Memcpy Instances: 9.480000 Kernel 1: 0.024000 Kernel 2: 113.396004 Copyback: 0.018000 Sum: 0.034000 Initial population average accuracy1:0.006097 accuracy2:0.284714 Initialization: 7.161000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.550000 Kernel 1: 0.023000 Kernel 2: 118.911003 Copyback: 0.019000 Sum: 0.038000 It 0,Best ac:0.005430 0.892857 fi:0.206925. Ave ac:0.011632,0.016942 Initialization: 7.139000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.450000 Kernel 1: 0.023000 Kernel 2: 121.142998 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.004778 0.785714 fi:0.320283. Ave ac:0.017072,0.022935 Initialization: 7.003000 Memcpy Classifiers: 0.889000 Memcpy Instances: 9.105000 Kernel 1: 0.023000 Kernel 2: 115.448997 Copyback: 0.018000 Sum: 0.032000 It 2,Best ac:0.005430 0.925926 fi:0.173856. Ave ac:0.016788,0.021050 Initialization: 7.070000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.241000 Kernel 1: 0.024000 Kernel 2: 112.656998 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.005213 0.888889 fi:0.210970. Ave ac:0.014756,0.016810 Initialization: 6.925000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.761000 Kernel 1: 0.024000 Kernel 2: 114.779999 Copyback: 0.018000 Sum: 0.027000 It 4,Best ac:0.007383 0.871795 fi:0.227300. Ave ac:0.015200,0.013257 Initialization: 6.772000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.255000 Kernel 1: 0.026000 Kernel 2: 112.561996 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.006949 0.842105 fi:0.257143. Ave ac:0.013982,0.012812 Initialization: 7.844000 Memcpy Classifiers: 0.424000 Memcpy Instances: 9.336000 Kernel 1: 0.025000 Kernel 2: 109.554001 Copyback: 0.017000 Sum: 0.027000 It 6,Best ac:0.004777 0.880000 fi:0.226668. Ave ac:0.014356,0.012907 Initialization: 6.705000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.233000 Kernel 1: 0.023000 Kernel 2: 109.216003 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.005647 0.896552 fi:0.203154. Ave ac:0.012778,0.011400 Initialization: 7.715000 Memcpy Classifiers: 0.438000 Memcpy Instances: 9.444000 Kernel 1: 0.025000 Kernel 2: 106.054001 Copyback: 0.018000 Sum: 0.031000 It 8,Best ac:0.004778 0.916667 fi:0.189331. Ave ac:0.011824,0.011002 Initialization: 7.693000 Memcpy Classifiers: 0.403000 Memcpy Instances: 10.151000 Kernel 1: 0.024000 Kernel 2: 102.379997 Copyback: 0.018000 Sum: 0.029000 It 9,Best ac:0.005429 0.833333 fi:0.266450. Ave ac:0.011342,0.011907 Iteration 10:MDL fitness activated Error 0.266450 TL 0.029456 MDL Theory Length Weight: 3.0152266324 (8) Initialization: 6.682000 Memcpy Classifiers: 0.410000 Memcpy Instances: 9.470000 Kernel 1: 0.024000 Kernel 2: 100.612000 Copyback: 0.018000 Sum: 0.034000 It 10,Best ac:0.005863 0.843750 fi:0.335635. Ave ac:0.010664,0.010773 Initialization: 6.654000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.971000 Kernel 1: 0.024000 Kernel 2: 94.794998 Copyback: 0.019000 Sum: 0.036000 It 11,Best ac:0.005864 0.900000 fi:0.274375. Ave ac:0.010820,0.010766 Initialization: 6.597000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.476000 Kernel 1: 0.022000 Kernel 2: 95.667000 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.005647 0.928571 fi:0.269889. Ave ac:0.010985,0.011707 Initialization: 6.702000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.655000 Kernel 1: 0.024000 Kernel 2: 92.383003 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.005212 0.888889 fi:0.297434. Ave ac:0.012618,0.012028 Initialization: 7.121000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.164000 Kernel 1: 0.021000 Kernel 2: 93.696999 Copyback: 0.370000 Sum: 0.034000 It 14,Best ac:0.008036 0.840909 fi:0.330167. Ave ac:0.015589,0.015929 Initialization: 6.981000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.461000 Kernel 1: 0.024000 Kernel 2: 91.629997 Copyback: 0.018000 Sum: 0.035000 It 15,Best ac:0.007818 0.900000 fi:0.277763. Ave ac:0.014807,0.015378 Initialization: 7.013000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.269000 Kernel 1: 0.023000 Kernel 2: 88.949997 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.005213 0.888889 fi:0.294729. Ave ac:0.013203,0.013980 Initialization: 6.738000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.124000 Kernel 1: 0.024000 Kernel 2: 86.038002 Copyback: 0.018000 Sum: 0.035000 It 17,Best ac:0.006732 0.939394 fi:0.246928. Ave ac:0.013659,0.017167 Initialization: 6.770000 Memcpy Classifiers: 0.590000 Memcpy Instances: 9.474000 Kernel 1: 0.025000 Kernel 2: 85.884003 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.005430 0.925926 fi:0.260320. Ave ac:0.012818,0.012962 Initialization: 6.824000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.208000 Kernel 1: 0.024000 Kernel 2: 86.294998 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.010209 0.903846 fi:0.261396. Ave ac:0.010831,0.012204 Initialization: 6.741000 Memcpy Classifiers: 0.307000 Memcpy Instances: 10.146000 Kernel 1: 0.024000 Kernel 2: 85.655998 Copyback: 0.018000 Sum: 0.036000 It 20,Best ac:0.004778 0.916667 fi:0.239680. Ave ac:0.011713,0.011982 Initialization: 7.095000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.107000 Kernel 1: 0.025000 Kernel 2: 83.246002 Copyback: 0.018000 Sum: 0.032000 It 21,Best ac:0.007600 0.897436 fi:0.260458. Ave ac:0.009873,0.011318 Initialization: 6.828000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.101000 Kernel 1: 0.023000 Kernel 2: 85.172997 Copyback: 0.018000 Sum: 0.038000 It 22,Best ac:0.009557 0.880000 fi:0.287090. Ave ac:0.011980,0.014295 Initialization: 7.385000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.111000 Kernel 1: 0.024000 Kernel 2: 83.647003 Copyback: 0.018000 Sum: 0.036000 It 23,Best ac:0.005864 0.900000 fi:0.262721. Ave ac:0.008902,0.008461 Initialization: 6.732000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.922000 Kernel 1: 0.022000 Kernel 2: 82.581001 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.005212 0.923077 fi:0.271534. Ave ac:0.011169,0.012644 Initialization: 7.094000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.400000 Kernel 1: 0.024000 Kernel 2: 82.947998 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.004995 1.000000 fi:0.190280. Ave ac:0.010134,0.009266 Initialization: 7.255000 Memcpy Classifiers: 0.266000 Memcpy Instances: 9.034000 Kernel 1: 0.025000 Kernel 2: 82.893997 Copyback: 0.018000 Sum: 0.032000 It 26,Best ac:0.004778 0.956522 fi:0.204385. Ave ac:0.008853,0.008826 Initialization: 7.368000 Memcpy Classifiers: 0.286000 Memcpy Instances: 9.085000 Kernel 1: 0.024000 Kernel 2: 82.074997 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.006949 0.941176 fi:0.255346. Ave ac:0.010418,0.011448 Initialization: 6.838000 Memcpy Classifiers: 0.286000 Memcpy Instances: 9.105000 Kernel 1: 0.024000 Kernel 2: 83.101997 Copyback: 0.018000 Sum: 0.027000 It 28,Best ac:0.006080 0.933333 fi:0.263713. Ave ac:0.011320,0.011255 Initialization: 7.363000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.029000 Kernel 1: 0.026000 Kernel 2: 84.535004 Copyback: 0.018000 Sum: 0.031000 It 29,Best ac:0.005647 0.866667 fi:0.290529. Ave ac:0.007667,0.005938 Initialization: 6.748000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.236000 Kernel 1: 0.025000 Kernel 2: 83.905998 Copyback: 0.018000 Sum: 0.031000 It 30,Best ac:0.006733 0.885714 fi:0.281323. Ave ac:0.007800,0.009216 Initialization: 6.925000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.737000 Kernel 1: 0.022000 Kernel 2: 85.699997 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.006513 0.857143 fi:0.299869. Ave ac:0.010680,0.010107 Initialization: 6.951000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.235000 Kernel 1: 0.025000 Kernel 2: 81.973000 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.004561 0.913043 fi:0.289803. Ave ac:0.011469,0.011910 Initialization: 6.547000 Memcpy Classifiers: 0.324000 Memcpy Instances: 9.076000 Kernel 1: 0.025000 Kernel 2: 82.067001 Copyback: 0.018000 Sum: 0.029000 It 33,Best ac:0.006080 0.903226 fi:0.267546. Ave ac:0.011580,0.011741 Initialization: 23.162001 Memcpy Instances: 462.703003 Memcpy Classifiers: 0.051000 Kernel 1: 0.025000 Kernel 2: 416.329987 Copyback: 0.016000 Sum: 0.009000 Memcpy Classifiers: 0.049000 Kernel 1: 0.016000 Kernel 2: 430.681000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 423.605011 Copyback: 0.021000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.021000 Kernel 2: 427.947998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.015000 Kernel 2: 427.024994 Copyback: 0.018000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 422.045013 Copyback: 0.015000 Sum: 0.000000 Memcpy Classifiers: 0.049000 Kernel 1: 0.015000 Kernel 2: 425.315002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 424.488007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 422.714996 Copyback: 0.015000 Sum: 0.000000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 426.893005 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 432.470001 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 420.738007 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 430.023010 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.018000 Kernel 2: 425.487000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 170.500000 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005686 0.815576 fi:0.374460. Ave ac:0.009253,0.033963 Best acc 0.005686 0.815576 Initialization: 6.791000 Memcpy Classifiers: 0.531000 Memcpy Instances: 9.700000 Kernel 1: 0.024000 Kernel 2: 115.374001 Copyback: 0.018000 Sum: 0.033000 Initial population average accuracy1:0.005607 accuracy2:0.258856 Initialization: 6.878000 Memcpy Classifiers: 0.474000 Memcpy Instances: 9.100000 Kernel 1: 0.025000 Kernel 2: 119.002998 Copyback: 0.018000 Sum: 0.038000 It 0,Best ac:0.010426 0.648649 fi:0.449378. Ave ac:0.011439,0.015635 Initialization: 6.704000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.200000 Kernel 1: 0.024000 Kernel 2: 121.462997 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.004996 0.696970 fi:0.402965. Ave ac:0.014474,0.016943 Initialization: 7.048000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.250000 Kernel 1: 0.024000 Kernel 2: 117.433998 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.005864 0.750000 fi:0.349630. Ave ac:0.014206,0.016748 Initialization: 6.876000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.596000 Kernel 1: 0.024000 Kernel 2: 117.028999 Copyback: 0.019000 Sum: 0.031000 It 3,Best ac:0.008905 0.788462 fi:0.310099. Ave ac:0.013080,0.013202 Initialization: 6.932000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.299000 Kernel 1: 0.025000 Kernel 2: 115.308998 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.009340 0.877551 fi:0.220857. Ave ac:0.012274,0.013574 Initialization: 6.734000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.892000 Kernel 1: 0.024000 Kernel 2: 116.463997 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.005647 0.866667 fi:0.233039. Ave ac:0.009265,0.008679 Initialization: 7.995000 Memcpy Classifiers: 0.436000 Memcpy Instances: 10.174000 Kernel 1: 0.026000 Kernel 2: 116.708000 Copyback: 0.018000 Sum: 0.029000 It 6,Best ac:0.005213 0.888889 fi:0.210970. Ave ac:0.009116,0.007886 Initialization: 7.261000 Memcpy Classifiers: 0.420000 Memcpy Instances: 9.278000 Kernel 1: 0.024000 Kernel 2: 113.758003 Copyback: 0.020000 Sum: 0.030000 It 7,Best ac:0.008035 0.902439 fi:0.196429. Ave ac:0.008953,0.007195 Initialization: 7.097000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.023000 Kernel 1: 0.026000 Kernel 2: 114.914001 Copyback: 0.018000 Sum: 0.031000 It 8,Best ac:0.005646 0.962963 fi:0.136744. Ave ac:0.008846,0.006508 Initialization: 7.019000 Memcpy Classifiers: 0.420000 Memcpy Instances: 9.065000 Kernel 1: 0.025000 Kernel 2: 117.339996 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.005864 0.931034 fi:0.168595. Ave ac:0.006136,0.003872 Iteration 10:MDL fitness activated Error 0.168595 TL 0.045321 MDL Theory Length Weight: 1.2399952506 (2) Initialization: 6.789000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.313000 Kernel 1: 0.027000 Kernel 2: 118.080002 Copyback: 0.017000 Sum: 0.039000 It 10,Best ac:0.005213 0.857143 fi:0.291661. Ave ac:0.004797,0.002795 Initialization: 6.731000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.285000 Kernel 1: 0.024000 Kernel 2: 115.992996 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.006082 0.848485 fi:0.295878. Ave ac:0.003625,0.002464 Initialization: 6.690000 Memcpy Classifiers: 0.431000 Memcpy Instances: 9.177000 Kernel 1: 0.023000 Kernel 2: 117.901001 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.005429 0.961538 fi:0.193088. Ave ac:0.006374,0.004652 Initialization: 6.679000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.530000 Kernel 1: 0.026000 Kernel 2: 122.473999 Copyback: 0.018000 Sum: 0.033000 It 13,Best ac:0.004559 0.954545 fi:0.248248. Ave ac:0.006128,0.003560 Initialization: 6.851000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.088000 Kernel 1: 0.024000 Kernel 2: 118.334999 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.005429 0.862069 fi:0.281505. Ave ac:0.005550,0.002891 Initialization: 7.083000 Memcpy Classifiers: 0.402000 Memcpy Instances: 9.021000 Kernel 1: 0.024000 Kernel 2: 121.286003 Copyback: 0.018000 Sum: 0.034000 It 15,Best ac:0.005212 0.857143 fi:0.280335. Ave ac:0.006014,0.003777 Initialization: 7.022000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.817000 Kernel 1: 0.025000 Kernel 2: 119.580002 Copyback: 0.018000 Sum: 0.035000 It 16,Best ac:0.006080 0.965517 fi:0.191700. Ave ac:0.008092,0.004776 Initialization: 8.284000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.279000 Kernel 1: 0.023000 Kernel 2: 118.053001 Copyback: 0.017000 Sum: 0.039000 It 17,Best ac:0.004995 1.000000 fi:0.154936. Ave ac:0.008085,0.004593 Initialization: 7.044000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.036000 Kernel 1: 0.023000 Kernel 2: 116.245003 Copyback: 0.021000 Sum: 0.037000 It 18,Best ac:0.008254 0.926829 fi:0.210824. Ave ac:0.006475,0.004184 Initialization: 6.986000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.002000 Kernel 1: 0.025000 Kernel 2: 116.639999 Copyback: 0.018000 Sum: 0.042000 It 19,Best ac:0.008688 0.930233 fi:0.209935. Ave ac:0.006742,0.003926 Initialization: 6.754000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.223000 Kernel 1: 0.024000 Kernel 2: 116.711998 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.005646 0.928571 fi:0.213013. Ave ac:0.007040,0.004933 Initialization: 7.131000 Memcpy Classifiers: 0.393000 Memcpy Instances: 9.331000 Kernel 1: 0.023000 Kernel 2: 116.929001 Copyback: 0.017000 Sum: 0.038000 It 21,Best ac:0.005213 0.960000 fi:0.176494. Ave ac:0.008494,0.004802 Initialization: 6.705000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.422000 Kernel 1: 0.024000 Kernel 2: 115.807999 Copyback: 0.370000 Sum: 0.033000 It 22,Best ac:0.008688 0.909091 fi:0.230362. Ave ac:0.007793,0.004956 Initialization: 6.913000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.791000 Kernel 1: 0.024000 Kernel 2: 117.242996 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.006299 0.906250 fi:0.234622. Ave ac:0.007467,0.004716 Initialization: 6.985000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.451000 Kernel 1: 0.023000 Kernel 2: 117.023003 Copyback: 0.019000 Sum: 0.034000 It 24,Best ac:0.006299 1.000000 fi:0.139887. Ave ac:0.008489,0.005272 Initialization: 6.772000 Memcpy Classifiers: 0.432000 Memcpy Instances: 9.252000 Kernel 1: 0.025000 Kernel 2: 116.691002 Copyback: 0.018000 Sum: 0.032000 It 25,Best ac:0.007600 0.945946 fi:0.189937. Ave ac:0.006440,0.003589 Initialization: 8.050000 Memcpy Classifiers: 0.366000 Memcpy Instances: 9.295000 Kernel 1: 0.023000 Kernel 2: 115.295998 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.004778 0.956522 fi:0.183000. Ave ac:0.006368,0.004567 Initialization: 6.923000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.290000 Kernel 1: 0.024000 Kernel 2: 116.406998 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.005430 1.000000 fi:0.138595. Ave ac:0.008827,0.004894 Initialization: 7.021000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.736000 Kernel 1: 0.024000 Kernel 2: 116.802002 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.005429 0.925926 fi:0.202691. Ave ac:0.006889,0.004339 Initialization: 6.994000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.288000 Kernel 1: 0.024000 Kernel 2: 115.830002 Copyback: 0.018000 Sum: 0.029000 It 29,Best ac:0.004996 1.000000 fi:0.146239. Ave ac:0.007191,0.004472 Initialization: 6.703000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.096000 Kernel 1: 0.025000 Kernel 2: 116.109001 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.005863 0.964286 fi:0.181095. Ave ac:0.007338,0.003846 Initialization: 6.816000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.219000 Kernel 1: 0.025000 Kernel 2: 115.985001 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.006950 0.914286 fi:0.219795. Ave ac:0.007695,0.003612 Initialization: 6.656000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.157000 Kernel 1: 0.024000 Kernel 2: 115.478996 Copyback: 0.018000 Sum: 0.030000 It 32,Best ac:0.006082 0.965517 fi:0.170991. Ave ac:0.006881,0.004068 Initialization: 6.760000 Memcpy Classifiers: 0.384000 Memcpy Instances: 9.959000 Kernel 1: 0.026000 Kernel 2: 115.459999 Copyback: 0.018000 Sum: 0.030000 It 33,Best ac:0.007385 1.000000 fi:0.132416. Ave ac:0.008232,0.004424 Initialization: 23.049000 Memcpy Instances: 473.183014 Memcpy Classifiers: 0.068000 Kernel 1: 0.025000 Kernel 2: 567.085999 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 574.487976 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 589.581970 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 589.742004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 592.383972 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 583.046997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 580.898987 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 591.648987 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 580.336975 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 604.698975 Copyback: 0.023000 Sum: 0.005000 Memcpy Classifiers: 0.069000 Kernel 1: 0.024000 Kernel 2: 587.317993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 598.059998 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 571.067017 Copyback: 0.022000 Sum: 0.004000 Memcpy Classifiers: 0.068000 Kernel 1: 0.022000 Kernel 2: 597.008972 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.016000 Kernel 2: 216.613007 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005855 0.844612 fi:0.291976. Ave ac:0.006651,0.023140 Best acc 0.005855 0.844612 Rule:Att PSSM_-4_6 is [<3.248767]|Att PSSM_-2_16 is [-5.836001,1.836001]|Att PSSM_-1_7 is [-6.990885,-1.009115]|Att PSSM_-1_20 is [>-2.823103]|Att PSSM_0_7 is [-6.978699,-3.021301]|Att PSSM_0_11 is [>-6.361963]|Att PSSM_0_12 is [<-3.568460]|Att PSSM_0_15 is [<2.562648]|Att PSSM_1_4 is [<-3.238435]|Att PSSM_2_3 is [-5.537114,-1.316119]|Att PSSM_3_17 is [<3.777247]|1 Accuracy : 0.718763 0 1 163360 720 65269 5289 Removed 1596 instances. 228629 Instances left. Acc of rule 0.005855-0.844612 Initialization: 6.916000 Memcpy Classifiers: 0.596000 Memcpy Instances: 8.949000 Kernel 1: 0.026000 Kernel 2: 110.218002 Copyback: 0.020000 Sum: 0.034000 Initial population average accuracy1:0.006140 accuracy2:0.269764 Initialization: 7.013000 Memcpy Classifiers: 0.578000 Memcpy Instances: 9.130000 Kernel 1: 0.024000 Kernel 2: 114.623001 Copyback: 0.017000 Sum: 0.050000 It 0,Best ac:0.004811 0.687500 fi:0.412478. Ave ac:0.011884,0.017115 Initialization: 7.184000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.987000 Kernel 1: 0.030000 Kernel 2: 116.709999 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.004811 0.687500 fi:0.412477. Ave ac:0.016182,0.019157 Initialization: 6.930000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.973000 Kernel 1: 0.025000 Kernel 2: 112.322998 Copyback: 0.018000 Sum: 0.036000 It 2,Best ac:0.006562 0.697674 fi:0.401679. Ave ac:0.016568,0.016857 Initialization: 7.037000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.228000 Kernel 1: 0.022000 Kernel 2: 105.111000 Copyback: 0.018000 Sum: 0.036000 It 3,Best ac:0.010713 0.790323 fi:0.307553. Ave ac:0.019009,0.022687 Initialization: 7.516000 Memcpy Classifiers: 0.404000 Memcpy Instances: 9.029000 Kernel 1: 0.023000 Kernel 2: 103.416000 Copyback: 0.018000 Sum: 0.035000 It 4,Best ac:0.005906 0.931034 fi:0.168552. Ave ac:0.018302,0.021055 Initialization: 6.586000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.697000 Kernel 1: 0.023000 Kernel 2: 103.894997 Copyback: 0.018000 Sum: 0.030000 It 5,Best ac:0.006779 0.861111 fi:0.238166. Ave ac:0.015374,0.016253 Initialization: 7.062000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.216000 Kernel 1: 0.024000 Kernel 2: 103.952003 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004811 0.880000 fi:0.219978. Ave ac:0.015321,0.019280 Initialization: 6.654000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.349000 Kernel 1: 0.024000 Kernel 2: 101.294998 Copyback: 0.018000 Sum: 0.033000 It 7,Best ac:0.007218 0.868421 fi:0.230698. Ave ac:0.012649,0.014711 Initialization: 6.790000 Memcpy Classifiers: 0.383000 Memcpy Instances: 9.027000 Kernel 1: 0.024000 Kernel 2: 101.848000 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.006124 0.848485 fi:0.251024. Ave ac:0.012411,0.015813 Initialization: 6.626000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.275000 Kernel 1: 0.023000 Kernel 2: 102.957001 Copyback: 0.370000 Sum: 0.033000 It 9,Best ac:0.004811 0.956522 fi:0.143456. Ave ac:0.009694,0.013312 Iteration 10:MDL fitness activated Error 0.143456 TL 0.044068 MDL Theory Length Weight: 1.0851154918 (1) Initialization: 7.338000 Memcpy Classifiers: 0.355000 Memcpy Instances: 8.997000 Kernel 1: 0.023000 Kernel 2: 107.511002 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.005030 0.920000 fi:0.215860. Ave ac:0.010984,0.011130 Initialization: 6.994000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.408000 Kernel 1: 0.024000 Kernel 2: 96.030998 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.005031 0.884615 fi:0.253649. Ave ac:0.008500,0.009973 Initialization: 6.904000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.010000 Kernel 1: 0.023000 Kernel 2: 98.884003 Copyback: 0.018000 Sum: 0.030000 It 12,Best ac:0.005031 0.884615 fi:0.241632. Ave ac:0.009631,0.014301 Initialization: 6.882000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.842000 Kernel 1: 0.022000 Kernel 2: 103.295998 Copyback: 0.018000 Sum: 0.034000 It 13,Best ac:0.004811 0.916667 fi:0.223018. Ave ac:0.009861,0.014430 Initialization: 6.750000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.651000 Kernel 1: 0.024000 Kernel 2: 107.376999 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.004811 0.880000 fi:0.242003. Ave ac:0.010298,0.013134 Initialization: 6.920000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.139000 Kernel 1: 0.023000 Kernel 2: 98.453003 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.005468 0.961538 fi:0.162452. Ave ac:0.010233,0.012606 Initialization: 6.774000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.095000 Kernel 1: 0.023000 Kernel 2: 93.918999 Copyback: 0.018000 Sum: 0.032000 It 16,Best ac:0.005249 0.888889 fi:0.233855. Ave ac:0.009542,0.010845 Initialization: 6.722000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.144000 Kernel 1: 0.023000 Kernel 2: 95.181999 Copyback: 0.018000 Sum: 0.030000 It 17,Best ac:0.007218 0.942857 fi:0.183429. Ave ac:0.010522,0.011312 Initialization: 7.102000 Memcpy Classifiers: 0.343000 Memcpy Instances: 9.852000 Kernel 1: 0.024000 Kernel 2: 95.982002 Copyback: 0.018000 Sum: 0.028000 It 18,Best ac:0.004811 0.956522 fi:0.156860. Ave ac:0.008740,0.013694 Initialization: 6.671000 Memcpy Classifiers: 0.347000 Memcpy Instances: 9.298000 Kernel 1: 0.024000 Kernel 2: 97.058998 Copyback: 0.018000 Sum: 0.033000 It 19,Best ac:0.006998 0.941176 fi:0.193148. Ave ac:0.010001,0.012914 Initialization: 7.089000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.966000 Kernel 1: 0.025000 Kernel 2: 97.869003 Copyback: 0.018000 Sum: 0.028000 It 20,Best ac:0.008093 0.973684 fi:0.149710. Ave ac:0.007895,0.008482 Initialization: 7.088000 Memcpy Classifiers: 0.343000 Memcpy Instances: 9.330000 Kernel 1: 0.024000 Kernel 2: 98.038002 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.004812 1.000000 fi:0.123827. Ave ac:0.008567,0.009309 Initialization: 7.077000 Memcpy Classifiers: 0.383000 Memcpy Instances: 9.204000 Kernel 1: 0.024000 Kernel 2: 96.122002 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.005247 0.888889 fi:0.232660. Ave ac:0.007653,0.008635 Initialization: 6.763000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.415000 Kernel 1: 0.022000 Kernel 2: 93.473000 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.006780 0.911765 fi:0.212150. Ave ac:0.008380,0.012396 Initialization: 7.058000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.952000 Kernel 1: 0.022000 Kernel 2: 93.030998 Copyback: 0.017000 Sum: 0.037000 It 24,Best ac:0.007655 0.897436 fi:0.229280. Ave ac:0.010213,0.009416 Initialization: 6.973000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.192000 Kernel 1: 0.022000 Kernel 2: 92.797997 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.004373 0.952381 fi:0.242516. Ave ac:0.008453,0.010308 Initialization: 6.744000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.975000 Kernel 1: 0.024000 Kernel 2: 102.292999 Copyback: 0.022000 Sum: 0.030000 It 26,Best ac:0.007218 0.970588 fi:0.156910. Ave ac:0.008534,0.009526 Initialization: 6.893000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.146000 Kernel 1: 0.025000 Kernel 2: 93.334999 Copyback: 0.022000 Sum: 0.030000 It 27,Best ac:0.005031 0.884615 fi:0.241776. Ave ac:0.008195,0.011067 Initialization: 6.935000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.147000 Kernel 1: 0.024000 Kernel 2: 93.865997 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.004811 0.956522 fi:0.173900. Ave ac:0.010114,0.014312 Initialization: 6.712000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.949000 Kernel 1: 0.025000 Kernel 2: 91.151001 Copyback: 0.018000 Sum: 0.031000 It 29,Best ac:0.004810 1.000000 fi:0.119097. Ave ac:0.009430,0.012044 Initialization: 6.924000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.964000 Kernel 1: 0.024000 Kernel 2: 92.212997 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.005030 1.000000 fi:0.124536. Ave ac:0.006911,0.008392 Initialization: 7.002000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.144000 Kernel 1: 0.024000 Kernel 2: 91.302002 Copyback: 0.018000 Sum: 0.028000 It 31,Best ac:0.004812 0.956522 fi:0.182028. Ave ac:0.007578,0.010902 Initialization: 6.876000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.276000 Kernel 1: 0.025000 Kernel 2: 91.047997 Copyback: 0.018000 Sum: 0.029000 It 32,Best ac:0.004593 0.954545 fi:0.203442. Ave ac:0.007453,0.009955 Initialization: 6.751000 Memcpy Classifiers: 0.306000 Memcpy Instances: 9.193000 Kernel 1: 0.024000 Kernel 2: 86.668999 Copyback: 0.020000 Sum: 0.035000 It 33,Best ac:0.005031 0.958333 fi:0.167914. Ave ac:0.009455,0.010063 Initialization: 24.120001 Memcpy Instances: 464.535004 Memcpy Classifiers: 0.054000 Kernel 1: 0.025000 Kernel 2: 472.233002 Copyback: 0.016000 Sum: 0.007000 Memcpy Classifiers: 0.053000 Kernel 1: 0.016000 Kernel 2: 452.588989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 470.851013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 442.989014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 451.565002 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 462.691986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 460.140991 Copyback: 0.367000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 448.656006 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 434.631989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 446.446014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 460.436005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 460.484985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 442.584991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 420.760010 Copyback: 0.018000 Sum: 0.001000 It 34,Best ac:0.005222 0.821183 fi:0.309092. Ave ac:0.008511,0.030694 Best acc 0.005222 0.821183 Initialization: 7.248000 Memcpy Classifiers: 0.580000 Memcpy Instances: 9.225000 Kernel 1: 0.024000 Kernel 2: 108.455002 Copyback: 0.017000 Sum: 0.031000 Initial population average accuracy1:0.006209 accuracy2:0.269846 Initialization: 6.761000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.358000 Kernel 1: 0.024000 Kernel 2: 117.108002 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.010499 0.727273 fi:0.370678. Ave ac:0.011537,0.017067 Initialization: 6.732000 Memcpy Classifiers: 0.437000 Memcpy Instances: 9.307000 Kernel 1: 0.022000 Kernel 2: 119.013000 Copyback: 0.020000 Sum: 0.040000 It 1,Best ac:0.004155 0.826087 fi:0.386449. Ave ac:0.017243,0.021517 Initialization: 6.705000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.780000 Kernel 1: 0.022000 Kernel 2: 113.054001 Copyback: 0.018000 Sum: 0.032000 It 2,Best ac:0.014651 0.720430 fi:0.376044. Ave ac:0.015802,0.020120 Initialization: 7.119000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.474000 Kernel 1: 0.022000 Kernel 2: 109.031998 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.006780 0.775000 fi:0.324275. Ave ac:0.016220,0.018624 Initialization: 6.696000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.186000 Kernel 1: 0.023000 Kernel 2: 107.385002 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.006560 0.750000 fi:0.349353. Ave ac:0.014492,0.016251 Initialization: 7.085000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.162000 Kernel 1: 0.022000 Kernel 2: 104.261002 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.021872 0.806452 fi:0.287447. Ave ac:0.014218,0.014486 Initialization: 6.958000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.126000 Kernel 1: 0.023000 Kernel 2: 101.797997 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.005249 0.857143 fi:0.242678. Ave ac:0.015039,0.016131 Initialization: 6.972000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.951000 Kernel 1: 0.024000 Kernel 2: 102.864998 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.005028 0.884615 fi:0.215285. Ave ac:0.012505,0.012887 Initialization: 6.615000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.143000 Kernel 1: 0.023000 Kernel 2: 97.833000 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.005031 0.920000 fi:0.179899. Ave ac:0.011142,0.010338 Initialization: 6.583000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.152000 Kernel 1: 0.025000 Kernel 2: 98.099998 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.006343 0.966667 fi:0.132764. Ave ac:0.009176,0.008189 Iteration 10:MDL fitness activated Error 0.132764 TL 0.039968 MDL Theory Length Weight: 1.1072488455 (1) Initialization: 6.801000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.262000 Kernel 1: 0.024000 Kernel 2: 95.103996 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.006999 0.914286 fi:0.223466. Ave ac:0.008805,0.007591 Initialization: 7.497000 Memcpy Classifiers: 0.365000 Memcpy Instances: 10.805000 Kernel 1: 0.022000 Kernel 2: 94.341003 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.004812 0.880000 fi:0.247343. Ave ac:0.009926,0.016227 Initialization: 6.741000 Memcpy Classifiers: 0.364000 Memcpy Instances: 10.069000 Kernel 1: 0.023000 Kernel 2: 93.828003 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.007437 0.944444 fi:0.186584. Ave ac:0.009689,0.009021 Initialization: 7.134000 Memcpy Classifiers: 0.354000 Memcpy Instances: 10.101000 Kernel 1: 0.023000 Kernel 2: 95.804001 Copyback: 0.018000 Sum: 0.030000 It 13,Best ac:0.008530 0.866667 fi:0.270540. Ave ac:0.008328,0.008791 Initialization: 6.991000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.074000 Kernel 1: 0.022000 Kernel 2: 95.565002 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.005686 0.928571 fi:0.209199. Ave ac:0.008195,0.007400 Initialization: 6.691000 Memcpy Classifiers: 0.366000 Memcpy Instances: 9.360000 Kernel 1: 0.024000 Kernel 2: 96.335999 Copyback: 0.024000 Sum: 0.030000 It 15,Best ac:0.005906 0.931034 fi:0.195919. Ave ac:0.008120,0.008251 Initialization: 6.830000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.402000 Kernel 1: 0.022000 Kernel 2: 95.110001 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.005030 1.000000 fi:0.148528. Ave ac:0.010187,0.011259 Initialization: 6.643000 Memcpy Classifiers: 0.343000 Memcpy Instances: 9.423000 Kernel 1: 0.022000 Kernel 2: 90.453003 Copyback: 0.018000 Sum: 0.038000 It 17,Best ac:0.005684 0.928571 fi:0.211469. Ave ac:0.007907,0.006844 Initialization: 6.769000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.377000 Kernel 1: 0.025000 Kernel 2: 92.744003 Copyback: 0.018000 Sum: 0.032000 It 18,Best ac:0.005686 0.928571 fi:0.204064. Ave ac:0.008762,0.008262 Initialization: 6.982000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.201000 Kernel 1: 0.025000 Kernel 2: 89.519997 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.005031 0.958333 fi:0.183419. Ave ac:0.009323,0.008898 Initialization: 6.868000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.320000 Kernel 1: 0.025000 Kernel 2: 91.473000 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.005686 0.928571 fi:0.204739. Ave ac:0.008629,0.009302 Initialization: 7.184000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.407000 Kernel 1: 0.023000 Kernel 2: 89.978996 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.006780 0.939394 fi:0.185936. Ave ac:0.007731,0.008686 Initialization: 6.725000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.420000 Kernel 1: 0.024000 Kernel 2: 95.559998 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.004811 0.916667 fi:0.211949. Ave ac:0.008527,0.009020 Initialization: 6.827000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.985000 Kernel 1: 0.024000 Kernel 2: 95.279999 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.005030 0.958333 fi:0.184780. Ave ac:0.008425,0.009757 Initialization: 6.823000 Memcpy Classifiers: 0.425000 Memcpy Instances: 9.120000 Kernel 1: 0.025000 Kernel 2: 98.749001 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.008091 0.902439 fi:0.221147. Ave ac:0.008960,0.008218 Initialization: 7.131000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.351000 Kernel 1: 0.023000 Kernel 2: 94.504997 Copyback: 0.021000 Sum: 0.033000 It 25,Best ac:0.005248 0.960000 fi:0.163843. Ave ac:0.009213,0.010327 MDL Theory Length Weight: 0.9965239609 (10) Initialization: 6.686000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.841000 Kernel 1: 0.023000 Kernel 2: 95.683998 Copyback: 0.021000 Sum: 0.031000 It 26,Best ac:0.005249 0.960000 fi:0.164120. Ave ac:0.008380,0.007958 Initialization: 7.087000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.707000 Kernel 1: 0.026000 Kernel 2: 97.225998 Copyback: 0.018000 Sum: 0.031000 It 27,Best ac:0.005904 0.964286 fi:0.173536. Ave ac:0.008782,0.008495 Initialization: 7.060000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.634000 Kernel 1: 0.024000 Kernel 2: 93.483002 Copyback: 0.018000 Sum: 0.029000 It 28,Best ac:0.007655 0.921053 fi:0.212956. Ave ac:0.007216,0.006695 Initialization: 7.206000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.010000 Kernel 1: 0.026000 Kernel 2: 93.661003 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.007218 0.942857 fi:0.186887. Ave ac:0.007778,0.008690 Initialization: 7.275000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.431000 Kernel 1: 0.024000 Kernel 2: 94.605003 Copyback: 0.018000 Sum: 0.027000 It 30,Best ac:0.006343 0.935484 fi:0.197811. Ave ac:0.008310,0.006385 Initialization: 6.635000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.354000 Kernel 1: 0.023000 Kernel 2: 96.232002 Copyback: 0.018000 Sum: 0.029000 It 31,Best ac:0.006123 0.933333 fi:0.199408. Ave ac:0.008890,0.007136 Initialization: 6.651000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.992000 Kernel 1: 0.027000 Kernel 2: 94.731003 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.005686 1.000000 fi:0.134196. Ave ac:0.006604,0.004584 Initialization: 6.639000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.272000 Kernel 1: 0.025000 Kernel 2: 96.116997 Copyback: 0.019000 Sum: 0.029000 It 33,Best ac:0.004811 0.956522 fi:0.180892. Ave ac:0.007096,0.005976 Initialization: 23.149000 Memcpy Instances: 462.407013 Memcpy Classifiers: 0.068000 Kernel 1: 0.026000 Kernel 2: 478.334991 Copyback: 0.017000 Sum: 0.015000 Memcpy Classifiers: 0.061000 Kernel 1: 0.018000 Kernel 2: 486.161011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 504.476990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 500.703003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 492.602997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 474.697998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 481.334991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 485.653015 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 499.983002 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.067000 Kernel 1: 0.020000 Kernel 2: 488.738007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 492.212006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 487.240997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 487.174011 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 455.178009 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005087 0.839105 fi:0.289562. Ave ac:0.008079,0.027801 Best acc 0.005087 0.839105 Rule:Att PSSM_-3_4 is [-7.077252,-2.922748]|Att PSSM_-1_6 is [<-2.517798]|Att PSSM_0_2 is [<-3.651220]|Att PSSM_0_10 is [-4.907271,6.002353]|Att PSSM_0_15 is [<2.819927]|Att PSSM_1_12 is [-6.279360,-2.638186]|Att PSSM_1_19 is [<4.763351]|Att PSSM_2_7 is [<3.743635]|Att PSSM_4_10 is [-6.103951,4.103951]|Att PSSM_4_12 is [-6.733346,-1.266654]|1 Accuracy : 0.722769 0 1 163137 943 64106 6452 Removed 1386 instances. 227243 Instances left. Acc of rule 0.005087-0.839105 Initialization: 6.660000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.274000 Kernel 1: 0.025000 Kernel 2: 112.910004 Copyback: 0.020000 Sum: 0.035000 Initial population average accuracy1:0.005712 accuracy2:0.277881 Initialization: 7.504000 Memcpy Classifiers: 0.510000 Memcpy Instances: 8.928000 Kernel 1: 0.024000 Kernel 2: 116.795998 Copyback: 0.018000 Sum: 0.063000 It 0,Best ac:0.005501 0.694444 fi:0.405263. Ave ac:0.010502,0.013624 Initialization: 7.355000 Memcpy Classifiers: 0.464000 Memcpy Instances: 9.311000 Kernel 1: 0.023000 Kernel 2: 116.445000 Copyback: 0.018000 Sum: 0.036000 It 1,Best ac:0.007701 0.636364 fi:0.462551. Ave ac:0.015017,0.017609 Initialization: 7.086000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.335000 Kernel 1: 0.023000 Kernel 2: 132.294998 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.004842 0.785714 fi:0.314231. Ave ac:0.015731,0.016462 Initialization: 6.958000 Memcpy Classifiers: 0.472000 Memcpy Instances: 8.948000 Kernel 1: 0.025000 Kernel 2: 126.185997 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.006382 0.674419 fi:0.424972. Ave ac:0.015711,0.017401 Initialization: 6.735000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.117000 Kernel 1: 0.026000 Kernel 2: 112.716003 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004840 0.846154 fi:0.253792. Ave ac:0.016457,0.016768 Initialization: 7.307000 Memcpy Classifiers: 0.454000 Memcpy Instances: 10.164000 Kernel 1: 0.022000 Kernel 2: 111.222000 Copyback: 0.018000 Sum: 0.026000 It 5,Best ac:0.004840 0.956522 fi:0.143424. Ave ac:0.014622,0.017080 Initialization: 7.163000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.912000 Kernel 1: 0.024000 Kernel 2: 107.757004 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.005501 0.862069 fi:0.237639. Ave ac:0.013792,0.014246 Initialization: 6.706000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.041000 Kernel 1: 0.023000 Kernel 2: 117.912003 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.005062 0.884615 fi:0.215251. Ave ac:0.011882,0.013371 Initialization: 6.700000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.551000 Kernel 1: 0.024000 Kernel 2: 118.353996 Copyback: 0.018000 Sum: 0.034000 It 8,Best ac:0.006162 0.823529 fi:0.275940. Ave ac:0.011444,0.012119 Initialization: 6.695000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.872000 Kernel 1: 0.025000 Kernel 2: 102.667000 Copyback: 0.018000 Sum: 0.030000 It 9,Best ac:0.006821 0.775000 fi:0.324232. Ave ac:0.011791,0.013337 Iteration 10:MDL fitness activated Error 0.324232 TL 0.031517 MDL Theory Length Weight: 3.4291340464 (5) Initialization: 6.923000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.616000 Kernel 1: 0.023000 Kernel 2: 102.499001 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.007481 0.894737 fi:0.319311. Ave ac:0.012333,0.015144 Initialization: 6.680000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.609000 Kernel 1: 0.025000 Kernel 2: 113.684998 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.006162 0.903226 fi:0.310396. Ave ac:0.013078,0.013617 Initialization: 7.052000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.921000 Kernel 1: 0.023000 Kernel 2: 101.922997 Copyback: 0.018000 Sum: 0.034000 It 12,Best ac:0.005939 0.931034 fi:0.240044. Ave ac:0.012962,0.014471 Initialization: 6.876000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.960000 Kernel 1: 0.024000 Kernel 2: 100.078003 Copyback: 0.020000 Sum: 0.036000 It 13,Best ac:0.005281 0.888889 fi:0.294911. Ave ac:0.012836,0.014290 Initialization: 7.112000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.227000 Kernel 1: 0.022000 Kernel 2: 96.984001 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.012541 0.863636 fi:0.320515. Ave ac:0.013240,0.013258 Initialization: 7.816000 Memcpy Classifiers: 0.344000 Memcpy Instances: 9.954000 Kernel 1: 0.026000 Kernel 2: 94.900002 Copyback: 0.018000 Sum: 0.036000 It 15,Best ac:0.005501 0.961538 fi:0.236309. Ave ac:0.014139,0.016024 Initialization: 7.799000 Memcpy Classifiers: 0.325000 Memcpy Instances: 8.931000 Kernel 1: 0.023000 Kernel 2: 96.649002 Copyback: 0.018000 Sum: 0.034000 It 16,Best ac:0.005061 0.884615 fi:0.285762. Ave ac:0.011699,0.011196 Initialization: 7.065000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.185000 Kernel 1: 0.024000 Kernel 2: 95.871002 Copyback: 0.018000 Sum: 0.033000 It 17,Best ac:0.004840 0.880000 fi:0.296717. Ave ac:0.010698,0.010734 Initialization: 7.265000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.108000 Kernel 1: 0.024000 Kernel 2: 94.307999 Copyback: 0.018000 Sum: 0.036000 It 18,Best ac:0.005281 0.960000 fi:0.207298. Ave ac:0.012920,0.012191 Initialization: 6.643000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.104000 Kernel 1: 0.025000 Kernel 2: 91.794998 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.007041 0.941176 fi:0.242548. Ave ac:0.010059,0.011849 Initialization: 6.893000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.909000 Kernel 1: 0.024000 Kernel 2: 92.319000 Copyback: 0.018000 Sum: 0.032000 It 20,Best ac:0.004620 0.913043 fi:0.290653. Ave ac:0.011145,0.016125 Initialization: 6.626000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.123000 Kernel 1: 0.025000 Kernel 2: 92.382004 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.006601 0.909091 fi:0.263328. Ave ac:0.011281,0.013579 Initialization: 6.758000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.180000 Kernel 1: 0.023000 Kernel 2: 104.931000 Copyback: 0.018000 Sum: 0.033000 It 22,Best ac:0.006382 0.935484 fi:0.247980. Ave ac:0.011765,0.013002 Initialization: 6.799000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.065000 Kernel 1: 0.025000 Kernel 2: 89.214996 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.004620 0.913043 fi:0.280779. Ave ac:0.009618,0.010057 Initialization: 6.840000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.126000 Kernel 1: 0.023000 Kernel 2: 86.844002 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.005281 0.923077 fi:0.239358. Ave ac:0.011413,0.011515 Initialization: 7.192000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.898000 Kernel 1: 0.025000 Kernel 2: 100.242996 Copyback: 0.018000 Sum: 0.030000 It 25,Best ac:0.004842 0.956522 fi:0.213933. Ave ac:0.009707,0.007703 Initialization: 6.733000 Memcpy Classifiers: 0.546000 Memcpy Instances: 8.880000 Kernel 1: 0.024000 Kernel 2: 86.556000 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.005281 0.888889 fi:0.309022. Ave ac:0.010070,0.009588 Initialization: 7.010000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.187000 Kernel 1: 0.022000 Kernel 2: 84.899002 Copyback: 0.018000 Sum: 0.031000 It 27,Best ac:0.006601 0.937500 fi:0.225406. Ave ac:0.012640,0.014358 MDL Theory Length Weight: 3.0862206418 (10) Initialization: 6.787000 Memcpy Classifiers: 0.550000 Memcpy Instances: 8.889000 Kernel 1: 0.026000 Kernel 2: 85.512001 Copyback: 0.018000 Sum: 0.029000 It 28,Best ac:0.004620 0.954545 fi:0.227414. Ave ac:0.009920,0.008642 Initialization: 7.557000 Memcpy Classifiers: 0.324000 Memcpy Instances: 9.319000 Kernel 1: 0.024000 Kernel 2: 86.928001 Copyback: 0.018000 Sum: 0.029000 It 29,Best ac:0.005499 0.961538 fi:0.214077. Ave ac:0.010002,0.009483 Initialization: 6.941000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.355000 Kernel 1: 0.024000 Kernel 2: 84.958000 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.006381 0.878788 fi:0.269437. Ave ac:0.009026,0.011119 Initialization: 6.654000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.220000 Kernel 1: 0.023000 Kernel 2: 85.728996 Copyback: 0.018000 Sum: 0.030000 It 31,Best ac:0.006381 0.966667 fi:0.194794. Ave ac:0.011898,0.018336 Initialization: 6.612000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.926000 Kernel 1: 0.026000 Kernel 2: 86.051003 Copyback: 0.018000 Sum: 0.027000 It 32,Best ac:0.004840 0.916667 fi:0.243120. Ave ac:0.008536,0.010432 Initialization: 7.055000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.882000 Kernel 1: 0.023000 Kernel 2: 83.894997 Copyback: 0.020000 Sum: 0.029000 It 33,Best ac:0.004619 0.913043 fi:0.261759. Ave ac:0.010617,0.012097 Initialization: 23.235001 Memcpy Instances: 459.122986 Memcpy Classifiers: 0.061000 Kernel 1: 0.025000 Kernel 2: 440.259003 Copyback: 0.015000 Sum: 0.009000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 449.556000 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.017000 Kernel 2: 436.442993 Copyback: 0.018000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 431.808990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 441.161011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 435.489014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 440.325989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.012000 Kernel 2: 442.542999 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 449.178986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.012000 Kernel 2: 434.054993 Copyback: 0.368000 Sum: 0.000000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 442.053009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 442.200989 Copyback: 0.018000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.018000 Kernel 2: 437.733002 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 230.882996 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004788 0.798239 fi:0.361566. Ave ac:0.011393,0.040799 Best acc 0.004788 0.798239 Initialization: 7.082000 Memcpy Classifiers: 0.580000 Memcpy Instances: 9.197000 Kernel 1: 0.024000 Kernel 2: 112.072998 Copyback: 0.020000 Sum: 0.034000 Initial population average accuracy1:0.006659 accuracy2:0.268993 Initialization: 6.817000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.930000 Kernel 1: 0.025000 Kernel 2: 121.572998 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.005061 0.605263 fi:0.494603. Ave ac:0.012598,0.018893 Initialization: 6.897000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.875000 Kernel 1: 0.023000 Kernel 2: 135.223007 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.006382 0.630435 fi:0.468956. Ave ac:0.017619,0.022533 Initialization: 6.643000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.072000 Kernel 1: 0.024000 Kernel 2: 116.695999 Copyback: 0.018000 Sum: 0.030000 It 2,Best ac:0.004840 0.594595 fi:0.505351. Ave ac:0.018026,0.021764 Initialization: 6.998000 Memcpy Classifiers: 0.507000 Memcpy Instances: 9.068000 Kernel 1: 0.022000 Kernel 2: 112.483002 Copyback: 0.018000 Sum: 0.034000 It 3,Best ac:0.010121 0.589744 fi:0.508301. Ave ac:0.018675,0.022150 Initialization: 6.841000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.039000 Kernel 1: 0.025000 Kernel 2: 111.552002 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.010781 0.777778 fi:0.320026. Ave ac:0.016661,0.019804 Initialization: 6.629000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.088000 Kernel 1: 0.022000 Kernel 2: 108.688004 Copyback: 0.018000 Sum: 0.030000 It 5,Best ac:0.010121 0.741935 fi:0.356107. Ave ac:0.015396,0.020827 Initialization: 6.917000 Memcpy Classifiers: 0.432000 Memcpy Instances: 8.915000 Kernel 1: 0.024000 Kernel 2: 104.209000 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.004620 0.750000 fi:0.363351. Ave ac:0.014791,0.014549 Initialization: 6.690000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.873000 Kernel 1: 0.024000 Kernel 2: 102.524002 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.006821 0.794872 fi:0.304360. Ave ac:0.012590,0.019035 Initialization: 7.021000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.670000 Kernel 1: 0.022000 Kernel 2: 112.839996 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.005062 0.793103 fi:0.306763. Ave ac:0.013985,0.018821 Initialization: 6.738000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.273000 Kernel 1: 0.024000 Kernel 2: 103.821999 Copyback: 0.018000 Sum: 0.031000 It 9,Best ac:0.004400 0.833333 fi:0.322239. Ave ac:0.012474,0.017900 Iteration 10:MDL fitness activated Error 0.322239 TL 0.035574 MDL Theory Length Weight: 3.0194317219 (3) Initialization: 6.663000 Memcpy Classifiers: 0.802000 Memcpy Instances: 8.969000 Kernel 1: 0.025000 Kernel 2: 117.343002 Copyback: 0.018000 Sum: 0.029000 It 10,Best ac:0.004842 0.916667 fi:0.298904. Ave ac:0.013086,0.018980 Initialization: 6.993000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.198000 Kernel 1: 0.021000 Kernel 2: 104.400002 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.006161 0.756757 fi:0.419314. Ave ac:0.014068,0.024869 Initialization: 7.088000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.093000 Kernel 1: 0.022000 Kernel 2: 101.731003 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.010341 0.854545 fi:0.337295. Ave ac:0.014522,0.022778 Initialization: 6.719000 Memcpy Classifiers: 0.348000 Memcpy Instances: 9.322000 Kernel 1: 0.024000 Kernel 2: 102.425003 Copyback: 0.019000 Sum: 0.038000 It 13,Best ac:0.004840 0.814815 fi:0.349405. Ave ac:0.013907,0.024734 Initialization: 6.635000 Memcpy Classifiers: 0.360000 Memcpy Instances: 9.263000 Kernel 1: 0.024000 Kernel 2: 117.564003 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.006162 0.777778 fi:0.426651. Ave ac:0.011095,0.018182 Initialization: 6.765000 Memcpy Classifiers: 0.347000 Memcpy Instances: 8.873000 Kernel 1: 0.026000 Kernel 2: 103.435997 Copyback: 0.018000 Sum: 0.034000 It 15,Best ac:0.006379 0.828571 fi:0.335752. Ave ac:0.012821,0.020938 Initialization: 6.609000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.077000 Kernel 1: 0.024000 Kernel 2: 101.962997 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.009021 0.872340 fi:0.285982. Ave ac:0.012811,0.016550 Initialization: 6.870000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.129000 Kernel 1: 0.021000 Kernel 2: 113.850998 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.004621 0.913043 fi:0.258798. Ave ac:0.010443,0.014490 Initialization: 6.914000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.048000 Kernel 1: 0.023000 Kernel 2: 103.337997 Copyback: 0.018000 Sum: 0.034000 It 18,Best ac:0.007041 0.864865 fi:0.284810. Ave ac:0.009857,0.014108 Initialization: 6.730000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.131000 Kernel 1: 0.025000 Kernel 2: 100.232002 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.004840 0.758621 fi:0.399401. Ave ac:0.008377,0.012274 Initialization: 6.710000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.132000 Kernel 1: 0.021000 Kernel 2: 100.036003 Copyback: 0.019000 Sum: 0.034000 It 20,Best ac:0.006601 0.833333 fi:0.325194. Ave ac:0.010085,0.015286 Initialization: 6.684000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.335000 Kernel 1: 0.024000 Kernel 2: 100.161003 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.005501 0.862069 fi:0.290529. Ave ac:0.013731,0.025449 Initialization: 6.716000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.311000 Kernel 1: 0.023000 Kernel 2: 100.877998 Copyback: 0.018000 Sum: 0.028000 It 22,Best ac:0.004840 0.916667 fi:0.249706. Ave ac:0.012732,0.021115 Initialization: 6.779000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.980000 Kernel 1: 0.024000 Kernel 2: 102.958000 Copyback: 0.018000 Sum: 0.027000 It 23,Best ac:0.006381 0.805556 fi:0.360257. Ave ac:0.011354,0.014632 Initialization: 7.057000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.316000 Kernel 1: 0.022000 Kernel 2: 113.251999 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.005502 0.892857 fi:0.320130. Ave ac:0.010905,0.018254 Initialization: 6.706000 Memcpy Classifiers: 0.324000 Memcpy Instances: 8.904000 Kernel 1: 0.023000 Kernel 2: 103.454002 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.006601 0.769231 fi:0.389795. Ave ac:0.009226,0.016091 Initialization: 7.083000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.157000 Kernel 1: 0.023000 Kernel 2: 108.736000 Copyback: 0.018000 Sum: 0.030000 It 26,Best ac:0.010563 0.960000 fi:0.184468. Ave ac:0.013857,0.016998 Initialization: 7.068000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.932000 Kernel 1: 0.023000 Kernel 2: 116.404999 Copyback: 0.369000 Sum: 0.032000 It 27,Best ac:0.005942 0.870968 fi:0.291140. Ave ac:0.010649,0.015438 Initialization: 7.122000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.183000 Kernel 1: 0.023000 Kernel 2: 101.987000 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.006819 0.815789 fi:0.328690. Ave ac:0.013558,0.020239 Initialization: 6.911000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.437000 Kernel 1: 0.022000 Kernel 2: 100.263000 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.005281 0.960000 fi:0.193993. Ave ac:0.012518,0.016250 Initialization: 6.966000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.069000 Kernel 1: 0.025000 Kernel 2: 101.613998 Copyback: 0.018000 Sum: 0.029000 It 30,Best ac:0.004840 0.880000 fi:0.281701. Ave ac:0.012099,0.014383 Initialization: 6.817000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.046000 Kernel 1: 0.024000 Kernel 2: 102.796997 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.004840 0.814815 fi:0.343621. Ave ac:0.009038,0.015952 Initialization: 7.857000 Memcpy Classifiers: 0.267000 Memcpy Instances: 10.015000 Kernel 1: 0.024000 Kernel 2: 102.537003 Copyback: 0.018000 Sum: 0.031000 It 32,Best ac:0.010339 0.783333 fi:0.408510. Ave ac:0.008764,0.013545 Initialization: 6.679000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.911000 Kernel 1: 0.023000 Kernel 2: 98.445999 Copyback: 0.018000 Sum: 0.032000 It 33,Best ac:0.008361 0.808511 fi:0.335937. Ave ac:0.011064,0.015791 Initialization: 23.632999 Memcpy Instances: 461.325012 Memcpy Classifiers: 0.066000 Kernel 1: 0.023000 Kernel 2: 508.023987 Copyback: 0.014000 Sum: 0.009000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 500.739990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 503.428986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 507.937012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 500.714996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.012000 Kernel 2: 494.304993 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.016000 Kernel 2: 510.118988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 518.327026 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 501.399994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 502.636993 Copyback: 0.014000 Sum: 0.000000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 498.997009 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 509.475006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 1.034000 Kernel 2: 503.778992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 256.746002 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004907 0.732589 fi:0.432265. Ave ac:0.011556,0.043727 Best acc 0.004907 0.732589 Rule:Att PSSM_-2_12 is [<-3.601508]|Att PSSM_-2_14 is [>-5.995576]|Att PSSM_-1_4 is [<0.541651]|Att PSSM_0_1 is [>-1.638484]|Att PSSM_0_12 is [<-3.148926]|Att PSSM_2_10 is [-4.184752,4.379570]|Att PSSM_3_6 is [-5.560342,-0.439658]|1 Accuracy : 0.726234 0 1 162862 1218 63018 7540 Removed 1363 instances. 225880 Instances left. Acc of rule 0.004788-0.798239 Initialization: 6.838000 Memcpy Classifiers: 0.543000 Memcpy Instances: 8.876000 Kernel 1: 0.023000 Kernel 2: 108.652000 Copyback: 0.017000 Sum: 0.030000 Initial population average accuracy1:0.006136 accuracy2:0.290394 Initialization: 7.057000 Memcpy Classifiers: 0.537000 Memcpy Instances: 9.027000 Kernel 1: 0.024000 Kernel 2: 114.177002 Copyback: 0.018000 Sum: 0.035000 It 0,Best ac:0.007525 0.596491 fi:0.502458. Ave ac:0.012462,0.018080 Initialization: 6.606000 Memcpy Classifiers: 0.523000 Memcpy Instances: 9.162000 Kernel 1: 0.023000 Kernel 2: 114.758003 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.006420 0.644444 fi:0.454906. Ave ac:0.015802,0.020514 Initialization: 6.919000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.198000 Kernel 1: 0.024000 Kernel 2: 115.892998 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.020580 0.592357 fi:0.501834. Ave ac:0.015998,0.020621 Initialization: 6.712000 Memcpy Classifiers: 0.508000 Memcpy Instances: 9.538000 Kernel 1: 0.023000 Kernel 2: 112.018997 Copyback: 0.111000 Sum: 0.034000 It 3,Best ac:0.010846 0.777778 fi:0.319962. Ave ac:0.016006,0.017295 Initialization: 7.413000 Memcpy Classifiers: 0.419000 Memcpy Instances: 9.201000 Kernel 1: 0.025000 Kernel 2: 113.037003 Copyback: 0.018000 Sum: 0.030000 It 4,Best ac:0.010405 0.734375 fi:0.363523. Ave ac:0.015825,0.020406 Initialization: 6.664000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.791000 Kernel 1: 0.024000 Kernel 2: 112.772003 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.005535 0.781250 fi:0.318423. Ave ac:0.014466,0.015987 Initialization: 6.874000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.911000 Kernel 1: 0.025000 Kernel 2: 111.681000 Copyback: 0.018000 Sum: 0.029000 It 6,Best ac:0.004870 0.916667 fi:0.183249. Ave ac:0.014187,0.016573 Initialization: 6.897000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.150000 Kernel 1: 0.023000 Kernel 2: 114.945999 Copyback: 0.018000 Sum: 0.030000 It 7,Best ac:0.007081 0.820513 fi:0.278597. Ave ac:0.012178,0.015271 Initialization: 6.654000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.280000 Kernel 1: 0.024000 Kernel 2: 114.766998 Copyback: 0.021000 Sum: 0.029000 It 8,Best ac:0.005313 0.888889 fi:0.210865. Ave ac:0.010888,0.011977 Initialization: 6.638000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.929000 Kernel 1: 0.024000 Kernel 2: 114.259003 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.004869 0.880000 fi:0.219917. Ave ac:0.009946,0.009352 Iteration 10:MDL fitness activated Error 0.219917 TL 0.036694 MDL Theory Length Weight: 1.9977522507 (4) Initialization: 6.671000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.920000 Kernel 1: 0.023000 Kernel 2: 112.709000 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.005756 0.866667 fi:0.303160. Ave ac:0.008536,0.009325 Initialization: 6.734000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.165000 Kernel 1: 0.024000 Kernel 2: 112.945000 Copyback: 0.018000 Sum: 0.032000 It 11,Best ac:0.005091 0.884615 fi:0.294751. Ave ac:0.010058,0.009913 Initialization: 6.693000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.221000 Kernel 1: 0.023000 Kernel 2: 109.583000 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.005312 0.857143 fi:0.300451. Ave ac:0.011343,0.012027 Initialization: 7.117000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.904000 Kernel 1: 0.025000 Kernel 2: 110.139999 Copyback: 0.018000 Sum: 0.035000 It 13,Best ac:0.005312 0.888889 fi:0.284178. Ave ac:0.010558,0.009660 Initialization: 7.052000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.133000 Kernel 1: 0.025000 Kernel 2: 109.182999 Copyback: 0.018000 Sum: 0.031000 It 14,Best ac:0.005753 0.838710 fi:0.294078. Ave ac:0.008357,0.010006 Initialization: 7.010000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.330000 Kernel 1: 0.025000 Kernel 2: 106.643997 Copyback: 0.026000 Sum: 0.038000 It 15,Best ac:0.004869 0.880000 fi:0.269076. Ave ac:0.010434,0.010663 Initialization: 6.940000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.003000 Kernel 1: 0.024000 Kernel 2: 103.144997 Copyback: 0.018000 Sum: 0.037000 It 16,Best ac:0.005091 0.851852 fi:0.293733. Ave ac:0.011770,0.014741 Initialization: 6.769000 Memcpy Classifiers: 0.392000 Memcpy Instances: 9.041000 Kernel 1: 0.023000 Kernel 2: 104.981003 Copyback: 0.018000 Sum: 0.034000 It 17,Best ac:0.006640 0.857143 fi:0.303191. Ave ac:0.011257,0.014379 Initialization: 6.591000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.219000 Kernel 1: 0.024000 Kernel 2: 102.296997 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.009517 0.895833 fi:0.244736. Ave ac:0.010639,0.010567 Initialization: 6.889000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.077000 Kernel 1: 0.024000 Kernel 2: 106.352997 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.004649 0.875000 fi:0.297807. Ave ac:0.010121,0.008520 Initialization: 6.690000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.850000 Kernel 1: 0.026000 Kernel 2: 102.430000 Copyback: 0.018000 Sum: 0.034000 It 20,Best ac:0.006199 0.933333 fi:0.229627. Ave ac:0.009315,0.010871 Initialization: 6.899000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.385000 Kernel 1: 0.024000 Kernel 2: 101.308998 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.004649 1.000000 fi:0.154130. Ave ac:0.008885,0.008015 Initialization: 6.654000 Memcpy Classifiers: 0.711000 Memcpy Instances: 8.930000 Kernel 1: 0.025000 Kernel 2: 101.082001 Copyback: 0.018000 Sum: 0.030000 It 22,Best ac:0.005313 0.923077 fi:0.229909. Ave ac:0.009221,0.007687 Initialization: 6.690000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.994000 Kernel 1: 0.026000 Kernel 2: 99.266998 Copyback: 0.018000 Sum: 0.031000 It 23,Best ac:0.005091 0.884615 fi:0.273373. Ave ac:0.007886,0.008420 Initialization: 6.657000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.919000 Kernel 1: 0.024000 Kernel 2: 99.313004 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.005313 0.960000 fi:0.193641. Ave ac:0.009020,0.007231 Initialization: 6.913000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.124000 Kernel 1: 0.024000 Kernel 2: 96.926003 Copyback: 0.018000 Sum: 0.036000 It 25,Best ac:0.006197 0.965517 fi:0.185083. Ave ac:0.008867,0.006905 Initialization: 6.634000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.237000 Kernel 1: 0.026000 Kernel 2: 95.679001 Copyback: 0.018000 Sum: 0.034000 It 26,Best ac:0.005976 0.870968 fi:0.289608. Ave ac:0.005892,0.006664 Initialization: 7.054000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.107000 Kernel 1: 0.025000 Kernel 2: 96.750999 Copyback: 0.372000 Sum: 0.037000 It 27,Best ac:0.005313 0.888889 fi:0.264097. Ave ac:0.009621,0.010808 Initialization: 6.640000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.071000 Kernel 1: 0.024000 Kernel 2: 97.016998 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.005535 0.961538 fi:0.211446. Ave ac:0.008848,0.006531 Initialization: 6.756000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.074000 Kernel 1: 0.025000 Kernel 2: 97.098999 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.008191 0.902439 fi:0.257328. Ave ac:0.008471,0.006361 Initialization: 6.921000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.058000 Kernel 1: 0.025000 Kernel 2: 95.052002 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.005535 0.892857 fi:0.260555. Ave ac:0.006682,0.005975 MDL Theory Length Weight: 1.7979770256 (10) Initialization: 6.711000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.525000 Kernel 1: 0.024000 Kernel 2: 92.056999 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.005091 0.920000 fi:0.233703. Ave ac:0.007819,0.005390 Initialization: 6.883000 Memcpy Classifiers: 0.332000 Memcpy Instances: 9.219000 Kernel 1: 0.024000 Kernel 2: 91.581001 Copyback: 0.018000 Sum: 0.032000 It 32,Best ac:0.004205 0.950000 fi:0.272290. Ave ac:0.006826,0.005106 Initialization: 6.541000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.014000 Kernel 1: 0.025000 Kernel 2: 93.056000 Copyback: 0.018000 Sum: 0.034000 It 33,Best ac:0.007306 0.970588 fi:0.172280. Ave ac:0.009672,0.007636 Initialization: 24.163000 Memcpy Instances: 457.078003 Memcpy Classifiers: 0.068000 Kernel 1: 0.026000 Kernel 2: 483.065002 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.061000 Kernel 1: 0.017000 Kernel 2: 464.868988 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 463.808014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 481.596008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 472.920013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 472.778015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 471.285004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 479.221008 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 475.817993 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 495.446014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 486.993988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 481.377014 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 493.084991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.012000 Kernel 2: 248.880005 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005481 0.806515 fi:0.341087. Ave ac:0.007040,0.024016 Best acc 0.005481 0.806515 Initialization: 6.684000 Memcpy Classifiers: 0.540000 Memcpy Instances: 10.791000 Kernel 1: 0.024000 Kernel 2: 108.608002 Copyback: 0.017000 Sum: 0.031000 Initial population average accuracy1:0.006212 accuracy2:0.260589 Initialization: 7.047000 Memcpy Classifiers: 0.541000 Memcpy Instances: 9.227000 Kernel 1: 0.024000 Kernel 2: 114.907997 Copyback: 0.018000 Sum: 0.051000 It 0,Best ac:0.005756 0.604651 fi:0.494941. Ave ac:0.012032,0.016832 Initialization: 6.541000 Memcpy Classifiers: 0.442000 Memcpy Instances: 9.325000 Kernel 1: 0.023000 Kernel 2: 117.869003 Copyback: 0.018000 Sum: 0.035000 It 1,Best ac:0.004648 0.677419 fi:0.422577. Ave ac:0.015513,0.017168 Initialization: 7.110000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.212000 Kernel 1: 0.024000 Kernel 2: 115.497002 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.004869 0.880000 fi:0.219917. Ave ac:0.013742,0.016057 Initialization: 6.668000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.187000 Kernel 1: 0.023000 Kernel 2: 111.435997 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.005755 0.764706 fi:0.334887. Ave ac:0.014185,0.017094 Initialization: 6.942000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.196000 Kernel 1: 0.023000 Kernel 2: 113.786003 Copyback: 0.018000 Sum: 0.034000 It 4,Best ac:0.009520 0.767857 fi:0.330363. Ave ac:0.014984,0.016934 Initialization: 6.814000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.965000 Kernel 1: 0.022000 Kernel 2: 107.205002 Copyback: 0.018000 Sum: 0.033000 It 5,Best ac:0.005976 0.870968 fi:0.228544. Ave ac:0.015534,0.016307 Initialization: 6.711000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.727000 Kernel 1: 0.023000 Kernel 2: 108.693001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.007304 0.804878 fi:0.294149. Ave ac:0.012615,0.013315 Initialization: 6.578000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.083000 Kernel 1: 0.023000 Kernel 2: 105.816002 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.004649 0.807692 fi:0.292304. Ave ac:0.011441,0.013908 Initialization: 6.614000 Memcpy Classifiers: 0.411000 Memcpy Instances: 8.880000 Kernel 1: 0.025000 Kernel 2: 106.584999 Copyback: 0.018000 Sum: 0.027000 It 8,Best ac:0.005535 0.806452 fi:0.293222. Ave ac:0.012239,0.012917 Initialization: 6.760000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.873000 Kernel 1: 0.026000 Kernel 2: 105.792000 Copyback: 0.018000 Sum: 0.029000 It 9,Best ac:0.004649 0.913043 fi:0.186953. Ave ac:0.011941,0.012855 Iteration 10:MDL fitness activated Error 0.186953 TL 0.021481 MDL Theory Length Weight: 2.9011165923 (1) Initialization: 6.627000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.282000 Kernel 1: 0.024000 Kernel 2: 102.301003 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.008189 0.860465 fi:0.317217. Ave ac:0.011329,0.011137 Initialization: 7.125000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.211000 Kernel 1: 0.022000 Kernel 2: 100.138000 Copyback: 0.018000 Sum: 0.031000 It 11,Best ac:0.007083 0.820513 fi:0.354125. Ave ac:0.010438,0.010671 Initialization: 7.162000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.051000 Kernel 1: 0.023000 Kernel 2: 99.178001 Copyback: 0.018000 Sum: 0.033000 It 12,Best ac:0.009075 0.836735 fi:0.335081. Ave ac:0.013848,0.013989 Initialization: 6.608000 Memcpy Classifiers: 0.368000 Memcpy Instances: 8.925000 Kernel 1: 0.023000 Kernel 2: 96.602997 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.005091 1.000000 fi:0.184922. Ave ac:0.013931,0.018463 Initialization: 7.098000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.209000 Kernel 1: 0.024000 Kernel 2: 98.498001 Copyback: 0.018000 Sum: 0.034000 It 14,Best ac:0.010848 0.830508 fi:0.331270. Ave ac:0.012064,0.014493 Initialization: 7.108000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.180000 Kernel 1: 0.022000 Kernel 2: 94.458000 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.007968 0.878049 fi:0.299570. Ave ac:0.013384,0.015535 Initialization: 6.644000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.223000 Kernel 1: 0.022000 Kernel 2: 97.133003 Copyback: 0.018000 Sum: 0.037000 It 16,Best ac:0.004870 0.956522 fi:0.224829. Ave ac:0.012059,0.014111 Initialization: 6.625000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.204000 Kernel 1: 0.025000 Kernel 2: 93.582001 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.006640 0.937500 fi:0.216175. Ave ac:0.011490,0.013162 Initialization: 6.659000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.420000 Kernel 1: 0.025000 Kernel 2: 92.377998 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.005312 0.923077 fi:0.251856. Ave ac:0.012282,0.017022 Initialization: 6.749000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.987000 Kernel 1: 0.023000 Kernel 2: 93.396004 Copyback: 0.018000 Sum: 0.031000 It 19,Best ac:0.004869 0.880000 fi:0.287843. Ave ac:0.009514,0.009159 Initialization: 6.977000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.017000 Kernel 1: 0.022000 Kernel 2: 96.213997 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.005092 0.920000 fi:0.262101. Ave ac:0.011408,0.011372 Initialization: 6.913000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.393000 Kernel 1: 0.023000 Kernel 2: 93.766998 Copyback: 0.018000 Sum: 0.036000 It 21,Best ac:0.005313 0.923077 fi:0.251032. Ave ac:0.010991,0.012562 Initialization: 6.643000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.854000 Kernel 1: 0.026000 Kernel 2: 92.593002 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.004427 1.000000 fi:0.203827. Ave ac:0.010394,0.012794 MDL Theory Length Weight: 2.6110049331 (10) Initialization: 6.860000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.910000 Kernel 1: 0.024000 Kernel 2: 92.644997 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.011286 0.894737 fi:0.249924. Ave ac:0.010913,0.012177 Initialization: 6.743000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.866000 Kernel 1: 0.024000 Kernel 2: 90.545998 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.005756 0.928571 fi:0.233792. Ave ac:0.012036,0.013392 Initialization: 6.579000 Memcpy Classifiers: 0.302000 Memcpy Instances: 10.018000 Kernel 1: 0.025000 Kernel 2: 89.504997 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.006420 0.878788 fi:0.291247. Ave ac:0.009485,0.009736 Initialization: 7.430000 Memcpy Classifiers: 0.324000 Memcpy Instances: 8.901000 Kernel 1: 0.024000 Kernel 2: 90.053001 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.005535 0.925926 fi:0.236517. Ave ac:0.010366,0.009442 Initialization: 6.927000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.901000 Kernel 1: 0.026000 Kernel 2: 89.974998 Copyback: 0.018000 Sum: 0.032000 It 27,Best ac:0.004869 0.956522 fi:0.215333. Ave ac:0.011033,0.013760 Initialization: 7.070000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.117000 Kernel 1: 0.025000 Kernel 2: 89.874001 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.004869 0.916667 fi:0.253932. Ave ac:0.007634,0.007928 Initialization: 6.702000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.187000 Kernel 1: 0.024000 Kernel 2: 87.811996 Copyback: 0.018000 Sum: 0.033000 It 29,Best ac:0.009517 0.843137 fi:0.293394. Ave ac:0.010546,0.009640 Initialization: 7.083000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.095000 Kernel 1: 0.024000 Kernel 2: 90.302002 Copyback: 0.018000 Sum: 0.032000 It 30,Best ac:0.004428 0.952381 fi:0.250433. Ave ac:0.011406,0.012986 Initialization: 6.685000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.181000 Kernel 1: 0.024000 Kernel 2: 88.384003 Copyback: 0.018000 Sum: 0.032000 It 31,Best ac:0.006199 0.875000 fi:0.289537. Ave ac:0.010011,0.012260 Initialization: 7.054000 Memcpy Classifiers: 0.343000 Memcpy Instances: 9.121000 Kernel 1: 0.024000 Kernel 2: 86.281998 Copyback: 0.370000 Sum: 0.031000 It 32,Best ac:0.004648 0.913043 fi:0.263530. Ave ac:0.009100,0.009946 Initialization: 6.799000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.883000 Kernel 1: 0.025000 Kernel 2: 88.503998 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.006640 0.909091 fi:0.221121. Ave ac:0.012375,0.013298 Initialization: 24.580999 Memcpy Instances: 453.502014 Memcpy Classifiers: 0.052000 Kernel 1: 0.024000 Kernel 2: 450.789001 Copyback: 0.016000 Sum: 0.006000 Memcpy Classifiers: 0.052000 Kernel 1: 0.016000 Kernel 2: 441.476990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 454.523010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 456.739990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 462.359985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 443.678986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 447.695007 Copyback: 0.021000 Sum: 0.003000 Memcpy Classifiers: 0.053000 Kernel 1: 0.021000 Kernel 2: 473.688995 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.018000 Kernel 2: 444.671997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 465.898987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 445.527008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 440.705994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 457.191010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 228.169998 Copyback: 0.368000 Sum: 0.000000 It 34,Best ac:0.005490 0.785307 fi:0.345325. Ave ac:0.010900,0.039481 Best acc 0.005490 0.785307 Rule:Att PSSM_-4_4 is [<6.097836]|Att PSSM_-4_8 is [-3.163211,4.255099]|Att PSSM_-4_19 is [<5.539608]|Att PSSM_0_3 is [<-4.084264]|Att PSSM_0_12 is [-6.657949,-2.547903]|Att PSSM_1_4 is [<-1.132006]|Att PSSM_1_12 is [<0.124081]|Att PSSM_2_12 is [<-1.527637]|Att PSSM_3_7 is [<-1.521731]|1 Accuracy : 0.730244 0 1 162565 1515 61780 8778 Removed 1535 instances. 224345 Instances left. Acc of rule 0.005481-0.806515 Initialization: 6.715000 Memcpy Classifiers: 0.525000 Memcpy Instances: 8.854000 Kernel 1: 0.026000 Kernel 2: 107.536003 Copyback: 0.018000 Sum: 0.031000 Initial population average accuracy1:0.005144 accuracy2:0.257631 Initialization: 6.665000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.879000 Kernel 1: 0.022000 Kernel 2: 114.349998 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.007132 0.603774 fi:0.495282. Ave ac:0.010725,0.014174 Initialization: 6.842000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.995000 Kernel 1: 0.021000 Kernel 2: 117.245003 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.004903 0.814815 fi:0.285066. Ave ac:0.012701,0.015861 Initialization: 6.640000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.012000 Kernel 1: 0.022000 Kernel 2: 113.387001 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.008469 0.760000 fi:0.338564. Ave ac:0.013460,0.016262 Initialization: 6.620000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.908000 Kernel 1: 0.026000 Kernel 2: 112.336998 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.006240 0.717949 fi:0.381438. Ave ac:0.012224,0.014194 Initialization: 7.065000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.044000 Kernel 1: 0.022000 Kernel 2: 108.337997 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.005349 0.857143 fi:0.242572. Ave ac:0.013186,0.015170 Initialization: 6.622000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.252000 Kernel 1: 0.021000 Kernel 2: 101.176003 Copyback: 0.018000 Sum: 0.036000 It 5,Best ac:0.006686 0.789474 fi:0.309749. Ave ac:0.011819,0.013572 Initialization: 7.094000 Memcpy Classifiers: 0.439000 Memcpy Instances: 9.129000 Kernel 1: 0.021000 Kernel 2: 101.459000 Copyback: 0.018000 Sum: 0.032000 It 6,Best ac:0.005348 0.774194 fi:0.325523. Ave ac:0.012512,0.014621 Initialization: 7.009000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.055000 Kernel 1: 0.022000 Kernel 2: 99.279999 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.005795 0.764706 fi:0.334846. Ave ac:0.014265,0.014599 Initialization: 6.998000 Memcpy Classifiers: 0.382000 Memcpy Instances: 10.455000 Kernel 1: 0.023000 Kernel 2: 94.776001 Copyback: 0.018000 Sum: 0.033000 It 8,Best ac:0.010029 0.789474 fi:0.308515. Ave ac:0.013282,0.012572 Initialization: 6.633000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.239000 Kernel 1: 0.022000 Kernel 2: 94.542999 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.008246 0.880952 fi:0.217694. Ave ac:0.014706,0.020200 Iteration 10:MDL fitness activated Error 0.217694 TL 0.025051 MDL Theory Length Weight: 2.8967290109 (1) Initialization: 7.205000 Memcpy Classifiers: 0.401000 Memcpy Instances: 8.858000 Kernel 1: 0.024000 Kernel 2: 91.617996 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.005350 0.888889 fi:0.282516. Ave ac:0.012114,0.012838 Initialization: 6.700000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.247000 Kernel 1: 0.022000 Kernel 2: 90.891998 Copyback: 0.018000 Sum: 0.031000 It 11,Best ac:0.005572 0.925926 fi:0.244334. Ave ac:0.010439,0.010565 Initialization: 6.570000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.051000 Kernel 1: 0.024000 Kernel 2: 87.762001 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.004680 0.875000 fi:0.310084. Ave ac:0.010744,0.009843 Initialization: 6.664000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.058000 Kernel 1: 0.023000 Kernel 2: 87.943001 Copyback: 0.018000 Sum: 0.032000 It 13,Best ac:0.005796 0.896552 fi:0.274881. Ave ac:0.010778,0.008694 Initialization: 7.046000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.940000 Kernel 1: 0.024000 Kernel 2: 84.785004 Copyback: 0.018000 Sum: 0.035000 It 14,Best ac:0.005127 0.884615 fi:0.285808. Ave ac:0.011888,0.010519 Initialization: 6.627000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.102000 Kernel 1: 0.024000 Kernel 2: 84.441002 Copyback: 0.018000 Sum: 0.032000 It 15,Best ac:0.011812 0.841270 fi:0.311163. Ave ac:0.010480,0.010186 Initialization: 6.876000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.874000 Kernel 1: 0.022000 Kernel 2: 84.242996 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.006242 0.903226 fi:0.258256. Ave ac:0.012160,0.010914 Initialization: 6.680000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.429000 Kernel 1: 0.023000 Kernel 2: 83.675003 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.005795 0.896552 fi:0.291892. Ave ac:0.011142,0.009523 Initialization: 6.831000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.856000 Kernel 1: 0.022000 Kernel 2: 82.413002 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.006016 0.870968 fi:0.286536. Ave ac:0.013076,0.013853 Initialization: 6.930000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.919000 Kernel 1: 0.024000 Kernel 2: 84.662003 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.004680 0.913043 fi:0.227383. Ave ac:0.013660,0.013466 Initialization: 7.119000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.098000 Kernel 1: 0.023000 Kernel 2: 81.375000 Copyback: 0.018000 Sum: 0.040000 It 20,Best ac:0.005570 0.862069 fi:0.315773. Ave ac:0.010499,0.010909 Initialization: 6.603000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.289000 Kernel 1: 0.024000 Kernel 2: 83.372002 Copyback: 0.018000 Sum: 0.030000 It 21,Best ac:0.017161 0.810526 fi:0.332765. Ave ac:0.013733,0.014156 Initialization: 6.536000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.236000 Kernel 1: 0.025000 Kernel 2: 82.434998 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.008915 0.816327 fi:0.337624. Ave ac:0.012007,0.009464 Initialization: 6.585000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.853000 Kernel 1: 0.024000 Kernel 2: 83.414001 Copyback: 0.018000 Sum: 0.027000 It 23,Best ac:0.004680 0.840000 fi:0.333040. Ave ac:0.010333,0.009496 Initialization: 6.610000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.915000 Kernel 1: 0.024000 Kernel 2: 82.575996 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.006240 0.875000 fi:0.297130. Ave ac:0.009861,0.008336 Initialization: 6.642000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.284000 Kernel 1: 0.024000 Kernel 2: 80.697998 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.005793 0.838710 fi:0.305824. Ave ac:0.010283,0.008963 Initialization: 6.947000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.892000 Kernel 1: 0.023000 Kernel 2: 81.443001 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.005349 0.923077 fi:0.249716. Ave ac:0.012237,0.010942 Initialization: 6.863000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.332000 Kernel 1: 0.024000 Kernel 2: 82.834999 Copyback: 0.018000 Sum: 0.030000 It 27,Best ac:0.006463 0.878788 fi:0.293338. Ave ac:0.010847,0.010256 Initialization: 6.734000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.342000 Kernel 1: 0.024000 Kernel 2: 82.174004 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.004904 0.956522 fi:0.223767. Ave ac:0.011398,0.011389 Initialization: 6.732000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.851000 Kernel 1: 0.024000 Kernel 2: 81.167000 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.004902 0.880000 fi:0.291763. Ave ac:0.010694,0.010459 Initialization: 6.896000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.103000 Kernel 1: 0.023000 Kernel 2: 82.191002 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.007356 0.868421 fi:0.315419. Ave ac:0.010353,0.008980 Initialization: 6.646000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.255000 Kernel 1: 0.022000 Kernel 2: 81.585999 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.005350 0.923077 fi:0.234048. Ave ac:0.009734,0.007387 Initialization: 6.752000 Memcpy Classifiers: 0.306000 Memcpy Instances: 8.856000 Kernel 1: 0.025000 Kernel 2: 80.646004 Copyback: 0.018000 Sum: 0.030000 It 32,Best ac:0.005350 0.960000 fi:0.211597. Ave ac:0.010393,0.012254 Initialization: 6.748000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.328000 Kernel 1: 0.023000 Kernel 2: 82.000000 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.006909 0.885714 fi:0.261926. Ave ac:0.008566,0.008517 Initialization: 24.492001 Memcpy Instances: 454.914001 Memcpy Classifiers: 0.063000 Kernel 1: 0.026000 Kernel 2: 433.915985 Copyback: 0.368000 Sum: 0.011000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 445.759003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.016000 Kernel 2: 436.622009 Copyback: 0.023000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.023000 Kernel 2: 440.408997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 452.093994 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 441.119995 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.020000 Kernel 2: 441.410004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 450.936005 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 448.101013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 449.966003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.013000 Kernel 2: 457.252991 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.015000 Kernel 2: 446.523987 Copyback: 0.018000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.017000 Kernel 2: 450.488007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.044000 Kernel 1: 0.014000 Kernel 2: 154.968002 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004917 0.759119 fi:0.413499. Ave ac:0.009124,0.031785 Best acc 0.004917 0.759119 Initialization: 6.635000 Memcpy Classifiers: 0.573000 Memcpy Instances: 9.036000 Kernel 1: 0.025000 Kernel 2: 111.738998 Copyback: 0.018000 Sum: 0.032000 Initial population average accuracy1:0.006188 accuracy2:0.259353 Initialization: 6.642000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.896000 Kernel 1: 0.024000 Kernel 2: 118.047997 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.006686 0.566038 fi:0.533185. Ave ac:0.011241,0.015268 Initialization: 6.611000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.374000 Kernel 1: 0.026000 Kernel 2: 117.917000 Copyback: 0.370000 Sum: 0.033000 It 1,Best ac:0.007356 0.673469 fi:0.425504. Ave ac:0.014339,0.017596 Initialization: 6.900000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.116000 Kernel 1: 0.026000 Kernel 2: 117.396004 Copyback: 0.018000 Sum: 0.032000 It 2,Best ac:0.006907 0.756098 fi:0.343043. Ave ac:0.014994,0.017279 Initialization: 6.982000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.641000 Kernel 1: 0.022000 Kernel 2: 113.206001 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.007355 0.634615 fi:0.464358. Ave ac:0.013813,0.015810 Initialization: 6.905000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.850000 Kernel 1: 0.025000 Kernel 2: 109.040001 Copyback: 0.017000 Sum: 0.035000 It 4,Best ac:0.010472 0.746032 fi:0.351792. Ave ac:0.013316,0.014581 Initialization: 6.967000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.967000 Kernel 1: 0.022000 Kernel 2: 109.288002 Copyback: 0.022000 Sum: 0.036000 It 5,Best ac:0.012260 0.785714 fi:0.311448. Ave ac:0.013652,0.014503 Initialization: 6.606000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.843000 Kernel 1: 0.024000 Kernel 2: 106.647003 Copyback: 0.018000 Sum: 0.037000 It 6,Best ac:0.008692 0.795918 fi:0.302564. Ave ac:0.012613,0.013027 Initialization: 6.703000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.187000 Kernel 1: 0.022000 Kernel 2: 108.329002 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.004681 0.840000 fi:0.259962. Ave ac:0.010600,0.010469 Initialization: 6.678000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.952000 Kernel 1: 0.022000 Kernel 2: 103.786003 Copyback: 0.018000 Sum: 0.032000 It 8,Best ac:0.007577 0.971429 fi:0.127463. Ave ac:0.011599,0.010992 Initialization: 7.035000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.965000 Kernel 1: 0.022000 Kernel 2: 101.323997 Copyback: 0.017000 Sum: 0.037000 It 9,Best ac:0.004681 0.913043 fi:0.186918. Ave ac:0.011371,0.015208 Iteration 10:MDL fitness activated Error 0.186918 TL 0.027460 MDL Theory Length Weight: 2.2689467159 (2) Initialization: 6.618000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.946000 Kernel 1: 0.025000 Kernel 2: 104.279999 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.005349 0.888889 fi:0.273133. Ave ac:0.010300,0.012362 Initialization: 6.682000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.882000 Kernel 1: 0.023000 Kernel 2: 101.583000 Copyback: 0.018000 Sum: 0.029000 It 11,Best ac:0.005796 0.896552 fi:0.269336. Ave ac:0.010379,0.008078 Initialization: 6.903000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.918000 Kernel 1: 0.024000 Kernel 2: 99.153000 Copyback: 0.018000 Sum: 0.029000 It 12,Best ac:0.007355 0.785714 fi:0.377380. Ave ac:0.008606,0.006542 Initialization: 6.786000 Memcpy Classifiers: 0.378000 Memcpy Instances: 9.359000 Kernel 1: 0.025000 Kernel 2: 96.819000 Copyback: 0.018000 Sum: 0.030000 It 13,Best ac:0.006463 0.828571 fi:0.345201. Ave ac:0.008427,0.006322 Initialization: 7.311000 Memcpy Classifiers: 0.344000 Memcpy Instances: 9.213000 Kernel 1: 0.022000 Kernel 2: 96.239998 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.005126 0.958333 fi:0.208367. Ave ac:0.009514,0.006781 Initialization: 6.565000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.201000 Kernel 1: 0.023000 Kernel 2: 97.202003 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.004680 0.913043 fi:0.254192. Ave ac:0.008916,0.007094 Initialization: 6.799000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.362000 Kernel 1: 0.022000 Kernel 2: 94.686996 Copyback: 0.018000 Sum: 0.037000 It 16,Best ac:0.005793 0.838710 fi:0.312804. Ave ac:0.009436,0.008948 Initialization: 6.812000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.867000 Kernel 1: 0.025000 Kernel 2: 93.264000 Copyback: 0.017000 Sum: 0.037000 It 17,Best ac:0.006462 0.852941 fi:0.300985. Ave ac:0.009292,0.009889 Initialization: 6.511000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.350000 Kernel 1: 0.023000 Kernel 2: 94.219002 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.004458 0.909091 fi:0.274536. Ave ac:0.008858,0.008131 Initialization: 6.579000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.298000 Kernel 1: 0.024000 Kernel 2: 93.681000 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.004902 0.916667 fi:0.250487. Ave ac:0.009890,0.010028 Initialization: 7.088000 Memcpy Classifiers: 0.324000 Memcpy Instances: 9.048000 Kernel 1: 0.023000 Kernel 2: 93.601997 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.007802 0.813953 fi:0.341721. Ave ac:0.007642,0.006124 Initialization: 7.021000 Memcpy Classifiers: 0.329000 Memcpy Instances: 8.851000 Kernel 1: 0.023000 Kernel 2: 94.724998 Copyback: 0.017000 Sum: 0.036000 It 21,Best ac:0.006909 0.885714 fi:0.272849. Ave ac:0.008066,0.008235 Initialization: 6.613000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.059000 Kernel 1: 0.024000 Kernel 2: 93.796997 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.006907 0.911765 fi:0.242761. Ave ac:0.010265,0.007297 Initialization: 6.973000 Memcpy Classifiers: 0.344000 Memcpy Instances: 9.888000 Kernel 1: 0.025000 Kernel 2: 94.830002 Copyback: 0.019000 Sum: 0.034000 It 23,Best ac:0.005572 0.862069 fi:0.285582. Ave ac:0.008289,0.007174 MDL Theory Length Weight: 2.0420520443 (10) Initialization: 7.050000 Memcpy Classifiers: 0.324000 Memcpy Instances: 9.131000 Kernel 1: 0.024000 Kernel 2: 92.817001 Copyback: 0.018000 Sum: 0.032000 It 24,Best ac:0.005572 0.862069 fi:0.292069. Ave ac:0.009219,0.005982 Initialization: 6.844000 Memcpy Classifiers: 0.324000 Memcpy Instances: 8.949000 Kernel 1: 0.024000 Kernel 2: 92.900002 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.006017 0.870968 fi:0.268571. Ave ac:0.008638,0.007752 Initialization: 6.696000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.911000 Kernel 1: 0.026000 Kernel 2: 91.678001 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.008469 0.844444 fi:0.285950. Ave ac:0.008421,0.007751 Initialization: 6.929000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.036000 Kernel 1: 0.023000 Kernel 2: 91.977997 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.004012 0.947368 fi:0.300632. Ave ac:0.008694,0.008741 Initialization: 6.796000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.957000 Kernel 1: 0.022000 Kernel 2: 91.198997 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.004681 0.840000 fi:0.298850. Ave ac:0.009278,0.008058 Initialization: 6.780000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.369000 Kernel 1: 0.025000 Kernel 2: 91.325996 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.007800 0.945946 fi:0.196377. Ave ac:0.010208,0.007691 Initialization: 6.600000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.057000 Kernel 1: 0.025000 Kernel 2: 88.664001 Copyback: 0.018000 Sum: 0.032000 It 30,Best ac:0.004680 0.875000 fi:0.266744. Ave ac:0.008473,0.012022 Initialization: 6.910000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.144000 Kernel 1: 0.023000 Kernel 2: 88.680000 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.005350 0.857143 fi:0.289338. Ave ac:0.008415,0.007589 Initialization: 7.147000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.167000 Kernel 1: 0.024000 Kernel 2: 90.263000 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.004679 0.913043 fi:0.237519. Ave ac:0.009808,0.010795 Initialization: 6.660000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.841000 Kernel 1: 0.026000 Kernel 2: 92.605003 Copyback: 0.018000 Sum: 0.033000 It 33,Best ac:0.006242 0.875000 fi:0.266063. Ave ac:0.007476,0.006750 Initialization: 23.993000 Memcpy Instances: 459.686005 Memcpy Classifiers: 0.063000 Kernel 1: 0.025000 Kernel 2: 493.621002 Copyback: 0.015000 Sum: 0.009000 Memcpy Classifiers: 0.056000 Kernel 1: 0.016000 Kernel 2: 479.919006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 481.553009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 476.684998 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 474.247009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 486.359985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 480.734009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 484.466003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 480.790985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 483.001007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 485.967010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 465.377014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 496.329010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 151.412003 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005416 0.751856 fi:0.387903. Ave ac:0.009964,0.035550 Best acc 0.005416 0.751856 Rule:Att PSSM_-1_18 is [-2.229030,4.044566]|Att PSSM_0_6 is [<-3.910733]|Att PSSM_0_19 is [>-6.172197]|Att PSSM_1_3 is [-5.378763,-0.621237]|Att PSSM_2_4 is [<6.745977]|Att PSSM_2_15 is [-6.063287,-1.936713]|Att PSSM_3_15 is [<-0.092006]|Att PSSM_4_6 is [<-1.684644]|Att PSSM_4_15 is [<5.733858]|1 Accuracy : 0.733453 0 1 162215 1865 60677 9881 Removed 1453 instances. 222892 Instances left. Acc of rule 0.004917-0.759119 Initialization: 6.630000 Memcpy Classifiers: 0.541000 Memcpy Instances: 10.166000 Kernel 1: 0.026000 Kernel 2: 107.750000 Copyback: 0.018000 Sum: 0.032000 Initial population average accuracy1:0.006580 accuracy2:0.279328 Initialization: 6.618000 Memcpy Classifiers: 0.869000 Memcpy Instances: 8.938000 Kernel 1: 0.023000 Kernel 2: 113.911003 Copyback: 0.019000 Sum: 0.058000 It 0,Best ac:0.007402 0.559322 fi:0.539602. Ave ac:0.011593,0.016482 Initialization: 6.786000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.394000 Kernel 1: 0.022000 Kernel 2: 115.253998 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.006505 0.659091 fi:0.440171. Ave ac:0.013683,0.017835 Initialization: 6.834000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.051000 Kernel 1: 0.026000 Kernel 2: 112.601997 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.009421 0.636364 fi:0.461806. Ave ac:0.014322,0.017059 Initialization: 6.534000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.081000 Kernel 1: 0.024000 Kernel 2: 113.473000 Copyback: 0.020000 Sum: 0.032000 It 3,Best ac:0.007176 0.727273 fi:0.371738. Ave ac:0.015422,0.017581 Initialization: 6.766000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.849000 Kernel 1: 0.024000 Kernel 2: 111.084000 Copyback: 0.018000 Sum: 0.028000 It 4,Best ac:0.004487 0.714286 fi:0.393253. Ave ac:0.013616,0.014877 Initialization: 6.858000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.180000 Kernel 1: 0.023000 Kernel 2: 108.824997 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.004487 0.714286 fi:0.393253. Ave ac:0.016427,0.019910 Initialization: 6.683000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.920000 Kernel 1: 0.022000 Kernel 2: 109.807999 Copyback: 0.370000 Sum: 0.032000 It 6,Best ac:0.004486 0.909091 fi:0.198447. Ave ac:0.015286,0.016197 Initialization: 6.958000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.996000 Kernel 1: 0.023000 Kernel 2: 112.942001 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.005159 0.793103 fi:0.306661. Ave ac:0.013499,0.014988 Initialization: 7.000000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.202000 Kernel 1: 0.024000 Kernel 2: 119.165001 Copyback: 0.020000 Sum: 0.028000 It 8,Best ac:0.005832 0.838710 fi:0.260801. Ave ac:0.012367,0.011801 Initialization: 6.678000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.898000 Kernel 1: 0.025000 Kernel 2: 120.098999 Copyback: 0.018000 Sum: 0.029000 It 9,Best ac:0.005384 0.888889 fi:0.210792. Ave ac:0.011364,0.008900 Iteration 10:MDL fitness activated Error 0.210792 TL 0.036971 MDL Theory Length Weight: 1.9005223698 (4) Initialization: 6.601000 Memcpy Classifiers: 0.695000 Memcpy Instances: 8.938000 Kernel 1: 0.025000 Kernel 2: 120.410004 Copyback: 0.018000 Sum: 0.030000 It 10,Best ac:0.004711 0.913043 fi:0.225173. Ave ac:0.010504,0.009403 Initialization: 6.709000 Memcpy Classifiers: 0.769000 Memcpy Instances: 8.958000 Kernel 1: 0.024000 Kernel 2: 116.783997 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.007402 0.868421 fi:0.293838. Ave ac:0.009295,0.008938 Initialization: 6.553000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.293000 Kernel 1: 0.022000 Kernel 2: 117.370003 Copyback: 0.018000 Sum: 0.033000 It 12,Best ac:0.008748 0.847826 fi:0.309987. Ave ac:0.010511,0.008605 Initialization: 6.547000 Memcpy Classifiers: 0.438000 Memcpy Instances: 9.119000 Kernel 1: 0.024000 Kernel 2: 119.328003 Copyback: 0.018000 Sum: 0.030000 It 13,Best ac:0.005384 0.888889 fi:0.266998. Ave ac:0.008857,0.006934 Initialization: 6.923000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.079000 Kernel 1: 0.023000 Kernel 2: 118.200996 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.006281 0.933333 fi:0.236062. Ave ac:0.009185,0.008737 Initialization: 7.548000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.850000 Kernel 1: 0.026000 Kernel 2: 114.862999 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.005159 0.821429 fi:0.320550. Ave ac:0.009192,0.007512 Initialization: 6.598000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.085000 Kernel 1: 0.025000 Kernel 2: 117.922997 Copyback: 0.017000 Sum: 0.029000 It 16,Best ac:0.006505 0.906250 fi:0.255053. Ave ac:0.010489,0.009317 Initialization: 6.575000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.116000 Kernel 1: 0.026000 Kernel 2: 123.387001 Copyback: 0.018000 Sum: 0.027000 It 17,Best ac:0.005609 0.925926 fi:0.240970. Ave ac:0.009009,0.006359 Initialization: 6.547000 Memcpy Classifiers: 0.380000 Memcpy Instances: 10.074000 Kernel 1: 0.029000 Kernel 2: 121.400002 Copyback: 0.018000 Sum: 0.030000 It 18,Best ac:0.006728 0.833333 fi:0.322093. Ave ac:0.008132,0.006290 Initialization: 6.913000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.899000 Kernel 1: 0.024000 Kernel 2: 118.609001 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.005158 0.884615 fi:0.277271. Ave ac:0.008521,0.006602 MDL Theory Length Weight: 1.7104701328 (14) Initialization: 7.495000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.552000 Kernel 1: 0.026000 Kernel 2: 120.468002 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.007180 0.864865 fi:0.286984. Ave ac:0.008179,0.006699 Initialization: 7.033000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.043000 Kernel 1: 0.023000 Kernel 2: 120.675003 Copyback: 0.018000 Sum: 0.029000 It 21,Best ac:0.008524 0.883721 fi:0.252687. Ave ac:0.008283,0.005169 Initialization: 7.427000 Memcpy Classifiers: 0.420000 Memcpy Instances: 9.019000 Kernel 1: 0.023000 Kernel 2: 118.297997 Copyback: 0.018000 Sum: 0.032000 It 22,Best ac:0.006729 0.857143 fi:0.283761. Ave ac:0.009291,0.011336 Initialization: 7.116000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.087000 Kernel 1: 0.024000 Kernel 2: 116.085999 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.007402 0.916667 fi:0.234203. Ave ac:0.009176,0.007461 Initialization: 7.260000 Memcpy Classifiers: 0.383000 Memcpy Instances: 9.828000 Kernel 1: 0.026000 Kernel 2: 118.771004 Copyback: 0.018000 Sum: 0.031000 It 24,Best ac:0.008300 0.840909 fi:0.298602. Ave ac:0.008650,0.008588 Initialization: 6.953000 Memcpy Classifiers: 0.412000 Memcpy Instances: 8.907000 Kernel 1: 0.025000 Kernel 2: 116.004997 Copyback: 0.018000 Sum: 0.030000 It 25,Best ac:0.005385 0.888889 fi:0.251792. Ave ac:0.008556,0.007032 Initialization: 6.996000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.966000 Kernel 1: 0.024000 Kernel 2: 113.584000 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.004935 0.880000 fi:0.257841. Ave ac:0.008042,0.005725 Initialization: 7.050000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.950000 Kernel 1: 0.024000 Kernel 2: 113.077003 Copyback: 0.018000 Sum: 0.031000 It 27,Best ac:0.004711 0.875000 fi:0.278876. Ave ac:0.007720,0.005754 Initialization: 6.768000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.030000 Kernel 1: 0.024000 Kernel 2: 113.478996 Copyback: 0.018000 Sum: 0.036000 It 28,Best ac:0.005609 0.925926 fi:0.218468. Ave ac:0.009737,0.007556 Initialization: 6.644000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.035000 Kernel 1: 0.024000 Kernel 2: 110.627998 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.004262 1.000000 fi:0.188954. Ave ac:0.009689,0.006924 Initialization: 6.884000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.966000 Kernel 1: 0.023000 Kernel 2: 111.416000 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.005609 0.862069 fi:0.272732. Ave ac:0.008368,0.006097 Initialization: 6.547000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.085000 Kernel 1: 0.026000 Kernel 2: 109.001999 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.004935 0.846154 fi:0.293621. Ave ac:0.006566,0.005385 Initialization: 6.858000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.929000 Kernel 1: 0.024000 Kernel 2: 107.736000 Copyback: 0.018000 Sum: 0.034000 It 32,Best ac:0.004485 0.952381 fi:0.206266. Ave ac:0.010806,0.008938 Initialization: 6.634000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.212000 Kernel 1: 0.024000 Kernel 2: 109.874001 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.006058 0.964286 fi:0.185637. Ave ac:0.008232,0.006013 Initialization: 24.136000 Memcpy Instances: 449.291992 Memcpy Classifiers: 0.068000 Kernel 1: 0.024000 Kernel 2: 548.635010 Copyback: 0.016000 Sum: 0.012000 Memcpy Classifiers: 0.060000 Kernel 1: 0.016000 Kernel 2: 539.539001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 518.205994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 538.059998 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 523.835022 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 534.195007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 556.942017 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.012000 Kernel 2: 524.192993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 525.666016 Copyback: 0.022000 Sum: 0.006000 Memcpy Classifiers: 0.068000 Kernel 1: 0.023000 Kernel 2: 539.851990 Copyback: 0.019000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.016000 Kernel 2: 543.994019 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 526.260986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 453.359985 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004504 0.768760 fi:0.386103. Ave ac:0.007914,0.026944 Best acc 0.004504 0.768760 Initialization: 6.747000 Memcpy Classifiers: 0.543000 Memcpy Instances: 8.914000 Kernel 1: 0.025000 Kernel 2: 108.115997 Copyback: 0.017000 Sum: 0.038000 Initial population average accuracy1:0.005781 accuracy2:0.255686 Initialization: 6.653000 Memcpy Classifiers: 0.525000 Memcpy Instances: 9.336000 Kernel 1: 0.025000 Kernel 2: 114.992996 Copyback: 0.018000 Sum: 0.059000 It 0,Best ac:0.004711 0.567568 fi:0.532364. Ave ac:0.012261,0.018109 Initialization: 6.784000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.861000 Kernel 1: 0.023000 Kernel 2: 119.863998 Copyback: 0.018000 Sum: 0.032000 It 1,Best ac:0.025802 0.635359 fi:0.457878. Ave ac:0.015914,0.019858 Initialization: 6.631000 Memcpy Classifiers: 0.431000 Memcpy Instances: 9.009000 Kernel 1: 0.024000 Kernel 2: 114.573997 Copyback: 0.018000 Sum: 0.032000 It 2,Best ac:0.006952 0.620000 fi:0.479094. Ave ac:0.015408,0.017096 Initialization: 6.535000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.107000 Kernel 1: 0.024000 Kernel 2: 115.036003 Copyback: 0.372000 Sum: 0.031000 It 3,Best ac:0.006058 0.692308 fi:0.407120. Ave ac:0.015635,0.017692 Initialization: 7.020000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.099000 Kernel 1: 0.023000 Kernel 2: 112.041000 Copyback: 0.018000 Sum: 0.033000 It 4,Best ac:0.004262 0.760000 fi:0.392161. Ave ac:0.015373,0.015472 Initialization: 7.097000 Memcpy Classifiers: 0.491000 Memcpy Instances: 9.113000 Kernel 1: 0.023000 Kernel 2: 107.417999 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.005384 0.750000 fi:0.349680. Ave ac:0.016485,0.016976 Initialization: 6.565000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.721000 Kernel 1: 0.023000 Kernel 2: 100.018997 Copyback: 0.018000 Sum: 0.034000 It 6,Best ac:0.004710 0.724138 fi:0.375794. Ave ac:0.017031,0.021160 Initialization: 6.568000 Memcpy Classifiers: 0.760000 Memcpy Instances: 8.942000 Kernel 1: 0.024000 Kernel 2: 98.582001 Copyback: 0.018000 Sum: 0.032000 It 7,Best ac:0.004487 0.833333 fi:0.274205. Ave ac:0.015228,0.017845 Initialization: 6.497000 Memcpy Classifiers: 0.429000 Memcpy Instances: 9.445000 Kernel 1: 0.022000 Kernel 2: 99.586998 Copyback: 0.018000 Sum: 0.033000 It 8,Best ac:0.005832 0.742857 fi:0.356656. Ave ac:0.014010,0.014650 Initialization: 6.601000 Memcpy Classifiers: 0.398000 Memcpy Instances: 9.986000 Kernel 1: 0.022000 Kernel 2: 99.914001 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.007853 0.795455 fi:0.303302. Ave ac:0.014729,0.017716 Iteration 10:MDL fitness activated Error 0.303302 TL 0.038227 MDL Theory Length Weight: 2.6447546544 (3) Initialization: 6.535000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.261000 Kernel 1: 0.021000 Kernel 2: 100.563004 Copyback: 0.018000 Sum: 0.034000 It 10,Best ac:0.004710 0.807692 fi:0.370350. Ave ac:0.013118,0.014919 Initialization: 6.580000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.280000 Kernel 1: 0.025000 Kernel 2: 100.045998 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.005159 0.884615 fi:0.284127. Ave ac:0.016122,0.019921 Initialization: 6.956000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.617000 Kernel 1: 0.023000 Kernel 2: 99.250999 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.004485 0.952381 fi:0.220334. Ave ac:0.011808,0.011798 Initialization: 7.126000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.910000 Kernel 1: 0.025000 Kernel 2: 97.996002 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.005159 0.884615 fi:0.279589. Ave ac:0.011899,0.014751 Initialization: 6.708000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.055000 Kernel 1: 0.024000 Kernel 2: 97.803001 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.004936 0.916667 fi:0.236502. Ave ac:0.010265,0.014904 Initialization: 7.041000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.873000 Kernel 1: 0.022000 Kernel 2: 98.432999 Copyback: 0.018000 Sum: 0.036000 It 15,Best ac:0.010770 0.888889 fi:0.277356. Ave ac:0.011953,0.013844 Initialization: 6.562000 Memcpy Classifiers: 0.352000 Memcpy Instances: 10.166000 Kernel 1: 0.025000 Kernel 2: 97.476997 Copyback: 0.018000 Sum: 0.033000 It 16,Best ac:0.004936 0.916667 fi:0.254014. Ave ac:0.011242,0.012391 Initialization: 6.955000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.886000 Kernel 1: 0.022000 Kernel 2: 94.845001 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.008524 0.904762 fi:0.250943. Ave ac:0.010648,0.011769 Initialization: 7.290000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.912000 Kernel 1: 0.023000 Kernel 2: 93.765999 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.004711 0.840000 fi:0.306857. Ave ac:0.011447,0.011833 Initialization: 6.973000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.673000 Kernel 1: 0.021000 Kernel 2: 93.823997 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.005607 0.961538 fi:0.198947. Ave ac:0.011188,0.009905 Initialization: 6.973000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.450000 Kernel 1: 0.024000 Kernel 2: 90.278000 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.004486 1.000000 fi:0.173064. Ave ac:0.010723,0.012038 Initialization: 6.742000 Memcpy Classifiers: 0.304000 Memcpy Instances: 11.554000 Kernel 1: 0.024000 Kernel 2: 89.580002 Copyback: 0.018000 Sum: 0.033000 It 21,Best ac:0.004711 0.913043 fi:0.246199. Ave ac:0.012104,0.016519 Initialization: 7.397000 Memcpy Classifiers: 0.306000 Memcpy Instances: 9.393000 Kernel 1: 0.022000 Kernel 2: 91.445000 Copyback: 0.017000 Sum: 0.251000 It 22,Best ac:0.006729 0.909091 fi:0.258999. Ave ac:0.009278,0.009175 Initialization: 7.944000 Memcpy Classifiers: 0.325000 Memcpy Instances: 9.129000 Kernel 1: 0.022000 Kernel 2: 91.029999 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.004936 0.916667 fi:0.239058. Ave ac:0.010004,0.010490 Initialization: 6.942000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.025000 Kernel 1: 0.022000 Kernel 2: 91.434998 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.005607 0.925926 fi:0.225785. Ave ac:0.010080,0.011142 Initialization: 6.984000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.983000 Kernel 1: 0.022000 Kernel 2: 90.038002 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.005159 1.000000 fi:0.167145. Ave ac:0.009947,0.009962 Initialization: 7.040000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.847000 Kernel 1: 0.024000 Kernel 2: 89.264999 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.006057 0.843750 fi:0.299226. Ave ac:0.008922,0.010192 Initialization: 6.735000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.237000 Kernel 1: 0.023000 Kernel 2: 90.165001 Copyback: 0.017000 Sum: 0.036000 It 27,Best ac:0.004936 0.814815 fi:0.332942. Ave ac:0.009344,0.008981 Initialization: 7.319000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.843000 Kernel 1: 0.023000 Kernel 2: 89.382004 Copyback: 0.018000 Sum: 0.028000 It 28,Best ac:0.006505 0.966667 fi:0.201377. Ave ac:0.010629,0.009827 Initialization: 6.730000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.837000 Kernel 1: 0.023000 Kernel 2: 89.147003 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.005832 0.866667 fi:0.288725. Ave ac:0.009781,0.008519 Initialization: 6.666000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.988000 Kernel 1: 0.023000 Kernel 2: 88.445000 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.004711 0.913043 fi:0.251678. Ave ac:0.009904,0.009070 Initialization: 6.541000 Memcpy Classifiers: 0.668000 Memcpy Instances: 8.907000 Kernel 1: 0.023000 Kernel 2: 88.480003 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.004262 1.000000 fi:0.209270. Ave ac:0.010491,0.009970 Initialization: 7.632000 Memcpy Classifiers: 0.268000 Memcpy Instances: 8.874000 Kernel 1: 0.023000 Kernel 2: 86.096001 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.005160 0.920000 fi:0.226011. Ave ac:0.008834,0.008584 Initialization: 6.782000 Memcpy Classifiers: 0.277000 Memcpy Instances: 8.844000 Kernel 1: 0.023000 Kernel 2: 86.380997 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.005384 0.857143 fi:0.288786. Ave ac:0.008544,0.010903 Initialization: 25.073000 Memcpy Instances: 449.584015 Memcpy Classifiers: 0.052000 Kernel 1: 0.023000 Kernel 2: 460.584991 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 464.406006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 470.540009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 458.533997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 471.742004 Copyback: 0.370000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 454.541992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 453.888000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 460.868988 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 462.307007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 462.846008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 459.536987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 465.372986 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 409.580994 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005047 0.798439 fi:0.347615. Ave ac:0.009898,0.034412 Best acc 0.005047 0.798439 Rule:Att PSSM_-3_6 is [<-0.623888]|Att PSSM_-2_12 is [-6.652101,-1.347899]|Att PSSM_-2_19 is [<9.229512]|Att PSSM_-1_12 is [<-2.260058]|Att PSSM_0_2 is [<-4.431364]|Att PSSM_0_11 is [-2.591698,6.625447]|1 Accuracy : 0.737037 0 1 161931 2149 59552 11006 Removed 1409 instances. 221483 Instances left. Acc of rule 0.005047-0.798439 Initialization: 6.554000 Memcpy Classifiers: 0.540000 Memcpy Instances: 9.024000 Kernel 1: 0.025000 Kernel 2: 109.010002 Copyback: 0.018000 Sum: 0.051000 Initial population average accuracy1:0.005964 accuracy2:0.271064 Initialization: 6.682000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.492000 Kernel 1: 0.022000 Kernel 2: 114.921997 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.013544 0.652174 fi:0.444394. Ave ac:0.011921,0.017979 Initialization: 6.934000 Memcpy Classifiers: 0.416000 Memcpy Instances: 10.248000 Kernel 1: 0.023000 Kernel 2: 113.250999 Copyback: 0.018000 Sum: 0.031000 It 1,Best ac:0.005192 0.657143 fi:0.442584. Ave ac:0.016136,0.022521 Initialization: 6.913000 Memcpy Classifiers: 0.419000 Memcpy Instances: 9.309000 Kernel 1: 0.023000 Kernel 2: 112.615997 Copyback: 0.016000 Sum: 0.030000 It 2,Best ac:0.008126 0.620690 fi:0.477927. Ave ac:0.014079,0.022551 Initialization: 6.966000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.922000 Kernel 1: 0.022000 Kernel 2: 116.153000 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.004289 0.904762 fi:0.231738. Ave ac:0.013298,0.020119 Initialization: 6.613000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.832000 Kernel 1: 0.024000 Kernel 2: 115.382004 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.005643 0.833333 fi:0.266223. Ave ac:0.011441,0.015527 Initialization: 6.481000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.177000 Kernel 1: 0.022000 Kernel 2: 115.481003 Copyback: 0.018000 Sum: 0.033000 It 5,Best ac:0.009483 0.777778 fi:0.320327. Ave ac:0.011630,0.012535 Initialization: 6.529000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.041000 Kernel 1: 0.022000 Kernel 2: 110.135002 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.004740 0.750000 fi:0.349898. Ave ac:0.009817,0.013373 Initialization: 6.585000 Memcpy Classifiers: 0.393000 Memcpy Instances: 9.039000 Kernel 1: 0.022000 Kernel 2: 112.023003 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004063 0.857143 fi:0.324805. Ave ac:0.010627,0.014064 Initialization: 6.760000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.924000 Kernel 1: 0.021000 Kernel 2: 110.033997 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.004740 0.807692 fi:0.292206. Ave ac:0.010394,0.011112 Initialization: 7.504000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.969000 Kernel 1: 0.023000 Kernel 2: 109.165001 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.004966 0.846154 fi:0.253659. Ave ac:0.008586,0.009815 Iteration 10:MDL fitness activated Error 0.253659 TL 0.029514 MDL Theory Length Weight: 2.8648850154 (7) Initialization: 6.483000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.096000 Kernel 1: 0.023000 Kernel 2: 107.338997 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.005193 0.851852 fi:0.334033. Ave ac:0.009812,0.011253 Initialization: 6.721000 Memcpy Classifiers: 0.405000 Memcpy Instances: 8.908000 Kernel 1: 0.023000 Kernel 2: 106.066002 Copyback: 0.025000 Sum: 0.033000 It 11,Best ac:0.005419 0.827586 fi:0.376036. Ave ac:0.010125,0.017140 Initialization: 6.621000 Memcpy Classifiers: 0.366000 Memcpy Instances: 10.155000 Kernel 1: 0.023000 Kernel 2: 102.744003 Copyback: 0.370000 Sum: 0.035000 It 12,Best ac:0.005416 0.827586 fi:0.358788. Ave ac:0.011915,0.022836 Initialization: 6.755000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.920000 Kernel 1: 0.023000 Kernel 2: 101.593002 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.006998 0.794872 fi:0.386835. Ave ac:0.012242,0.023207 Initialization: 6.743000 Memcpy Classifiers: 0.352000 Memcpy Instances: 10.093000 Kernel 1: 0.022000 Kernel 2: 107.182999 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.005645 0.892857 fi:0.292857. Ave ac:0.008410,0.007947 Initialization: 6.875000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.648000 Kernel 1: 0.023000 Kernel 2: 101.325996 Copyback: 0.017000 Sum: 0.037000 It 15,Best ac:0.008128 0.818182 fi:0.333408. Ave ac:0.008789,0.007758 Initialization: 6.970000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.394000 Kernel 1: 0.022000 Kernel 2: 100.167000 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.006095 0.843750 fi:0.327527. Ave ac:0.010855,0.012084 Initialization: 6.937000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.917000 Kernel 1: 0.021000 Kernel 2: 95.188004 Copyback: 0.017000 Sum: 0.037000 It 17,Best ac:0.005869 0.896552 fi:0.299046. Ave ac:0.010620,0.015272 Initialization: 7.010000 Memcpy Classifiers: 0.581000 Memcpy Instances: 8.916000 Kernel 1: 0.022000 Kernel 2: 95.024002 Copyback: 0.017000 Sum: 0.038000 It 18,Best ac:0.006546 0.828571 fi:0.340489. Ave ac:0.011481,0.009796 Initialization: 6.574000 Memcpy Classifiers: 0.353000 Memcpy Instances: 10.013000 Kernel 1: 0.023000 Kernel 2: 90.459000 Copyback: 0.017000 Sum: 0.037000 It 19,Best ac:0.003838 1.000000 fi:0.305798. Ave ac:0.012946,0.014673 Initialization: 6.569000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.966000 Kernel 1: 0.022000 Kernel 2: 89.772003 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.005418 0.960000 fi:0.241610. Ave ac:0.009358,0.007562 Initialization: 6.547000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.884000 Kernel 1: 0.022000 Kernel 2: 86.678001 Copyback: 0.024000 Sum: 0.034000 It 21,Best ac:0.005869 0.866667 fi:0.315626. Ave ac:0.010225,0.009456 Initialization: 6.602000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.865000 Kernel 1: 0.023000 Kernel 2: 83.523003 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.004289 0.826087 fi:0.355960. Ave ac:0.010068,0.009312 Initialization: 6.595000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.853000 Kernel 1: 0.022000 Kernel 2: 83.143997 Copyback: 0.017000 Sum: 0.037000 It 23,Best ac:0.005645 0.862069 fi:0.317198. Ave ac:0.011897,0.009644 Initialization: 6.449000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.034000 Kernel 1: 0.023000 Kernel 2: 83.684998 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.006548 0.805556 fi:0.339189. Ave ac:0.010092,0.008727 Initialization: 8.009000 Memcpy Classifiers: 0.355000 Memcpy Instances: 8.843000 Kernel 1: 0.023000 Kernel 2: 84.972000 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.004741 0.840000 fi:0.329727. Ave ac:0.013574,0.011258 Initialization: 6.717000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.072000 Kernel 1: 0.022000 Kernel 2: 81.622002 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.009483 0.823529 fi:0.334652. Ave ac:0.012818,0.012287 Initialization: 6.572000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.866000 Kernel 1: 0.023000 Kernel 2: 79.553001 Copyback: 0.018000 Sum: 0.037000 It 27,Best ac:0.006095 0.931034 fi:0.219228. Ave ac:0.012606,0.009521 Initialization: 6.574000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.834000 Kernel 1: 0.026000 Kernel 2: 80.322998 Copyback: 0.017000 Sum: 0.030000 It 28,Best ac:0.005869 0.896552 fi:0.267091. Ave ac:0.009307,0.008403 Initialization: 6.808000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.228000 Kernel 1: 0.022000 Kernel 2: 82.522003 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.005193 0.821429 fi:0.329175. Ave ac:0.008845,0.007316 Initialization: 6.929000 Memcpy Classifiers: 0.366000 Memcpy Instances: 8.923000 Kernel 1: 0.023000 Kernel 2: 80.204002 Copyback: 0.017000 Sum: 0.036000 It 30,Best ac:0.004966 0.880000 fi:0.286411. Ave ac:0.010972,0.015830 Initialization: 6.794000 Memcpy Classifiers: 0.323000 Memcpy Instances: 10.633000 Kernel 1: 0.022000 Kernel 2: 77.668999 Copyback: 0.017000 Sum: 0.038000 It 31,Best ac:0.005869 0.812500 fi:0.355077. Ave ac:0.008447,0.009748 Initialization: 6.927000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.400000 Kernel 1: 0.022000 Kernel 2: 81.685997 Copyback: 0.017000 Sum: 0.110000 It 32,Best ac:0.010612 0.783333 fi:0.365898. Ave ac:0.010228,0.014621 Initialization: 6.981000 Memcpy Classifiers: 0.343000 Memcpy Instances: 9.968000 Kernel 1: 0.022000 Kernel 2: 79.403999 Copyback: 0.017000 Sum: 0.037000 It 33,Best ac:0.004967 0.846154 fi:0.318320. Ave ac:0.011772,0.012965 Initialization: 24.361000 Memcpy Instances: 446.002014 Memcpy Classifiers: 0.061000 Kernel 1: 0.024000 Kernel 2: 454.959991 Copyback: 0.017000 Sum: 0.012000 Memcpy Classifiers: 0.054000 Kernel 1: 0.015000 Kernel 2: 454.899994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 453.312988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 439.923004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 443.513000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 433.261993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 452.864990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 449.348999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 457.920013 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 449.177002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 441.234009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 443.278015 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.056000 Kernel 1: 0.016000 Kernel 2: 411.162994 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.009594 0.709279 fi:0.440337. Ave ac:0.011061,0.037762 Best acc 0.009594 0.709279 Initialization: 6.627000 Memcpy Classifiers: 0.595000 Memcpy Instances: 9.044000 Kernel 1: 0.025000 Kernel 2: 107.124001 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005566 accuracy2:0.257978 Initialization: 6.971000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.170000 Kernel 1: 0.022000 Kernel 2: 114.573997 Copyback: 0.017000 Sum: 0.046000 It 0,Best ac:0.010609 0.626667 fi:0.471011. Ave ac:0.011232,0.015415 Initialization: 6.921000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.899000 Kernel 1: 0.023000 Kernel 2: 109.890999 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.007901 0.648148 fi:0.450554. Ave ac:0.015171,0.019906 Initialization: 6.561000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.251000 Kernel 1: 0.023000 Kernel 2: 107.879997 Copyback: 0.017000 Sum: 0.037000 It 2,Best ac:0.009481 0.646154 fi:0.451951. Ave ac:0.016234,0.021497 Initialization: 6.674000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.838000 Kernel 1: 0.024000 Kernel 2: 108.695000 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.013770 0.655914 fi:0.440569. Ave ac:0.012634,0.015405 Initialization: 6.880000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.287000 Kernel 1: 0.022000 Kernel 2: 107.151001 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004515 0.833333 fi:0.266650. Ave ac:0.012242,0.013880 Initialization: 6.737000 Memcpy Classifiers: 0.500000 Memcpy Instances: 8.865000 Kernel 1: 0.022000 Kernel 2: 107.164001 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.008126 0.782609 fi:0.316008. Ave ac:0.013019,0.014455 Initialization: 6.570000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.874000 Kernel 1: 0.022000 Kernel 2: 104.804001 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.007449 0.750000 fi:0.348873. Ave ac:0.011755,0.012430 Initialization: 6.689000 Memcpy Classifiers: 0.442000 Memcpy Instances: 9.578000 Kernel 1: 0.023000 Kernel 2: 106.674004 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.004289 0.826087 fi:0.310413. Ave ac:0.009730,0.010844 Initialization: 6.587000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.873000 Kernel 1: 0.024000 Kernel 2: 101.404999 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.009029 0.800000 fi:0.298276. Ave ac:0.011378,0.012162 Initialization: 6.702000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.831000 Kernel 1: 0.025000 Kernel 2: 100.023003 Copyback: 0.017000 Sum: 0.038000 It 9,Best ac:0.005193 0.920000 fi:0.179727. Ave ac:0.012092,0.012487 Iteration 10:MDL fitness activated Error 0.179727 TL 0.025966 MDL Theory Length Weight: 2.3072394286 (1) Initialization: 6.579000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.835000 Kernel 1: 0.026000 Kernel 2: 96.432999 Copyback: 0.024000 Sum: 0.038000 It 10,Best ac:0.005643 0.862069 fi:0.315915. Ave ac:0.010694,0.011053 Initialization: 6.604000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.462000 Kernel 1: 0.022000 Kernel 2: 99.502998 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.005419 0.827586 fi:0.343997. Ave ac:0.010305,0.009952 Initialization: 6.620000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.832000 Kernel 1: 0.024000 Kernel 2: 94.834000 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.007902 0.853659 fi:0.310732. Ave ac:0.012425,0.011848 Initialization: 7.840000 Memcpy Classifiers: 0.356000 Memcpy Instances: 9.221000 Kernel 1: 0.022000 Kernel 2: 93.725998 Copyback: 0.018000 Sum: 0.034000 It 13,Best ac:0.004966 0.880000 fi:0.305114. Ave ac:0.010395,0.009682 Initialization: 6.537000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.326000 Kernel 1: 0.022000 Kernel 2: 89.487999 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.004966 0.880000 fi:0.277185. Ave ac:0.011433,0.010790 Initialization: 6.503000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.259000 Kernel 1: 0.022000 Kernel 2: 90.605003 Copyback: 0.020000 Sum: 0.035000 It 15,Best ac:0.003837 1.000000 fi:0.299989. Ave ac:0.008960,0.008423 Initialization: 6.980000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.932000 Kernel 1: 0.022000 Kernel 2: 90.335999 Copyback: 0.016000 Sum: 0.035000 It 16,Best ac:0.009257 0.872340 fi:0.297951. Ave ac:0.008251,0.007461 Initialization: 6.919000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.955000 Kernel 1: 0.022000 Kernel 2: 89.910004 Copyback: 0.018000 Sum: 0.035000 It 17,Best ac:0.004967 0.956522 fi:0.213173. Ave ac:0.009114,0.007815 Initialization: 6.507000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.175000 Kernel 1: 0.022000 Kernel 2: 88.186996 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.004740 0.954545 fi:0.205683. Ave ac:0.008370,0.007139 Initialization: 6.442000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.183000 Kernel 1: 0.022000 Kernel 2: 90.127998 Copyback: 0.018000 Sum: 0.033000 It 19,Best ac:0.004740 0.954545 fi:0.204785. Ave ac:0.008963,0.008144 Initialization: 6.600000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.839000 Kernel 1: 0.024000 Kernel 2: 87.487000 Copyback: 0.018000 Sum: 0.034000 It 20,Best ac:0.005643 0.892857 fi:0.267030. Ave ac:0.007169,0.005297 Initialization: 8.900000 Memcpy Classifiers: 0.345000 Memcpy Instances: 8.878000 Kernel 1: 0.023000 Kernel 2: 87.460999 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.006095 0.870968 fi:0.295256. Ave ac:0.006849,0.005398 Initialization: 6.544000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.071000 Kernel 1: 0.022000 Kernel 2: 88.625000 Copyback: 0.018000 Sum: 0.033000 It 22,Best ac:0.008352 0.880952 fi:0.281027. Ave ac:0.010046,0.008009 Initialization: 6.861000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.860000 Kernel 1: 0.022000 Kernel 2: 89.441002 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.005645 0.961538 fi:0.217516. Ave ac:0.008730,0.006961 Initialization: 6.774000 Memcpy Classifiers: 0.353000 Memcpy Instances: 10.485000 Kernel 1: 0.022000 Kernel 2: 89.978996 Copyback: 0.016000 Sum: 0.034000 It 24,Best ac:0.006321 0.848485 fi:0.319270. Ave ac:0.007902,0.008165 Initialization: 6.729000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.833000 Kernel 1: 0.022000 Kernel 2: 88.028999 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.006321 0.848485 fi:0.312213. Ave ac:0.010623,0.011146 Initialization: 6.770000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.833000 Kernel 1: 0.023000 Kernel 2: 87.466003 Copyback: 0.369000 Sum: 0.040000 It 26,Best ac:0.004515 0.869565 fi:0.293790. Ave ac:0.011670,0.010190 Initialization: 6.747000 Memcpy Classifiers: 0.343000 Memcpy Instances: 9.007000 Kernel 1: 0.023000 Kernel 2: 88.112999 Copyback: 0.017000 Sum: 0.036000 It 27,Best ac:0.004516 0.952381 fi:0.209913. Ave ac:0.009433,0.008311 Initialization: 6.944000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.947000 Kernel 1: 0.022000 Kernel 2: 86.736000 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.005869 0.962963 fi:0.193676. Ave ac:0.008758,0.007315 Initialization: 6.624000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.823000 Kernel 1: 0.024000 Kernel 2: 87.528000 Copyback: 0.018000 Sum: 0.038000 It 29,Best ac:0.005869 0.896552 fi:0.274796. Ave ac:0.007795,0.006231 Initialization: 6.918000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.922000 Kernel 1: 0.023000 Kernel 2: 86.758003 Copyback: 0.021000 Sum: 0.034000 It 30,Best ac:0.007449 0.846154 fi:0.314782. Ave ac:0.007051,0.006612 Initialization: 6.916000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.995000 Kernel 1: 0.022000 Kernel 2: 90.143997 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.005192 0.958333 fi:0.208748. Ave ac:0.009298,0.010032 Initialization: 7.332000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.108000 Kernel 1: 0.024000 Kernel 2: 92.250000 Copyback: 0.018000 Sum: 0.037000 It 32,Best ac:0.008128 0.972973 fi:0.192999. Ave ac:0.009589,0.009641 Initialization: 6.909000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.932000 Kernel 1: 0.022000 Kernel 2: 90.843002 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.006999 0.885714 fi:0.268853. Ave ac:0.008233,0.007237 Initialization: 24.877001 Memcpy Instances: 438.763000 Memcpy Classifiers: 0.064000 Kernel 1: 0.023000 Kernel 2: 475.781006 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.058000 Kernel 1: 0.015000 Kernel 2: 464.128998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.084000 Kernel 1: 0.013000 Kernel 2: 460.772003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 479.575989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 473.893005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 462.743988 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.063000 Kernel 1: 0.017000 Kernel 2: 477.959015 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 467.710999 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 469.916992 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 468.912994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 463.665009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 479.112000 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 421.183990 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.006190 0.791570 fi:0.375134. Ave ac:0.007628,0.025633 Best acc 0.006190 0.791570 Rule:Att PSSM_-4_7 is [-6.477625,-2.134063]|Att PSSM_-3_6 is [-6.744467,-1.255533]|Att PSSM_-1_12 is [-6.066355,0.483038]|Att PSSM_-1_16 is [<1.829534]|Att PSSM_0_5 is [-3.398975,7.324810]|Att PSSM_0_7 is [<-2.796873]|Att PSSM_0_12 is [-6.748800,-2.547549]|Att PSSM_1_7 is [<-2.508844]|Att PSSM_2_15 is [<3.394918]|1 Accuracy : 0.741342 0 1 161570 2510 58181 12377 Removed 1732 instances. 219751 Instances left. Acc of rule 0.006190-0.791570 Initialization: 6.535000 Memcpy Classifiers: 0.542000 Memcpy Instances: 9.614000 Kernel 1: 0.025000 Kernel 2: 107.440002 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.005194 accuracy2:0.252915 Initialization: 6.481000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.869000 Kernel 1: 0.023000 Kernel 2: 111.513000 Copyback: 0.018000 Sum: 0.058000 It 0,Best ac:0.010922 0.600000 fi:0.497497. Ave ac:0.010072,0.014353 Initialization: 6.606000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.840000 Kernel 1: 0.023000 Kernel 2: 111.300003 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.006824 0.638298 fi:0.460772. Ave ac:0.014029,0.016110 Initialization: 6.447000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.959000 Kernel 1: 0.025000 Kernel 2: 111.807999 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.004551 0.769231 fi:0.330711. Ave ac:0.014507,0.017455 Initialization: 6.550000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.869000 Kernel 1: 0.022000 Kernel 2: 114.266998 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.005233 0.676471 fi:0.423211. Ave ac:0.013578,0.015042 Initialization: 6.487000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.958000 Kernel 1: 0.022000 Kernel 2: 116.253998 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004323 0.791667 fi:0.324804. Ave ac:0.012343,0.013848 Initialization: 6.502000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.150000 Kernel 1: 0.023000 Kernel 2: 115.975998 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.007053 0.815789 fi:0.283193. Ave ac:0.011428,0.011625 Initialization: 6.846000 Memcpy Classifiers: 0.533000 Memcpy Instances: 9.192000 Kernel 1: 0.022000 Kernel 2: 116.641998 Copyback: 0.017000 Sum: 0.037000 It 6,Best ac:0.007964 0.760870 fi:0.337764. Ave ac:0.010917,0.010892 Initialization: 7.017000 Memcpy Classifiers: 0.508000 Memcpy Instances: 9.224000 Kernel 1: 0.022000 Kernel 2: 119.619003 Copyback: 0.017000 Sum: 0.037000 It 7,Best ac:0.004778 0.840000 fi:0.259855. Ave ac:0.010235,0.008421 Initialization: 6.883000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.182000 Kernel 1: 0.022000 Kernel 2: 121.080002 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.005462 0.827586 fi:0.272006. Ave ac:0.007080,0.006234 Initialization: 6.508000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.305000 Kernel 1: 0.022000 Kernel 2: 120.416000 Copyback: 0.017000 Sum: 0.037000 It 9,Best ac:0.006371 0.823529 fi:0.275715. Ave ac:0.007788,0.006087 Iteration 10:MDL fitness activated Error 0.275715 TL 0.029256 MDL Theory Length Weight: 3.1414507032 (3) Initialization: 6.833000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.197000 Kernel 1: 0.023000 Kernel 2: 120.224998 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.005462 0.888889 fi:0.293223. Ave ac:0.008574,0.007882 Initialization: 6.523000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.296000 Kernel 1: 0.023000 Kernel 2: 113.461998 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004095 0.900000 fi:0.374131. Ave ac:0.007901,0.006686 Initialization: 6.849000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.918000 Kernel 1: 0.022000 Kernel 2: 112.877998 Copyback: 0.018000 Sum: 0.036000 It 12,Best ac:0.005006 0.846154 fi:0.363364. Ave ac:0.007314,0.006315 Initialization: 6.805000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.855000 Kernel 1: 0.023000 Kernel 2: 112.920998 Copyback: 0.017000 Sum: 0.039000 It 13,Best ac:0.007738 0.850000 fi:0.330161. Ave ac:0.008727,0.006565 Initialization: 6.784000 Memcpy Classifiers: 0.853000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 111.703003 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.005232 1.000000 fi:0.193101. Ave ac:0.008293,0.006635 Initialization: 6.525000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.380000 Kernel 1: 0.023000 Kernel 2: 115.638000 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.011607 0.836066 fi:0.326474. Ave ac:0.007229,0.006288 Initialization: 6.719000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.300000 Kernel 1: 0.022000 Kernel 2: 113.099998 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.005006 0.846154 fi:0.340401. Ave ac:0.007197,0.005303 Initialization: 6.497000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.089000 Kernel 1: 0.022000 Kernel 2: 104.996002 Copyback: 0.017000 Sum: 0.038000 It 17,Best ac:0.004779 0.807692 fi:0.358190. Ave ac:0.008862,0.007936 Initialization: 6.587000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.312000 Kernel 1: 0.021000 Kernel 2: 104.035004 Copyback: 0.016000 Sum: 0.033000 It 18,Best ac:0.004778 0.913043 fi:0.268943. Ave ac:0.007913,0.006519 Initialization: 6.353000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.096000 Kernel 1: 0.023000 Kernel 2: 104.603996 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.006371 0.933333 fi:0.251623. Ave ac:0.007959,0.006133 Initialization: 7.049000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.946000 Kernel 1: 0.021000 Kernel 2: 104.255997 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004096 0.947368 fi:0.318834. Ave ac:0.007484,0.005914 Initialization: 6.754000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.826000 Kernel 1: 0.022000 Kernel 2: 108.209000 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.004551 0.952381 fi:0.252117. Ave ac:0.008721,0.006806 Initialization: 6.879000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.940000 Kernel 1: 0.022000 Kernel 2: 112.780998 Copyback: 0.017000 Sum: 0.038000 It 22,Best ac:0.005233 0.958333 fi:0.229343. Ave ac:0.008177,0.008309 Initialization: 6.918000 Memcpy Classifiers: 0.373000 Memcpy Instances: 8.948000 Kernel 1: 0.022000 Kernel 2: 108.938004 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.006143 0.818182 fi:0.366646. Ave ac:0.006613,0.006048 MDL Theory Length Weight: 2.8273056329 (10) Initialization: 6.879000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.056000 Kernel 1: 0.023000 Kernel 2: 103.064003 Copyback: 0.017000 Sum: 0.040000 It 24,Best ac:0.005005 0.814815 fi:0.356301. Ave ac:0.009305,0.008908 Initialization: 7.348000 Memcpy Classifiers: 0.324000 Memcpy Instances: 9.023000 Kernel 1: 0.022000 Kernel 2: 100.485001 Copyback: 0.017000 Sum: 0.036000 It 25,Best ac:0.005688 0.862069 fi:0.310627. Ave ac:0.006923,0.005218 Initialization: 6.444000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.170000 Kernel 1: 0.022000 Kernel 2: 99.203003 Copyback: 0.016000 Sum: 0.038000 It 26,Best ac:0.004324 0.904762 fi:0.284772. Ave ac:0.009137,0.008172 Initialization: 6.392000 Memcpy Classifiers: 0.571000 Memcpy Instances: 8.900000 Kernel 1: 0.023000 Kernel 2: 96.038002 Copyback: 0.017000 Sum: 0.037000 It 27,Best ac:0.004778 0.840000 fi:0.337473. Ave ac:0.006431,0.005925 Initialization: 6.629000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.957000 Kernel 1: 0.023000 Kernel 2: 92.767998 Copyback: 0.018000 Sum: 0.043000 It 28,Best ac:0.004777 0.913043 fi:0.243276. Ave ac:0.008962,0.009354 Initialization: 6.521000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.833000 Kernel 1: 0.024000 Kernel 2: 91.669998 Copyback: 0.018000 Sum: 0.041000 It 29,Best ac:0.004778 0.840000 fi:0.336448. Ave ac:0.006304,0.005776 Initialization: 6.762000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.890000 Kernel 1: 0.023000 Kernel 2: 95.737999 Copyback: 0.017000 Sum: 0.036000 It 30,Best ac:0.004551 0.952381 fi:0.224154. Ave ac:0.007819,0.006386 Initialization: 6.734000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.335000 Kernel 1: 0.022000 Kernel 2: 93.966003 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.004551 0.909091 fi:0.250502. Ave ac:0.008486,0.005955 Initialization: 6.726000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.896000 Kernel 1: 0.022000 Kernel 2: 93.550003 Copyback: 0.017000 Sum: 0.036000 It 32,Best ac:0.004551 0.869565 fi:0.300590. Ave ac:0.007316,0.005510 Initialization: 7.866000 Memcpy Classifiers: 0.323000 Memcpy Instances: 9.542000 Kernel 1: 0.022000 Kernel 2: 92.894997 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.005461 0.923077 fi:0.236912. Ave ac:0.008333,0.006448 Initialization: 24.606001 Memcpy Instances: 444.335999 Memcpy Classifiers: 0.062000 Kernel 1: 0.022000 Kernel 2: 492.989014 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 488.558990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 499.040009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 493.244995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 486.625000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 493.796997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 500.333008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 497.332001 Copyback: 0.019000 Sum: 0.004000 Memcpy Classifiers: 0.063000 Kernel 1: 0.017000 Kernel 2: 513.961975 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 493.394012 Copyback: 0.019000 Sum: 0.005000 Memcpy Classifiers: 0.062000 Kernel 1: 0.018000 Kernel 2: 488.420990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 513.794006 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.055000 Kernel 1: 0.016000 Kernel 2: 255.641998 Copyback: 0.369000 Sum: 0.001000 It 34,Best ac:0.004514 0.740851 fi:0.418755. Ave ac:0.007499,0.025327 Best acc 0.004514 0.740851 Initialization: 6.508000 Memcpy Classifiers: 0.560000 Memcpy Instances: 8.913000 Kernel 1: 0.024000 Kernel 2: 106.478996 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.005543 accuracy2:0.241529 Initialization: 6.923000 Memcpy Classifiers: 0.491000 Memcpy Instances: 8.889000 Kernel 1: 0.022000 Kernel 2: 115.242996 Copyback: 0.020000 Sum: 0.077000 It 0,Best ac:0.004778 0.700000 fi:0.399856. Ave ac:0.011769,0.016420 Initialization: 6.452000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.250000 Kernel 1: 0.022000 Kernel 2: 113.050003 Copyback: 0.018000 Sum: 0.035000 It 1,Best ac:0.004551 0.625000 fi:0.474944. Ave ac:0.015474,0.020453 Initialization: 6.972000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.191000 Kernel 1: 0.022000 Kernel 2: 114.303001 Copyback: 0.018000 Sum: 0.034000 It 2,Best ac:0.005006 0.666667 fi:0.433102. Ave ac:0.016475,0.019391 Initialization: 6.916000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.879000 Kernel 1: 0.022000 Kernel 2: 114.220001 Copyback: 0.218000 Sum: 0.034000 It 3,Best ac:0.005688 0.714286 fi:0.385221. Ave ac:0.014864,0.019102 Initialization: 6.878000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.916000 Kernel 1: 0.022000 Kernel 2: 113.320999 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.005007 0.814815 fi:0.284952. Ave ac:0.016142,0.020221 Initialization: 6.483000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.099000 Kernel 1: 0.023000 Kernel 2: 105.926003 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.004550 0.769231 fi:0.330713. Ave ac:0.014277,0.017362 Initialization: 6.491000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.101000 Kernel 1: 0.022000 Kernel 2: 104.908997 Copyback: 0.019000 Sum: 0.033000 It 6,Best ac:0.005234 0.851852 fi:0.247828. Ave ac:0.015563,0.023661 Initialization: 6.580000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.115000 Kernel 1: 0.022000 Kernel 2: 98.319000 Copyback: 0.017000 Sum: 0.039000 It 7,Best ac:0.004778 0.875000 fi:0.224856. Ave ac:0.013498,0.020972 Initialization: 6.753000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.076000 Kernel 1: 0.023000 Kernel 2: 95.989998 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.004552 0.769231 fi:0.330711. Ave ac:0.011960,0.021604 Initialization: 6.462000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.108000 Kernel 1: 0.023000 Kernel 2: 93.120003 Copyback: 0.018000 Sum: 0.031000 It 9,Best ac:0.005462 0.800000 fi:0.299592. Ave ac:0.014873,0.025602 Iteration 10:MDL fitness activated Error 0.299592 TL 0.018392 MDL Theory Length Weight: 5.4297329365 (3) Initialization: 6.699000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.953000 Kernel 1: 0.022000 Kernel 2: 93.796997 Copyback: 0.016000 Sum: 0.029000 It 10,Best ac:0.004778 0.840000 fi:0.360416. Ave ac:0.011790,0.017385 Initialization: 6.735000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.178000 Kernel 1: 0.022000 Kernel 2: 89.001999 Copyback: 0.017000 Sum: 0.026000 It 11,Best ac:0.004323 0.904762 fi:0.327649. Ave ac:0.012901,0.021038 Initialization: 6.411000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.268000 Kernel 1: 0.021000 Kernel 2: 88.805000 Copyback: 0.017000 Sum: 0.023000 It 12,Best ac:0.006598 0.805556 fi:0.368569. Ave ac:0.014915,0.024029 Initialization: 6.870000 Memcpy Classifiers: 0.266000 Memcpy Instances: 8.844000 Kernel 1: 0.023000 Kernel 2: 85.592003 Copyback: 0.018000 Sum: 0.021000 It 13,Best ac:0.005688 0.806452 fi:0.399654. Ave ac:0.012048,0.019666 Initialization: 6.885000 Memcpy Classifiers: 0.253000 Memcpy Instances: 8.881000 Kernel 1: 0.022000 Kernel 2: 85.731003 Copyback: 0.017000 Sum: 0.024000 It 14,Best ac:0.005234 0.920000 fi:0.358748. Ave ac:0.017327,0.032757 Initialization: 6.478000 Memcpy Classifiers: 0.327000 Memcpy Instances: 9.707000 Kernel 1: 0.023000 Kernel 2: 84.441002 Copyback: 0.017000 Sum: 0.023000 It 15,Best ac:0.006371 0.875000 fi:0.328082. Ave ac:0.017739,0.024004 Initialization: 7.620000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.892000 Kernel 1: 0.024000 Kernel 2: 84.554001 Copyback: 0.017000 Sum: 0.022000 It 16,Best ac:0.004551 0.952381 fi:0.234200. Ave ac:0.015048,0.024719 Initialization: 6.740000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.926000 Kernel 1: 0.023000 Kernel 2: 86.981003 Copyback: 0.018000 Sum: 0.024000 It 17,Best ac:0.004550 0.909091 fi:0.257776. Ave ac:0.017882,0.031814 Initialization: 6.642000 Memcpy Classifiers: 0.273000 Memcpy Instances: 9.423000 Kernel 1: 0.023000 Kernel 2: 85.087997 Copyback: 0.017000 Sum: 0.025000 It 18,Best ac:0.008189 0.818182 fi:0.379492. Ave ac:0.015905,0.028110 Initialization: 6.892000 Memcpy Classifiers: 0.267000 Memcpy Instances: 8.887000 Kernel 1: 0.022000 Kernel 2: 83.765999 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.004322 0.863636 fi:0.343689. Ave ac:0.014277,0.024502 Initialization: 6.988000 Memcpy Classifiers: 0.605000 Memcpy Instances: 8.836000 Kernel 1: 0.024000 Kernel 2: 84.051003 Copyback: 0.020000 Sum: 0.024000 It 20,Best ac:0.004323 0.904762 fi:0.264630. Ave ac:0.019980,0.039820 Initialization: 7.327000 Memcpy Classifiers: 0.281000 Memcpy Instances: 9.223000 Kernel 1: 0.023000 Kernel 2: 84.245003 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.005687 0.892857 fi:0.323211. Ave ac:0.017916,0.034903 Initialization: 6.625000 Memcpy Classifiers: 0.247000 Memcpy Instances: 9.078000 Kernel 1: 0.024000 Kernel 2: 85.051003 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.006142 0.870968 fi:0.321622. Ave ac:0.015551,0.027267 Initialization: 6.523000 Memcpy Classifiers: 0.246000 Memcpy Instances: 9.073000 Kernel 1: 0.022000 Kernel 2: 85.838997 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.005462 0.888889 fi:0.309174. Ave ac:0.015904,0.028581 Initialization: 6.299000 Memcpy Classifiers: 0.255000 Memcpy Instances: 9.608000 Kernel 1: 0.023000 Kernel 2: 82.777000 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.005687 0.833333 fi:0.345196. Ave ac:0.009260,0.012387 Initialization: 6.488000 Memcpy Classifiers: 0.228000 Memcpy Instances: 9.092000 Kernel 1: 0.023000 Kernel 2: 80.956001 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.004322 0.863636 fi:0.361093. Ave ac:0.013914,0.029843 MDL Theory Length Weight: 4.8867596428 (10) Initialization: 7.221000 Memcpy Classifiers: 0.248000 Memcpy Instances: 9.039000 Kernel 1: 0.023000 Kernel 2: 81.123001 Copyback: 0.016000 Sum: 0.022000 It 26,Best ac:0.007507 0.891892 fi:0.311709. Ave ac:0.015591,0.027079 Initialization: 7.097000 Memcpy Classifiers: 0.267000 Memcpy Instances: 9.030000 Kernel 1: 0.022000 Kernel 2: 79.544998 Copyback: 0.018000 Sum: 0.030000 It 27,Best ac:0.004552 0.800000 fi:0.377576. Ave ac:0.008723,0.019005 Initialization: 6.884000 Memcpy Classifiers: 0.248000 Memcpy Instances: 9.383000 Kernel 1: 0.023000 Kernel 2: 80.765999 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.005006 0.880000 fi:0.300728. Ave ac:0.011267,0.021113 Initialization: 6.860000 Memcpy Classifiers: 0.227000 Memcpy Instances: 9.297000 Kernel 1: 0.023000 Kernel 2: 79.278999 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.005233 0.821429 fi:0.356227. Ave ac:0.008008,0.007776 Initialization: 6.524000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.917000 Kernel 1: 0.022000 Kernel 2: 80.859001 Copyback: 0.016000 Sum: 0.024000 It 30,Best ac:0.005006 0.880000 fi:0.273411. Ave ac:0.010130,0.015614 Initialization: 6.834000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.833000 Kernel 1: 0.023000 Kernel 2: 83.417000 Copyback: 0.018000 Sum: 0.025000 It 31,Best ac:0.006600 0.852941 fi:0.334241. Ave ac:0.012487,0.020442 Initialization: 6.476000 Memcpy Classifiers: 0.617000 Memcpy Instances: 8.821000 Kernel 1: 0.023000 Kernel 2: 80.359001 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.004779 0.777778 fi:0.369577. Ave ac:0.010585,0.019156 Initialization: 6.914000 Memcpy Classifiers: 0.247000 Memcpy Instances: 9.009000 Kernel 1: 0.022000 Kernel 2: 80.478996 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.005916 0.928571 fi:0.254877. Ave ac:0.011948,0.009396 Initialization: 24.443001 Memcpy Instances: 437.089996 Memcpy Classifiers: 0.051000 Kernel 1: 0.023000 Kernel 2: 458.153015 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 463.082001 Copyback: 0.362000 Sum: 0.006000 Memcpy Classifiers: 0.052000 Kernel 1: 0.022000 Kernel 2: 435.760010 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 458.427002 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.050000 Kernel 1: 0.016000 Kernel 2: 447.973999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.015000 Kernel 2: 457.867004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 453.454010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 446.372986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.013000 Kernel 2: 453.915009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 453.609985 Copyback: 0.017000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.014000 Kernel 2: 459.087006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 450.572998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 235.283005 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004969 0.745392 fi:0.432024. Ave ac:0.008329,0.028280 Best acc 0.004969 0.745392 Rule:Att PSSM_-3_12 is [<-2.641869]|Att PSSM_-1_10 is [>-3.776921]|Att PSSM_0_5 is [-1.964961,9.645618]|Att PSSM_0_9 is [<-3.042021]|Att PSSM_0_12 is [-6.570075,-3.063404]|1 Accuracy : 0.744406 0 1 161197 2883 57089 13469 Removed 1465 instances. 218286 Instances left. Acc of rule 0.004969-0.745392 Initialization: 6.956000 Memcpy Classifiers: 0.509000 Memcpy Instances: 8.813000 Kernel 1: 0.024000 Kernel 2: 104.972000 Copyback: 0.018000 Sum: 0.050000 Initial population average accuracy1:0.005773 accuracy2:0.255665 Initialization: 7.882000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.838000 Kernel 1: 0.025000 Kernel 2: 110.699997 Copyback: 0.016000 Sum: 0.037000 It 0,Best ac:0.005268 0.605263 fi:0.494380. Ave ac:0.010656,0.015212 Initialization: 6.810000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.972000 Kernel 1: 0.023000 Kernel 2: 114.240997 Copyback: 0.018000 Sum: 0.030000 It 1,Best ac:0.008935 0.582090 fi:0.516125. Ave ac:0.014075,0.016034 Initialization: 6.652000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.854000 Kernel 1: 0.024000 Kernel 2: 113.101997 Copyback: 0.368000 Sum: 0.029000 It 2,Best ac:0.009849 0.826923 fi:0.270939. Ave ac:0.014724,0.016987 Initialization: 7.110000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.120000 Kernel 1: 0.023000 Kernel 2: 112.233002 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.008247 0.705882 fi:0.392600. Ave ac:0.012597,0.014417 Initialization: 6.703000 Memcpy Classifiers: 0.932000 Memcpy Instances: 8.802000 Kernel 1: 0.024000 Kernel 2: 110.683998 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.004581 0.769231 fi:0.330679. Ave ac:0.012806,0.014117 Initialization: 6.561000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.863000 Kernel 1: 0.023000 Kernel 2: 109.901001 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.004352 0.826087 fi:0.273912. Ave ac:0.012218,0.013033 Initialization: 6.517000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.917000 Kernel 1: 0.024000 Kernel 2: 106.319000 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.006871 0.810811 fi:0.288209. Ave ac:0.010578,0.014794 Initialization: 6.355000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.951000 Kernel 1: 0.023000 Kernel 2: 106.880997 Copyback: 0.016000 Sum: 0.032000 It 7,Best ac:0.005268 0.821429 fi:0.278214. Ave ac:0.010013,0.010724 Initialization: 6.720000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.058000 Kernel 1: 0.024000 Kernel 2: 101.928001 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.006184 0.771429 fi:0.327858. Ave ac:0.012137,0.016330 Initialization: 6.440000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.571000 Kernel 1: 0.022000 Kernel 2: 101.231003 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.005726 0.806452 fi:0.293013. Ave ac:0.010266,0.012910 Iteration 10:MDL fitness activated Error 0.293013 TL 0.028768 MDL Theory Length Weight: 3.3951808304 (8) Initialization: 6.592000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.824000 Kernel 1: 0.024000 Kernel 2: 102.247002 Copyback: 0.018000 Sum: 0.031000 It 10,Best ac:0.004581 0.909091 fi:0.285746. Ave ac:0.009372,0.011996 Initialization: 7.051000 Memcpy Classifiers: 0.389000 Memcpy Instances: 8.829000 Kernel 1: 0.024000 Kernel 2: 101.817001 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.005269 0.793103 fi:0.388537. Ave ac:0.010194,0.011682 Initialization: 6.511000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.816000 Kernel 1: 0.024000 Kernel 2: 100.516998 Copyback: 0.017000 Sum: 0.043000 It 12,Best ac:0.005726 0.892857 fi:0.284574. Ave ac:0.010364,0.012679 Initialization: 6.541000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.295000 Kernel 1: 0.024000 Kernel 2: 96.461998 Copyback: 0.018000 Sum: 0.036000 It 13,Best ac:0.007558 0.785714 fi:0.410823. Ave ac:0.013321,0.022201 Initialization: 6.735000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.011000 Kernel 1: 0.023000 Kernel 2: 100.607002 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.005268 0.851852 fi:0.347411. Ave ac:0.012224,0.017986 Initialization: 6.609000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.064000 Kernel 1: 0.022000 Kernel 2: 99.098999 Copyback: 0.018000 Sum: 0.031000 It 15,Best ac:0.006644 0.852941 fi:0.333468. Ave ac:0.012888,0.020281 Initialization: 6.719000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.800000 Kernel 1: 0.022000 Kernel 2: 97.764000 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.004352 0.826087 fi:0.355375. Ave ac:0.012341,0.016386 Initialization: 6.465000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.131000 Kernel 1: 0.023000 Kernel 2: 95.875999 Copyback: 0.018000 Sum: 0.041000 It 17,Best ac:0.007100 0.885714 fi:0.275641. Ave ac:0.009448,0.012822 Initialization: 6.541000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.819000 Kernel 1: 0.023000 Kernel 2: 97.103996 Copyback: 0.017000 Sum: 0.036000 It 18,Best ac:0.004581 0.909091 fi:0.242842. Ave ac:0.010304,0.014906 Initialization: 6.674000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.895000 Kernel 1: 0.024000 Kernel 2: 96.146004 Copyback: 0.017000 Sum: 0.037000 It 19,Best ac:0.006415 0.823529 fi:0.324105. Ave ac:0.009269,0.012324 Initialization: 6.425000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.989000 Kernel 1: 0.023000 Kernel 2: 95.410004 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.006871 0.882353 fi:0.299199. Ave ac:0.008720,0.009462 Initialization: 6.680000 Memcpy Classifiers: 0.285000 Memcpy Instances: 10.698000 Kernel 1: 0.023000 Kernel 2: 96.404999 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.008933 0.750000 fi:0.418771. Ave ac:0.009597,0.012325 Initialization: 6.442000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.830000 Kernel 1: 0.024000 Kernel 2: 93.236000 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.006184 0.870968 fi:0.285264. Ave ac:0.010751,0.013330 Initialization: 7.715000 Memcpy Classifiers: 0.286000 Memcpy Instances: 8.992000 Kernel 1: 0.023000 Kernel 2: 91.988998 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.005497 0.857143 fi:0.287123. Ave ac:0.009470,0.013416 Initialization: 7.558000 Memcpy Classifiers: 0.286000 Memcpy Instances: 8.991000 Kernel 1: 0.023000 Kernel 2: 89.869003 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.004581 0.909091 fi:0.242212. Ave ac:0.010735,0.020162 Initialization: 6.735000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.867000 Kernel 1: 0.022000 Kernel 2: 87.740997 Copyback: 0.018000 Sum: 0.023000 It 25,Best ac:0.004581 0.869565 fi:0.295314. Ave ac:0.010748,0.018978 Initialization: 6.866000 Memcpy Classifiers: 0.266000 Memcpy Instances: 9.068000 Kernel 1: 0.022000 Kernel 2: 89.444000 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.004353 0.826087 fi:0.342570. Ave ac:0.008744,0.010505 Initialization: 6.800000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.240000 Kernel 1: 0.023000 Kernel 2: 87.736000 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.005726 0.833333 fi:0.313472. Ave ac:0.007685,0.010247 Initialization: 6.551000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.286000 Kernel 1: 0.024000 Kernel 2: 85.125999 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.004352 0.950000 fi:0.189558. Ave ac:0.011421,0.019008 Initialization: 6.389000 Memcpy Classifiers: 0.553000 Memcpy Instances: 9.030000 Kernel 1: 0.024000 Kernel 2: 87.286003 Copyback: 0.019000 Sum: 0.026000 It 29,Best ac:0.005726 0.862069 fi:0.319172. Ave ac:0.009791,0.010954 Initialization: 6.414000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.175000 Kernel 1: 0.023000 Kernel 2: 88.174004 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.005498 0.857143 fi:0.286490. Ave ac:0.009201,0.012299 Initialization: 6.791000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.492000 Kernel 1: 0.022000 Kernel 2: 86.838997 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.004811 0.840000 fi:0.317255. Ave ac:0.007195,0.012218 Initialization: 7.765000 Memcpy Classifiers: 0.344000 Memcpy Instances: 9.231000 Kernel 1: 0.022000 Kernel 2: 83.561996 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.005039 0.880000 fi:0.286654. Ave ac:0.010732,0.017878 Initialization: 6.436000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.195000 Kernel 1: 0.023000 Kernel 2: 83.114998 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.004124 0.947368 fi:0.269186. Ave ac:0.008614,0.011683 Initialization: 25.304001 Memcpy Instances: 436.605011 Memcpy Classifiers: 0.069000 Kernel 1: 0.024000 Kernel 2: 472.200989 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 472.213989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 460.575012 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 462.369995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 486.574005 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 469.536987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 466.570007 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 464.181000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 474.453003 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 455.412994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 458.631989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 472.277008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 162.682007 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.006359 0.719917 fi:0.426642. Ave ac:0.010836,0.039841 Best acc 0.006359 0.719917 Initialization: 6.484000 Memcpy Classifiers: 0.542000 Memcpy Instances: 9.047000 Kernel 1: 0.025000 Kernel 2: 105.040001 Copyback: 0.017000 Sum: 0.053000 Initial population average accuracy1:0.004908 accuracy2:0.266508 Initialization: 6.514000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.538000 Kernel 1: 0.022000 Kernel 2: 109.198997 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.014201 0.568807 fi:0.527363. Ave ac:0.010153,0.014917 Initialization: 6.477000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.804000 Kernel 1: 0.023000 Kernel 2: 112.123001 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.004810 0.677419 fi:0.422402. Ave ac:0.012908,0.016670 Initialization: 6.648000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.989000 Kernel 1: 0.023000 Kernel 2: 110.678001 Copyback: 0.021000 Sum: 0.034000 It 2,Best ac:0.006413 0.666667 fi:0.432531. Ave ac:0.013721,0.014814 Initialization: 6.570000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.690000 Kernel 1: 0.023000 Kernel 2: 110.704002 Copyback: 0.018000 Sum: 0.035000 It 3,Best ac:0.006184 0.818182 fi:0.281105. Ave ac:0.013941,0.015738 Initialization: 6.817000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.023000 Kernel 1: 0.024000 Kernel 2: 109.536003 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.006642 0.763158 fi:0.335951. Ave ac:0.014744,0.014165 Initialization: 7.277000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.856000 Kernel 1: 0.025000 Kernel 2: 110.223000 Copyback: 0.018000 Sum: 0.033000 It 5,Best ac:0.008018 0.714286 fi:0.384286. Ave ac:0.011869,0.013047 Initialization: 6.411000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.114000 Kernel 1: 0.023000 Kernel 2: 110.830002 Copyback: 0.018000 Sum: 0.032000 It 6,Best ac:0.004581 0.909091 fi:0.190819. Ave ac:0.014022,0.013578 Initialization: 6.736000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.457000 Kernel 1: 0.023000 Kernel 2: 108.841003 Copyback: 0.020000 Sum: 0.032000 It 7,Best ac:0.005729 0.925926 fi:0.173537. Ave ac:0.011825,0.010586 Initialization: 8.167000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.169000 Kernel 1: 0.023000 Kernel 2: 104.945000 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.005497 0.857143 fi:0.242411. Ave ac:0.010595,0.009748 Initialization: 6.411000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.886000 Kernel 1: 0.024000 Kernel 2: 107.014000 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.005269 0.884615 fi:0.215026. Ave ac:0.010512,0.009732 Iteration 10:MDL fitness activated Error 0.215026 TL 0.046622 MDL Theory Length Weight: 1.5373768595 (3) Initialization: 6.838000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.518000 Kernel 1: 0.023000 Kernel 2: 106.614998 Copyback: 0.017000 Sum: 0.041000 It 10,Best ac:0.004123 0.857143 fi:0.345185. Ave ac:0.009044,0.008233 Initialization: 6.779000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.925000 Kernel 1: 0.022000 Kernel 2: 107.124001 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004810 0.913043 fi:0.253062. Ave ac:0.008336,0.006931 Initialization: 6.535000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.011000 Kernel 1: 0.023000 Kernel 2: 108.662003 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.006642 0.878788 fi:0.285312. Ave ac:0.008498,0.006242 Initialization: 6.606000 Memcpy Classifiers: 0.441000 Memcpy Instances: 9.250000 Kernel 1: 0.023000 Kernel 2: 108.454002 Copyback: 0.370000 Sum: 0.035000 It 13,Best ac:0.006871 0.810811 fi:0.331186. Ave ac:0.006761,0.005349 Initialization: 6.454000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.101000 Kernel 1: 0.024000 Kernel 2: 107.428001 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.005726 0.925926 fi:0.239733. Ave ac:0.008148,0.005812 Initialization: 6.696000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.930000 Kernel 1: 0.022000 Kernel 2: 106.278000 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.005269 0.884615 fi:0.284225. Ave ac:0.007931,0.006245 Initialization: 6.421000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.070000 Kernel 1: 0.023000 Kernel 2: 106.160004 Copyback: 0.021000 Sum: 0.032000 It 16,Best ac:0.004581 0.869565 fi:0.289066. Ave ac:0.008418,0.007494 Initialization: 6.460000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.883000 Kernel 1: 0.023000 Kernel 2: 107.614998 Copyback: 0.016000 Sum: 0.035000 It 17,Best ac:0.007787 0.894737 fi:0.253072. Ave ac:0.009180,0.008381 Initialization: 6.268000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.869000 Kernel 1: 0.024000 Kernel 2: 107.334999 Copyback: 0.018000 Sum: 0.034000 It 18,Best ac:0.006642 0.878788 fi:0.275525. Ave ac:0.009052,0.006792 Initialization: 6.425000 Memcpy Classifiers: 0.407000 Memcpy Instances: 9.325000 Kernel 1: 0.024000 Kernel 2: 105.787003 Copyback: 0.018000 Sum: 0.035000 It 19,Best ac:0.005268 0.920000 fi:0.229070. Ave ac:0.007044,0.005392 Initialization: 6.473000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.844000 Kernel 1: 0.023000 Kernel 2: 104.553001 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.005726 0.862069 fi:0.290437. Ave ac:0.006985,0.006247 Initialization: 6.723000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.856000 Kernel 1: 0.023000 Kernel 2: 104.294998 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.006184 0.870968 fi:0.274989. Ave ac:0.007030,0.005330 Initialization: 6.463000 Memcpy Classifiers: 0.770000 Memcpy Instances: 8.884000 Kernel 1: 0.023000 Kernel 2: 103.248001 Copyback: 0.018000 Sum: 0.036000 It 22,Best ac:0.006871 0.857143 fi:0.292485. Ave ac:0.008171,0.006220 Initialization: 6.788000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.945000 Kernel 1: 0.023000 Kernel 2: 102.116997 Copyback: 0.017000 Sum: 0.037000 It 23,Best ac:0.004352 0.863636 fi:0.271030. Ave ac:0.006100,0.004344 Initialization: 6.467000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.611000 Kernel 1: 0.023000 Kernel 2: 102.379997 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.004352 0.863636 fi:0.296196. Ave ac:0.008445,0.008389 Initialization: 6.958000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.912000 Kernel 1: 0.023000 Kernel 2: 101.157997 Copyback: 0.017000 Sum: 0.036000 It 25,Best ac:0.006642 0.906250 fi:0.240539. Ave ac:0.008968,0.007672 Initialization: 6.654000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.864000 Kernel 1: 0.022000 Kernel 2: 102.835999 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.005726 0.892857 fi:0.251746. Ave ac:0.006693,0.005682 Initialization: 6.829000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.826000 Kernel 1: 0.023000 Kernel 2: 102.344002 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.005497 0.960000 fi:0.186368. Ave ac:0.008478,0.006380 Initialization: 6.426000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.531000 Kernel 1: 0.023000 Kernel 2: 101.150002 Copyback: 0.018000 Sum: 0.040000 It 28,Best ac:0.004354 0.950000 fi:0.190880. Ave ac:0.007132,0.005333 Initialization: 6.679000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.797000 Kernel 1: 0.023000 Kernel 2: 101.580002 Copyback: 0.018000 Sum: 0.034000 It 29,Best ac:0.004352 0.863636 fi:0.270655. Ave ac:0.005877,0.004067 Initialization: 6.746000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.921000 Kernel 1: 0.022000 Kernel 2: 100.391998 Copyback: 0.017000 Sum: 0.041000 It 30,Best ac:0.004581 0.952381 fi:0.189256. Ave ac:0.007229,0.004587 Initialization: 6.798000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.010000 Kernel 1: 0.024000 Kernel 2: 101.178001 Copyback: 0.017000 Sum: 0.038000 It 31,Best ac:0.005268 0.851852 fi:0.281591. Ave ac:0.006557,0.003826 Initialization: 6.659000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.027000 Kernel 1: 0.023000 Kernel 2: 99.248001 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.004352 0.904762 fi:0.243619. Ave ac:0.005954,0.004345 Initialization: 6.463000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.196000 Kernel 1: 0.024000 Kernel 2: 101.579002 Copyback: 0.018000 Sum: 0.032000 It 33,Best ac:0.006415 0.933333 fi:0.221298. Ave ac:0.008986,0.005148 Initialization: 26.268999 Memcpy Instances: 439.453003 Memcpy Classifiers: 0.070000 Kernel 1: 0.024000 Kernel 2: 544.583008 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 553.835999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 547.267029 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 540.057007 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.016000 Kernel 2: 548.645996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 538.596008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 548.872009 Copyback: 0.366000 Sum: 0.004000 Memcpy Classifiers: 0.071000 Kernel 1: 0.018000 Kernel 2: 543.875977 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.015000 Kernel 2: 566.898010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 544.809998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 535.284973 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.071000 Kernel 1: 0.022000 Kernel 2: 547.658997 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.049000 Kernel 1: 0.015000 Kernel 2: 177.391998 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.005296 0.764045 fi:0.369387. Ave ac:0.005953,0.019266 Best acc 0.005296 0.764045 Rule:Att PSSM_-4_12 is [<-0.667849]|Att PSSM_-1_3 is [-6.110655,-1.308789]|Att PSSM_0_12 is [<-3.078094]|Att PSSM_1_4 is [-6.790564,0.741890]|Att PSSM_1_6 is [<7.793702]|Att PSSM_3_2 is [<2.782348]|Att PSSM_3_5 is [-3.481514,9.446165]|Att PSSM_4_7 is [<-2.036654]|1 Accuracy : 0.747812 0 1 160840 3240 55933 14625 Removed 1513 instances. 216773 Instances left. Acc of rule 0.005296-0.764045 Initialization: 6.464000 Memcpy Classifiers: 0.560000 Memcpy Instances: 9.085000 Kernel 1: 0.025000 Kernel 2: 106.718002 Copyback: 0.018000 Sum: 0.044000 Initial population average accuracy1:0.005982 accuracy2:0.241709 Initialization: 6.801000 Memcpy Classifiers: 0.561000 Memcpy Instances: 9.118000 Kernel 1: 0.023000 Kernel 2: 109.848000 Copyback: 0.017000 Sum: 0.054000 It 0,Best ac:0.005074 0.511628 fi:0.588064. Ave ac:0.010125,0.013744 Initialization: 7.219000 Memcpy Classifiers: 1.287000 Memcpy Instances: 9.143000 Kernel 1: 0.023000 Kernel 2: 113.055000 Copyback: 0.018000 Sum: 0.035000 It 1,Best ac:0.004153 0.620690 fi:0.507843. Ave ac:0.014753,0.017785 Initialization: 6.344000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.975000 Kernel 1: 0.023000 Kernel 2: 113.238998 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.004151 0.720000 fi:0.409311. Ave ac:0.014900,0.016387 Initialization: 6.665000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.283000 Kernel 1: 0.023000 Kernel 2: 112.012001 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.005998 0.722222 fi:0.377104. Ave ac:0.014552,0.014686 Initialization: 6.677000 Memcpy Classifiers: 0.491000 Memcpy Instances: 8.737000 Kernel 1: 0.023000 Kernel 2: 109.369003 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.008072 0.729167 fi:0.369344. Ave ac:0.014081,0.013469 Initialization: 6.481000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.762000 Kernel 1: 0.025000 Kernel 2: 109.422997 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003922 0.809524 fi:0.367424. Ave ac:0.013449,0.013910 Initialization: 6.629000 Memcpy Classifiers: 0.436000 Memcpy Instances: 10.160000 Kernel 1: 0.022000 Kernel 2: 104.119003 Copyback: 0.018000 Sum: 0.034000 It 6,Best ac:0.004613 0.800000 fi:0.299873. Ave ac:0.014100,0.014229 Initialization: 6.715000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.227000 Kernel 1: 0.022000 Kernel 2: 99.001999 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.004382 0.826087 fi:0.273877. Ave ac:0.013248,0.014884 Initialization: 7.807000 Memcpy Classifiers: 0.439000 Memcpy Instances: 9.083000 Kernel 1: 0.022000 Kernel 2: 103.893997 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004614 0.800000 fi:0.299873. Ave ac:0.012084,0.014245 Initialization: 6.899000 Memcpy Classifiers: 0.418000 Memcpy Instances: 9.325000 Kernel 1: 0.022000 Kernel 2: 106.094002 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.005767 0.833333 fi:0.266084. Ave ac:0.011479,0.010944 Iteration 10:MDL fitness activated Error 0.266084 TL 0.027024 MDL Theory Length Weight: 3.2820682099 (1) Initialization: 6.536000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.978000 Kernel 1: 0.023000 Kernel 2: 101.037003 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.005766 0.735294 fi:0.462062. Ave ac:0.011378,0.009473 Initialization: 7.315000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.117000 Kernel 1: 0.023000 Kernel 2: 97.000000 Copyback: 0.017000 Sum: 0.039000 It 11,Best ac:0.006690 0.852941 fi:0.340840. Ave ac:0.011522,0.011962 Initialization: 6.705000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.100000 Kernel 1: 0.023000 Kernel 2: 94.528999 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.007611 0.868421 fi:0.316989. Ave ac:0.013767,0.014822 Initialization: 6.671000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.236000 Kernel 1: 0.023000 Kernel 2: 93.320999 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.005076 0.785714 fi:0.395523. Ave ac:0.012990,0.014817 Initialization: 6.384000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.179000 Kernel 1: 0.023000 Kernel 2: 93.500999 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.004383 1.000000 fi:0.179318. Ave ac:0.013649,0.013965 Initialization: 6.567000 Memcpy Classifiers: 0.740000 Memcpy Instances: 8.768000 Kernel 1: 0.023000 Kernel 2: 94.814003 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.004844 0.777778 fi:0.418113. Ave ac:0.010492,0.010450 Initialization: 6.829000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.216000 Kernel 1: 0.023000 Kernel 2: 93.000999 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.005996 0.838710 fi:0.345855. Ave ac:0.012107,0.011986 Initialization: 6.842000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.390000 Kernel 1: 0.023000 Kernel 2: 94.058998 Copyback: 0.017000 Sum: 0.037000 It 17,Best ac:0.007845 0.829268 fi:0.324188. Ave ac:0.013220,0.013790 Initialization: 6.676000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.791000 Kernel 1: 0.023000 Kernel 2: 92.557999 Copyback: 0.020000 Sum: 0.035000 It 18,Best ac:0.004383 0.826087 fi:0.345720. Ave ac:0.013234,0.015942 Initialization: 6.465000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.925000 Kernel 1: 0.023000 Kernel 2: 90.871002 Copyback: 0.016000 Sum: 0.036000 It 19,Best ac:0.007149 0.885714 fi:0.296676. Ave ac:0.013812,0.015789 Initialization: 7.232000 Memcpy Classifiers: 0.360000 Memcpy Instances: 8.793000 Kernel 1: 0.024000 Kernel 2: 90.389999 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.005535 0.923077 fi:0.253318. Ave ac:0.014613,0.013928 Initialization: 6.665000 Memcpy Classifiers: 0.358000 Memcpy Instances: 8.831000 Kernel 1: 0.022000 Kernel 2: 88.151001 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.004614 0.909091 fi:0.257547. Ave ac:0.011435,0.013413 Initialization: 6.617000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.870000 Kernel 1: 0.023000 Kernel 2: 84.815002 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.004382 1.000000 fi:0.198014. Ave ac:0.009645,0.011472 Initialization: 6.449000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.735000 Kernel 1: 0.025000 Kernel 2: 85.464996 Copyback: 0.016000 Sum: 0.032000 It 23,Best ac:0.004613 0.909091 fi:0.275460. Ave ac:0.009146,0.014876 MDL Theory Length Weight: 2.9538613889 (10) Initialization: 6.894000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.166000 Kernel 1: 0.023000 Kernel 2: 84.954002 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.008303 0.878049 fi:0.290286. Ave ac:0.008764,0.010165 Initialization: 6.774000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.699000 Kernel 1: 0.022000 Kernel 2: 88.293999 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.004152 1.000000 fi:0.232635. Ave ac:0.009710,0.010621 Initialization: 6.512000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.063000 Kernel 1: 0.023000 Kernel 2: 86.419998 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.005304 0.821429 fi:0.347429. Ave ac:0.008956,0.009989 Initialization: 6.787000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.773000 Kernel 1: 0.023000 Kernel 2: 86.524002 Copyback: 0.018000 Sum: 0.032000 It 27,Best ac:0.004614 0.952381 fi:0.221203. Ave ac:0.011033,0.010944 Initialization: 7.626000 Memcpy Classifiers: 0.325000 Memcpy Instances: 10.118000 Kernel 1: 0.023000 Kernel 2: 85.927002 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.006459 0.823529 fi:0.324987. Ave ac:0.009558,0.007934 Initialization: 6.748000 Memcpy Classifiers: 0.305000 Memcpy Instances: 9.091000 Kernel 1: 0.024000 Kernel 2: 83.078003 Copyback: 0.016000 Sum: 0.035000 It 29,Best ac:0.004382 0.863636 fi:0.306164. Ave ac:0.009244,0.007619 Initialization: 6.445000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.912000 Kernel 1: 0.026000 Kernel 2: 81.820000 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.007380 0.842105 fi:0.323500. Ave ac:0.009615,0.007529 Initialization: 6.808000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.775000 Kernel 1: 0.024000 Kernel 2: 80.150002 Copyback: 0.018000 Sum: 0.035000 It 31,Best ac:0.004382 0.863636 fi:0.317973. Ave ac:0.006206,0.005622 Initialization: 6.833000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.465000 Kernel 1: 0.023000 Kernel 2: 81.203003 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.004614 0.833333 fi:0.319844. Ave ac:0.008142,0.008767 Initialization: 6.494000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.807000 Kernel 1: 0.023000 Kernel 2: 80.442001 Copyback: 0.017000 Sum: 0.035000 It 33,Best ac:0.004382 0.826087 fi:0.338470. Ave ac:0.010009,0.012021 Initialization: 25.049000 Memcpy Instances: 433.748993 Memcpy Classifiers: 0.056000 Kernel 1: 0.024000 Kernel 2: 447.368011 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 463.007996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 465.888000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 465.920013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 457.104004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.014000 Kernel 2: 459.635010 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 451.092010 Copyback: 0.018000 Sum: 0.006000 Memcpy Classifiers: 0.054000 Kernel 1: 0.019000 Kernel 2: 482.830994 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.053000 Kernel 1: 0.016000 Kernel 2: 473.946014 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.053000 Kernel 1: 0.015000 Kernel 2: 448.417999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 457.179993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 452.886993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.043000 Kernel 1: 0.014000 Kernel 2: 163.128006 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004336 0.775578 fi:0.388997. Ave ac:0.010125,0.034080 Best acc 0.004336 0.775578 Initialization: 6.406000 Memcpy Classifiers: 0.524000 Memcpy Instances: 9.129000 Kernel 1: 0.026000 Kernel 2: 104.976997 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.005819 accuracy2:0.242551 Initialization: 6.809000 Memcpy Classifiers: 0.524000 Memcpy Instances: 8.775000 Kernel 1: 0.023000 Kernel 2: 109.219002 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.007611 0.589286 fi:0.509406. Ave ac:0.011773,0.014450 Initialization: 6.587000 Memcpy Classifiers: 0.507000 Memcpy Instances: 9.023000 Kernel 1: 0.023000 Kernel 2: 107.241997 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.005996 0.764706 fi:0.334622. Ave ac:0.014676,0.017992 Initialization: 6.935000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.753000 Kernel 1: 0.023000 Kernel 2: 107.755997 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.007841 0.680000 fi:0.418601. Ave ac:0.013865,0.014054 Initialization: 6.491000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.479000 Kernel 1: 0.023000 Kernel 2: 106.809998 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.005306 0.696970 fi:0.402631. Ave ac:0.014115,0.012498 Initialization: 6.671000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.755000 Kernel 1: 0.023000 Kernel 2: 102.285004 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.004843 0.750000 fi:0.349782. Ave ac:0.013213,0.012983 Initialization: 6.431000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.013000 Kernel 1: 0.023000 Kernel 2: 98.320000 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.005996 0.896552 fi:0.202776. Ave ac:0.013768,0.013503 Initialization: 7.243000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.978000 Kernel 1: 0.023000 Kernel 2: 97.044998 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.007614 0.767442 fi:0.331247. Ave ac:0.013772,0.016089 Initialization: 6.568000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.807000 Kernel 1: 0.024000 Kernel 2: 98.627998 Copyback: 0.018000 Sum: 0.039000 It 7,Best ac:0.004383 0.863636 fi:0.236328. Ave ac:0.012765,0.015806 Initialization: 6.447000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.332000 Kernel 1: 0.024000 Kernel 2: 100.792999 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.005306 0.793103 fi:0.306495. Ave ac:0.013470,0.016553 Initialization: 6.390000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.364000 Kernel 1: 0.023000 Kernel 2: 99.390999 Copyback: 0.017000 Sum: 0.049000 It 9,Best ac:0.005306 0.821429 fi:0.278170. Ave ac:0.012385,0.013487 Iteration 10:MDL fitness activated Error 0.278170 TL 0.043721 MDL Theory Length Weight: 2.1207857299 (5) Initialization: 7.206000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.862000 Kernel 1: 0.022000 Kernel 2: 100.411003 Copyback: 0.018000 Sum: 0.031000 It 10,Best ac:0.005767 0.806452 fi:0.362029. Ave ac:0.009587,0.010618 Initialization: 6.388000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.115000 Kernel 1: 0.023000 Kernel 2: 94.581001 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.005304 0.851852 fi:0.290499. Ave ac:0.012392,0.018164 Initialization: 7.383000 Memcpy Classifiers: 0.383000 Memcpy Instances: 10.112000 Kernel 1: 0.023000 Kernel 2: 96.448997 Copyback: 0.018000 Sum: 0.033000 It 12,Best ac:0.005996 0.787879 fi:0.371878. Ave ac:0.011305,0.013621 Initialization: 6.672000 Memcpy Classifiers: 0.373000 Memcpy Instances: 8.803000 Kernel 1: 0.024000 Kernel 2: 94.792000 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.003921 0.894737 fi:0.330533. Ave ac:0.011584,0.013497 Initialization: 7.816000 Memcpy Classifiers: 0.372000 Memcpy Instances: 8.859000 Kernel 1: 0.022000 Kernel 2: 92.596001 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.005304 0.920000 fi:0.234076. Ave ac:0.012472,0.014494 Initialization: 6.329000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.172000 Kernel 1: 0.024000 Kernel 2: 97.306000 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.005075 0.916667 fi:0.234164. Ave ac:0.009911,0.012206 Initialization: 6.783000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.965000 Kernel 1: 0.024000 Kernel 2: 93.707001 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004384 0.904762 fi:0.254479. Ave ac:0.009844,0.010846 Initialization: 6.522000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.008000 Kernel 1: 0.023000 Kernel 2: 96.476997 Copyback: 0.018000 Sum: 0.031000 It 17,Best ac:0.003922 0.894737 fi:0.338685. Ave ac:0.010257,0.011159 Initialization: 6.454000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.931000 Kernel 1: 0.023000 Kernel 2: 94.070999 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.006227 0.794118 fi:0.356858. Ave ac:0.008793,0.009358 Initialization: 6.447000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.727000 Kernel 1: 0.025000 Kernel 2: 91.521004 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.004614 0.800000 fi:0.355374. Ave ac:0.010782,0.011337 Initialization: 6.668000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.737000 Kernel 1: 0.024000 Kernel 2: 93.545998 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.004614 0.869565 fi:0.293993. Ave ac:0.012327,0.011610 Initialization: 6.651000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.907000 Kernel 1: 0.024000 Kernel 2: 91.002998 Copyback: 0.018000 Sum: 0.034000 It 21,Best ac:0.005766 0.925926 fi:0.231478. Ave ac:0.011583,0.013124 Initialization: 6.654000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.741000 Kernel 1: 0.024000 Kernel 2: 91.133003 Copyback: 0.019000 Sum: 0.033000 It 22,Best ac:0.004383 0.863636 fi:0.267233. Ave ac:0.010412,0.010858 Initialization: 6.820000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.765000 Kernel 1: 0.025000 Kernel 2: 89.775002 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.005767 0.925926 fi:0.232771. Ave ac:0.010032,0.009436 Initialization: 6.899000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.744000 Kernel 1: 0.024000 Kernel 2: 86.433998 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.007382 0.914286 fi:0.228808. Ave ac:0.009625,0.010366 Initialization: 6.830000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.122000 Kernel 1: 0.023000 Kernel 2: 86.324997 Copyback: 0.018000 Sum: 0.030000 It 25,Best ac:0.004383 0.904762 fi:0.242768. Ave ac:0.010263,0.012837 Initialization: 6.393000 Memcpy Classifiers: 0.377000 Memcpy Instances: 9.082000 Kernel 1: 0.023000 Kernel 2: 88.221001 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.004152 0.947368 fi:0.212204. Ave ac:0.010034,0.010636 Initialization: 6.468000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.132000 Kernel 1: 0.024000 Kernel 2: 84.738998 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.004382 0.950000 fi:0.197551. Ave ac:0.008416,0.010699 Initialization: 6.416000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.154000 Kernel 1: 0.023000 Kernel 2: 85.956001 Copyback: 0.018000 Sum: 0.033000 It 28,Best ac:0.006459 0.903226 fi:0.245004. Ave ac:0.011042,0.013525 Initialization: 6.908000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.984000 Kernel 1: 0.023000 Kernel 2: 86.767998 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.005306 0.793103 fi:0.345323. Ave ac:0.009234,0.009663 Initialization: 6.819000 Memcpy Classifiers: 0.306000 Memcpy Instances: 8.995000 Kernel 1: 0.023000 Kernel 2: 84.907997 Copyback: 0.371000 Sum: 0.028000 It 30,Best ac:0.004382 0.950000 fi:0.204440. Ave ac:0.010693,0.012787 Initialization: 7.362000 Memcpy Classifiers: 0.305000 Memcpy Instances: 8.894000 Kernel 1: 0.024000 Kernel 2: 84.824997 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.005074 0.880000 fi:0.256705. Ave ac:0.009865,0.009842 Initialization: 6.688000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.887000 Kernel 1: 0.024000 Kernel 2: 85.416000 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.005304 0.851852 fi:0.282314. Ave ac:0.009311,0.009012 Initialization: 6.561000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.825000 Kernel 1: 0.024000 Kernel 2: 87.260002 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.008074 0.760870 fi:0.360566. Ave ac:0.006948,0.007879 Initialization: 24.465000 Memcpy Instances: 432.303009 Memcpy Classifiers: 0.068000 Kernel 1: 0.024000 Kernel 2: 474.160004 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.061000 Kernel 1: 0.016000 Kernel 2: 468.997986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 469.507996 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.068000 Kernel 1: 0.019000 Kernel 2: 474.950012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 471.194000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 468.230988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 463.583008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 470.083008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 444.247009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.015000 Kernel 2: 487.500000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 474.687012 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 474.321991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.015000 Kernel 2: 166.317993 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.008082 0.692764 fi:0.428670. Ave ac:0.011204,0.039586 Best acc 0.008082 0.692764 Rule:Att PSSM_0_12 is [<-3.114009]|Att PSSM_1_4 is [<3.628752]|Att PSSM_1_5 is [-1.815645,7.195055]|Att PSSM_1_12 is [<-1.615291]|Att PSSM_2_14 is [<4.301301]|Att PSSM_3_7 is [<-1.682778]|Att PSSM_3_12 is [-5.019551,5.905457]|Att PSSM_4_12 is [<-0.164856]|1 Accuracy : 0.750658 0 1 160568 3512 54993 15565 Removed 1212 instances. 215561 Instances left. Acc of rule 0.004336-0.775578 Initialization: 6.813000 Memcpy Classifiers: 0.543000 Memcpy Instances: 8.786000 Kernel 1: 0.026000 Kernel 2: 106.617996 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.006680 accuracy2:0.238229 Initialization: 6.665000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.720000 Kernel 1: 0.024000 Kernel 2: 114.585999 Copyback: 0.020000 Sum: 0.039000 It 0,Best ac:0.009047 0.475610 fi:0.622476. Ave ac:0.013435,0.020291 Initialization: 6.390000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.933000 Kernel 1: 0.024000 Kernel 2: 112.936996 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.004407 0.593750 fi:0.506184. Ave ac:0.017069,0.021032 Initialization: 6.379000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.670000 Kernel 1: 0.025000 Kernel 2: 114.903000 Copyback: 0.018000 Sum: 0.032000 It 2,Best ac:0.005335 0.575000 fi:0.524565. Ave ac:0.014239,0.016896 Initialization: 6.592000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.758000 Kernel 1: 0.024000 Kernel 2: 114.101997 Copyback: 0.017000 Sum: 0.036000 It 3,Best ac:0.004408 0.678571 fi:0.421361. Ave ac:0.014397,0.016998 Initialization: 6.427000 Memcpy Classifiers: 0.401000 Memcpy Instances: 8.910000 Kernel 1: 0.024000 Kernel 2: 111.731003 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.004870 0.724138 fi:0.375612. Ave ac:0.014557,0.016728 Initialization: 7.264000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.032000 Kernel 1: 0.024000 Kernel 2: 114.452003 Copyback: 0.020000 Sum: 0.029000 It 5,Best ac:0.005567 0.750000 fi:0.349472. Ave ac:0.014035,0.015457 Initialization: 6.870000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.866000 Kernel 1: 0.023000 Kernel 2: 113.221001 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.004871 0.875000 fi:0.224749. Ave ac:0.015133,0.014837 Initialization: 6.817000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.809000 Kernel 1: 0.024000 Kernel 2: 111.454002 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.005567 0.800000 fi:0.299472. Ave ac:0.015115,0.013296 Initialization: 6.452000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.724000 Kernel 1: 0.024000 Kernel 2: 116.038002 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004406 0.826087 fi:0.273847. Ave ac:0.015031,0.018764 Initialization: 6.406000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.495000 Kernel 1: 0.023000 Kernel 2: 115.795998 Copyback: 0.018000 Sum: 0.032000 It 9,Best ac:0.004407 0.826087 fi:0.273847. Ave ac:0.010005,0.010838 Iteration 10:MDL fitness activated Error 0.273847 TL 0.020073 MDL Theory Length Weight: 4.5475057277 (4) Initialization: 6.498000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.041000 Kernel 1: 0.023000 Kernel 2: 111.917000 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.005102 0.846154 fi:0.344786. Ave ac:0.011000,0.012341 Initialization: 6.419000 Memcpy Classifiers: 0.635000 Memcpy Instances: 9.817000 Kernel 1: 0.023000 Kernel 2: 108.092003 Copyback: 0.018000 Sum: 0.033000 It 11,Best ac:0.008117 0.833333 fi:0.382053. Ave ac:0.011628,0.010924 Initialization: 6.667000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.935000 Kernel 1: 0.024000 Kernel 2: 104.232002 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.003942 0.894737 fi:0.358556. Ave ac:0.011692,0.013912 Initialization: 6.381000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.718000 Kernel 1: 0.024000 Kernel 2: 101.458000 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.005335 0.821429 fi:0.410762. Ave ac:0.008506,0.010573 Initialization: 6.675000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.793000 Kernel 1: 0.024000 Kernel 2: 98.606003 Copyback: 0.017000 Sum: 0.040000 It 14,Best ac:0.003943 0.944444 fi:0.328309. Ave ac:0.010813,0.013412 Initialization: 6.432000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.859000 Kernel 1: 0.024000 Kernel 2: 95.084000 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.004406 0.863636 fi:0.351374. Ave ac:0.010275,0.012877 Initialization: 6.698000 Memcpy Classifiers: 0.373000 Memcpy Instances: 8.804000 Kernel 1: 0.023000 Kernel 2: 93.364998 Copyback: 0.017000 Sum: 0.038000 It 16,Best ac:0.006494 0.800000 fi:0.386556. Ave ac:0.008426,0.009174 Initialization: 6.684000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.962000 Kernel 1: 0.023000 Kernel 2: 93.019997 Copyback: 0.018000 Sum: 0.035000 It 17,Best ac:0.007655 0.804878 fi:0.415290. Ave ac:0.009760,0.012535 Initialization: 6.412000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.887000 Kernel 1: 0.023000 Kernel 2: 92.396004 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.005103 0.814815 fi:0.374656. Ave ac:0.012507,0.013925 Initialization: 6.706000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.837000 Kernel 1: 0.023000 Kernel 2: 91.885002 Copyback: 0.018000 Sum: 0.039000 It 19,Best ac:0.008583 0.755102 fi:0.421147. Ave ac:0.011017,0.013084 Initialization: 6.823000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.078000 Kernel 1: 0.023000 Kernel 2: 88.455002 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.005334 0.884615 fi:0.328600. Ave ac:0.013111,0.015600 Initialization: 6.460000 Memcpy Classifiers: 0.316000 Memcpy Instances: 8.903000 Kernel 1: 0.023000 Kernel 2: 88.998001 Copyback: 0.025000 Sum: 0.034000 It 21,Best ac:0.004871 0.840000 fi:0.356534. Ave ac:0.012071,0.015194 Initialization: 7.962000 Memcpy Classifiers: 0.473000 Memcpy Instances: 8.949000 Kernel 1: 0.023000 Kernel 2: 88.650002 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.004175 0.818182 fi:0.360403. Ave ac:0.010854,0.011834 Initialization: 6.785000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.998000 Kernel 1: 0.023000 Kernel 2: 90.884003 Copyback: 0.017000 Sum: 0.026000 It 23,Best ac:0.004639 0.800000 fi:0.364262. Ave ac:0.012740,0.015331 MDL Theory Length Weight: 4.0927551549 (10) Initialization: 6.879000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.757000 Kernel 1: 0.026000 Kernel 2: 90.928001 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.006263 0.818182 fi:0.342312. Ave ac:0.012732,0.019005 Initialization: 6.450000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.227000 Kernel 1: 0.024000 Kernel 2: 85.704002 Copyback: 0.017000 Sum: 0.027000 It 25,Best ac:0.004638 0.740741 fi:0.445973. Ave ac:0.016164,0.030635 Initialization: 6.627000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.831000 Kernel 1: 0.024000 Kernel 2: 90.162003 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.006265 0.870968 fi:0.299340. Ave ac:0.016406,0.024870 Initialization: 6.475000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.284000 Kernel 1: 0.023000 Kernel 2: 91.846001 Copyback: 0.018000 Sum: 0.025000 It 27,Best ac:0.004175 0.857143 fi:0.339465. Ave ac:0.012651,0.018204 Initialization: 6.399000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.318000 Kernel 1: 0.024000 Kernel 2: 90.507004 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.006030 0.812500 fi:0.343043. Ave ac:0.010613,0.014045 Initialization: 6.582000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.860000 Kernel 1: 0.024000 Kernel 2: 90.211998 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.008117 0.777778 fi:0.381153. Ave ac:0.012774,0.019196 Initialization: 6.345000 Memcpy Classifiers: 0.317000 Memcpy Instances: 8.879000 Kernel 1: 0.024000 Kernel 2: 89.010002 Copyback: 0.018000 Sum: 0.023000 It 30,Best ac:0.004638 0.909091 fi:0.277857. Ave ac:0.012514,0.021628 Initialization: 6.474000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.920000 Kernel 1: 0.023000 Kernel 2: 88.036003 Copyback: 0.017000 Sum: 0.026000 It 31,Best ac:0.005568 0.827586 fi:0.321888. Ave ac:0.018518,0.031303 Initialization: 6.622000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.723000 Kernel 1: 0.239000 Kernel 2: 86.114998 Copyback: 0.016000 Sum: 0.025000 It 32,Best ac:0.004870 0.807692 fi:0.342729. Ave ac:0.012683,0.018806 Initialization: 6.355000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.194000 Kernel 1: 0.024000 Kernel 2: 85.341003 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.005102 0.880000 fi:0.254603. Ave ac:0.012426,0.017495 Initialization: 25.268999 Memcpy Instances: 434.247986 Memcpy Classifiers: 0.054000 Kernel 1: 0.025000 Kernel 2: 508.272003 Copyback: 0.367000 Sum: 0.015000 Memcpy Classifiers: 0.053000 Kernel 1: 0.017000 Kernel 2: 500.705994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 503.875000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.015000 Kernel 2: 480.563995 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 503.561005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.020000 Kernel 2: 475.264008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 502.539001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.016000 Kernel 2: 497.675995 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 479.177002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.014000 Kernel 2: 489.037994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 495.997009 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 457.515991 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004574 0.671662 fi:0.463151. Ave ac:0.010074,0.035086 Best acc 0.004574 0.671662 Initialization: 6.594000 Memcpy Classifiers: 0.596000 Memcpy Instances: 8.713000 Kernel 1: 0.027000 Kernel 2: 104.221001 Copyback: 0.017000 Sum: 0.052000 Initial population average accuracy1:0.006417 accuracy2:0.234650 Initialization: 7.414000 Memcpy Classifiers: 0.509000 Memcpy Instances: 9.091000 Kernel 1: 0.024000 Kernel 2: 114.129997 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.009974 0.537500 fi:0.560216. Ave ac:0.013366,0.020139 Initialization: 6.597000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.707000 Kernel 1: 0.025000 Kernel 2: 115.053001 Copyback: 0.018000 Sum: 0.036000 It 1,Best ac:0.007189 0.620000 fi:0.478825. Ave ac:0.014342,0.020616 Initialization: 6.835000 Memcpy Classifiers: 0.509000 Memcpy Instances: 8.695000 Kernel 1: 0.024000 Kernel 2: 115.150002 Copyback: 0.018000 Sum: 0.034000 It 2,Best ac:0.004640 0.666667 fi:0.433174. Ave ac:0.012970,0.016821 Initialization: 6.494000 Memcpy Classifiers: 0.485000 Memcpy Instances: 8.722000 Kernel 1: 0.025000 Kernel 2: 116.161003 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.006725 0.707317 fi:0.391693. Ave ac:0.012910,0.015706 Initialization: 6.425000 Memcpy Classifiers: 0.508000 Memcpy Instances: 9.011000 Kernel 1: 0.024000 Kernel 2: 114.759003 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.004174 0.692308 fi:0.421965. Ave ac:0.012327,0.010988 Initialization: 6.649000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.723000 Kernel 1: 0.023000 Kernel 2: 119.603996 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.005102 0.814815 fi:0.284842. Ave ac:0.010865,0.010645 Initialization: 6.623000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.859000 Kernel 1: 0.023000 Kernel 2: 116.759003 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.006495 0.777778 fi:0.321322. Ave ac:0.009059,0.007786 Initialization: 6.616000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.690000 Kernel 1: 0.025000 Kernel 2: 116.457001 Copyback: 0.017000 Sum: 0.037000 It 7,Best ac:0.010206 0.800000 fi:0.297623. Ave ac:0.009179,0.008606 Initialization: 6.670000 Memcpy Classifiers: 0.455000 Memcpy Instances: 8.694000 Kernel 1: 0.024000 Kernel 2: 117.536003 Copyback: 0.018000 Sum: 0.033000 It 8,Best ac:0.005103 0.785714 fi:0.313943. Ave ac:0.008152,0.007094 Initialization: 6.353000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.995000 Kernel 1: 0.025000 Kernel 2: 118.691002 Copyback: 0.021000 Sum: 0.039000 It 9,Best ac:0.005103 0.846154 fi:0.253503. Ave ac:0.008778,0.006835 Iteration 10:MDL fitness activated Error 0.253503 TL 0.035337 MDL Theory Length Weight: 2.3912992593 (1) Initialization: 6.412000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.412000 Kernel 1: 0.023000 Kernel 2: 119.904999 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.005103 0.785714 fi:0.400015. Ave ac:0.008653,0.006640 Initialization: 6.405000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.724000 Kernel 1: 0.025000 Kernel 2: 114.556999 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.004406 0.760000 fi:0.431523. Ave ac:0.008407,0.006154 Initialization: 6.351000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.884000 Kernel 1: 0.024000 Kernel 2: 112.183998 Copyback: 0.017000 Sum: 0.034000 It 12,Best ac:0.005798 0.757576 fi:0.426906. Ave ac:0.008596,0.006760 Initialization: 6.256000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.018000 Kernel 1: 0.023000 Kernel 2: 113.708000 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.006263 0.818182 fi:0.362896. Ave ac:0.010507,0.007166 Initialization: 6.663000 Memcpy Classifiers: 0.387000 Memcpy Instances: 8.717000 Kernel 1: 0.023000 Kernel 2: 110.363998 Copyback: 0.018000 Sum: 0.042000 It 14,Best ac:0.005568 0.923077 fi:0.270566. Ave ac:0.011481,0.008113 Initialization: 6.822000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.712000 Kernel 1: 0.024000 Kernel 2: 107.139000 Copyback: 0.017000 Sum: 0.040000 It 15,Best ac:0.006262 0.750000 fi:0.421503. Ave ac:0.007724,0.006195 Initialization: 6.346000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.104000 Kernel 1: 0.024000 Kernel 2: 102.489998 Copyback: 0.017000 Sum: 0.040000 It 16,Best ac:0.006263 0.794118 fi:0.395686. Ave ac:0.009177,0.007194 Initialization: 6.748000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.774000 Kernel 1: 0.024000 Kernel 2: 98.514000 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.003943 0.944444 fi:0.310781. Ave ac:0.009217,0.006568 Initialization: 6.515000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.171000 Kernel 1: 0.024000 Kernel 2: 93.389000 Copyback: 0.017000 Sum: 0.040000 It 18,Best ac:0.004175 0.900000 fi:0.310108. Ave ac:0.007598,0.006024 Initialization: 6.873000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.915000 Kernel 1: 0.024000 Kernel 2: 92.022003 Copyback: 0.018000 Sum: 0.038000 It 19,Best ac:0.004638 0.833333 fi:0.329232. Ave ac:0.006438,0.005432 Initialization: 6.726000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.898000 Kernel 1: 0.023000 Kernel 2: 98.611000 Copyback: 0.017000 Sum: 0.039000 It 20,Best ac:0.004639 0.909091 fi:0.253381. Ave ac:0.008600,0.006350 Initialization: 6.667000 Memcpy Classifiers: 0.382000 Memcpy Instances: 9.161000 Kernel 1: 0.023000 Kernel 2: 98.021004 Copyback: 0.017000 Sum: 0.037000 It 21,Best ac:0.004175 0.947368 fi:0.241937. Ave ac:0.008219,0.005571 Initialization: 6.601000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.802000 Kernel 1: 0.023000 Kernel 2: 94.216003 Copyback: 0.017000 Sum: 0.039000 It 22,Best ac:0.007191 0.794872 fi:0.384250. Ave ac:0.007725,0.006111 Initialization: 6.413000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.943000 Kernel 1: 0.024000 Kernel 2: 90.667999 Copyback: 0.017000 Sum: 0.039000 It 23,Best ac:0.007191 0.939394 fi:0.232917. Ave ac:0.007813,0.006816 Initialization: 6.663000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.307000 Kernel 1: 0.023000 Kernel 2: 88.758003 Copyback: 0.017000 Sum: 0.037000 It 24,Best ac:0.004175 0.900000 fi:0.278528. Ave ac:0.008618,0.005853 Initialization: 7.127000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.993000 Kernel 1: 0.023000 Kernel 2: 86.153999 Copyback: 0.017000 Sum: 0.038000 It 25,Best ac:0.004407 0.826087 fi:0.332488. Ave ac:0.007699,0.005728 Initialization: 6.366000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.996000 Kernel 1: 0.023000 Kernel 2: 84.052002 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.005567 0.888889 fi:0.278014. Ave ac:0.008374,0.005510 Initialization: 7.428000 Memcpy Classifiers: 0.396000 Memcpy Instances: 8.711000 Kernel 1: 0.023000 Kernel 2: 79.505997 Copyback: 0.017000 Sum: 0.038000 It 27,Best ac:0.007653 0.825000 fi:0.338213. Ave ac:0.007423,0.005624 Initialization: 6.769000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.917000 Kernel 1: 0.022000 Kernel 2: 81.834000 Copyback: 0.017000 Sum: 0.259000 It 28,Best ac:0.007653 0.891892 fi:0.268976. Ave ac:0.008254,0.005558 Initialization: 6.361000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.296000 Kernel 1: 0.023000 Kernel 2: 80.501999 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.003943 0.944444 fi:0.309855. Ave ac:0.007424,0.006403 Initialization: 6.321000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.929000 Kernel 1: 0.023000 Kernel 2: 78.211998 Copyback: 0.017000 Sum: 0.038000 It 30,Best ac:0.004871 0.913043 fi:0.266537. Ave ac:0.007447,0.005442 Initialization: 6.786000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.982000 Kernel 1: 0.022000 Kernel 2: 79.459999 Copyback: 0.017000 Sum: 0.037000 It 31,Best ac:0.008815 0.844444 fi:0.295395. Ave ac:0.007277,0.005305 Initialization: 6.903000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.094000 Kernel 1: 0.023000 Kernel 2: 77.464996 Copyback: 0.018000 Sum: 0.037000 It 32,Best ac:0.006495 0.875000 fi:0.296619. Ave ac:0.006207,0.005129 MDL Theory Length Weight: 2.1521693334 (10) Initialization: 6.888000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.906000 Kernel 1: 0.024000 Kernel 2: 76.779999 Copyback: 0.017000 Sum: 0.036000 It 33,Best ac:0.004174 1.000000 fi:0.170986. Ave ac:0.008886,0.006890 Initialization: 25.191000 Memcpy Instances: 432.776001 Memcpy Classifiers: 0.065000 Kernel 1: 0.023000 Kernel 2: 469.862000 Copyback: 0.017000 Sum: 0.012000 Memcpy Classifiers: 0.058000 Kernel 1: 0.018000 Kernel 2: 439.941986 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.063000 Kernel 1: 0.016000 Kernel 2: 447.160004 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 458.725006 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 452.416992 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 436.191010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 455.054993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 457.498993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 454.722992 Copyback: 0.021000 Sum: 0.005000 Memcpy Classifiers: 0.065000 Kernel 1: 0.022000 Kernel 2: 457.654999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 437.696991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 443.411011 Copyback: 0.016000 Sum: 0.003000 It 34,Best ac:0.004723 0.740902 fi:0.414911. Ave ac:0.006760,0.021601 Best acc 0.004723 0.740902 Rule:Att PSSM_0_1 is [>0.752899]|Att PSSM_0_7 is [-5.905313,-2.094687]|Att PSSM_0_9 is [-6.692197,-3.445094]|Att PSSM_1_7 is [<-1.480601]|Att PSSM_1_12 is [-5.380617,3.380617]|Att PSSM_2_12 is [<-0.875222]|Att PSSM_3_1 is [>-5.296593]|Att PSSM_3_12 is [<-0.904117]|Att PSSM_3_15 is [-6.186537,4.826929]|1 Accuracy : 0.753480 0 1 160212 3868 53975 16583 Removed 1374 instances. 214187 Instances left. Acc of rule 0.004723-0.740902 Initialization: 6.730000 Memcpy Classifiers: 0.543000 Memcpy Instances: 8.700000 Kernel 1: 0.026000 Kernel 2: 104.426003 Copyback: 0.021000 Sum: 0.050000 Initial population average accuracy1:0.005956 accuracy2:0.224688 Initialization: 6.414000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.653000 Kernel 1: 0.024000 Kernel 2: 109.418999 Copyback: 0.017000 Sum: 0.059000 It 0,Best ac:0.007937 0.539683 fi:0.558807. Ave ac:0.011305,0.015392 Initialization: 6.760000 Memcpy Classifiers: 0.507000 Memcpy Instances: 8.784000 Kernel 1: 0.023000 Kernel 2: 109.938004 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.007703 0.600000 fi:0.498584. Ave ac:0.014165,0.017551 Initialization: 6.479000 Memcpy Classifiers: 0.546000 Memcpy Instances: 9.107000 Kernel 1: 0.024000 Kernel 2: 107.855003 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.005369 0.696970 fi:0.402556. Ave ac:0.013652,0.016294 Initialization: 6.444000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.748000 Kernel 1: 0.023000 Kernel 2: 104.318001 Copyback: 0.020000 Sum: 0.031000 It 3,Best ac:0.005369 0.766667 fi:0.332859. Ave ac:0.012826,0.014629 Initialization: 6.306000 Memcpy Classifiers: 0.417000 Memcpy Instances: 10.183000 Kernel 1: 0.023000 Kernel 2: 99.961998 Copyback: 0.018000 Sum: 0.034000 It 4,Best ac:0.004669 0.740741 fi:0.359067. Ave ac:0.013453,0.014224 Initialization: 6.354000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.658000 Kernel 1: 0.024000 Kernel 2: 98.031998 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.006071 0.787879 fi:0.311362. Ave ac:0.011878,0.010596 Initialization: 6.670000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.290000 Kernel 1: 0.024000 Kernel 2: 95.166000 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.008170 0.700000 fi:0.398392. Ave ac:0.009195,0.008676 Initialization: 6.640000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.872000 Kernel 1: 0.024000 Kernel 2: 97.410004 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.004435 0.678571 fi:0.421329. Ave ac:0.010479,0.011680 Initialization: 6.571000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.883000 Kernel 1: 0.023000 Kernel 2: 97.991997 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.005370 0.741935 fi:0.357588. Ave ac:0.011127,0.012600 Initialization: 6.330000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.856000 Kernel 1: 0.024000 Kernel 2: 94.865997 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.005369 0.741935 fi:0.357590. Ave ac:0.008967,0.010442 Iteration 10:MDL fitness activated Error 0.357590 TL 0.033120 MDL Theory Length Weight: 3.5988786605 (5) Initialization: 6.677000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.855000 Kernel 1: 0.024000 Kernel 2: 100.820000 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.009806 0.677419 fi:0.477897. Ave ac:0.010185,0.012459 Initialization: 6.345000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.866000 Kernel 1: 0.024000 Kernel 2: 98.509003 Copyback: 0.371000 Sum: 0.039000 It 11,Best ac:0.004436 0.791667 fi:0.396688. Ave ac:0.010399,0.013578 Initialization: 6.375000 Memcpy Classifiers: 0.359000 Memcpy Instances: 9.045000 Kernel 1: 0.024000 Kernel 2: 94.642998 Copyback: 0.020000 Sum: 0.037000 It 12,Best ac:0.004202 0.750000 fi:0.434724. Ave ac:0.010395,0.011056 Initialization: 7.034000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.960000 Kernel 1: 0.024000 Kernel 2: 89.389999 Copyback: 0.017000 Sum: 0.038000 It 13,Best ac:0.005369 0.741935 fi:0.425819. Ave ac:0.009240,0.009328 Initialization: 6.374000 Memcpy Classifiers: 0.735000 Memcpy Instances: 9.369000 Kernel 1: 0.024000 Kernel 2: 88.561996 Copyback: 0.017000 Sum: 0.039000 It 14,Best ac:0.004434 0.760000 fi:0.391129. Ave ac:0.011017,0.011903 Initialization: 8.133000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.639000 Kernel 1: 0.025000 Kernel 2: 85.521004 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.004669 0.833333 fi:0.312731. Ave ac:0.010326,0.015454 Initialization: 6.792000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.026000 Kernel 1: 0.023000 Kernel 2: 85.069000 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.005836 0.862069 fi:0.309578. Ave ac:0.010712,0.011400 Initialization: 7.784000 Memcpy Classifiers: 0.286000 Memcpy Instances: 8.800000 Kernel 1: 0.024000 Kernel 2: 84.342003 Copyback: 0.018000 Sum: 0.027000 It 17,Best ac:0.005370 0.821429 fi:0.352323. Ave ac:0.009338,0.008951 Initialization: 6.681000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.648000 Kernel 1: 0.024000 Kernel 2: 85.237000 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.008172 0.760870 fi:0.401606. Ave ac:0.008507,0.008830 Initialization: 6.343000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.672000 Kernel 1: 0.026000 Kernel 2: 85.417999 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.004670 0.800000 fi:0.356104. Ave ac:0.010694,0.009647 Initialization: 6.775000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.975000 Kernel 1: 0.024000 Kernel 2: 82.009003 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.004203 0.857143 fi:0.302234. Ave ac:0.009792,0.008713 Initialization: 6.284000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.960000 Kernel 1: 0.024000 Kernel 2: 81.856003 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.005370 0.920000 fi:0.238387. Ave ac:0.012183,0.012141 Initialization: 6.659000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.645000 Kernel 1: 0.025000 Kernel 2: 81.056000 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.006769 0.783784 fi:0.379260. Ave ac:0.011436,0.011349 Initialization: 7.038000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.654000 Kernel 1: 0.025000 Kernel 2: 80.233002 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.005601 0.857143 fi:0.298972. Ave ac:0.008237,0.008684 Initialization: 6.730000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.727000 Kernel 1: 0.023000 Kernel 2: 79.487999 Copyback: 0.018000 Sum: 0.023000 It 24,Best ac:0.004903 0.807692 fi:0.366248. Ave ac:0.006655,0.006743 Initialization: 6.368000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.631000 Kernel 1: 0.026000 Kernel 2: 77.627998 Copyback: 0.018000 Sum: 0.022000 It 25,Best ac:0.003968 0.894737 fi:0.311467. Ave ac:0.010871,0.010390 Initialization: 7.405000 Memcpy Classifiers: 0.266000 Memcpy Instances: 8.668000 Kernel 1: 0.025000 Kernel 2: 76.146004 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.004435 0.791667 fi:0.367099. Ave ac:0.010616,0.012252 Initialization: 6.334000 Memcpy Classifiers: 0.283000 Memcpy Instances: 10.014000 Kernel 1: 0.024000 Kernel 2: 75.875999 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.004434 0.791667 fi:0.366388. Ave ac:0.010362,0.011483 Initialization: 6.308000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.969000 Kernel 1: 0.023000 Kernel 2: 77.446999 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.004435 0.791667 fi:0.365582. Ave ac:0.012244,0.016441 Initialization: 7.259000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.958000 Kernel 1: 0.024000 Kernel 2: 76.485001 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.005836 0.757576 fi:0.408148. Ave ac:0.008065,0.009155 Initialization: 6.254000 Memcpy Classifiers: 0.264000 Memcpy Instances: 9.538000 Kernel 1: 0.025000 Kernel 2: 76.566002 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.004667 0.869565 fi:0.280314. Ave ac:0.010704,0.009761 MDL Theory Length Weight: 3.2389907944 (10) Initialization: 6.820000 Memcpy Classifiers: 0.266000 Memcpy Instances: 8.649000 Kernel 1: 0.023000 Kernel 2: 73.344002 Copyback: 0.018000 Sum: 0.022000 It 31,Best ac:0.006071 0.866667 fi:0.274610. Ave ac:0.010802,0.012927 Initialization: 6.672000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.394000 Kernel 1: 0.022000 Kernel 2: 74.115997 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.004202 0.900000 fi:0.261200. Ave ac:0.009012,0.008934 Initialization: 6.693000 Memcpy Classifiers: 0.285000 Memcpy Instances: 9.599000 Kernel 1: 0.024000 Kernel 2: 76.792999 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.004903 0.840000 fi:0.308735. Ave ac:0.008500,0.008280 Initialization: 26.441999 Memcpy Instances: 445.233002 Memcpy Classifiers: 0.061000 Kernel 1: 0.022000 Kernel 2: 435.207001 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 441.006012 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.056000 Kernel 1: 0.015000 Kernel 2: 430.087006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 435.049988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 431.933014 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 443.890991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 431.427002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 452.170990 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.063000 Kernel 1: 0.021000 Kernel 2: 437.904999 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 434.774994 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 442.877014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 245.494003 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004183 0.682407 fi:0.470072. Ave ac:0.007719,0.025340 Best acc 0.004183 0.682407 Initialization: 6.453000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.618000 Kernel 1: 0.026000 Kernel 2: 106.669998 Copyback: 0.017000 Sum: 0.051000 Initial population average accuracy1:0.006317 accuracy2:0.247881 Initialization: 6.685000 Memcpy Classifiers: 0.527000 Memcpy Instances: 8.688000 Kernel 1: 0.023000 Kernel 2: 113.254997 Copyback: 0.017000 Sum: 0.044000 It 0,Best ac:0.004203 0.750000 fi:0.349994. Ave ac:0.011852,0.015884 Initialization: 6.853000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.829000 Kernel 1: 0.022000 Kernel 2: 116.911003 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.006071 0.565217 fi:0.534023. Ave ac:0.014185,0.015719 Initialization: 6.534000 Memcpy Classifiers: 0.525000 Memcpy Instances: 8.666000 Kernel 1: 0.022000 Kernel 2: 111.364998 Copyback: 0.017000 Sum: 0.037000 It 2,Best ac:0.006068 0.666667 fi:0.432576. Ave ac:0.014011,0.017604 Initialization: 6.550000 Memcpy Classifiers: 0.472000 Memcpy Instances: 9.370000 Kernel 1: 0.022000 Kernel 2: 110.728996 Copyback: 0.017000 Sum: 0.037000 It 3,Best ac:0.011207 0.676056 fi:0.421111. Ave ac:0.011304,0.013276 Initialization: 6.416000 Memcpy Classifiers: 0.472000 Memcpy Instances: 8.667000 Kernel 1: 0.022000 Kernel 2: 109.306999 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.006536 0.666667 fi:0.432388. Ave ac:0.011173,0.011776 Initialization: 6.726000 Memcpy Classifiers: 0.435000 Memcpy Instances: 9.814000 Kernel 1: 0.022000 Kernel 2: 109.279999 Copyback: 0.017000 Sum: 0.037000 It 5,Best ac:0.006304 0.729730 fi:0.369416. Ave ac:0.013909,0.014722 Initialization: 6.324000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.019000 Kernel 1: 0.021000 Kernel 2: 105.044998 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.006071 0.787879 fi:0.311362. Ave ac:0.012145,0.013401 Initialization: 6.378000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.019000 Kernel 1: 0.022000 Kernel 2: 98.913002 Copyback: 0.018000 Sum: 0.038000 It 7,Best ac:0.004670 0.769231 fi:0.330575. Ave ac:0.010040,0.014564 Initialization: 6.748000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.975000 Kernel 1: 0.022000 Kernel 2: 93.464996 Copyback: 0.017000 Sum: 0.038000 It 8,Best ac:0.005601 0.727273 fi:0.372158. Ave ac:0.010961,0.016132 Initialization: 6.793000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.891000 Kernel 1: 0.022000 Kernel 2: 92.040001 Copyback: 0.019000 Sum: 0.034000 It 9,Best ac:0.007471 0.761905 fi:0.336770. Ave ac:0.009773,0.011180 Iteration 10:MDL fitness activated Error 0.336770 TL 0.019747 MDL Theory Length Weight: 5.6846640737 (4) Initialization: 6.791000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.109000 Kernel 1: 0.021000 Kernel 2: 86.800003 Copyback: 0.017000 Sum: 0.038000 It 10,Best ac:0.012841 0.723684 fi:0.430143. Ave ac:0.010711,0.015659 Initialization: 6.629000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.853000 Kernel 1: 0.023000 Kernel 2: 83.694000 Copyback: 0.018000 Sum: 0.043000 It 11,Best ac:0.005604 0.827586 fi:0.386548. Ave ac:0.011296,0.016284 Initialization: 6.626000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.630000 Kernel 1: 0.023000 Kernel 2: 82.452003 Copyback: 0.018000 Sum: 0.028000 It 12,Best ac:0.010971 0.770492 fi:0.422695. Ave ac:0.013699,0.021121 Initialization: 6.503000 Memcpy Classifiers: 0.267000 Memcpy Instances: 9.186000 Kernel 1: 0.026000 Kernel 2: 81.230003 Copyback: 0.017000 Sum: 0.025000 It 13,Best ac:0.010035 0.754386 fi:0.427769. Ave ac:0.015257,0.026626 Initialization: 6.391000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.615000 Kernel 1: 0.024000 Kernel 2: 80.866997 Copyback: 0.017000 Sum: 0.025000 It 14,Best ac:0.006536 0.756757 fi:0.405023. Ave ac:0.014978,0.027006 Initialization: 6.494000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.170000 Kernel 1: 0.025000 Kernel 2: 78.646004 Copyback: 0.017000 Sum: 0.022000 It 15,Best ac:0.006304 0.870968 fi:0.323674. Ave ac:0.014093,0.026853 Initialization: 6.219000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.721000 Kernel 1: 0.023000 Kernel 2: 79.071999 Copyback: 0.017000 Sum: 0.024000 It 16,Best ac:0.005601 0.827586 fi:0.369284. Ave ac:0.016870,0.028746 Initialization: 7.068000 Memcpy Classifiers: 0.248000 Memcpy Instances: 8.752000 Kernel 1: 0.023000 Kernel 2: 76.220001 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.004670 0.833333 fi:0.330247. Ave ac:0.019480,0.035734 Initialization: 6.193000 Memcpy Classifiers: 0.246000 Memcpy Instances: 9.106000 Kernel 1: 0.023000 Kernel 2: 74.528000 Copyback: 0.017000 Sum: 0.025000 It 18,Best ac:0.005837 0.781250 fi:0.384308. Ave ac:0.016869,0.031267 Initialization: 7.230000 Memcpy Classifiers: 0.248000 Memcpy Instances: 8.656000 Kernel 1: 0.023000 Kernel 2: 74.459000 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.007470 0.761905 fi:0.385365. Ave ac:0.017893,0.027629 Initialization: 6.764000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.701000 Kernel 1: 0.282000 Kernel 2: 73.319000 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.004669 0.800000 fi:0.361433. Ave ac:0.018854,0.032561 Initialization: 6.324000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.407000 Kernel 1: 0.023000 Kernel 2: 73.447998 Copyback: 0.018000 Sum: 0.023000 It 21,Best ac:0.003735 1.000000 fi:0.300744. Ave ac:0.019546,0.029323 Initialization: 6.361000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.621000 Kernel 1: 0.025000 Kernel 2: 72.699997 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.009337 0.754717 fi:0.420351. Ave ac:0.017730,0.035841 Initialization: 6.271000 Memcpy Classifiers: 0.226000 Memcpy Instances: 10.106000 Kernel 1: 0.023000 Kernel 2: 73.274002 Copyback: 0.018000 Sum: 0.021000 It 23,Best ac:0.005368 0.793103 fi:0.372707. Ave ac:0.021133,0.036159 Initialization: 6.289000 Memcpy Classifiers: 0.246000 Memcpy Instances: 9.056000 Kernel 1: 0.023000 Kernel 2: 72.551003 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.005604 0.923077 fi:0.266027. Ave ac:0.018394,0.031495 Initialization: 6.437000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.885000 Kernel 1: 0.023000 Kernel 2: 73.348000 Copyback: 0.016000 Sum: 0.025000 It 25,Best ac:0.004203 0.857143 fi:0.315140. Ave ac:0.015597,0.026635 Initialization: 6.670000 Memcpy Classifiers: 0.206000 Memcpy Instances: 9.039000 Kernel 1: 0.022000 Kernel 2: 76.305000 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.004435 0.863636 fi:0.331761. Ave ac:0.015602,0.026192 Initialization: 6.329000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.061000 Kernel 1: 0.023000 Kernel 2: 72.058998 Copyback: 0.018000 Sum: 0.024000 It 27,Best ac:0.004201 0.947368 fi:0.221704. Ave ac:0.014800,0.027735 Initialization: 6.795000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.694000 Kernel 1: 0.024000 Kernel 2: 74.347000 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.004901 0.875000 fi:0.299246. Ave ac:0.013293,0.020080 Initialization: 6.325000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.648000 Kernel 1: 0.024000 Kernel 2: 74.435997 Copyback: 0.020000 Sum: 0.023000 It 29,Best ac:0.004435 0.826087 fi:0.352219. Ave ac:0.010604,0.018011 Initialization: 6.410000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.374000 Kernel 1: 0.026000 Kernel 2: 73.319000 Copyback: 0.016000 Sum: 0.024000 It 30,Best ac:0.004903 0.913043 fi:0.261200. Ave ac:0.014151,0.021143 Initialization: 6.582000 Memcpy Classifiers: 0.206000 Memcpy Instances: 8.650000 Kernel 1: 0.023000 Kernel 2: 75.412003 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.006768 0.805556 fi:0.370263. Ave ac:0.011958,0.023104 Initialization: 6.392000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.629000 Kernel 1: 0.024000 Kernel 2: 72.362999 Copyback: 0.018000 Sum: 0.024000 It 32,Best ac:0.004435 0.826087 fi:0.338090. Ave ac:0.014849,0.024574 Initialization: 6.630000 Memcpy Classifiers: 0.205000 Memcpy Instances: 8.635000 Kernel 1: 0.028000 Kernel 2: 77.150002 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.006771 0.878788 fi:0.281566. Ave ac:0.012293,0.015676 Initialization: 26.573999 Memcpy Instances: 430.825989 Memcpy Classifiers: 0.047000 Kernel 1: 0.021000 Kernel 2: 431.815002 Copyback: 0.014000 Sum: 0.014000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 434.904999 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.045000 Kernel 1: 0.013000 Kernel 2: 433.158997 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.046000 Kernel 1: 0.016000 Kernel 2: 443.688995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.045000 Kernel 1: 0.013000 Kernel 2: 441.312988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.045000 Kernel 1: 0.014000 Kernel 2: 438.451996 Copyback: 0.019000 Sum: 0.004000 Memcpy Classifiers: 0.047000 Kernel 1: 0.019000 Kernel 2: 439.054993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.046000 Kernel 1: 0.015000 Kernel 2: 443.260986 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.046000 Kernel 1: 0.016000 Kernel 2: 448.821014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.045000 Kernel 1: 0.013000 Kernel 2: 447.641998 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.013000 Kernel 2: 431.576996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.049000 Kernel 1: 0.015000 Kernel 2: 247.524994 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.005000 0.698630 fi:0.467266. Ave ac:0.010749,0.038267 Best acc 0.005000 0.698630 Rule:Att PSSM_-4_8 is [>-2.583916]|Att PSSM_0_2 is [<-4.899730]|Att PSSM_0_13 is [-1.885667,8.608938]|Att PSSM_1_5 is [-3.953885,5.060772]|1 Accuracy : 0.756075 0 1 159750 4330 52904 17654 Removed 1533 instances. 212654 Instances left. Acc of rule 0.005000-0.698630 Initialization: 6.331000 Memcpy Classifiers: 0.948000 Memcpy Instances: 8.602000 Kernel 1: 0.025000 Kernel 2: 105.703003 Copyback: 0.018000 Sum: 0.052000 Initial population average accuracy1:0.006130 accuracy2:0.239496 Initialization: 6.311000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.991000 Kernel 1: 0.023000 Kernel 2: 109.930000 Copyback: 0.369000 Sum: 0.035000 It 0,Best ac:0.004703 0.606061 fi:0.493708. Ave ac:0.011955,0.014772 Initialization: 6.752000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.918000 Kernel 1: 0.022000 Kernel 2: 110.011002 Copyback: 0.018000 Sum: 0.030000 It 1,Best ac:0.004467 0.633333 fi:0.466531. Ave ac:0.014143,0.016470 Initialization: 6.385000 Memcpy Classifiers: 0.629000 Memcpy Instances: 8.614000 Kernel 1: 0.023000 Kernel 2: 112.641998 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.005643 0.800000 fi:0.299384. Ave ac:0.016249,0.019098 Initialization: 6.588000 Memcpy Classifiers: 0.470000 Memcpy Instances: 9.619000 Kernel 1: 0.023000 Kernel 2: 113.151001 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.005878 0.757576 fi:0.341712. Ave ac:0.013926,0.019015 Initialization: 6.407000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.795000 Kernel 1: 0.022000 Kernel 2: 109.296997 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.007524 0.680851 fi:0.417764. Ave ac:0.011925,0.015528 Initialization: 6.637000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.581000 Kernel 1: 0.023000 Kernel 2: 108.093002 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.007524 0.761905 fi:0.336710. Ave ac:0.011707,0.014846 Initialization: 6.230000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.780000 Kernel 1: 0.022000 Kernel 2: 109.306000 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.004232 0.692308 fi:0.407653. Ave ac:0.012694,0.017076 Initialization: 6.577000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.708000 Kernel 1: 0.022000 Kernel 2: 107.371002 Copyback: 0.019000 Sum: 0.030000 It 7,Best ac:0.005643 0.774194 fi:0.325191. Ave ac:0.010061,0.012362 Initialization: 6.301000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.708000 Kernel 1: 0.022000 Kernel 2: 104.417999 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.005407 0.793103 fi:0.306379. Ave ac:0.008896,0.010236 Initialization: 6.339000 Memcpy Classifiers: 0.449000 Memcpy Instances: 8.929000 Kernel 1: 0.022000 Kernel 2: 104.930000 Copyback: 0.018000 Sum: 0.033000 It 9,Best ac:0.006584 0.777778 fi:0.321222. Ave ac:0.008296,0.009961 Iteration 10:MDL fitness activated Error 0.321222 TL 0.038671 MDL Theory Length Weight: 2.7688526345 (8) Initialization: 6.317000 Memcpy Classifiers: 0.422000 Memcpy Instances: 8.782000 Kernel 1: 0.023000 Kernel 2: 100.732002 Copyback: 0.018000 Sum: 0.032000 It 10,Best ac:0.005878 0.694444 fi:0.493398. Ave ac:0.007827,0.008941 Initialization: 6.781000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.869000 Kernel 1: 0.022000 Kernel 2: 103.350998 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.005173 0.846154 fi:0.342730. Ave ac:0.011683,0.013932 Initialization: 6.434000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.983000 Kernel 1: 0.022000 Kernel 2: 101.397003 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.009405 0.800000 fi:0.395237. Ave ac:0.012972,0.014906 Initialization: 6.289000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.773000 Kernel 1: 0.022000 Kernel 2: 100.624001 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.004467 0.863636 fi:0.327725. Ave ac:0.012896,0.016570 Initialization: 6.373000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.580000 Kernel 1: 0.024000 Kernel 2: 101.416000 Copyback: 0.018000 Sum: 0.029000 It 14,Best ac:0.007524 0.864865 fi:0.304544. Ave ac:0.011695,0.012001 Initialization: 6.508000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.611000 Kernel 1: 0.285000 Kernel 2: 98.320000 Copyback: 0.018000 Sum: 0.033000 It 15,Best ac:0.009875 0.823529 fi:0.337605. Ave ac:0.010407,0.011374 Initialization: 6.426000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.762000 Kernel 1: 0.022000 Kernel 2: 96.598000 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.004938 0.875000 fi:0.298752. Ave ac:0.011746,0.012820 Initialization: 6.586000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.561000 Kernel 1: 0.023000 Kernel 2: 96.343002 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004703 0.869565 fi:0.312294. Ave ac:0.010303,0.012561 Initialization: 6.578000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.309000 Kernel 1: 0.022000 Kernel 2: 99.511002 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.006113 0.812500 fi:0.345831. Ave ac:0.011643,0.013652 Initialization: 6.283000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.590000 Kernel 1: 0.023000 Kernel 2: 94.792999 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.005407 0.793103 fi:0.388134. Ave ac:0.012312,0.017426 Initialization: 6.624000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.641000 Kernel 1: 0.023000 Kernel 2: 93.492996 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.004232 0.818182 fi:0.370071. Ave ac:0.011801,0.012561 Initialization: 6.278000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.839000 Kernel 1: 0.023000 Kernel 2: 89.070000 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.004938 0.875000 fi:0.269613. Ave ac:0.009825,0.008849 Initialization: 7.825000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.579000 Kernel 1: 0.022000 Kernel 2: 92.316002 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.004232 0.857143 fi:0.321964. Ave ac:0.008796,0.008617 Initialization: 6.566000 Memcpy Classifiers: 0.363000 Memcpy Instances: 9.021000 Kernel 1: 0.023000 Kernel 2: 89.818001 Copyback: 0.018000 Sum: 0.036000 It 23,Best ac:0.005643 0.827586 fi:0.360176. Ave ac:0.008870,0.007534 Initialization: 6.308000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.527000 Kernel 1: 0.023000 Kernel 2: 87.865997 Copyback: 0.018000 Sum: 0.034000 It 24,Best ac:0.006113 0.928571 fi:0.273619. Ave ac:0.009245,0.008524 Initialization: 6.336000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.636000 Kernel 1: 0.023000 Kernel 2: 89.217003 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.004938 0.840000 fi:0.319678. Ave ac:0.011341,0.008206 Initialization: 6.293000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.649000 Kernel 1: 0.023000 Kernel 2: 86.711998 Copyback: 0.018000 Sum: 0.038000 It 26,Best ac:0.004938 0.807692 fi:0.389727. Ave ac:0.009749,0.011192 Initialization: 6.402000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.574000 Kernel 1: 0.024000 Kernel 2: 87.417000 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.005643 0.827586 fi:0.329515. Ave ac:0.013509,0.014101 Initialization: 6.445000 Memcpy Classifiers: 0.324000 Memcpy Instances: 8.689000 Kernel 1: 0.023000 Kernel 2: 86.232002 Copyback: 0.017000 Sum: 0.038000 It 28,Best ac:0.007992 0.772727 fi:0.377608. Ave ac:0.009732,0.009947 Initialization: 6.274000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.871000 Kernel 1: 0.022000 Kernel 2: 86.181000 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.007054 0.810811 fi:0.371657. Ave ac:0.009582,0.008618 Initialization: 6.300000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.641000 Kernel 1: 0.023000 Kernel 2: 88.268997 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.009403 0.888889 fi:0.291651. Ave ac:0.009257,0.009268 MDL Theory Length Weight: 2.4919673710 (10) Initialization: 6.326000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.716000 Kernel 1: 0.024000 Kernel 2: 86.605003 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.003527 1.000000 fi:0.310340. Ave ac:0.007312,0.006533 Initialization: 6.835000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.787000 Kernel 1: 0.023000 Kernel 2: 86.522003 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.004232 0.818182 fi:0.330478. Ave ac:0.006589,0.007649 Initialization: 6.609000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.847000 Kernel 1: 0.023000 Kernel 2: 88.047997 Copyback: 0.017000 Sum: 0.035000 It 33,Best ac:0.004467 0.863636 fi:0.309598. Ave ac:0.007072,0.005877 Initialization: 25.556999 Memcpy Instances: 428.700989 Memcpy Classifiers: 0.069000 Kernel 1: 0.022000 Kernel 2: 487.795990 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 492.230988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 496.179993 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.068000 Kernel 1: 0.016000 Kernel 2: 506.764008 Copyback: 0.367000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 493.229004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 490.855011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 491.338013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.093000 Kernel 1: 0.014000 Kernel 2: 502.015991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 484.707001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 482.967010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 486.399994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 285.694000 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.005469 0.655950 fi:0.483951. Ave ac:0.008552,0.028029 Best acc 0.005469 0.655950 Initialization: 6.371000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.830000 Kernel 1: 0.024000 Kernel 2: 105.107002 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.005829 accuracy2:0.239805 Initialization: 6.335000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.771000 Kernel 1: 0.023000 Kernel 2: 111.175003 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.008935 0.520548 fi:0.577490. Ave ac:0.011286,0.016048 Initialization: 6.847000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.883000 Kernel 1: 0.022000 Kernel 2: 111.675003 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.005878 0.595238 fi:0.504050. Ave ac:0.015774,0.018546 Initialization: 6.546000 Memcpy Classifiers: 0.492000 Memcpy Instances: 8.687000 Kernel 1: 0.022000 Kernel 2: 111.450996 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.004938 0.656250 fi:0.443422. Ave ac:0.015217,0.016410 Initialization: 6.303000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.775000 Kernel 1: 0.023000 Kernel 2: 106.333000 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.005173 0.733333 fi:0.366243. Ave ac:0.013755,0.015680 Initialization: 6.712000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.577000 Kernel 1: 0.024000 Kernel 2: 100.120003 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.004703 0.666667 fi:0.433102. Ave ac:0.014227,0.016665 Initialization: 6.547000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.635000 Kernel 1: 0.022000 Kernel 2: 97.614998 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.005408 0.696970 fi:0.402510. Ave ac:0.013316,0.013399 Initialization: 6.296000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.477000 Kernel 1: 0.023000 Kernel 2: 93.472000 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.006113 0.787879 fi:0.311313. Ave ac:0.014131,0.015333 Initialization: 6.733000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.584000 Kernel 1: 0.022000 Kernel 2: 95.547997 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.004467 0.730769 fi:0.369095. Ave ac:0.013056,0.012501 Initialization: 6.342000 Memcpy Classifiers: 0.385000 Memcpy Instances: 8.598000 Kernel 1: 0.317000 Kernel 2: 93.603996 Copyback: 0.018000 Sum: 0.033000 It 8,Best ac:0.010346 0.733333 fi:0.364128. Ave ac:0.014106,0.015735 Initialization: 6.734000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.865000 Kernel 1: 0.022000 Kernel 2: 93.320000 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.005173 0.814815 fi:0.284761. Ave ac:0.012417,0.011249 Iteration 10:MDL fitness activated Error 0.284761 TL 0.019637 MDL Theory Length Weight: 4.8337364791 (1) Initialization: 6.462000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.977000 Kernel 1: 0.022000 Kernel 2: 91.627998 Copyback: 0.018000 Sum: 0.037000 It 10,Best ac:0.003997 0.894737 fi:0.314561. Ave ac:0.011161,0.011799 Initialization: 7.328000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.805000 Kernel 1: 0.023000 Kernel 2: 88.014999 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.004938 0.807692 fi:0.397022. Ave ac:0.013492,0.013803 Initialization: 6.459000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.563000 Kernel 1: 0.023000 Kernel 2: 85.688004 Copyback: 0.018000 Sum: 0.034000 It 12,Best ac:0.004232 0.750000 fi:0.430474. Ave ac:0.014573,0.022034 Initialization: 6.369000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.732000 Kernel 1: 0.022000 Kernel 2: 81.964996 Copyback: 0.371000 Sum: 0.034000 It 13,Best ac:0.006113 0.764706 fi:0.434906. Ave ac:0.012659,0.015721 Initialization: 6.463000 Memcpy Classifiers: 0.688000 Memcpy Instances: 8.570000 Kernel 1: 0.470000 Kernel 2: 79.893997 Copyback: 0.016000 Sum: 0.027000 It 14,Best ac:0.004232 0.947368 fi:0.246931. Ave ac:0.015237,0.022833 Initialization: 6.889000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.554000 Kernel 1: 0.024000 Kernel 2: 79.217003 Copyback: 0.017000 Sum: 0.022000 It 15,Best ac:0.004232 0.818182 fi:0.327987. Ave ac:0.014022,0.021720 Initialization: 6.576000 Memcpy Classifiers: 0.304000 Memcpy Instances: 9.566000 Kernel 1: 0.022000 Kernel 2: 76.986000 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.004938 0.913043 fi:0.321644. Ave ac:0.013282,0.024229 Initialization: 6.524000 Memcpy Classifiers: 0.286000 Memcpy Instances: 8.610000 Kernel 1: 0.022000 Kernel 2: 78.372002 Copyback: 0.018000 Sum: 0.027000 It 17,Best ac:0.005643 0.800000 fi:0.421373. Ave ac:0.008977,0.017665 Initialization: 6.270000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.810000 Kernel 1: 0.022000 Kernel 2: 77.183998 Copyback: 0.017000 Sum: 0.024000 It 18,Best ac:0.004232 0.900000 fi:0.317587. Ave ac:0.015708,0.026606 Initialization: 6.578000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.562000 Kernel 1: 0.023000 Kernel 2: 74.804001 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.008935 0.716981 fi:0.458391. Ave ac:0.012366,0.024160 Initialization: 6.341000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.869000 Kernel 1: 0.023000 Kernel 2: 75.947998 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.004703 0.833333 fi:0.379986. Ave ac:0.016914,0.030144 Initialization: 6.614000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.553000 Kernel 1: 0.023000 Kernel 2: 75.532997 Copyback: 0.018000 Sum: 0.022000 It 21,Best ac:0.006113 0.896552 fi:0.303152. Ave ac:0.015093,0.027949 Initialization: 6.350000 Memcpy Classifiers: 0.581000 Memcpy Instances: 8.641000 Kernel 1: 0.024000 Kernel 2: 73.168999 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.007054 0.857143 fi:0.329070. Ave ac:0.011920,0.022364 Initialization: 6.286000 Memcpy Classifiers: 0.284000 Memcpy Instances: 10.134000 Kernel 1: 0.022000 Kernel 2: 75.287003 Copyback: 0.020000 Sum: 0.032000 It 23,Best ac:0.004231 0.818182 fi:0.365988. Ave ac:0.012031,0.016099 MDL Theory Length Weight: 4.3503628312 (10) Initialization: 6.353000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.568000 Kernel 1: 0.024000 Kernel 2: 73.810997 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.005643 0.827586 fi:0.366335. Ave ac:0.011817,0.018351 Initialization: 6.344000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.596000 Kernel 1: 0.024000 Kernel 2: 75.477997 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.004232 0.900000 fi:0.260957. Ave ac:0.011242,0.015336 Initialization: 6.231000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.957000 Kernel 1: 0.022000 Kernel 2: 74.961998 Copyback: 0.020000 Sum: 0.023000 It 26,Best ac:0.005408 0.821429 fi:0.332457. Ave ac:0.011286,0.018260 Initialization: 6.343000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.668000 Kernel 1: 0.023000 Kernel 2: 73.808998 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.003997 0.944444 fi:0.265941. Ave ac:0.010454,0.013344 Initialization: 6.319000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.689000 Kernel 1: 0.022000 Kernel 2: 75.832001 Copyback: 0.019000 Sum: 0.025000 It 28,Best ac:0.004703 0.714286 fi:0.456401. Ave ac:0.010349,0.017928 Initialization: 7.138000 Memcpy Classifiers: 0.230000 Memcpy Instances: 8.916000 Kernel 1: 0.022000 Kernel 2: 74.920998 Copyback: 0.023000 Sum: 0.029000 It 29,Best ac:0.005643 0.774194 fi:0.407742. Ave ac:0.013044,0.018076 Initialization: 6.383000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.721000 Kernel 1: 0.024000 Kernel 2: 74.122002 Copyback: 0.018000 Sum: 0.025000 It 30,Best ac:0.004467 0.950000 fi:0.222453. Ave ac:0.010948,0.014985 Initialization: 6.777000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.557000 Kernel 1: 0.023000 Kernel 2: 74.321999 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.006819 0.743590 fi:0.421804. Ave ac:0.010482,0.017544 Initialization: 6.584000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.674000 Kernel 1: 0.023000 Kernel 2: 74.813004 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.007054 0.857143 fi:0.326312. Ave ac:0.013412,0.016787 Initialization: 6.407000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.847000 Kernel 1: 0.022000 Kernel 2: 74.502998 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.004703 0.800000 fi:0.400673. Ave ac:0.010228,0.014453 Initialization: 24.993000 Memcpy Instances: 425.244995 Memcpy Classifiers: 0.053000 Kernel 1: 0.023000 Kernel 2: 442.269012 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.051000 Kernel 1: 0.014000 Kernel 2: 440.531006 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.051000 Kernel 1: 0.016000 Kernel 2: 440.924011 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 433.100006 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 438.752014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 435.049011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 435.453003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 440.476013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 445.328003 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 443.484009 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.051000 Kernel 1: 0.017000 Kernel 2: 441.985992 Copyback: 0.020000 Sum: 0.005000 Memcpy Classifiers: 0.054000 Kernel 1: 0.017000 Kernel 2: 251.783997 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005069 0.699546 fi:0.484720. Ave ac:0.009469,0.031708 Best acc 0.005069 0.699546 Rule:Att PSSM_-3_10 is [-2.053456,4.528122]|Att PSSM_-2_12 is [<-2.780780]|Att PSSM_-1_7 is [-6.974055,-2.534625]|Att PSSM_0_7 is [<-3.845574]|Att PSSM_0_9 is [<-0.083597]|Att PSSM_3_15 is [<7.193493]|1 Accuracy : 0.758696 0 1 159287 4793 51826 18732 Removed 1541 instances. 211113 Instances left. Acc of rule 0.005069-0.699546 Initialization: 6.677000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.742000 Kernel 1: 0.024000 Kernel 2: 106.974998 Copyback: 0.017000 Sum: 0.054000 Initial population average accuracy1:0.005671 accuracy2:0.243629 Initialization: 6.709000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.781000 Kernel 1: 0.022000 Kernel 2: 115.533997 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.015155 0.646465 fi:0.448950. Ave ac:0.011086,0.014614 Initialization: 6.638000 Memcpy Classifiers: 0.489000 Memcpy Instances: 9.515000 Kernel 1: 0.022000 Kernel 2: 113.490997 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.003789 0.727273 fi:0.437583. Ave ac:0.013615,0.017473 Initialization: 6.289000 Memcpy Classifiers: 0.909000 Memcpy Instances: 8.598000 Kernel 1: 0.021000 Kernel 2: 113.533997 Copyback: 0.018000 Sum: 0.036000 It 2,Best ac:0.005685 0.727273 fi:0.372062. Ave ac:0.013614,0.017637 Initialization: 6.280000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.725000 Kernel 1: 0.024000 Kernel 2: 111.577003 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.005685 0.727273 fi:0.372062. Ave ac:0.012315,0.014199 Initialization: 6.297000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.723000 Kernel 1: 0.023000 Kernel 2: 105.484001 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004737 0.909091 fi:0.190637. Ave ac:0.013464,0.014030 Initialization: 6.908000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.494000 Kernel 1: 0.024000 Kernel 2: 104.864998 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.004262 0.692308 fi:0.407618. Ave ac:0.011204,0.011253 Initialization: 6.280000 Memcpy Classifiers: 0.460000 Memcpy Instances: 8.753000 Kernel 1: 0.023000 Kernel 2: 104.713997 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.006869 0.783784 fi:0.315063. Ave ac:0.010426,0.010724 Initialization: 6.292000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.756000 Kernel 1: 0.023000 Kernel 2: 101.847000 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004973 0.807692 fi:0.291939. Ave ac:0.009388,0.010138 Initialization: 6.529000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.734000 Kernel 1: 0.022000 Kernel 2: 102.024002 Copyback: 0.018000 Sum: 0.039000 It 8,Best ac:0.004736 0.833333 fi:0.266396. Ave ac:0.008847,0.008527 Initialization: 6.558000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.512000 Kernel 1: 0.023000 Kernel 2: 103.432999 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.004499 0.863636 fi:0.236191. Ave ac:0.009549,0.008186 Iteration 10:MDL fitness activated Error 0.236191 TL 0.035467 MDL Theory Length Weight: 2.2198224886 (6) Initialization: 6.204000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.892000 Kernel 1: 0.022000 Kernel 2: 100.621002 Copyback: 0.017000 Sum: 0.037000 It 10,Best ac:0.004973 0.777778 fi:0.393659. Ave ac:0.009010,0.007864 Initialization: 6.349000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.320000 Kernel 1: 0.022000 Kernel 2: 99.042999 Copyback: 0.018000 Sum: 0.043000 It 11,Best ac:0.004736 0.833333 fi:0.341110. Ave ac:0.008837,0.007958 Initialization: 6.305000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.717000 Kernel 1: 0.022000 Kernel 2: 100.889999 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.004027 0.894737 fi:0.278635. Ave ac:0.010367,0.009489 Initialization: 6.361000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.959000 Kernel 1: 0.022000 Kernel 2: 98.596001 Copyback: 0.018000 Sum: 0.040000 It 13,Best ac:0.004026 0.894737 fi:0.295542. Ave ac:0.009423,0.008932 Initialization: 6.699000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.797000 Kernel 1: 0.022000 Kernel 2: 102.221001 Copyback: 0.018000 Sum: 0.038000 It 14,Best ac:0.008527 0.734694 fi:0.421994. Ave ac:0.007085,0.007250 Initialization: 6.777000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.570000 Kernel 1: 0.023000 Kernel 2: 99.900002 Copyback: 0.017000 Sum: 0.037000 It 15,Best ac:0.003790 0.941176 fi:0.296625. Ave ac:0.010387,0.009231 Initialization: 6.210000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.351000 Kernel 1: 0.022000 Kernel 2: 96.967003 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004974 0.875000 fi:0.297108. Ave ac:0.009912,0.009874 Initialization: 6.594000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.836000 Kernel 1: 0.023000 Kernel 2: 94.984001 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004027 0.944444 fi:0.241977. Ave ac:0.009090,0.008588 Initialization: 6.582000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.675000 Kernel 1: 0.023000 Kernel 2: 93.026001 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.003552 0.937500 fi:0.346457. Ave ac:0.008285,0.007287 Initialization: 6.297000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.720000 Kernel 1: 0.023000 Kernel 2: 94.960999 Copyback: 0.018000 Sum: 0.034000 It 19,Best ac:0.005448 0.793103 fi:0.371210. Ave ac:0.007484,0.006899 Initialization: 6.275000 Memcpy Classifiers: 0.369000 Memcpy Instances: 8.596000 Kernel 1: 0.022000 Kernel 2: 95.140999 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.004737 0.952381 fi:0.213019. Ave ac:0.008426,0.007270 Initialization: 6.282000 Memcpy Classifiers: 0.347000 Memcpy Instances: 8.700000 Kernel 1: 0.023000 Kernel 2: 87.828003 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.007814 0.825000 fi:0.327159. Ave ac:0.008028,0.006975 Initialization: 6.326000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.548000 Kernel 1: 0.023000 Kernel 2: 88.277000 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.004736 0.800000 fi:0.365440. Ave ac:0.006697,0.006527 Initialization: 6.339000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.672000 Kernel 1: 0.022000 Kernel 2: 86.274002 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.004738 0.800000 fi:0.361574. Ave ac:0.006844,0.006697 Initialization: 6.492000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.530000 Kernel 1: 0.023000 Kernel 2: 88.390999 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.004737 0.952381 fi:0.207414. Ave ac:0.009856,0.007549 Initialization: 6.291000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.577000 Kernel 1: 0.023000 Kernel 2: 88.678001 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.005921 0.892857 fi:0.271782. Ave ac:0.008731,0.006675 Initialization: 6.362000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.057000 Kernel 1: 0.023000 Kernel 2: 86.541000 Copyback: 0.017000 Sum: 0.038000 It 26,Best ac:0.004499 0.826087 fi:0.336218. Ave ac:0.007255,0.005526 Initialization: 6.701000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.998000 Kernel 1: 0.023000 Kernel 2: 87.913002 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.006867 0.878788 fi:0.263711. Ave ac:0.008796,0.006821 Initialization: 6.284000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.315000 Kernel 1: 0.023000 Kernel 2: 90.970001 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.004974 0.875000 fi:0.301770. Ave ac:0.008211,0.006650 Initialization: 6.665000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.543000 Kernel 1: 0.022000 Kernel 2: 90.686996 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.005212 0.916667 fi:0.255341. Ave ac:0.008755,0.006867 Initialization: 6.683000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.487000 Kernel 1: 0.030000 Kernel 2: 93.386002 Copyback: 0.018000 Sum: 0.036000 It 30,Best ac:0.006158 0.812500 fi:0.342112. Ave ac:0.006625,0.005075 Initialization: 6.302000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.518000 Kernel 1: 0.024000 Kernel 2: 89.982002 Copyback: 0.018000 Sum: 0.033000 It 31,Best ac:0.003790 0.941176 fi:0.282949. Ave ac:0.008143,0.006626 Initialization: 6.899000 Memcpy Classifiers: 0.324000 Memcpy Instances: 8.561000 Kernel 1: 0.023000 Kernel 2: 93.188004 Copyback: 0.369000 Sum: 0.036000 It 32,Best ac:0.005921 0.862069 fi:0.286992. Ave ac:0.008065,0.006562 Initialization: 6.813000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.919000 Kernel 1: 0.022000 Kernel 2: 91.058998 Copyback: 0.017000 Sum: 0.036000 It 33,Best ac:0.004499 0.904762 fi:0.247974. Ave ac:0.008225,0.006400 MDL Theory Length Weight: 1.9978402397 (10) Initialization: 25.496000 Memcpy Instances: 424.992004 Memcpy Classifiers: 0.064000 Kernel 1: 0.022000 Kernel 2: 512.690979 Copyback: 0.015000 Sum: 0.014000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 501.934998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 501.170990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 503.783997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 504.747009 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 504.190002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 497.209991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 492.066986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 486.141998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 500.614014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 502.598999 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.048000 Kernel 1: 0.016000 Kernel 2: 217.494003 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.004126 0.705263 fi:0.453111. Ave ac:0.008443,0.027076 Best acc 0.004126 0.705263 Initialization: 6.824000 Memcpy Classifiers: 0.562000 Memcpy Instances: 8.492000 Kernel 1: 0.025000 Kernel 2: 106.930000 Copyback: 0.021000 Sum: 0.051000 Initial population average accuracy1:0.005658 accuracy2:0.227026 Initialization: 7.489000 Memcpy Classifiers: 0.514000 Memcpy Instances: 8.824000 Kernel 1: 0.023000 Kernel 2: 109.041000 Copyback: 0.017000 Sum: 0.054000 It 0,Best ac:0.005683 0.489796 fi:0.609541. Ave ac:0.011372,0.015833 Initialization: 6.291000 Memcpy Classifiers: 0.661000 Memcpy Instances: 8.516000 Kernel 1: 0.024000 Kernel 2: 112.080002 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.009948 0.506024 fi:0.591548. Ave ac:0.014734,0.017060 Initialization: 6.641000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.940000 Kernel 1: 0.022000 Kernel 2: 108.811996 Copyback: 0.018000 Sum: 0.033000 It 2,Best ac:0.010422 0.578947 fi:0.518425. Ave ac:0.014933,0.016959 Initialization: 6.276000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.588000 Kernel 1: 0.021000 Kernel 2: 110.648003 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.005683 0.631579 fi:0.467758. Ave ac:0.015623,0.016923 Initialization: 6.560000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.604000 Kernel 1: 0.023000 Kernel 2: 110.387001 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.008290 0.700000 fi:0.398255. Ave ac:0.013787,0.016192 Initialization: 7.022000 Memcpy Classifiers: 0.436000 Memcpy Instances: 9.935000 Kernel 1: 0.022000 Kernel 2: 107.538002 Copyback: 0.017000 Sum: 0.038000 It 5,Best ac:0.005210 0.733333 fi:0.366200. Ave ac:0.010412,0.009699 Initialization: 6.302000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.484000 Kernel 1: 0.024000 Kernel 2: 106.746002 Copyback: 0.018000 Sum: 0.034000 It 6,Best ac:0.005212 0.758621 fi:0.340911. Ave ac:0.009115,0.008893 Initialization: 6.563000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.621000 Kernel 1: 0.023000 Kernel 2: 103.191002 Copyback: 0.018000 Sum: 0.037000 It 7,Best ac:0.005211 0.687500 fi:0.412031. Ave ac:0.008010,0.007427 Initialization: 6.293000 Memcpy Classifiers: 0.416000 Memcpy Instances: 9.988000 Kernel 1: 0.023000 Kernel 2: 99.040001 Copyback: 0.017000 Sum: 0.037000 It 8,Best ac:0.004501 0.826087 fi:0.273739. Ave ac:0.009416,0.009732 Initialization: 6.677000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.496000 Kernel 1: 0.023000 Kernel 2: 100.078003 Copyback: 0.017000 Sum: 0.038000 It 9,Best ac:0.004026 0.850000 fi:0.262659. Ave ac:0.009190,0.009114 Iteration 10:MDL fitness activated Error 0.262659 TL 0.035544 MDL Theory Length Weight: 2.4632511387 (1) Initialization: 6.272000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.360000 Kernel 1: 0.023000 Kernel 2: 100.466003 Copyback: 0.018000 Sum: 0.040000 It 10,Best ac:0.010422 0.709677 fi:0.458694. Ave ac:0.008520,0.009013 Initialization: 6.255000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.912000 Kernel 1: 0.022000 Kernel 2: 98.523003 Copyback: 0.016000 Sum: 0.035000 It 11,Best ac:0.004974 0.750000 fi:0.406463. Ave ac:0.010180,0.009564 Initialization: 6.304000 Memcpy Classifiers: 0.413000 Memcpy Instances: 8.501000 Kernel 1: 0.024000 Kernel 2: 91.872002 Copyback: 0.018000 Sum: 0.032000 It 12,Best ac:0.003791 0.842105 fi:0.410259. Ave ac:0.010412,0.010763 Initialization: 6.802000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.940000 Kernel 1: 0.023000 Kernel 2: 96.839996 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.004737 0.689655 fi:0.489109. Ave ac:0.009652,0.009594 Initialization: 6.320000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.935000 Kernel 1: 0.022000 Kernel 2: 97.082001 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.004027 0.809524 fi:0.379465. Ave ac:0.011367,0.009930 Initialization: 6.306000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.613000 Kernel 1: 0.022000 Kernel 2: 93.117996 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.005212 0.846154 fi:0.326856. Ave ac:0.011838,0.011805 Initialization: 6.778000 Memcpy Classifiers: 0.514000 Memcpy Instances: 8.525000 Kernel 1: 0.023000 Kernel 2: 96.916000 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004499 0.904762 fi:0.291316. Ave ac:0.012135,0.011746 Initialization: 6.374000 Memcpy Classifiers: 0.355000 Memcpy Instances: 8.726000 Kernel 1: 0.023000 Kernel 2: 95.558998 Copyback: 0.016000 Sum: 0.031000 It 17,Best ac:0.003315 1.000000 fi:0.343146. Ave ac:0.012648,0.011093 Initialization: 6.328000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.513000 Kernel 1: 0.023000 Kernel 2: 93.307999 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.005685 0.705882 fi:0.441026. Ave ac:0.008094,0.009468 Initialization: 6.800000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.491000 Kernel 1: 0.023000 Kernel 2: 94.818001 Copyback: 0.018000 Sum: 0.034000 It 19,Best ac:0.005211 0.846154 fi:0.316442. Ave ac:0.010074,0.009256 Initialization: 6.335000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.491000 Kernel 1: 0.024000 Kernel 2: 91.551003 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.004262 0.782609 fi:0.371296. Ave ac:0.010121,0.008941 Initialization: 6.352000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.633000 Kernel 1: 0.022000 Kernel 2: 86.633003 Copyback: 0.017000 Sum: 0.039000 It 21,Best ac:0.004026 0.894737 fi:0.294972. Ave ac:0.009211,0.008242 Initialization: 6.303000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.681000 Kernel 1: 0.022000 Kernel 2: 86.208000 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.003789 0.842105 fi:0.388458. Ave ac:0.008536,0.007619 Initialization: 6.297000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.987000 Kernel 1: 0.022000 Kernel 2: 84.712997 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.004026 0.850000 fi:0.342058. Ave ac:0.007745,0.006250 Initialization: 6.608000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.507000 Kernel 1: 0.030000 Kernel 2: 86.662003 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.004973 0.807692 fi:0.348028. Ave ac:0.007694,0.007062 Initialization: 6.837000 Memcpy Classifiers: 0.353000 Memcpy Instances: 9.710000 Kernel 1: 0.022000 Kernel 2: 87.943001 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.004500 0.791667 fi:0.366866. Ave ac:0.007195,0.006939 MDL Theory Length Weight: 2.2169260248 (10) Initialization: 6.742000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.671000 Kernel 1: 0.023000 Kernel 2: 121.052002 Copyback: 0.025000 Sum: 0.033000 It 26,Best ac:0.004737 0.833333 fi:0.331707. Ave ac:0.009579,0.008387 Initialization: 6.396000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.496000 Kernel 1: 0.024000 Kernel 2: 84.246002 Copyback: 0.018000 Sum: 0.037000 It 27,Best ac:0.005683 0.800000 fi:0.344797. Ave ac:0.009258,0.008665 Initialization: 6.563000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.509000 Kernel 1: 0.028000 Kernel 2: 84.453003 Copyback: 0.020000 Sum: 0.032000 It 28,Best ac:0.005920 0.833333 fi:0.330754. Ave ac:0.007786,0.006267 Initialization: 6.256000 Memcpy Classifiers: 0.370000 Memcpy Instances: 9.312000 Kernel 1: 0.023000 Kernel 2: 83.100998 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.004736 0.952381 fi:0.212197. Ave ac:0.008758,0.007907 Initialization: 6.688000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.534000 Kernel 1: 0.023000 Kernel 2: 87.033997 Copyback: 0.018000 Sum: 0.035000 It 30,Best ac:0.007106 0.937500 fi:0.225337. Ave ac:0.008864,0.005934 Initialization: 6.346000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.916000 Kernel 1: 0.022000 Kernel 2: 86.692001 Copyback: 0.018000 Sum: 0.033000 It 31,Best ac:0.004262 0.900000 fi:0.248414. Ave ac:0.007016,0.005744 Initialization: 6.700000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.528000 Kernel 1: 0.023000 Kernel 2: 85.125000 Copyback: 0.017000 Sum: 0.034000 It 32,Best ac:0.004262 0.782609 fi:0.382281. Ave ac:0.006847,0.006808 Initialization: 6.558000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.484000 Kernel 1: 0.023000 Kernel 2: 86.212997 Copyback: 0.019000 Sum: 0.032000 It 33,Best ac:0.006632 0.875000 fi:0.279195. Ave ac:0.009214,0.006845 Initialization: 27.204000 Memcpy Instances: 422.453003 Memcpy Classifiers: 0.067000 Kernel 1: 0.023000 Kernel 2: 457.256989 Copyback: 0.016000 Sum: 0.012000 Memcpy Classifiers: 0.060000 Kernel 1: 0.016000 Kernel 2: 461.126007 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 464.195007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 456.479004 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 460.217987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 465.511993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 456.515991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 463.123993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 456.735992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 469.032013 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 468.320007 Copyback: 0.023000 Sum: 0.008000 Memcpy Classifiers: 0.052000 Kernel 1: 0.022000 Kernel 2: 200.179993 Copyback: 0.016000 Sum: 0.001000 It 34,Best ac:0.004386 0.663324 fi:0.493308. Ave ac:0.007072,0.022617 Best acc 0.004386 0.663324 Rule:Att PSSM_-2_15 is [-5.323483,1.323482]|Att PSSM_-1_8 is [-6.401037,0.811906]|Att PSSM_0_2 is [<-3.835852]|Att PSSM_0_7 is [<-2.842499]|Att PSSM_0_13 is [0.805760,7.269203]|Att PSSM_1_15 is [<-0.787209]|Att PSSM_1_20 is [>-1.506441]|Att PSSM_3_12 is [<-0.906202]|Att PSSM_4_6 is [<2.493820]|1 Accuracy : 0.760857 0 1 158923 5157 50955 19603 Removed 1235 instances. 209878 Instances left. Acc of rule 0.004126-0.705263 Initialization: 6.254000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.258000 Kernel 1: 0.025000 Kernel 2: 107.862000 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.005711 accuracy2:0.234035 Initialization: 6.658000 Memcpy Classifiers: 0.471000 Memcpy Instances: 10.670000 Kernel 1: 0.022000 Kernel 2: 112.382004 Copyback: 0.018000 Sum: 0.066000 It 0,Best ac:0.005002 0.583333 fi:0.516262. Ave ac:0.011170,0.015782 Initialization: 6.580000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.913000 Kernel 1: 0.023000 Kernel 2: 114.841003 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.004050 0.653846 fi:0.446148. Ave ac:0.014427,0.018731 Initialization: 6.261000 Memcpy Classifiers: 0.450000 Memcpy Instances: 9.164000 Kernel 1: 0.022000 Kernel 2: 113.267998 Copyback: 0.018000 Sum: 0.035000 It 2,Best ac:0.003812 0.842105 fi:0.307998. Ave ac:0.014428,0.018576 Initialization: 6.226000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.628000 Kernel 1: 0.022000 Kernel 2: 112.769997 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.005004 0.636364 fi:0.463232. Ave ac:0.014109,0.016785 Initialization: 6.395000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.470000 Kernel 1: 0.023000 Kernel 2: 112.803001 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.004527 0.730769 fi:0.369026. Ave ac:0.013999,0.015484 Initialization: 6.242000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.485000 Kernel 1: 0.024000 Kernel 2: 107.346001 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.005241 0.611111 fi:0.488384. Ave ac:0.013886,0.016804 Initialization: 6.498000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.464000 Kernel 1: 0.634000 Kernel 2: 106.589996 Copyback: 0.017000 Sum: 0.037000 It 6,Best ac:0.007863 0.687500 fi:0.410898. Ave ac:0.013607,0.016478 Initialization: 6.313000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.666000 Kernel 1: 0.024000 Kernel 2: 105.692001 Copyback: 0.370000 Sum: 0.033000 It 7,Best ac:0.004289 0.782609 fi:0.317286. Ave ac:0.015605,0.019648 Initialization: 6.442000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.917000 Kernel 1: 0.022000 Kernel 2: 102.371002 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.011669 0.710145 fi:0.386661. Ave ac:0.011920,0.016813 Initialization: 6.889000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.679000 Kernel 1: 0.023000 Kernel 2: 104.782997 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.003812 0.727273 fi:0.422830. Ave ac:0.014801,0.019067 Iteration 10:MDL fitness activated Error 0.422830 TL 0.041931 MDL Theory Length Weight: 3.3613454423 (8) Initialization: 6.382000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.473000 Kernel 1: 0.024000 Kernel 2: 101.476997 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.004051 0.739130 fi:0.475052. Ave ac:0.012202,0.014355 Initialization: 6.229000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.827000 Kernel 1: 0.023000 Kernel 2: 96.149002 Copyback: 0.017000 Sum: 0.039000 It 11,Best ac:0.004050 0.739130 fi:0.449147. Ave ac:0.011352,0.014216 Initialization: 6.925000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.529000 Kernel 1: 0.022000 Kernel 2: 93.655998 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.004051 0.944444 fi:0.262206. Ave ac:0.012080,0.015762 Initialization: 6.409000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.793000 Kernel 1: 0.023000 Kernel 2: 94.181000 Copyback: 0.018000 Sum: 0.039000 It 13,Best ac:0.003574 0.882353 fi:0.399163. Ave ac:0.012432,0.013993 Initialization: 6.232000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.835000 Kernel 1: 0.023000 Kernel 2: 92.266998 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.003811 1.000000 fi:0.248219. Ave ac:0.010072,0.011777 Initialization: 6.320000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.431000 Kernel 1: 0.024000 Kernel 2: 88.195999 Copyback: 0.018000 Sum: 0.037000 It 15,Best ac:0.004764 0.740741 fi:0.455938. Ave ac:0.007431,0.011911 Initialization: 6.905000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.450000 Kernel 1: 0.023000 Kernel 2: 87.528999 Copyback: 0.018000 Sum: 0.040000 It 16,Best ac:0.007146 0.731707 fi:0.446047. Ave ac:0.010242,0.012126 Initialization: 6.555000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.899000 Kernel 1: 0.022000 Kernel 2: 87.088997 Copyback: 0.017000 Sum: 0.037000 It 17,Best ac:0.007384 0.756098 fi:0.431145. Ave ac:0.010521,0.010921 Initialization: 6.260000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.432000 Kernel 1: 0.025000 Kernel 2: 85.858002 Copyback: 0.017000 Sum: 0.039000 It 18,Best ac:0.004050 0.809524 fi:0.393331. Ave ac:0.010907,0.011701 Initialization: 6.214000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.428000 Kernel 1: 0.024000 Kernel 2: 87.259003 Copyback: 0.018000 Sum: 0.039000 It 19,Best ac:0.004527 0.791667 fi:0.398264. Ave ac:0.012939,0.013798 Initialization: 6.553000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.493000 Kernel 1: 0.023000 Kernel 2: 86.967003 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.006432 0.794118 fi:0.379532. Ave ac:0.012163,0.013213 Initialization: 6.608000 Memcpy Classifiers: 0.368000 Memcpy Instances: 9.470000 Kernel 1: 0.022000 Kernel 2: 85.441002 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.004764 0.909091 fi:0.295244. Ave ac:0.009171,0.008694 Initialization: 6.581000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.475000 Kernel 1: 0.022000 Kernel 2: 85.250999 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.004765 0.833333 fi:0.349798. Ave ac:0.010336,0.010760 Initialization: 6.217000 Memcpy Classifiers: 0.319000 Memcpy Instances: 8.440000 Kernel 1: 0.025000 Kernel 2: 82.164001 Copyback: 0.018000 Sum: 0.032000 It 23,Best ac:0.004526 0.826087 fi:0.372823. Ave ac:0.009127,0.011264 MDL Theory Length Weight: 3.0252108981 (10) Initialization: 7.148000 Memcpy Classifiers: 0.365000 Memcpy Instances: 9.165000 Kernel 1: 0.021000 Kernel 2: 82.361000 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.005004 0.875000 fi:0.299845. Ave ac:0.011506,0.012885 Initialization: 6.738000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.090000 Kernel 1: 0.021000 Kernel 2: 80.992996 Copyback: 0.017000 Sum: 0.036000 It 25,Best ac:0.005955 1.000000 fi:0.174907. Ave ac:0.010187,0.010384 Initialization: 6.508000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.629000 Kernel 1: 0.023000 Kernel 2: 81.489998 Copyback: 0.018000 Sum: 0.034000 It 26,Best ac:0.004051 0.850000 fi:0.305518. Ave ac:0.009994,0.010346 Initialization: 6.722000 Memcpy Classifiers: 0.290000 Memcpy Instances: 9.330000 Kernel 1: 0.023000 Kernel 2: 82.795998 Copyback: 0.017000 Sum: 0.037000 It 27,Best ac:0.004289 0.857143 fi:0.296147. Ave ac:0.010294,0.012868 Initialization: 6.307000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.442000 Kernel 1: 0.023000 Kernel 2: 81.091003 Copyback: 0.018000 Sum: 0.032000 It 28,Best ac:0.004289 0.947368 fi:0.246804. Ave ac:0.009155,0.008023 Initialization: 6.671000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.478000 Kernel 1: 0.022000 Kernel 2: 81.181999 Copyback: 0.018000 Sum: 0.032000 It 29,Best ac:0.005479 0.884615 fi:0.268102. Ave ac:0.009086,0.009488 Initialization: 6.677000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.981000 Kernel 1: 0.022000 Kernel 2: 83.446999 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.007146 0.789474 fi:0.369615. Ave ac:0.008824,0.010089 Initialization: 6.658000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.479000 Kernel 1: 0.022000 Kernel 2: 84.322998 Copyback: 0.019000 Sum: 0.039000 It 31,Best ac:0.005002 0.777778 fi:0.389100. Ave ac:0.008588,0.009233 Initialization: 6.843000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.634000 Kernel 1: 0.022000 Kernel 2: 85.236000 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.005241 0.846154 fi:0.315574. Ave ac:0.011850,0.011624 Initialization: 6.515000 Memcpy Classifiers: 0.341000 Memcpy Instances: 10.362000 Kernel 1: 0.022000 Kernel 2: 83.040001 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.004526 0.760000 fi:0.393117. Ave ac:0.010904,0.011573 Initialization: 26.139999 Memcpy Instances: 423.316010 Memcpy Classifiers: 0.067000 Kernel 1: 0.022000 Kernel 2: 468.927002 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 485.919006 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 495.864014 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 482.381989 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 480.282013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 479.622986 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 475.880005 Copyback: 0.363000 Sum: 0.007000 Memcpy Classifiers: 0.069000 Kernel 1: 0.020000 Kernel 2: 484.053986 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 481.786011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 479.022003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 482.622986 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.048000 Kernel 1: 0.016000 Kernel 2: 141.080002 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005051 0.632458 fi:0.522641. Ave ac:0.012044,0.040370 Best acc 0.005051 0.632458 Initialization: 6.250000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.984000 Kernel 1: 0.024000 Kernel 2: 103.296997 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.006435 accuracy2:0.220648 Initialization: 6.689000 Memcpy Classifiers: 0.519000 Memcpy Instances: 8.827000 Kernel 1: 0.023000 Kernel 2: 109.130997 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.004765 0.555556 fi:0.544139. Ave ac:0.012571,0.018510 Initialization: 6.685000 Memcpy Classifiers: 0.534000 Memcpy Instances: 8.527000 Kernel 1: 0.292000 Kernel 2: 111.512001 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.004049 0.629630 fi:0.470366. Ave ac:0.015352,0.020506 Initialization: 6.239000 Memcpy Classifiers: 1.601000 Memcpy Instances: 8.472000 Kernel 1: 0.023000 Kernel 2: 110.051003 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.004050 0.708333 fi:0.391661. Ave ac:0.015715,0.017559 Initialization: 6.222000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.494000 Kernel 1: 0.023000 Kernel 2: 110.010002 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.007383 0.756098 fi:0.342503. Ave ac:0.014346,0.014744 Initialization: 6.204000 Memcpy Classifiers: 0.415000 Memcpy Instances: 9.551000 Kernel 1: 0.022000 Kernel 2: 109.213997 Copyback: 0.018000 Sum: 0.033000 It 4,Best ac:0.005957 0.757576 fi:0.341620. Ave ac:0.013872,0.015500 Initialization: 6.231000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.710000 Kernel 1: 0.023000 Kernel 2: 107.557999 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.003811 0.888889 fi:0.261214. Ave ac:0.012560,0.012989 Initialization: 6.343000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.564000 Kernel 1: 0.023000 Kernel 2: 106.507004 Copyback: 0.018000 Sum: 0.039000 It 6,Best ac:0.005718 0.800000 fi:0.299296. Ave ac:0.011770,0.012629 Initialization: 6.166000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.636000 Kernel 1: 0.023000 Kernel 2: 102.941002 Copyback: 0.021000 Sum: 0.032000 It 7,Best ac:0.004051 0.772727 fi:0.327267. Ave ac:0.008496,0.009528 Initialization: 6.225000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.647000 Kernel 1: 0.022000 Kernel 2: 103.609001 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.004050 0.739130 fi:0.360866. Ave ac:0.007375,0.008503 Initialization: 6.237000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.712000 Kernel 1: 0.023000 Kernel 2: 101.648003 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.004764 0.833333 fi:0.266362. Ave ac:0.008883,0.007939 Iteration 10:MDL fitness activated Error 0.266362 TL 0.033259 MDL Theory Length Weight: 2.6696034171 (5) Initialization: 6.279000 Memcpy Classifiers: 0.361000 Memcpy Instances: 12.082000 Kernel 1: 0.021000 Kernel 2: 99.363998 Copyback: 0.017000 Sum: 0.039000 It 10,Best ac:0.004288 0.818182 fi:0.339856. Ave ac:0.008083,0.010727 Initialization: 6.724000 Memcpy Classifiers: 0.394000 Memcpy Instances: 8.934000 Kernel 1: 0.022000 Kernel 2: 99.501999 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004765 0.740741 fi:0.425272. Ave ac:0.007431,0.007986 Initialization: 6.252000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.018000 Kernel 1: 0.023000 Kernel 2: 95.306999 Copyback: 0.019000 Sum: 0.036000 It 12,Best ac:0.004288 0.818182 fi:0.320981. Ave ac:0.009300,0.009353 Initialization: 6.365000 Memcpy Classifiers: 0.734000 Memcpy Instances: 8.735000 Kernel 1: 0.023000 Kernel 2: 93.718002 Copyback: 0.018000 Sum: 0.034000 It 13,Best ac:0.008814 0.725490 fi:0.422240. Ave ac:0.009567,0.009968 Initialization: 6.657000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.448000 Kernel 1: 0.022000 Kernel 2: 92.278999 Copyback: 0.018000 Sum: 0.041000 It 14,Best ac:0.004051 0.772727 fi:0.416054. Ave ac:0.010488,0.013575 Initialization: 6.267000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.460000 Kernel 1: 0.025000 Kernel 2: 92.384003 Copyback: 0.017000 Sum: 0.049000 It 15,Best ac:0.004765 0.800000 fi:0.356921. Ave ac:0.012899,0.013374 Initialization: 6.658000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.511000 Kernel 1: 0.022000 Kernel 2: 93.078003 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004289 0.818182 fi:0.377733. Ave ac:0.011259,0.014963 Initialization: 6.857000 Memcpy Classifiers: 0.284000 Memcpy Instances: 9.494000 Kernel 1: 0.023000 Kernel 2: 92.098999 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.006430 0.794118 fi:0.377465. Ave ac:0.013423,0.015459 Initialization: 6.232000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.543000 Kernel 1: 0.023000 Kernel 2: 88.163002 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.004765 0.952381 fi:0.214908. Ave ac:0.011948,0.013683 Initialization: 6.375000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.675000 Kernel 1: 0.023000 Kernel 2: 88.253998 Copyback: 0.018000 Sum: 0.029000 It 19,Best ac:0.005957 0.833333 fi:0.307775. Ave ac:0.010387,0.012242 Initialization: 6.420000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.612000 Kernel 1: 0.023000 Kernel 2: 86.625999 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.004526 0.791667 fi:0.386584. Ave ac:0.010783,0.013163 Initialization: 6.438000 Memcpy Classifiers: 0.318000 Memcpy Instances: 8.622000 Kernel 1: 0.023000 Kernel 2: 87.644997 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.007624 0.761905 fi:0.385566. Ave ac:0.009270,0.011123 Initialization: 6.499000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.432000 Kernel 1: 0.029000 Kernel 2: 85.292000 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.004526 0.826087 fi:0.322733. Ave ac:0.012165,0.016284 Initialization: 6.564000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.478000 Kernel 1: 0.023000 Kernel 2: 86.507004 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.005955 0.735294 fi:0.413445. Ave ac:0.008292,0.010278 Initialization: 6.439000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.438000 Kernel 1: 0.025000 Kernel 2: 84.096001 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.004765 0.833333 fi:0.314551. Ave ac:0.010483,0.014582 Initialization: 6.568000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.937000 Kernel 1: 0.023000 Kernel 2: 82.220001 Copyback: 0.018000 Sum: 0.031000 It 25,Best ac:0.004526 0.863636 fi:0.299810. Ave ac:0.009538,0.013587 Initialization: 6.657000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.836000 Kernel 1: 0.023000 Kernel 2: 83.236000 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.005004 0.875000 fi:0.283531. Ave ac:0.010371,0.011656 Initialization: 7.221000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.547000 Kernel 1: 0.022000 Kernel 2: 83.476997 Copyback: 0.018000 Sum: 0.035000 It 27,Best ac:0.004527 0.791667 fi:0.396152. Ave ac:0.008716,0.007605 MDL Theory Length Weight: 2.4026430754 (10) Initialization: 6.461000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.528000 Kernel 1: 0.022000 Kernel 2: 84.606003 Copyback: 0.018000 Sum: 0.028000 It 28,Best ac:0.010007 0.807692 fi:0.338863. Ave ac:0.009785,0.010135 Initialization: 6.640000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.436000 Kernel 1: 0.023000 Kernel 2: 83.098000 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.008099 0.829268 fi:0.331918. Ave ac:0.009506,0.006667 Initialization: 6.769000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.457000 Kernel 1: 0.024000 Kernel 2: 85.406998 Copyback: 0.017000 Sum: 0.036000 It 30,Best ac:0.010007 0.711864 fi:0.419300. Ave ac:0.008114,0.008065 Initialization: 6.300000 Memcpy Classifiers: 0.330000 Memcpy Instances: 8.815000 Kernel 1: 0.022000 Kernel 2: 84.429001 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.004527 0.703704 fi:0.447594. Ave ac:0.007733,0.007667 Initialization: 6.265000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.589000 Kernel 1: 0.022000 Kernel 2: 83.956001 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.007148 0.769231 fi:0.384344. Ave ac:0.011808,0.014680 Initialization: 6.260000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.620000 Kernel 1: 0.024000 Kernel 2: 83.435997 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.004764 0.800000 fi:0.347716. Ave ac:0.011691,0.013659 Initialization: 26.066999 Memcpy Instances: 420.519012 Memcpy Classifiers: 0.062000 Kernel 1: 0.023000 Kernel 2: 470.583008 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 487.877014 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 475.009003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.014000 Kernel 2: 482.397003 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.062000 Kernel 1: 0.017000 Kernel 2: 471.045990 Copyback: 0.033000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.015000 Kernel 2: 474.709015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 492.615997 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 491.352997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 494.834015 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 484.395996 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 470.941986 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.043000 Kernel 1: 0.013000 Kernel 2: 143.212997 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004765 0.645995 fi:0.491421. Ave ac:0.012817,0.042861 Best acc 0.004765 0.645995 Rule:Att PSSM_-2_13 is [<7.600601]|Att PSSM_0_12 is [<-3.356009]|Att PSSM_1_5 is [-0.030293,5.748878]|Att PSSM_2_12 is [<5.866869]|Att PSSM_3_9 is [-6.618666,3.772460]|Att PSSM_4_12 is [-5.823049,-0.112182]|1 Accuracy : 0.762784 0 1 158375 5705 49955 20603 Removed 1548 instances. 208330 Instances left. Acc of rule 0.004765-0.645995 Initialization: 6.286000 Memcpy Classifiers: 1.026000 Memcpy Instances: 8.432000 Kernel 1: 0.023000 Kernel 2: 103.552002 Copyback: 0.018000 Sum: 0.050000 Initial population average accuracy1:0.005169 accuracy2:0.222625 Initialization: 6.622000 Memcpy Classifiers: 0.507000 Memcpy Instances: 8.396000 Kernel 1: 0.022000 Kernel 2: 109.231003 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.003841 0.571429 fi:0.561660. Ave ac:0.009915,0.014635 Initialization: 6.614000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.452000 Kernel 1: 0.023000 Kernel 2: 107.886002 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.004560 0.678571 fi:0.421185. Ave ac:0.012909,0.015278 Initialization: 6.242000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.922000 Kernel 1: 0.022000 Kernel 2: 105.264000 Copyback: 0.018000 Sum: 0.034000 It 2,Best ac:0.007201 0.625000 fi:0.473637. Ave ac:0.013824,0.015181 Initialization: 6.724000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.722000 Kernel 1: 0.023000 Kernel 2: 102.765999 Copyback: 0.018000 Sum: 0.032000 It 3,Best ac:0.009119 0.603175 fi:0.494648. Ave ac:0.013605,0.015882 Initialization: 6.437000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.359000 Kernel 1: 0.023000 Kernel 2: 103.521004 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.005041 0.636364 fi:0.463190. Ave ac:0.014446,0.016243 Initialization: 6.435000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.358000 Kernel 1: 0.023000 Kernel 2: 103.722000 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.004081 0.629630 fi:0.470331. Ave ac:0.013200,0.014508 Initialization: 6.741000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.533000 Kernel 1: 0.022000 Kernel 2: 101.778999 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.004800 0.800000 fi:0.299655. Ave ac:0.013704,0.013856 Initialization: 6.387000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.384000 Kernel 1: 0.023000 Kernel 2: 99.129997 Copyback: 0.018000 Sum: 0.035000 It 7,Best ac:0.004801 0.769231 fi:0.330424. Ave ac:0.012404,0.012845 Initialization: 6.424000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.393000 Kernel 1: 0.023000 Kernel 2: 98.632004 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.004320 0.750000 fi:0.349860. Ave ac:0.010936,0.010901 Initialization: 6.620000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.394000 Kernel 1: 0.023000 Kernel 2: 97.625000 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.004800 0.740741 fi:0.358916. Ave ac:0.007250,0.007965 Iteration 10:MDL fitness activated Error 0.358916 TL 0.025769 MDL Theory Length Weight: 4.6427337874 (4) Initialization: 6.234000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.753000 Kernel 1: 0.022000 Kernel 2: 99.957001 Copyback: 0.018000 Sum: 0.037000 It 10,Best ac:0.005281 0.785714 fi:0.475863. Ave ac:0.008243,0.006834 Initialization: 6.122000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.747000 Kernel 1: 0.022000 Kernel 2: 96.815002 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004080 0.850000 fi:0.441451. Ave ac:0.007385,0.007304 Initialization: 6.630000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.901000 Kernel 1: 0.023000 Kernel 2: 94.644997 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004080 0.739130 fi:0.451280. Ave ac:0.006918,0.004582 Initialization: 6.561000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.365000 Kernel 1: 0.023000 Kernel 2: 90.530998 Copyback: 0.018000 Sum: 0.040000 It 13,Best ac:0.012242 0.653846 fi:0.539391. Ave ac:0.006547,0.004718 Initialization: 6.176000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.735000 Kernel 1: 0.022000 Kernel 2: 88.762001 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.003841 0.842105 fi:0.405065. Ave ac:0.009390,0.007913 Initialization: 6.385000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.791000 Kernel 1: 0.023000 Kernel 2: 87.334000 Copyback: 0.018000 Sum: 0.036000 It 15,Best ac:0.004320 0.857143 fi:0.333166. Ave ac:0.011083,0.010440 Initialization: 6.260000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.382000 Kernel 1: 0.024000 Kernel 2: 87.121002 Copyback: 0.017000 Sum: 0.037000 It 16,Best ac:0.003600 0.882353 fi:0.432888. Ave ac:0.010884,0.009620 Initialization: 6.263000 Memcpy Classifiers: 0.306000 Memcpy Instances: 8.480000 Kernel 1: 0.023000 Kernel 2: 82.489998 Copyback: 0.018000 Sum: 0.034000 It 17,Best ac:0.005041 0.807692 fi:0.459378. Ave ac:0.010437,0.010490 Initialization: 6.209000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.606000 Kernel 1: 0.022000 Kernel 2: 84.997002 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.006479 0.729730 fi:0.448564. Ave ac:0.011119,0.010513 Initialization: 7.414000 Memcpy Classifiers: 0.266000 Memcpy Instances: 8.514000 Kernel 1: 0.021000 Kernel 2: 82.386002 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.006240 0.896552 fi:0.292943. Ave ac:0.012781,0.012324 Initialization: 6.153000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.556000 Kernel 1: 0.023000 Kernel 2: 81.157997 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.005041 0.807692 fi:0.389818. Ave ac:0.009109,0.008751 Initialization: 6.536000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.362000 Kernel 1: 0.023000 Kernel 2: 80.211998 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.005761 0.857143 fi:0.324618. Ave ac:0.010898,0.009299 Initialization: 6.435000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.996000 Kernel 1: 0.022000 Kernel 2: 78.669998 Copyback: 0.017000 Sum: 0.029000 It 22,Best ac:0.005278 0.846154 fi:0.346118. Ave ac:0.009250,0.007908 Initialization: 6.561000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.374000 Kernel 1: 0.022000 Kernel 2: 78.241997 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.004080 0.850000 fi:0.350434. Ave ac:0.009398,0.007227 Initialization: 6.210000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.372000 Kernel 1: 0.024000 Kernel 2: 76.847000 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.005520 0.884615 fi:0.285803. Ave ac:0.008107,0.007719 Initialization: 6.432000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.390000 Kernel 1: 0.023000 Kernel 2: 76.738998 Copyback: 0.018000 Sum: 0.031000 It 25,Best ac:0.005521 0.766667 fi:0.427217. Ave ac:0.007862,0.005937 Initialization: 6.498000 Memcpy Classifiers: 0.265000 Memcpy Instances: 9.040000 Kernel 1: 0.023000 Kernel 2: 74.305000 Copyback: 0.024000 Sum: 0.032000 It 26,Best ac:0.004801 0.714286 fi:0.452860. Ave ac:0.007860,0.007705 Initialization: 6.516000 Memcpy Classifiers: 0.289000 Memcpy Instances: 8.400000 Kernel 1: 0.023000 Kernel 2: 74.661003 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.006959 0.725000 fi:0.456073. Ave ac:0.008301,0.006820 Initialization: 6.684000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.386000 Kernel 1: 0.023000 Kernel 2: 72.792999 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.004798 0.833333 fi:0.366798. Ave ac:0.010043,0.008941 Initialization: 6.599000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.382000 Kernel 1: 0.023000 Kernel 2: 72.929001 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.004560 0.760000 fi:0.425974. Ave ac:0.007419,0.006653 Initialization: 6.627000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.948000 Kernel 1: 0.023000 Kernel 2: 72.667000 Copyback: 0.018000 Sum: 0.026000 It 30,Best ac:0.004080 0.809524 fi:0.363822. Ave ac:0.010363,0.010397 Initialization: 6.700000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.749000 Kernel 1: 0.022000 Kernel 2: 74.237000 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.004561 0.863636 fi:0.328939. Ave ac:0.009857,0.009942 Initialization: 6.235000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.513000 Kernel 1: 0.023000 Kernel 2: 74.221001 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.005761 0.800000 fi:0.351322. Ave ac:0.009325,0.009410 Initialization: 6.194000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.630000 Kernel 1: 0.023000 Kernel 2: 74.147003 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.004080 0.850000 fi:0.341853. Ave ac:0.007999,0.007193 MDL Theory Length Weight: 4.1784604087 (10) Initialization: 34.021999 Memcpy Instances: 419.975006 Memcpy Classifiers: 0.064000 Kernel 1: 0.025000 Kernel 2: 447.248993 Copyback: 0.365000 Sum: 0.015000 Memcpy Classifiers: 0.057000 Kernel 1: 0.015000 Kernel 2: 441.394989 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 449.600006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 444.471985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 451.643005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 465.750000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 455.209015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 453.589996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 446.020996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 442.372986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 406.980011 Copyback: 0.022000 Sum: 0.006000 It 34,Best ac:0.004939 0.657508 fi:0.488955. Ave ac:0.007111,0.022495 Best acc 0.004939 0.657508 Initialization: 6.625000 Memcpy Classifiers: 0.597000 Memcpy Instances: 8.422000 Kernel 1: 0.024000 Kernel 2: 103.175003 Copyback: 0.018000 Sum: 0.053000 Initial population average accuracy1:0.006549 accuracy2:0.237248 Initialization: 6.289000 Memcpy Classifiers: 0.495000 Memcpy Instances: 8.391000 Kernel 1: 0.022000 Kernel 2: 110.039001 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.006479 0.551020 fi:0.547922. Ave ac:0.012638,0.015341 Initialization: 6.353000 Memcpy Classifiers: 0.491000 Memcpy Instances: 8.430000 Kernel 1: 0.023000 Kernel 2: 112.702003 Copyback: 0.018000 Sum: 0.035000 It 1,Best ac:0.004321 0.545455 fi:0.554404. Ave ac:0.015535,0.017720 Initialization: 6.275000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.620000 Kernel 1: 0.022000 Kernel 2: 121.991997 Copyback: 0.022000 Sum: 1.007000 It 2,Best ac:0.003841 0.761905 fi:0.371183. Ave ac:0.013238,0.016909 Initialization: 6.624000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.413000 Kernel 1: 0.022000 Kernel 2: 112.264000 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.006000 0.694444 fi:0.404702. Ave ac:0.012493,0.015492 Initialization: 6.693000 Memcpy Classifiers: 0.490000 Memcpy Instances: 9.325000 Kernel 1: 0.022000 Kernel 2: 111.509003 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.010562 0.602740 fi:0.494472. Ave ac:0.009392,0.012026 Initialization: 6.720000 Memcpy Classifiers: 0.491000 Memcpy Instances: 8.388000 Kernel 1: 0.022000 Kernel 2: 115.874001 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.005040 0.677419 fi:0.422134. Ave ac:0.009988,0.011180 Initialization: 6.350000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.608000 Kernel 1: 0.022000 Kernel 2: 113.637001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.009119 0.622951 fi:0.474872. Ave ac:0.009993,0.012733 Initialization: 6.223000 Memcpy Classifiers: 0.921000 Memcpy Instances: 8.426000 Kernel 1: 0.022000 Kernel 2: 109.820999 Copyback: 0.018000 Sum: 0.031000 It 7,Best ac:0.006718 0.666667 fi:0.432177. Ave ac:0.009753,0.011215 Initialization: 6.531000 Memcpy Classifiers: 0.736000 Memcpy Instances: 8.523000 Kernel 1: 0.022000 Kernel 2: 112.293999 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.006961 0.763158 fi:0.335581. Ave ac:0.010198,0.010934 Initialization: 6.475000 Memcpy Classifiers: 0.489000 Memcpy Instances: 8.380000 Kernel 1: 0.023000 Kernel 2: 117.546997 Copyback: 0.018000 Sum: 0.033000 It 9,Best ac:0.004321 0.666667 fi:0.433192. Ave ac:0.009013,0.011025 Iteration 10:MDL fitness activated Error 0.433192 TL 0.043723 MDL Theory Length Weight: 3.3025577808 (2) Initialization: 6.296000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.442000 Kernel 1: 0.024000 Kernel 2: 114.946999 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.003600 0.937500 fi:0.353235. Ave ac:0.011385,0.013611 Initialization: 6.495000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.399000 Kernel 1: 0.022000 Kernel 2: 114.521004 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.004560 0.730769 fi:0.445209. Ave ac:0.010344,0.011134 Initialization: 6.594000 Memcpy Classifiers: 0.506000 Memcpy Instances: 9.073000 Kernel 1: 0.023000 Kernel 2: 112.708000 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004320 0.750000 fi:0.432292. Ave ac:0.010844,0.014488 Initialization: 6.348000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.393000 Kernel 1: 0.023000 Kernel 2: 112.389000 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.003841 0.761905 fi:0.452561. Ave ac:0.012071,0.014539 Initialization: 6.521000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.839000 Kernel 1: 0.023000 Kernel 2: 112.113998 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.005041 0.807692 fi:0.409828. Ave ac:0.012197,0.013617 Initialization: 6.414000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.549000 Kernel 1: 0.023000 Kernel 2: 108.740997 Copyback: 0.016000 Sum: 0.031000 It 15,Best ac:0.008159 0.829268 fi:0.393362. Ave ac:0.012548,0.014619 Initialization: 6.607000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.396000 Kernel 1: 0.029000 Kernel 2: 109.170998 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.004080 0.809524 fi:0.387706. Ave ac:0.011605,0.011944 Initialization: 6.255000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.378000 Kernel 1: 0.023000 Kernel 2: 107.443001 Copyback: 0.018000 Sum: 0.035000 It 17,Best ac:0.006479 0.729730 fi:0.452574. Ave ac:0.011698,0.013351 Initialization: 6.207000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.769000 Kernel 1: 0.022000 Kernel 2: 103.526001 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.003600 0.882353 fi:0.387351. Ave ac:0.011410,0.013226 Initialization: 6.295000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.725000 Kernel 1: 0.023000 Kernel 2: 101.804001 Copyback: 0.017000 Sum: 0.038000 It 19,Best ac:0.004561 0.950000 fi:0.240195. Ave ac:0.012656,0.013413 Initialization: 6.168000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.677000 Kernel 1: 0.022000 Kernel 2: 101.413002 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.004321 0.818182 fi:0.364111. Ave ac:0.008740,0.010595 Initialization: 6.261000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.378000 Kernel 1: 0.023000 Kernel 2: 103.163002 Copyback: 0.018000 Sum: 0.032000 It 21,Best ac:0.006000 0.806452 fi:0.375449. Ave ac:0.008658,0.010971 Initialization: 6.284000 Memcpy Classifiers: 0.359000 Memcpy Instances: 8.755000 Kernel 1: 0.022000 Kernel 2: 103.081001 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.004801 0.869565 fi:0.332580. Ave ac:0.010681,0.012480 Initialization: 6.371000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.379000 Kernel 1: 0.023000 Kernel 2: 101.570999 Copyback: 0.017000 Sum: 0.038000 It 23,Best ac:0.004800 0.769231 fi:0.416667. Ave ac:0.007762,0.013855 Initialization: 7.031000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.389000 Kernel 1: 0.023000 Kernel 2: 99.530998 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.007201 0.857143 fi:0.328367. Ave ac:0.008862,0.010199 Initialization: 6.400000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.390000 Kernel 1: 0.023000 Kernel 2: 98.323997 Copyback: 0.018000 Sum: 0.033000 It 25,Best ac:0.004080 0.809524 fi:0.368271. Ave ac:0.009620,0.011771 Initialization: 6.473000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.580000 Kernel 1: 0.023000 Kernel 2: 96.500999 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.004801 0.740741 fi:0.429017. Ave ac:0.007487,0.008716 Initialization: 6.582000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.422000 Kernel 1: 0.023000 Kernel 2: 101.512001 Copyback: 0.017000 Sum: 0.036000 It 27,Best ac:0.005280 0.758621 fi:0.431812. Ave ac:0.009267,0.011340 Initialization: 6.205000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.529000 Kernel 1: 0.022000 Kernel 2: 96.816002 Copyback: 0.016000 Sum: 0.036000 It 28,Best ac:0.003840 0.761905 fi:0.459938. Ave ac:0.009146,0.015713 MDL Theory Length Weight: 2.9723020027 (10) Initialization: 6.459000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.412000 Kernel 1: 0.024000 Kernel 2: 95.766998 Copyback: 0.018000 Sum: 0.035000 It 29,Best ac:0.004800 0.740741 fi:0.416917. Ave ac:0.011021,0.017018 Initialization: 7.365000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.770000 Kernel 1: 0.022000 Kernel 2: 93.550003 Copyback: 0.017000 Sum: 0.037000 It 30,Best ac:0.006241 0.742857 fi:0.414190. Ave ac:0.010202,0.014858 Initialization: 6.205000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.862000 Kernel 1: 0.022000 Kernel 2: 93.546997 Copyback: 0.018000 Sum: 0.034000 It 31,Best ac:0.007681 0.780488 fi:0.347410. Ave ac:0.012418,0.021456 Initialization: 6.624000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.371000 Kernel 1: 0.023000 Kernel 2: 88.730003 Copyback: 0.018000 Sum: 0.033000 It 32,Best ac:0.004080 0.772727 fi:0.394298. Ave ac:0.010088,0.016913 Initialization: 6.273000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.531000 Kernel 1: 0.023000 Kernel 2: 89.502998 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.004320 0.692308 fi:0.461255. Ave ac:0.010919,0.017802 Initialization: 26.520000 Memcpy Instances: 423.933014 Memcpy Classifiers: 0.067000 Kernel 1: 0.024000 Kernel 2: 505.816986 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 501.865997 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 489.424011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 523.874023 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 486.761993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 524.049011 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 510.433014 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 502.463013 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 521.757019 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 470.114990 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.067000 Kernel 1: 0.016000 Kernel 2: 470.325012 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.006120 0.592472 fi:0.536088. Ave ac:0.010300,0.037304 Best acc 0.006120 0.592472 Rule:Att PSSM_-1_5 is [>-2.199240]|Att PSSM_0_1 is [>-0.306343]|Att PSSM_0_7 is [<-3.400228]|Att PSSM_3_2 is [<-0.524170]|1 Accuracy : 0.764885 0 1 157839 6241 48926 21632 Removed 1565 instances. 206765 Instances left. Acc of rule 0.004939-0.657508 Initialization: 6.540000 Memcpy Classifiers: 0.543000 Memcpy Instances: 8.318000 Kernel 1: 0.024000 Kernel 2: 101.837997 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.005512 accuracy2:0.223983 Initialization: 6.631000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.359000 Kernel 1: 0.023000 Kernel 2: 107.792999 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.006771 0.518519 fi:0.580261. Ave ac:0.010822,0.015980 Initialization: 7.568000 Memcpy Classifiers: 0.509000 Memcpy Instances: 8.404000 Kernel 1: 0.023000 Kernel 2: 106.154999 Copyback: 0.018000 Sum: 0.036000 It 1,Best ac:0.003627 0.652174 fi:0.518493. Ave ac:0.014191,0.017610 Initialization: 6.612000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.098000 Kernel 1: 0.022000 Kernel 2: 108.820999 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.010641 0.517647 fi:0.579469. Ave ac:0.014202,0.017547 Initialization: 6.151000 Memcpy Classifiers: 1.870000 Memcpy Instances: 8.318000 Kernel 1: 0.023000 Kernel 2: 103.572998 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.004836 0.625000 fi:0.474613. Ave ac:0.014393,0.015402 Initialization: 6.606000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.385000 Kernel 1: 0.022000 Kernel 2: 100.192001 Copyback: 0.017000 Sum: 0.037000 It 4,Best ac:0.005322 0.666667 fi:0.432737. Ave ac:0.014441,0.018780 Initialization: 6.363000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.410000 Kernel 1: 0.022000 Kernel 2: 97.730003 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.006528 0.692308 fi:0.406579. Ave ac:0.014593,0.015766 Initialization: 6.338000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.297000 Kernel 1: 0.023000 Kernel 2: 95.380997 Copyback: 0.019000 Sum: 0.033000 It 6,Best ac:0.003143 0.866667 fi:0.414578. Ave ac:0.013438,0.013321 Initialization: 6.199000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.331000 Kernel 1: 0.024000 Kernel 2: 94.183998 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004353 0.692308 fi:0.407512. Ave ac:0.012532,0.013248 Initialization: 6.369000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.296000 Kernel 1: 0.024000 Kernel 2: 93.263000 Copyback: 0.018000 Sum: 0.034000 It 8,Best ac:0.004353 0.818182 fi:0.281637. Ave ac:0.010417,0.009811 Initialization: 6.267000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.433000 Kernel 1: 0.022000 Kernel 2: 88.146004 Copyback: 0.020000 Sum: 0.033000 It 9,Best ac:0.009188 0.760000 fi:0.337744. Ave ac:0.009111,0.009016 Iteration 10:MDL fitness activated Error 0.337744 TL 0.034497 MDL Theory Length Weight: 3.2635107646 (2) Initialization: 6.161000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.312000 Kernel 1: 0.024000 Kernel 2: 88.188004 Copyback: 0.016000 Sum: 0.034000 It 10,Best ac:0.004111 0.772727 fi:0.424009. Ave ac:0.009446,0.008367 Initialization: 6.466000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.313000 Kernel 1: 0.022000 Kernel 2: 82.575996 Copyback: 0.019000 Sum: 0.035000 It 11,Best ac:0.004111 0.809524 fi:0.386566. Ave ac:0.008601,0.008275 Initialization: 6.140000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.508000 Kernel 1: 0.023000 Kernel 2: 82.629997 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004595 0.791667 fi:0.400780. Ave ac:0.007500,0.006948 Initialization: 6.138000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.336000 Kernel 1: 0.022000 Kernel 2: 80.577003 Copyback: 0.017000 Sum: 0.042000 It 13,Best ac:0.007013 0.852941 fi:0.327516. Ave ac:0.010126,0.010022 Initialization: 6.442000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.399000 Kernel 1: 0.022000 Kernel 2: 79.969002 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.005561 0.851852 fi:0.344480. Ave ac:0.010514,0.008659 Initialization: 6.279000 Memcpy Classifiers: 0.883000 Memcpy Instances: 8.320000 Kernel 1: 0.023000 Kernel 2: 80.771004 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.004353 0.782609 fi:0.397670. Ave ac:0.008906,0.007861 Initialization: 6.712000 Memcpy Classifiers: 0.365000 Memcpy Instances: 8.351000 Kernel 1: 0.023000 Kernel 2: 77.667000 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.005564 0.884615 fi:0.293948. Ave ac:0.010096,0.009231 Initialization: 6.184000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.383000 Kernel 1: 0.023000 Kernel 2: 78.136002 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.004594 0.904762 fi:0.280845. Ave ac:0.007616,0.005769 Initialization: 6.165000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.513000 Kernel 1: 0.022000 Kernel 2: 76.593002 Copyback: 0.017000 Sum: 0.038000 It 18,Best ac:0.004837 0.800000 fi:0.388183. Ave ac:0.007884,0.006297 Initialization: 6.185000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.788000 Kernel 1: 0.023000 Kernel 2: 76.008003 Copyback: 0.018000 Sum: 0.035000 It 19,Best ac:0.004353 0.818182 fi:0.362097. Ave ac:0.006829,0.005589 Initialization: 6.125000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.636000 Kernel 1: 0.022000 Kernel 2: 76.374001 Copyback: 0.368000 Sum: 0.032000 It 20,Best ac:0.004594 1.000000 fi:0.185506. Ave ac:0.007774,0.005402 Initialization: 6.199000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.714000 Kernel 1: 0.022000 Kernel 2: 74.457001 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.004595 0.826087 fi:0.354725. Ave ac:0.006227,0.004110 Initialization: 6.596000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.503000 Kernel 1: 0.023000 Kernel 2: 74.401001 Copyback: 0.017000 Sum: 0.038000 It 22,Best ac:0.004111 0.708333 fi:0.476128. Ave ac:0.005298,0.005726 Initialization: 6.188000 Memcpy Classifiers: 0.281000 Memcpy Instances: 8.491000 Kernel 1: 0.024000 Kernel 2: 76.758003 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.004111 0.809524 fi:0.391068. Ave ac:0.007100,0.005174 Initialization: 6.459000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.447000 Kernel 1: 0.022000 Kernel 2: 74.413002 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.004352 0.818182 fi:0.378670. Ave ac:0.006976,0.005060 Initialization: 6.322000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.560000 Kernel 1: 0.022000 Kernel 2: 76.268997 Copyback: 0.017000 Sum: 0.036000 It 25,Best ac:0.004836 0.714286 fi:0.473899. Ave ac:0.006201,0.004777 Initialization: 6.156000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.325000 Kernel 1: 0.023000 Kernel 2: 78.290001 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.004111 0.772727 fi:0.410413. Ave ac:0.006740,0.005309 Initialization: 7.205000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.339000 Kernel 1: 0.023000 Kernel 2: 77.458000 Copyback: 0.017000 Sum: 0.037000 It 27,Best ac:0.004837 0.800000 fi:0.387654. Ave ac:0.009212,0.006101 Initialization: 6.198000 Memcpy Classifiers: 0.556000 Memcpy Instances: 8.356000 Kernel 1: 0.023000 Kernel 2: 75.374001 Copyback: 0.017000 Sum: 0.038000 It 28,Best ac:0.004594 0.826087 fi:0.340269. Ave ac:0.008531,0.005906 Initialization: 6.076000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.605000 Kernel 1: 0.023000 Kernel 2: 76.614998 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.004595 0.863636 fi:0.305399. Ave ac:0.008925,0.006155 MDL Theory Length Weight: 2.9371596882 (10) Initialization: 6.197000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.832000 Kernel 1: 0.023000 Kernel 2: 76.285004 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.004352 0.857143 fi:0.307725. Ave ac:0.008354,0.005307 Initialization: 6.586000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.302000 Kernel 1: 0.022000 Kernel 2: 76.968002 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.004595 0.760000 fi:0.407941. Ave ac:0.007141,0.005066 Initialization: 6.123000 Memcpy Classifiers: 0.263000 Memcpy Instances: 8.613000 Kernel 1: 0.022000 Kernel 2: 77.764999 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.006046 0.833333 fi:0.324315. Ave ac:0.007855,0.005715 Initialization: 6.654000 Memcpy Classifiers: 0.283000 Memcpy Instances: 9.087000 Kernel 1: 0.021000 Kernel 2: 79.008003 Copyback: 0.017000 Sum: 0.035000 It 33,Best ac:0.004595 0.760000 fi:0.423174. Ave ac:0.007257,0.005909 Initialization: 26.155001 Memcpy Instances: 414.567993 Memcpy Classifiers: 0.068000 Kernel 1: 0.023000 Kernel 2: 455.688995 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 456.114990 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 451.488007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 454.733002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 452.529999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 449.988007 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 452.941986 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 457.239990 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 449.990997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 450.987000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 425.678009 Copyback: 0.369000 Sum: 0.001000 It 34,Best ac:0.004164 0.626182 fi:0.532276. Ave ac:0.007735,0.023874 Best acc 0.004164 0.626182 Initialization: 6.369000 Memcpy Classifiers: 0.556000 Memcpy Instances: 8.337000 Kernel 1: 0.023000 Kernel 2: 102.198997 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005627 accuracy2:0.231727 Initialization: 6.095000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.514000 Kernel 1: 0.023000 Kernel 2: 108.689003 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.005077 0.567568 fi:0.531942. Ave ac:0.011377,0.015414 Initialization: 13.371000 Memcpy Classifiers: 0.502000 Memcpy Instances: 8.478000 Kernel 1: 0.023000 Kernel 2: 110.467003 Copyback: 0.017000 Sum: 0.036000 It 1,Best ac:0.005077 0.567568 fi:0.531942. Ave ac:0.011715,0.013016 Initialization: 6.408000 Memcpy Classifiers: 0.488000 Memcpy Instances: 9.071000 Kernel 1: 0.023000 Kernel 2: 106.801003 Copyback: 0.018000 Sum: 0.033000 It 2,Best ac:0.004110 0.653846 fi:0.446079. Ave ac:0.012606,0.014088 Initialization: 6.225000 Memcpy Classifiers: 0.491000 Memcpy Instances: 8.556000 Kernel 1: 0.022000 Kernel 2: 105.111000 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.003868 0.727273 fi:0.388105. Ave ac:0.010848,0.012155 Initialization: 6.384000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.322000 Kernel 1: 0.030000 Kernel 2: 102.835999 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.003869 0.727273 fi:0.387201. Ave ac:0.012464,0.011978 Initialization: 6.422000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.324000 Kernel 1: 0.023000 Kernel 2: 104.033997 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.005561 0.676471 fi:0.422831. Ave ac:0.013308,0.014167 Initialization: 7.134000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.323000 Kernel 1: 0.023000 Kernel 2: 100.530998 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.007741 0.695652 fi:0.402711. Ave ac:0.012100,0.012982 Initialization: 6.137000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.857000 Kernel 1: 0.022000 Kernel 2: 99.936996 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.004596 0.703704 fi:0.396012. Ave ac:0.011546,0.012128 Initialization: 6.639000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.664000 Kernel 1: 0.022000 Kernel 2: 98.925003 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.004595 0.760000 fi:0.339717. Ave ac:0.009468,0.010154 Initialization: 6.595000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.381000 Kernel 1: 0.023000 Kernel 2: 96.889999 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.003868 0.761905 fi:0.353473. Ave ac:0.010263,0.011414 Iteration 10:MDL fitness activated Error 0.353473 TL 0.039376 MDL Theory Length Weight: 2.9922955999 (2) Initialization: 6.117000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.710000 Kernel 1: 0.023000 Kernel 2: 95.908997 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.003628 0.789474 fi:0.463096. Ave ac:0.009709,0.010571 Initialization: 7.044000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.306000 Kernel 1: 0.023000 Kernel 2: 93.392998 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.005079 0.913043 fi:0.237287. Ave ac:0.010198,0.010648 Initialization: 6.667000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.750000 Kernel 1: 0.023000 Kernel 2: 92.613998 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.005561 0.741935 fi:0.417373. Ave ac:0.011028,0.015308 Initialization: 6.540000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.315000 Kernel 1: 0.022000 Kernel 2: 91.080002 Copyback: 0.018000 Sum: 0.037000 It 13,Best ac:0.003869 0.761905 fi:0.449847. Ave ac:0.011228,0.014672 Initialization: 6.449000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.398000 Kernel 1: 0.024000 Kernel 2: 87.976997 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.006044 0.833333 fi:0.333418. Ave ac:0.011121,0.015942 Initialization: 6.197000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.350000 Kernel 1: 0.024000 Kernel 2: 83.996002 Copyback: 0.018000 Sum: 0.036000 It 15,Best ac:0.004111 0.739130 fi:0.466844. Ave ac:0.010904,0.015184 Initialization: 6.503000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.588000 Kernel 1: 0.023000 Kernel 2: 83.778999 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.003628 0.833333 fi:0.403565. Ave ac:0.011195,0.014186 Initialization: 6.477000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.349000 Kernel 1: 0.022000 Kernel 2: 82.682999 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.006288 0.787879 fi:0.360542. Ave ac:0.010400,0.016136 Initialization: 6.125000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.507000 Kernel 1: 0.022000 Kernel 2: 77.856003 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.005806 0.774194 fi:0.378944. Ave ac:0.008775,0.012461 Initialization: 6.743000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.472000 Kernel 1: 0.022000 Kernel 2: 75.957001 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.003868 0.800000 fi:0.381484. Ave ac:0.008939,0.013886 Initialization: 6.197000 Memcpy Classifiers: 0.509000 Memcpy Instances: 8.350000 Kernel 1: 0.023000 Kernel 2: 74.444000 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.004352 0.857143 fi:0.322720. Ave ac:0.008355,0.011838 MDL Theory Length Weight: 2.6930660399 (10) Initialization: 6.457000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.350000 Kernel 1: 0.023000 Kernel 2: 75.674004 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.005562 0.821429 fi:0.352868. Ave ac:0.007720,0.011257 Initialization: 6.217000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.169000 Kernel 1: 0.022000 Kernel 2: 75.889000 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.007255 0.750000 fi:0.411718. Ave ac:0.008288,0.014926 Initialization: 6.658000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.644000 Kernel 1: 0.022000 Kernel 2: 76.244003 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.004838 0.833333 fi:0.304618. Ave ac:0.009635,0.013251 Initialization: 6.161000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.077000 Kernel 1: 0.023000 Kernel 2: 74.885002 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.004352 0.857143 fi:0.315106. Ave ac:0.010999,0.017971 Initialization: 6.400000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.674000 Kernel 1: 0.023000 Kernel 2: 73.390999 Copyback: 0.016000 Sum: 0.027000 It 25,Best ac:0.005561 0.884615 fi:0.289549. Ave ac:0.009096,0.012000 Initialization: 6.157000 Memcpy Classifiers: 0.340000 Memcpy Instances: 9.232000 Kernel 1: 0.022000 Kernel 2: 73.002998 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.003868 0.941176 fi:0.244946. Ave ac:0.008460,0.011008 Initialization: 6.499000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.319000 Kernel 1: 0.023000 Kernel 2: 73.070000 Copyback: 0.018000 Sum: 0.029000 It 27,Best ac:0.005804 0.800000 fi:0.369512. Ave ac:0.008894,0.013307 Initialization: 6.999000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.554000 Kernel 1: 0.023000 Kernel 2: 72.316002 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.003869 0.800000 fi:0.367127. Ave ac:0.006991,0.009829 Initialization: 6.162000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.328000 Kernel 1: 0.024000 Kernel 2: 72.448997 Copyback: 0.018000 Sum: 0.029000 It 29,Best ac:0.004594 0.904762 fi:0.265798. Ave ac:0.009363,0.010233 Initialization: 6.225000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.308000 Kernel 1: 0.024000 Kernel 2: 73.264000 Copyback: 0.017000 Sum: 0.036000 It 30,Best ac:0.005562 0.884615 fi:0.276445. Ave ac:0.007306,0.009664 Initialization: 6.155000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.775000 Kernel 1: 0.023000 Kernel 2: 72.946999 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.004111 0.850000 fi:0.306682. Ave ac:0.007207,0.010351 Initialization: 6.120000 Memcpy Classifiers: 0.394000 Memcpy Instances: 8.509000 Kernel 1: 0.022000 Kernel 2: 72.890999 Copyback: 0.018000 Sum: 0.037000 It 32,Best ac:0.004836 0.869565 fi:0.285896. Ave ac:0.007404,0.005450 Initialization: 6.135000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.569000 Kernel 1: 0.023000 Kernel 2: 72.355003 Copyback: 0.017000 Sum: 0.037000 It 33,Best ac:0.003868 0.888889 fi:0.311633. Ave ac:0.006924,0.005570 Initialization: 26.687000 Memcpy Instances: 415.289001 Memcpy Classifiers: 0.062000 Kernel 1: 0.022000 Kernel 2: 442.149994 Copyback: 0.017000 Sum: 0.013000 Memcpy Classifiers: 0.062000 Kernel 1: 0.017000 Kernel 2: 429.949005 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.016000 Kernel 2: 448.085999 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 433.240997 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 438.604004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 433.501007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 439.299988 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 436.971985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 444.152008 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 440.527008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 399.829010 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004919 0.698969 fi:0.457366. Ave ac:0.006393,0.019959 Best acc 0.004919 0.698969 Rule:Att PSSM_-4_6 is [<-0.520005]|Att PSSM_0_5 is [-0.165541,10.165541]|Att PSSM_0_7 is [-6.625493,-2.597811]|Att PSSM_0_12 is [<-2.220110]|Att PSSM_0_14 is [<2.446528]|Att PSSM_1_14 is [-4.480323,6.920551]|Att PSSM_4_7 is [<-1.487696]|1 Accuracy : 0.767352 0 1 157401 6679 47909 22649 Removed 1455 instances. 205310 Instances left. Acc of rule 0.004919-0.698969 Initialization: 6.094000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.253000 Kernel 1: 0.025000 Kernel 2: 103.321999 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.005192 accuracy2:0.219946 Initialization: 6.561000 Memcpy Classifiers: 0.492000 Memcpy Instances: 8.235000 Kernel 1: 0.024000 Kernel 2: 111.176003 Copyback: 0.017000 Sum: 0.051000 It 0,Best ac:0.005358 0.611111 fi:0.488244. Ave ac:0.009550,0.012323 Initialization: 6.551000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.243000 Kernel 1: 0.023000 Kernel 2: 109.278000 Copyback: 0.018000 Sum: 0.035000 It 1,Best ac:0.004626 0.527778 fi:0.571898. Ave ac:0.012586,0.014710 Initialization: 6.536000 Memcpy Classifiers: 0.507000 Memcpy Instances: 8.284000 Kernel 1: 0.022000 Kernel 2: 104.926003 Copyback: 0.020000 Sum: 0.034000 It 2,Best ac:0.004871 0.666667 fi:0.432901. Ave ac:0.011974,0.013325 Initialization: 6.547000 Memcpy Classifiers: 0.471000 Memcpy Instances: 9.296000 Kernel 1: 0.022000 Kernel 2: 103.995003 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.007548 0.596154 fi:0.502246. Ave ac:0.011842,0.013731 Initialization: 6.417000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.640000 Kernel 1: 0.022000 Kernel 2: 102.637001 Copyback: 0.018000 Sum: 0.031000 It 4,Best ac:0.006089 0.641026 fi:0.458011. Ave ac:0.012262,0.016357 Initialization: 6.860000 Memcpy Classifiers: 0.400000 Memcpy Instances: 9.176000 Kernel 1: 0.024000 Kernel 2: 99.495003 Copyback: 0.018000 Sum: 0.038000 It 5,Best ac:0.005358 0.733333 fi:0.366022. Ave ac:0.013500,0.016418 Initialization: 7.044000 Memcpy Classifiers: 0.472000 Memcpy Instances: 8.920000 Kernel 1: 0.022000 Kernel 2: 98.591003 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.003896 0.761905 fi:0.338089. Ave ac:0.012095,0.016291 Initialization: 6.139000 Memcpy Classifiers: 0.427000 Memcpy Instances: 8.522000 Kernel 1: 0.023000 Kernel 2: 96.320000 Copyback: 0.017000 Sum: 0.073000 It 7,Best ac:0.005602 0.718750 fi:0.380499. Ave ac:0.010398,0.013659 Initialization: 6.429000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.414000 Kernel 1: 0.023000 Kernel 2: 97.054001 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.005845 0.727273 fi:0.371871. Ave ac:0.010900,0.014258 Initialization: 6.311000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.424000 Kernel 1: 0.023000 Kernel 2: 98.945000 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003897 0.695652 fi:0.404340. Ave ac:0.012582,0.014980 Iteration 10:MDL fitness activated Error 0.404340 TL 0.034542 MDL Theory Length Weight: 3.9019036729 (4) Initialization: 6.412000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.263000 Kernel 1: 0.023000 Kernel 2: 101.275002 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.007063 0.644444 fi:0.505117. Ave ac:0.012353,0.015423 Initialization: 7.578000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.463000 Kernel 1: 0.022000 Kernel 2: 97.621002 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.006819 0.800000 fi:0.426221. Ave ac:0.015540,0.017077 Initialization: 6.081000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.482000 Kernel 1: 0.023000 Kernel 2: 100.178001 Copyback: 0.016000 Sum: 0.032000 It 12,Best ac:0.003653 0.882353 fi:0.387623. Ave ac:0.015292,0.018445 Initialization: 6.317000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.484000 Kernel 1: 0.024000 Kernel 2: 95.921997 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.007793 0.780488 fi:0.375229. Ave ac:0.016939,0.017453 Initialization: 6.574000 Memcpy Classifiers: 0.343000 Memcpy Instances: 8.331000 Kernel 1: 0.022000 Kernel 2: 92.874001 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.005845 0.774194 fi:0.418831. Ave ac:0.017911,0.021760 Initialization: 6.120000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.648000 Kernel 1: 0.022000 Kernel 2: 92.040001 Copyback: 0.018000 Sum: 0.032000 It 15,Best ac:0.009011 0.698113 fi:0.469535. Ave ac:0.017099,0.022435 Initialization: 6.158000 Memcpy Classifiers: 0.331000 Memcpy Instances: 9.089000 Kernel 1: 0.023000 Kernel 2: 87.546997 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.004139 0.708333 fi:0.478840. Ave ac:0.017755,0.022431 Initialization: 6.669000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.271000 Kernel 1: 0.023000 Kernel 2: 85.674004 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.005602 0.718750 fi:0.459515. Ave ac:0.020058,0.022428 Initialization: 6.622000 Memcpy Classifiers: 0.303000 Memcpy Instances: 9.304000 Kernel 1: 0.022000 Kernel 2: 82.888000 Copyback: 0.017000 Sum: 0.024000 It 18,Best ac:0.004871 0.800000 fi:0.366692. Ave ac:0.016059,0.020227 Initialization: 6.056000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.616000 Kernel 1: 0.021000 Kernel 2: 82.050003 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.004627 0.730769 fi:0.447487. Ave ac:0.015039,0.019887 Initialization: 6.591000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.265000 Kernel 1: 0.023000 Kernel 2: 82.134003 Copyback: 0.018000 Sum: 0.022000 It 20,Best ac:0.004627 0.863636 fi:0.306675. Ave ac:0.018302,0.022749 Initialization: 6.093000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.509000 Kernel 1: 0.023000 Kernel 2: 84.185997 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.007306 0.810811 fi:0.351798. Ave ac:0.014476,0.023750 Initialization: 6.463000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.288000 Kernel 1: 0.022000 Kernel 2: 83.250999 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.003410 0.933333 fi:0.350527. Ave ac:0.013793,0.021138 Initialization: 6.590000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.542000 Kernel 1: 0.023000 Kernel 2: 83.373001 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.005845 0.774194 fi:0.396782. Ave ac:0.012928,0.021435 Initialization: 6.188000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.360000 Kernel 1: 0.024000 Kernel 2: 82.174004 Copyback: 0.017000 Sum: 0.021000 It 24,Best ac:0.004139 0.708333 fi:0.452818. Ave ac:0.015533,0.025537 Initialization: 6.241000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.241000 Kernel 1: 0.023000 Kernel 2: 82.517998 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.008037 0.750000 fi:0.391412. Ave ac:0.015958,0.022293 Initialization: 6.370000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.257000 Kernel 1: 0.023000 Kernel 2: 81.064003 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.004384 0.818182 fi:0.369006. Ave ac:0.019511,0.033235 Initialization: 6.028000 Memcpy Classifiers: 0.247000 Memcpy Instances: 8.780000 Kernel 1: 0.022000 Kernel 2: 78.785004 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.005844 0.727273 fi:0.415524. Ave ac:0.021311,0.034427 Initialization: 6.388000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.269000 Kernel 1: 0.023000 Kernel 2: 77.056999 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.004139 0.809524 fi:0.336651. Ave ac:0.016670,0.032597 Initialization: 6.671000 Memcpy Classifiers: 0.548000 Memcpy Instances: 8.265000 Kernel 1: 0.023000 Kernel 2: 77.470001 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.004384 0.947368 fi:0.227284. Ave ac:0.014945,0.024784 Initialization: 6.426000 Memcpy Classifiers: 0.205000 Memcpy Instances: 8.231000 Kernel 1: 0.023000 Kernel 2: 81.517998 Copyback: 0.018000 Sum: 0.025000 It 30,Best ac:0.005602 0.793103 fi:0.366591. Ave ac:0.014565,0.026564 Initialization: 6.535000 Memcpy Classifiers: 0.229000 Memcpy Instances: 8.292000 Kernel 1: 0.022000 Kernel 2: 77.217003 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.004140 0.739130 fi:0.403225. Ave ac:0.013829,0.025482 Initialization: 6.570000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.326000 Kernel 1: 0.023000 Kernel 2: 76.561996 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.008279 0.772727 fi:0.391215. Ave ac:0.016210,0.026059 Initialization: 6.605000 Memcpy Classifiers: 0.228000 Memcpy Instances: 8.247000 Kernel 1: 0.022000 Kernel 2: 77.753998 Copyback: 0.018000 Sum: 0.024000 It 33,Best ac:0.005845 0.750000 fi:0.409589. Ave ac:0.017793,0.028564 Initialization: 27.318001 Memcpy Instances: 411.019989 Memcpy Classifiers: 0.053000 Kernel 1: 0.022000 Kernel 2: 465.764008 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.051000 Kernel 1: 0.013000 Kernel 2: 456.803009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 463.683014 Copyback: 0.064000 Sum: 0.002000 Memcpy Classifiers: 0.051000 Kernel 1: 0.015000 Kernel 2: 465.653015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 475.513000 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 471.984009 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 468.304993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 473.243011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.019000 Kernel 2: 456.808014 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 472.971008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.017000 Kernel 2: 374.569000 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004145 0.655624 fi:0.508363. Ave ac:0.013815,0.047124 Best acc 0.004145 0.655624 Initialization: 6.144000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.261000 Kernel 1: 0.024000 Kernel 2: 103.961998 Copyback: 0.018000 Sum: 0.052000 Initial population average accuracy1:0.005332 accuracy2:0.236225 Initialization: 6.216000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.608000 Kernel 1: 0.023000 Kernel 2: 108.295998 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.003653 0.625000 fi:0.527487. Ave ac:0.009938,0.013771 Initialization: 6.399000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.535000 Kernel 1: 0.022000 Kernel 2: 111.540001 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.004140 0.653846 fi:0.446040. Ave ac:0.011829,0.015295 Initialization: 6.461000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.611000 Kernel 1: 0.023000 Kernel 2: 108.610001 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.007793 0.615385 fi:0.482909. Ave ac:0.012367,0.015262 Initialization: 6.121000 Memcpy Classifiers: 0.469000 Memcpy Instances: 9.402000 Kernel 1: 0.023000 Kernel 2: 109.755997 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.008524 0.593220 fi:0.504755. Ave ac:0.011038,0.013558 Initialization: 6.418000 Memcpy Classifiers: 0.760000 Memcpy Instances: 8.268000 Kernel 1: 0.022000 Kernel 2: 109.697998 Copyback: 0.020000 Sum: 0.035000 It 4,Best ac:0.005358 0.647059 fi:0.452297. Ave ac:0.010941,0.014356 Initialization: 6.500000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.968000 Kernel 1: 0.022000 Kernel 2: 108.905998 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.003410 0.823529 fi:0.385459. Ave ac:0.011909,0.013176 Initialization: 6.430000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.282000 Kernel 1: 0.022000 Kernel 2: 109.971001 Copyback: 0.018000 Sum: 0.031000 It 6,Best ac:0.007550 0.659574 fi:0.438826. Ave ac:0.012581,0.013462 Initialization: 6.071000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.653000 Kernel 1: 0.022000 Kernel 2: 105.085999 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003897 0.761905 fi:0.338088. Ave ac:0.012009,0.013388 Initialization: 6.574000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.252000 Kernel 1: 0.023000 Kernel 2: 103.815002 Copyback: 0.018000 Sum: 0.035000 It 8,Best ac:0.005114 0.724138 fi:0.375324. Ave ac:0.012774,0.014403 Initialization: 6.304000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.651000 Kernel 1: 0.022000 Kernel 2: 100.421997 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.005114 0.777778 fi:0.321684. Ave ac:0.012461,0.014927 Iteration 10:MDL fitness activated Error 0.321684 TL 0.031370 MDL Theory Length Weight: 3.4182125120 (1) Initialization: 6.138000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.784000 Kernel 1: 0.023000 Kernel 2: 101.111000 Copyback: 0.018000 Sum: 0.033000 It 10,Best ac:0.003652 0.789474 fi:0.462805. Ave ac:0.011335,0.011949 Initialization: 6.219000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.616000 Kernel 1: 0.023000 Kernel 2: 96.133003 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.003166 0.928571 fi:0.443367. Ave ac:0.011115,0.013590 Initialization: 6.394000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.296000 Kernel 1: 0.023000 Kernel 2: 91.935997 Copyback: 0.018000 Sum: 0.036000 It 12,Best ac:0.004384 0.782609 fi:0.429420. Ave ac:0.012698,0.017155 Initialization: 6.406000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.296000 Kernel 1: 0.023000 Kernel 2: 89.726997 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.005114 0.777778 fi:0.393002. Ave ac:0.014222,0.015632 Initialization: 6.165000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.975000 Kernel 1: 0.022000 Kernel 2: 91.115997 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.008037 0.785714 fi:0.400339. Ave ac:0.016047,0.016692 Initialization: 6.377000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.265000 Kernel 1: 0.023000 Kernel 2: 90.138000 Copyback: 0.018000 Sum: 0.039000 It 15,Best ac:0.003165 0.928571 fi:0.415420. Ave ac:0.017303,0.019862 Initialization: 6.165000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.448000 Kernel 1: 0.022000 Kernel 2: 88.407997 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.005845 0.857143 fi:0.352723. Ave ac:0.016833,0.018738 Initialization: 6.440000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.257000 Kernel 1: 0.023000 Kernel 2: 89.489998 Copyback: 0.017000 Sum: 0.032000 It 17,Best ac:0.003897 0.761905 fi:0.430761. Ave ac:0.012399,0.013587 Initialization: 6.095000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.850000 Kernel 1: 0.023000 Kernel 2: 89.510002 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.008766 0.750000 fi:0.421524. Ave ac:0.015493,0.016186 Initialization: 6.406000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.235000 Kernel 1: 0.023000 Kernel 2: 85.639999 Copyback: 0.018000 Sum: 0.031000 It 19,Best ac:0.003653 0.833333 fi:0.409329. Ave ac:0.012860,0.014820 Initialization: 6.177000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.412000 Kernel 1: 0.022000 Kernel 2: 88.410004 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.003897 0.842105 fi:0.368748. Ave ac:0.012260,0.016331 Initialization: 6.194000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.425000 Kernel 1: 0.024000 Kernel 2: 85.538002 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.006574 0.794118 fi:0.371337. Ave ac:0.009677,0.012542 Initialization: 6.332000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.320000 Kernel 1: 0.022000 Kernel 2: 85.757004 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.007063 0.828571 fi:0.344843. Ave ac:0.010809,0.011039 Initialization: 6.546000 Memcpy Classifiers: 0.329000 Memcpy Instances: 8.264000 Kernel 1: 0.024000 Kernel 2: 84.872002 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.004140 0.850000 fi:0.329355. Ave ac:0.010364,0.013126 Initialization: 6.502000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.313000 Kernel 1: 0.023000 Kernel 2: 83.032997 Copyback: 0.018000 Sum: 0.032000 It 24,Best ac:0.003897 0.842105 fi:0.353710. Ave ac:0.008108,0.007825 Initialization: 6.586000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.522000 Kernel 1: 0.023000 Kernel 2: 81.695999 Copyback: 0.018000 Sum: 0.034000 It 25,Best ac:0.004384 0.857143 fi:0.322692. Ave ac:0.009074,0.007918 Initialization: 6.105000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.679000 Kernel 1: 0.023000 Kernel 2: 83.720001 Copyback: 0.017000 Sum: 0.033000 It 26,Best ac:0.003652 0.833333 fi:0.392598. Ave ac:0.008066,0.008278 Initialization: 6.597000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.752000 Kernel 1: 0.023000 Kernel 2: 85.003998 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.004384 0.857143 fi:0.320523. Ave ac:0.009616,0.009455 Initialization: 6.615000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.957000 Kernel 1: 0.023000 Kernel 2: 85.403999 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.004871 0.800000 fi:0.371839. Ave ac:0.007390,0.006758 Initialization: 6.184000 Memcpy Classifiers: 0.321000 Memcpy Instances: 9.001000 Kernel 1: 0.023000 Kernel 2: 85.181999 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.005602 0.718750 fi:0.432419. Ave ac:0.007466,0.005679 Initialization: 6.112000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.490000 Kernel 1: 0.023000 Kernel 2: 83.436996 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.004871 0.833333 fi:0.351627. Ave ac:0.008901,0.006177 Initialization: 6.377000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.244000 Kernel 1: 0.023000 Kernel 2: 84.894997 Copyback: 0.018000 Sum: 0.032000 It 31,Best ac:0.006332 0.764706 fi:0.415066. Ave ac:0.007141,0.005973 Initialization: 6.566000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.436000 Kernel 1: 0.022000 Kernel 2: 83.925003 Copyback: 0.017000 Sum: 0.036000 It 32,Best ac:0.003653 0.833333 fi:0.410206. Ave ac:0.007657,0.006367 Initialization: 6.675000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.356000 Kernel 1: 0.022000 Kernel 2: 85.292999 Copyback: 0.018000 Sum: 0.033000 It 33,Best ac:0.004626 0.950000 fi:0.255666. Ave ac:0.008878,0.005723 Initialization: 28.163000 Memcpy Instances: 419.506989 Memcpy Classifiers: 0.065000 Kernel 1: 0.022000 Kernel 2: 476.417999 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 474.269012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 480.487000 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 476.833008 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 472.723999 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 484.132996 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 486.292999 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.070000 Kernel 1: 0.022000 Kernel 2: 488.065002 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 482.657013 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 483.626007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 383.878998 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.062028 0.663800 fi:0.487081. Ave ac:0.007089,0.021548 Best acc 0.062028 0.663800 Initialization: 6.218000 Memcpy Classifiers: 0.545000 Memcpy Instances: 9.166000 Kernel 1: 0.024000 Kernel 2: 102.900002 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.005941 accuracy2:0.218536 Initialization: 6.316000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.320000 Kernel 1: 0.023000 Kernel 2: 108.457001 Copyback: 0.017000 Sum: 0.036000 It 0,Best ac:0.008281 0.539683 fi:0.558399. Ave ac:0.011551,0.014391 Initialization: 6.339000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.382000 Kernel 1: 0.024000 Kernel 2: 109.138000 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.010229 0.591549 fi:0.505683. Ave ac:0.012121,0.013302 Initialization: 6.445000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.465000 Kernel 1: 0.022000 Kernel 2: 111.116997 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.007550 0.607843 fi:0.490557. Ave ac:0.012791,0.013716 Initialization: 6.112000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.754000 Kernel 1: 0.024000 Kernel 2: 113.989998 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.004871 0.714286 fi:0.385282. Ave ac:0.012274,0.011920 Initialization: 6.158000 Memcpy Classifiers: 0.434000 Memcpy Instances: 9.584000 Kernel 1: 0.022000 Kernel 2: 111.704002 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.003896 0.727273 fi:0.372722. Ave ac:0.013144,0.012351 Initialization: 6.374000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.752000 Kernel 1: 0.022000 Kernel 2: 113.117996 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.005114 0.700000 fi:0.399462. Ave ac:0.011085,0.011721 Initialization: 6.346000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.422000 Kernel 1: 0.022000 Kernel 2: 113.716003 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.005358 0.758621 fi:0.340735. Ave ac:0.009750,0.010507 Initialization: 6.390000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.302000 Kernel 1: 0.022000 Kernel 2: 112.776001 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003897 0.727273 fi:0.372720. Ave ac:0.010167,0.010896 Initialization: 6.577000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.286000 Kernel 1: 0.022000 Kernel 2: 108.348000 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.003897 0.727273 fi:0.372720. Ave ac:0.008859,0.010663 Initialization: 6.151000 Memcpy Classifiers: 0.486000 Memcpy Instances: 8.352000 Kernel 1: 0.022000 Kernel 2: 112.707001 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.004384 0.750000 fi:0.349780. Ave ac:0.009991,0.012449 Iteration 10:MDL fitness activated Error 0.349780 TL 0.040644 MDL Theory Length Weight: 2.8686708467 (4) Initialization: 6.561000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.356000 Kernel 1: 0.023000 Kernel 2: 108.984001 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.005845 0.727273 fi:0.487564. Ave ac:0.008622,0.010550 Initialization: 6.407000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.271000 Kernel 1: 0.023000 Kernel 2: 104.221001 Copyback: 0.017000 Sum: 0.038000 It 11,Best ac:0.004140 0.772727 fi:0.428007. Ave ac:0.009992,0.011416 Initialization: 6.379000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.710000 Kernel 1: 0.023000 Kernel 2: 102.612000 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.006819 0.736842 fi:0.445321. Ave ac:0.013050,0.015781 Initialization: 6.475000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.248000 Kernel 1: 0.022000 Kernel 2: 98.315002 Copyback: 0.018000 Sum: 0.040000 It 13,Best ac:0.009496 0.696429 fi:0.490088. Ave ac:0.011993,0.016368 Initialization: 6.141000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.308000 Kernel 1: 0.023000 Kernel 2: 98.021004 Copyback: 0.018000 Sum: 0.032000 It 14,Best ac:0.004138 0.809524 fi:0.371556. Ave ac:0.015217,0.017737 Initialization: 6.152000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.465000 Kernel 1: 0.023000 Kernel 2: 96.556999 Copyback: 0.017000 Sum: 0.028000 It 15,Best ac:0.003410 0.875000 fi:0.419085. Ave ac:0.016270,0.019452 Initialization: 6.462000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.411000 Kernel 1: 0.022000 Kernel 2: 94.442001 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.004871 0.800000 fi:0.391949. Ave ac:0.016180,0.020152 Initialization: 6.348000 Memcpy Classifiers: 0.407000 Memcpy Instances: 8.240000 Kernel 1: 0.023000 Kernel 2: 92.447998 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.005114 0.750000 fi:0.434841. Ave ac:0.013247,0.016779 Initialization: 7.209000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.491000 Kernel 1: 0.022000 Kernel 2: 90.885002 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.003897 0.888889 fi:0.317275. Ave ac:0.013314,0.013999 Initialization: 6.415000 Memcpy Classifiers: 0.358000 Memcpy Instances: 8.248000 Kernel 1: 0.023000 Kernel 2: 89.763000 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.004139 0.894737 fi:0.303354. Ave ac:0.011763,0.012507 Initialization: 6.079000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.965000 Kernel 1: 0.022000 Kernel 2: 92.628998 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.009498 0.829787 fi:0.339815. Ave ac:0.010646,0.011899 Initialization: 6.167000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.240000 Kernel 1: 0.024000 Kernel 2: 90.865997 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.004871 1.000000 fi:0.187972. Ave ac:0.011438,0.014925 Initialization: 6.437000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.321000 Kernel 1: 0.023000 Kernel 2: 91.135002 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.008524 0.853659 fi:0.326673. Ave ac:0.008978,0.009666 Initialization: 6.164000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.574000 Kernel 1: 0.022000 Kernel 2: 93.422997 Copyback: 0.017000 Sum: 0.215000 It 23,Best ac:0.004384 0.857143 fi:0.316210. Ave ac:0.008387,0.007235 Initialization: 6.058000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.656000 Kernel 1: 0.022000 Kernel 2: 94.288002 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.007306 0.810811 fi:0.346608. Ave ac:0.008071,0.006127 Initialization: 6.015000 Memcpy Classifiers: 0.757000 Memcpy Instances: 8.719000 Kernel 1: 0.022000 Kernel 2: 94.147003 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.003897 0.800000 fi:0.380886. Ave ac:0.007678,0.005880 Initialization: 6.540000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.590000 Kernel 1: 0.023000 Kernel 2: 94.990997 Copyback: 0.018000 Sum: 0.037000 It 26,Best ac:0.007306 0.909091 fi:0.263104. Ave ac:0.008769,0.007591 Initialization: 6.514000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.270000 Kernel 1: 0.023000 Kernel 2: 94.095001 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.006576 0.931034 fi:0.254305. Ave ac:0.008433,0.006432 Initialization: 6.163000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.629000 Kernel 1: 0.023000 Kernel 2: 93.455002 Copyback: 0.020000 Sum: 0.034000 It 28,Best ac:0.003897 0.842105 fi:0.345988. Ave ac:0.006656,0.004840 Initialization: 6.536000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.716000 Kernel 1: 0.022000 Kernel 2: 91.982002 Copyback: 0.018000 Sum: 0.035000 It 29,Best ac:0.005114 0.750000 fi:0.423150. Ave ac:0.006222,0.004512 Initialization: 6.070000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.808000 Kernel 1: 0.021000 Kernel 2: 90.707001 Copyback: 0.017000 Sum: 0.036000 It 30,Best ac:0.004139 0.772727 fi:0.412392. Ave ac:0.006268,0.004408 MDL Theory Length Weight: 2.5818037620 (10) Initialization: 6.818000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.264000 Kernel 1: 0.023000 Kernel 2: 89.599998 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.006332 0.764706 fi:0.402726. Ave ac:0.008427,0.005770 Initialization: 6.497000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.565000 Kernel 1: 0.023000 Kernel 2: 87.396004 Copyback: 0.017000 Sum: 0.039000 It 32,Best ac:0.004870 0.869565 fi:0.301094. Ave ac:0.007142,0.005879 Initialization: 6.437000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.276000 Kernel 1: 0.023000 Kernel 2: 87.889999 Copyback: 0.017000 Sum: 0.036000 It 33,Best ac:0.004140 0.850000 fi:0.330338. Ave ac:0.008323,0.005796 Initialization: 26.914000 Memcpy Instances: 411.979004 Memcpy Classifiers: 0.072000 Kernel 1: 0.023000 Kernel 2: 496.373993 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 524.581970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 502.881012 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 497.143005 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 519.919983 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 504.264008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 514.348022 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 522.280029 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 502.875000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 493.377014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 403.359009 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.004155 0.721658 fi:0.456085. Ave ac:0.007393,0.022980 Best acc 0.004155 0.721658 Initialization: 6.160000 Memcpy Classifiers: 0.497000 Memcpy Instances: 8.659000 Kernel 1: 0.025000 Kernel 2: 105.557999 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.005054 accuracy2:0.233983 Initialization: 6.139000 Memcpy Classifiers: 0.522000 Memcpy Instances: 8.575000 Kernel 1: 0.022000 Kernel 2: 106.605003 Copyback: 0.017000 Sum: 0.055000 It 0,Best ac:0.007550 0.476923 fi:0.621477. Ave ac:0.010018,0.013638 Initialization: 6.383000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.321000 Kernel 1: 0.022000 Kernel 2: 109.727997 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.004871 0.555556 fi:0.544012. Ave ac:0.014474,0.016446 Initialization: 6.355000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.274000 Kernel 1: 0.023000 Kernel 2: 106.959999 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.005844 0.585366 fi:0.513777. Ave ac:0.013061,0.016936 Initialization: 6.076000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.718000 Kernel 1: 0.023000 Kernel 2: 101.753998 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.004627 0.593750 fi:0.505924. Ave ac:0.011258,0.013391 Initialization: 6.154000 Memcpy Classifiers: 0.440000 Memcpy Instances: 8.250000 Kernel 1: 0.022000 Kernel 2: 103.719002 Copyback: 0.040000 Sum: 0.033000 It 4,Best ac:0.003897 0.761905 fi:0.338088. Ave ac:0.010482,0.013369 Initialization: 6.378000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.230000 Kernel 1: 0.023000 Kernel 2: 102.285004 Copyback: 0.018000 Sum: 0.032000 It 5,Best ac:0.005114 0.636364 fi:0.463098. Ave ac:0.010080,0.010994 Initialization: 6.148000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.759000 Kernel 1: 0.022000 Kernel 2: 103.040001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.006331 0.722222 fi:0.376712. Ave ac:0.010467,0.011434 Initialization: 6.177000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.475000 Kernel 1: 0.022000 Kernel 2: 102.497002 Copyback: 0.017000 Sum: 0.037000 It 7,Best ac:0.006087 0.735294 fi:0.363746. Ave ac:0.011137,0.013362 Initialization: 6.742000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.239000 Kernel 1: 0.036000 Kernel 2: 106.457001 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.005844 0.727273 fi:0.371873. Ave ac:0.011814,0.013834 Initialization: 6.181000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.496000 Kernel 1: 0.022000 Kernel 2: 102.559998 Copyback: 0.018000 Sum: 0.037000 It 9,Best ac:0.005845 0.888889 fi:0.210254. Ave ac:0.010832,0.011891 Iteration 10:MDL fitness activated Error 0.210254 TL 0.030029 MDL Theory Length Weight: 2.3339247049 (1) Initialization: 7.329000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.259000 Kernel 1: 0.023000 Kernel 2: 100.528999 Copyback: 0.018000 Sum: 0.035000 It 10,Best ac:0.006574 0.729730 fi:0.435390. Ave ac:0.009319,0.009891 Initialization: 6.107000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.805000 Kernel 1: 0.022000 Kernel 2: 98.705002 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.005602 0.766667 fi:0.402668. Ave ac:0.008256,0.008804 Initialization: 6.389000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.699000 Kernel 1: 0.023000 Kernel 2: 98.376999 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.004140 0.809524 fi:0.351820. Ave ac:0.008853,0.008995 Initialization: 6.627000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.272000 Kernel 1: 0.023000 Kernel 2: 98.489998 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.005357 0.814815 fi:0.366289. Ave ac:0.008895,0.009019 Initialization: 6.223000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.449000 Kernel 1: 0.022000 Kernel 2: 93.151001 Copyback: 0.372000 Sum: 0.036000 It 14,Best ac:0.005114 0.777778 fi:0.397413. Ave ac:0.007930,0.007269 Initialization: 6.172000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.104000 Kernel 1: 0.022000 Kernel 2: 93.463997 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.004140 0.850000 fi:0.285893. Ave ac:0.008812,0.008857 Initialization: 6.141000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.728000 Kernel 1: 0.023000 Kernel 2: 90.196999 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.004384 0.947368 fi:0.215136. Ave ac:0.009109,0.008360 Initialization: 6.066000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.640000 Kernel 1: 0.022000 Kernel 2: 88.705002 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.005358 0.785714 fi:0.354607. Ave ac:0.007235,0.006085 Initialization: 6.137000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.240000 Kernel 1: 0.024000 Kernel 2: 88.757004 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.004139 0.809524 fi:0.372310. Ave ac:0.008057,0.006399 Initialization: 6.121000 Memcpy Classifiers: 0.352000 Memcpy Instances: 9.497000 Kernel 1: 0.022000 Kernel 2: 90.848999 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.005358 0.846154 fi:0.310905. Ave ac:0.008744,0.006685 Initialization: 6.157000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.738000 Kernel 1: 0.022000 Kernel 2: 92.024002 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.006576 0.818182 fi:0.345374. Ave ac:0.007050,0.005853 Initialization: 6.794000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.300000 Kernel 1: 0.022000 Kernel 2: 90.843002 Copyback: 0.018000 Sum: 0.031000 It 21,Best ac:0.005114 0.875000 fi:0.294386. Ave ac:0.006070,0.005310 Initialization: 6.529000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.319000 Kernel 1: 0.022000 Kernel 2: 88.943001 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.003897 0.888889 fi:0.284341. Ave ac:0.009327,0.006278 Initialization: 6.264000 Memcpy Classifiers: 0.368000 Memcpy Instances: 9.116000 Kernel 1: 0.023000 Kernel 2: 89.436996 Copyback: 0.023000 Sum: 0.036000 It 23,Best ac:0.003410 1.000000 fi:0.273482. Ave ac:0.008043,0.005262 Initialization: 6.130000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.543000 Kernel 1: 0.022000 Kernel 2: 89.108002 Copyback: 0.024000 Sum: 0.034000 It 24,Best ac:0.003897 0.941176 fi:0.234161. Ave ac:0.008411,0.005569 Initialization: 6.372000 Memcpy Classifiers: 0.366000 Memcpy Instances: 8.563000 Kernel 1: 0.023000 Kernel 2: 88.919998 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.008281 0.894737 fi:0.275621. Ave ac:0.008028,0.005743 MDL Theory Length Weight: 2.1005322344 (10) Initialization: 6.137000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.351000 Kernel 1: 0.022000 Kernel 2: 87.227997 Copyback: 0.018000 Sum: 0.036000 It 26,Best ac:0.004871 0.952381 fi:0.205980. Ave ac:0.006280,0.004657 Initialization: 6.129000 Memcpy Classifiers: 0.366000 Memcpy Instances: 8.392000 Kernel 1: 0.023000 Kernel 2: 88.669998 Copyback: 0.018000 Sum: 0.034000 It 27,Best ac:0.006332 0.812500 fi:0.351408. Ave ac:0.006606,0.004834 Initialization: 6.155000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.320000 Kernel 1: 0.023000 Kernel 2: 91.116997 Copyback: 0.017000 Sum: 0.036000 It 28,Best ac:0.004140 0.850000 fi:0.302240. Ave ac:0.006462,0.004444 Initialization: 6.126000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.673000 Kernel 1: 0.022000 Kernel 2: 89.311996 Copyback: 0.017000 Sum: 0.037000 It 29,Best ac:0.006331 0.812500 fi:0.342879. Ave ac:0.006487,0.004418 Initialization: 6.444000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.232000 Kernel 1: 0.023000 Kernel 2: 92.332001 Copyback: 0.017000 Sum: 0.034000 It 30,Best ac:0.003897 0.888889 fi:0.287844. Ave ac:0.006527,0.004461 Initialization: 6.352000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.278000 Kernel 1: 0.023000 Kernel 2: 91.327003 Copyback: 0.017000 Sum: 0.029000 It 31,Best ac:0.004140 0.850000 fi:0.315696. Ave ac:0.006997,0.004574 Initialization: 6.116000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.379000 Kernel 1: 0.022000 Kernel 2: 92.603996 Copyback: 0.018000 Sum: 0.034000 It 32,Best ac:0.009498 0.829787 fi:0.326022. Ave ac:0.007072,0.004760 Initialization: 6.184000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.936000 Kernel 1: 0.022000 Kernel 2: 92.606003 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.004384 0.750000 fi:0.419384. Ave ac:0.006342,0.004264 Initialization: 26.867001 Memcpy Instances: 413.074005 Memcpy Classifiers: 0.071000 Kernel 1: 0.022000 Kernel 2: 518.997009 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 532.726990 Copyback: 0.015000 Sum: 0.004000 Memcpy Classifiers: 0.070000 Kernel 1: 0.015000 Kernel 2: 527.864990 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 545.187988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 532.293030 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 527.515015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 527.632996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 534.609985 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 533.974976 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 525.637024 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 401.270996 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004505 0.713184 fi:0.442988. Ave ac:0.007449,0.022930 Best acc 0.004505 0.713184 Rule:Att PSSM_-2_7 is [<-0.977902]|Att PSSM_-1_2 is [<-2.391423]|Att PSSM_-1_4 is [<5.326224]|Att PSSM_0_12 is [<-2.113394]|Att PSSM_0_15 is [<6.616935]|Att PSSM_1_12 is [-6.031208,-2.138034]|Att PSSM_2_15 is [<-1.209545]|Att PSSM_3_7 is [-6.291054,-1.995951]|Att PSSM_4_9 is [-6.016324,4.419739]|Att PSSM_4_12 is [-6.815587,-1.333501]|1 Accuracy : 0.769585 0 1 157072 7008 47056 23502 Removed 1182 instances. 204128 Instances left. Acc of rule 0.004155-0.721658 Initialization: 6.413000 Memcpy Classifiers: 0.525000 Memcpy Instances: 8.212000 Kernel 1: 0.025000 Kernel 2: 99.268997 Copyback: 0.017000 Sum: 0.050000 Initial population average accuracy1:0.005447 accuracy2:0.230823 Initialization: 6.158000 Memcpy Classifiers: 0.483000 Memcpy Instances: 8.236000 Kernel 1: 0.024000 Kernel 2: 106.601997 Copyback: 0.018000 Sum: 0.058000 It 0,Best ac:0.004410 0.600000 fi:0.499746. Ave ac:0.010902,0.015616 Initialization: 6.208000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.220000 Kernel 1: 0.024000 Kernel 2: 106.657997 Copyback: 0.017000 Sum: 0.036000 It 1,Best ac:0.004653 0.500000 fi:0.599638. Ave ac:0.013640,0.015915 Initialization: 6.286000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.196000 Kernel 1: 0.023000 Kernel 2: 104.323997 Copyback: 0.023000 Sum: 0.039000 It 2,Best ac:0.005388 0.536585 fi:0.562728. Ave ac:0.013449,0.016330 Initialization: 8.281000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.303000 Kernel 1: 0.022000 Kernel 2: 102.503998 Copyback: 0.019000 Sum: 0.040000 It 3,Best ac:0.003675 0.625000 fi:0.512176. Ave ac:0.011607,0.012815 Initialization: 6.150000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.293000 Kernel 1: 0.022000 Kernel 2: 102.085999 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.005145 0.636364 fi:0.463058. Ave ac:0.010775,0.012773 Initialization: 6.460000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.251000 Kernel 1: 0.024000 Kernel 2: 99.912003 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.005634 0.741935 fi:0.357270. Ave ac:0.011264,0.011722 Initialization: 6.382000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.191000 Kernel 1: 0.022000 Kernel 2: 102.112999 Copyback: 0.018000 Sum: 0.031000 It 6,Best ac:0.004653 0.593750 fi:0.505888. Ave ac:0.010370,0.011384 Initialization: 6.421000 Memcpy Classifiers: 0.428000 Memcpy Instances: 11.257000 Kernel 1: 0.022000 Kernel 2: 99.899002 Copyback: 0.018000 Sum: 0.033000 It 7,Best ac:0.004409 0.620690 fi:0.479056. Ave ac:0.008127,0.010204 Initialization: 6.162000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.322000 Kernel 1: 0.022000 Kernel 2: 97.487999 Copyback: 0.019000 Sum: 0.039000 It 8,Best ac:0.003920 0.695652 fi:0.404310. Ave ac:0.010868,0.011725 Initialization: 6.420000 Memcpy Classifiers: 0.383000 Memcpy Instances: 8.387000 Kernel 1: 0.022000 Kernel 2: 98.247002 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.005879 0.800000 fi:0.299097. Ave ac:0.010169,0.010193 Iteration 10:MDL fitness activated Error 0.299097 TL 0.047487 MDL Theory Length Weight: 2.0994980025 (1) Initialization: 6.130000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.750000 Kernel 1: 0.022000 Kernel 2: 102.972000 Copyback: 0.025000 Sum: 0.748000 It 10,Best ac:0.003675 0.882353 fi:0.314512. Ave ac:0.009065,0.011738 Initialization: 7.239000 Memcpy Classifiers: 0.366000 Memcpy Instances: 9.367000 Kernel 1: 0.022000 Kernel 2: 97.450996 Copyback: 0.018000 Sum: 0.034000 It 11,Best ac:0.003430 0.875000 fi:0.389784. Ave ac:0.010728,0.011875 Initialization: 6.808000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.597000 Kernel 1: 0.022000 Kernel 2: 97.061996 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004410 0.818182 fi:0.325954. Ave ac:0.011754,0.012773 Initialization: 6.218000 Memcpy Classifiers: 0.382000 Memcpy Instances: 8.394000 Kernel 1: 0.023000 Kernel 2: 94.680000 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.006613 0.729730 fi:0.426082. Ave ac:0.010362,0.011212 Initialization: 6.133000 Memcpy Classifiers: 0.362000 Memcpy Instances: 9.183000 Kernel 1: 0.022000 Kernel 2: 95.049004 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.003674 0.789474 fi:0.407635. Ave ac:0.009859,0.010314 Initialization: 6.581000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.417000 Kernel 1: 0.022000 Kernel 2: 96.903999 Copyback: 0.018000 Sum: 0.036000 It 15,Best ac:0.003920 0.842105 fi:0.307508. Ave ac:0.010041,0.012177 Initialization: 6.162000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.433000 Kernel 1: 0.022000 Kernel 2: 92.848999 Copyback: 0.017000 Sum: 0.036000 It 16,Best ac:0.006369 0.787879 fi:0.363713. Ave ac:0.006748,0.006078 Initialization: 6.165000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.372000 Kernel 1: 0.022000 Kernel 2: 91.302002 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.006368 0.684211 fi:0.457908. Ave ac:0.007158,0.006905 Initialization: 6.620000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.509000 Kernel 1: 0.023000 Kernel 2: 91.153999 Copyback: 0.024000 Sum: 0.039000 It 18,Best ac:0.004410 0.692308 fi:0.456100. Ave ac:0.008645,0.009677 Initialization: 6.283000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.208000 Kernel 1: 0.022000 Kernel 2: 91.642998 Copyback: 0.017000 Sum: 0.035000 It 19,Best ac:0.003920 0.727273 fi:0.406950. Ave ac:0.010957,0.010255 Initialization: 6.400000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.566000 Kernel 1: 0.023000 Kernel 2: 90.431000 Copyback: 0.017000 Sum: 0.036000 It 20,Best ac:0.004410 0.857143 fi:0.289302. Ave ac:0.010698,0.013416 Initialization: 6.297000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.631000 Kernel 1: 0.023000 Kernel 2: 88.302002 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.005633 0.741935 fi:0.414312. Ave ac:0.009858,0.013783 Initialization: 6.451000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.390000 Kernel 1: 0.022000 Kernel 2: 88.658997 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.005634 0.793103 fi:0.346662. Ave ac:0.012483,0.014977 Initialization: 6.085000 Memcpy Classifiers: 0.804000 Memcpy Instances: 8.196000 Kernel 1: 0.023000 Kernel 2: 90.991997 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.003429 0.823529 fi:0.415521. Ave ac:0.011330,0.013262 Initialization: 6.094000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.697000 Kernel 1: 0.022000 Kernel 2: 90.227997 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.009064 0.860465 fi:0.276358. Ave ac:0.008714,0.009330 Initialization: 6.556000 Memcpy Classifiers: 0.353000 Memcpy Instances: 10.459000 Kernel 1: 0.022000 Kernel 2: 89.654999 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.006123 0.781250 fi:0.360643. Ave ac:0.011141,0.012446 Initialization: 6.613000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.503000 Kernel 1: 0.022000 Kernel 2: 86.429001 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.003920 0.842105 fi:0.292117. Ave ac:0.009433,0.011011 Initialization: 6.517000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.213000 Kernel 1: 0.022000 Kernel 2: 83.806000 Copyback: 0.369000 Sum: 0.035000 It 27,Best ac:0.004165 0.708333 fi:0.431904. Ave ac:0.007621,0.009473 Initialization: 6.783000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.524000 Kernel 1: 0.022000 Kernel 2: 87.742996 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.004653 0.760000 fi:0.377385. Ave ac:0.010023,0.012654 Initialization: 6.731000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.419000 Kernel 1: 0.023000 Kernel 2: 83.835999 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.003674 0.882353 fi:0.319243. Ave ac:0.010909,0.016021 Initialization: 6.901000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.230000 Kernel 1: 0.022000 Kernel 2: 81.542000 Copyback: 0.018000 Sum: 0.033000 It 30,Best ac:0.003919 0.842105 fi:0.300075. Ave ac:0.007983,0.011692 Initialization: 6.670000 Memcpy Classifiers: 0.402000 Memcpy Instances: 8.371000 Kernel 1: 0.023000 Kernel 2: 79.740997 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.005878 0.750000 fi:0.389719. Ave ac:0.009250,0.013989 Initialization: 6.142000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.407000 Kernel 1: 0.022000 Kernel 2: 78.668999 Copyback: 0.017000 Sum: 0.030000 It 32,Best ac:0.004409 0.782609 fi:0.374176. Ave ac:0.010062,0.014334 Initialization: 6.419000 Memcpy Classifiers: 0.340000 Memcpy Instances: 11.087000 Kernel 1: 0.023000 Kernel 2: 76.852997 Copyback: 0.019000 Sum: 0.030000 It 33,Best ac:0.005633 0.884615 fi:0.245489. Ave ac:0.009706,0.012364 Initialization: 27.023001 Memcpy Instances: 420.412994 Memcpy Classifiers: 0.062000 Kernel 1: 0.023000 Kernel 2: 454.480011 Copyback: 0.021000 Sum: 0.014000 Memcpy Classifiers: 0.058000 Kernel 1: 0.020000 Kernel 2: 456.971985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 458.428009 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 459.128998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 458.628998 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.062000 Kernel 1: 0.019000 Kernel 2: 443.721985 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.013000 Kernel 2: 456.468994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 454.739990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 457.453003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 457.204987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.052000 Kernel 1: 0.013000 Kernel 2: 211.531998 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.005790 0.615625 fi:0.522642. Ave ac:0.009806,0.031088 Best acc 0.005790 0.615625 Initialization: 6.761000 Memcpy Classifiers: 0.542000 Memcpy Instances: 8.260000 Kernel 1: 0.022000 Kernel 2: 102.056000 Copyback: 0.018000 Sum: 0.052000 Initial population average accuracy1:0.006333 accuracy2:0.226652 Initialization: 6.173000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.687000 Kernel 1: 0.022000 Kernel 2: 107.602997 Copyback: 0.019000 Sum: 0.036000 It 0,Best ac:0.006369 0.541667 fi:0.557214. Ave ac:0.012730,0.018452 Initialization: 6.267000 Memcpy Classifiers: 0.509000 Memcpy Instances: 8.390000 Kernel 1: 0.022000 Kernel 2: 111.872002 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.005143 0.567568 fi:0.531854. Ave ac:0.016772,0.019920 Initialization: 6.432000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.216000 Kernel 1: 0.022000 Kernel 2: 110.551003 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003919 0.615385 fi:0.484577. Ave ac:0.015252,0.018390 Initialization: 6.660000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.452000 Kernel 1: 0.023000 Kernel 2: 116.265999 Copyback: 0.022000 Sum: 0.039000 It 3,Best ac:0.005145 0.600000 fi:0.499421. Ave ac:0.012573,0.014216 Initialization: 9.614000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.560000 Kernel 1: 0.022000 Kernel 2: 110.553001 Copyback: 0.016000 Sum: 0.033000 It 4,Best ac:0.006123 0.595238 fi:0.503751. Ave ac:0.011008,0.011762 Initialization: 6.925000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.480000 Kernel 1: 0.022000 Kernel 2: 109.069000 Copyback: 0.017000 Sum: 0.028000 It 5,Best ac:0.012981 0.616279 fi:0.479684. Ave ac:0.011726,0.015694 Initialization: 6.080000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.422000 Kernel 1: 0.023000 Kernel 2: 110.959999 Copyback: 0.018000 Sum: 0.029000 It 6,Best ac:0.014699 0.645161 fi:0.450046. Ave ac:0.011556,0.013404 Initialization: 6.170000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.254000 Kernel 1: 0.022000 Kernel 2: 109.457001 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.004655 0.760000 fi:0.339638. Ave ac:0.010423,0.011831 Initialization: 6.188000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.195000 Kernel 1: 0.023000 Kernel 2: 106.117996 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.006123 0.675676 fi:0.423314. Ave ac:0.008812,0.009259 Initialization: 6.073000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.447000 Kernel 1: 0.023000 Kernel 2: 104.421997 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.003919 0.800000 fi:0.299962. Ave ac:0.010256,0.011842 Iteration 10:MDL fitness activated Error 0.299962 TL 0.045893 MDL Theory Length Weight: 2.1786934866 (1) Initialization: 6.126000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.872000 Kernel 1: 0.023000 Kernel 2: 101.516998 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.005390 0.758621 fi:0.427311. Ave ac:0.011063,0.012722 Initialization: 6.144000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.361000 Kernel 1: 0.022000 Kernel 2: 96.602997 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.005632 0.741935 fi:0.446701. Ave ac:0.010192,0.011980 Initialization: 6.493000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.218000 Kernel 1: 0.022000 Kernel 2: 97.760002 Copyback: 0.018000 Sum: 0.035000 It 12,Best ac:0.004164 0.739130 fi:0.434322. Ave ac:0.011254,0.011791 Initialization: 6.152000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.027000 Kernel 1: 0.022000 Kernel 2: 92.749001 Copyback: 0.017000 Sum: 0.040000 It 13,Best ac:0.004163 0.629630 fi:0.518570. Ave ac:0.009980,0.011115 Initialization: 6.086000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.059000 Kernel 1: 0.022000 Kernel 2: 92.266998 Copyback: 0.020000 Sum: 0.035000 It 14,Best ac:0.010531 0.728814 fi:0.429460. Ave ac:0.012091,0.013789 Initialization: 6.523000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.210000 Kernel 1: 0.022000 Kernel 2: 89.558998 Copyback: 0.017000 Sum: 0.038000 It 15,Best ac:0.004410 0.782609 fi:0.401558. Ave ac:0.012782,0.015364 Initialization: 6.113000 Memcpy Classifiers: 0.398000 Memcpy Instances: 10.550000 Kernel 1: 0.022000 Kernel 2: 89.137001 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.003919 0.727273 fi:0.441107. Ave ac:0.009566,0.011929 Initialization: 6.277000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.567000 Kernel 1: 0.022000 Kernel 2: 89.337997 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.008819 0.654545 fi:0.499760. Ave ac:0.010488,0.013767 Initialization: 6.061000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.594000 Kernel 1: 0.023000 Kernel 2: 90.730003 Copyback: 0.017000 Sum: 0.038000 It 18,Best ac:0.007348 0.789474 fi:0.358265. Ave ac:0.011795,0.013327 Initialization: 6.526000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.222000 Kernel 1: 0.022000 Kernel 2: 90.273003 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.008084 0.785714 fi:0.361173. Ave ac:0.010406,0.013865 Initialization: 6.133000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.370000 Kernel 1: 0.022000 Kernel 2: 88.753998 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.005388 0.758621 fi:0.405684. Ave ac:0.010669,0.013163 Initialization: 6.122000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.463000 Kernel 1: 0.022000 Kernel 2: 87.623001 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.009064 0.755102 fi:0.383164. Ave ac:0.011510,0.015154 Initialization: 6.383000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.729000 Kernel 1: 0.277000 Kernel 2: 87.185997 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.005878 0.750000 fi:0.403650. Ave ac:0.010898,0.019045 Initialization: 6.326000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.465000 Kernel 1: 0.021000 Kernel 2: 87.019997 Copyback: 0.018000 Sum: 0.037000 It 23,Best ac:0.005633 0.821429 fi:0.326017. Ave ac:0.010353,0.013766 Initialization: 6.342000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.215000 Kernel 1: 0.023000 Kernel 2: 88.924004 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.005633 0.793103 fi:0.364563. Ave ac:0.010651,0.015956 Initialization: 6.183000 Memcpy Classifiers: 0.514000 Memcpy Instances: 8.179000 Kernel 1: 0.023000 Kernel 2: 87.846001 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.007837 0.666667 fi:0.484160. Ave ac:0.009939,0.015441 Initialization: 6.811000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.301000 Kernel 1: 0.023000 Kernel 2: 91.427002 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.003920 0.842105 fi:0.309278. Ave ac:0.014146,0.019601 Initialization: 6.535000 Memcpy Classifiers: 0.356000 Memcpy Instances: 8.525000 Kernel 1: 0.022000 Kernel 2: 89.292000 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.004164 0.850000 fi:0.310385. Ave ac:0.009664,0.009794 Initialization: 6.500000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.509000 Kernel 1: 0.022000 Kernel 2: 87.231003 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.006121 0.806452 fi:0.341824. Ave ac:0.010345,0.011131 Initialization: 6.479000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.186000 Kernel 1: 0.023000 Kernel 2: 84.903000 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.004410 0.750000 fi:0.405452. Ave ac:0.009108,0.009936 Initialization: 7.176000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.191000 Kernel 1: 0.023000 Kernel 2: 85.635002 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.003185 0.866667 fi:0.444803. Ave ac:0.009366,0.011471 Initialization: 6.535000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.217000 Kernel 1: 0.022000 Kernel 2: 85.996002 Copyback: 0.018000 Sum: 0.035000 It 31,Best ac:0.003919 0.727273 fi:0.428149. Ave ac:0.009701,0.010351 Initialization: 6.189000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.557000 Kernel 1: 0.022000 Kernel 2: 86.361000 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.005143 0.840000 fi:0.304508. Ave ac:0.012064,0.013168 Initialization: 6.467000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.270000 Kernel 1: 0.022000 Kernel 2: 88.997002 Copyback: 0.018000 Sum: 0.031000 It 33,Best ac:0.004653 0.678571 fi:0.456015. Ave ac:0.009888,0.009712 Initialization: 26.966999 Memcpy Instances: 411.795013 Memcpy Classifiers: 0.065000 Kernel 1: 0.023000 Kernel 2: 514.950989 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 507.031006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.229000 Kernel 1: 0.015000 Kernel 2: 525.809021 Copyback: 0.367000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 504.942993 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 511.095001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 506.845001 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 501.765991 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 522.921021 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 507.109009 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 505.395996 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.054000 Kernel 1: 0.016000 Kernel 2: 231.022995 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.075232 0.566136 fi:0.559574. Ave ac:0.012157,0.038668 Best acc 0.075232 0.566136 Rule:Att PSSM_0_12 is [<-3.849408]|Att PSSM_1_12 is [<-2.294352]|Att PSSM_1_13 is [<6.250171]|Att PSSM_1_15 is [-6.462738,2.141203]|Att PSSM_2_10 is [-6.859355,5.454582]|Att PSSM_2_18 is [<7.441295]|Att PSSM_3_4 is [-7.445597,-2.784756]|1 Accuracy : 0.771478 0 1 156334 7746 45874 24684 Removed 1920 instances. 202208 Instances left. Acc of rule 0.005790-0.615625 Initialization: 6.135000 Memcpy Classifiers: 0.529000 Memcpy Instances: 8.355000 Kernel 1: 0.025000 Kernel 2: 102.390999 Copyback: 0.017000 Sum: 0.053000 Initial population average accuracy1:0.005754 accuracy2:0.230384 Initialization: 6.154000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.884000 Kernel 1: 0.023000 Kernel 2: 105.144997 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.003708 0.600000 fi:0.515559. Ave ac:0.010187,0.012946 Initialization: 6.487000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.105000 Kernel 1: 0.022000 Kernel 2: 108.054001 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.004203 0.459459 fi:0.640348. Ave ac:0.013111,0.013682 Initialization: 6.353000 Memcpy Classifiers: 0.472000 Memcpy Instances: 8.170000 Kernel 1: 0.024000 Kernel 2: 105.894997 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.005686 0.511111 fi:0.588032. Ave ac:0.011919,0.011364 Initialization: 6.165000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.451000 Kernel 1: 0.022000 Kernel 2: 103.768997 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.003957 0.551724 fi:0.548192. Ave ac:0.011828,0.012139 Initialization: 6.122000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.617000 Kernel 1: 0.022000 Kernel 2: 101.666000 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.003709 0.652174 fi:0.462420. Ave ac:0.009788,0.011846 Initialization: 6.436000 Memcpy Classifiers: 0.475000 Memcpy Instances: 8.473000 Kernel 1: 0.022000 Kernel 2: 102.894997 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004698 0.655172 fi:0.444411. Ave ac:0.010105,0.012936 Initialization: 6.184000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.156000 Kernel 1: 0.023000 Kernel 2: 102.601997 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.003462 0.700000 fi:0.474521. Ave ac:0.009744,0.011920 Initialization: 6.288000 Memcpy Classifiers: 0.453000 Memcpy Instances: 9.146000 Kernel 1: 0.023000 Kernel 2: 102.306000 Copyback: 0.017000 Sum: 0.039000 It 7,Best ac:0.004204 0.739130 fi:0.360675. Ave ac:0.009299,0.012329 Initialization: 6.124000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.148000 Kernel 1: 0.024000 Kernel 2: 99.824997 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.004699 0.678571 fi:0.421012. Ave ac:0.009120,0.011287 Initialization: 6.280000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.103000 Kernel 1: 0.022000 Kernel 2: 98.073997 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.005687 0.793103 fi:0.306037. Ave ac:0.010833,0.011537 Iteration 10:MDL fitness activated Error 0.306037 TL 0.035609 MDL Theory Length Weight: 2.8648199910 (1) Initialization: 6.051000 Memcpy Classifiers: 0.419000 Memcpy Instances: 8.351000 Kernel 1: 0.023000 Kernel 2: 97.808998 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.003709 0.750000 fi:0.464829. Ave ac:0.011096,0.012524 Initialization: 6.314000 Memcpy Classifiers: 0.379000 Memcpy Instances: 9.102000 Kernel 1: 0.022000 Kernel 2: 97.109001 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.004204 0.708333 fi:0.447024. Ave ac:0.011933,0.012021 Initialization: 6.243000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.845000 Kernel 1: 0.022000 Kernel 2: 96.672997 Copyback: 0.018000 Sum: 0.035000 It 12,Best ac:0.005439 0.709677 fi:0.506718. Ave ac:0.013915,0.013444 Initialization: 6.131000 Memcpy Classifiers: 0.374000 Memcpy Instances: 8.130000 Kernel 1: 0.023000 Kernel 2: 96.846001 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.003956 0.800000 fi:0.384884. Ave ac:0.014357,0.014888 Initialization: 6.294000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.095000 Kernel 1: 0.024000 Kernel 2: 94.026001 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.004204 0.809524 fi:0.354346. Ave ac:0.011940,0.012558 Initialization: 6.029000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.961000 Kernel 1: 0.023000 Kernel 2: 89.837997 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.004451 0.782609 fi:0.402936. Ave ac:0.010620,0.011693 Initialization: 6.391000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.173000 Kernel 1: 0.022000 Kernel 2: 90.694000 Copyback: 0.019000 Sum: 0.034000 It 16,Best ac:0.004450 0.782609 fi:0.391969. Ave ac:0.010137,0.010729 Initialization: 6.022000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.404000 Kernel 1: 0.023000 Kernel 2: 90.382004 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.004205 0.772727 fi:0.432477. Ave ac:0.008555,0.011082 Initialization: 6.078000 Memcpy Classifiers: 0.399000 Memcpy Instances: 9.661000 Kernel 1: 0.023000 Kernel 2: 87.236000 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.004698 0.826087 fi:0.367252. Ave ac:0.009701,0.009574 Initialization: 6.083000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.687000 Kernel 1: 0.022000 Kernel 2: 86.776001 Copyback: 0.018000 Sum: 0.033000 It 19,Best ac:0.004698 0.760000 fi:0.387141. Ave ac:0.010600,0.011077 Initialization: 6.286000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.123000 Kernel 1: 0.023000 Kernel 2: 86.768997 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.003956 0.842105 fi:0.358769. Ave ac:0.011423,0.013543 Initialization: 6.089000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.434000 Kernel 1: 0.022000 Kernel 2: 87.264000 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.007417 0.769231 fi:0.356216. Ave ac:0.010696,0.017390 Initialization: 6.194000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.149000 Kernel 1: 0.023000 Kernel 2: 86.652000 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.005933 0.923077 fi:0.243086. Ave ac:0.010865,0.014473 Initialization: 6.322000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.191000 Kernel 1: 0.023000 Kernel 2: 85.261002 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.003462 0.933333 fi:0.338553. Ave ac:0.012246,0.013516 Initialization: 6.924000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.199000 Kernel 1: 0.022000 Kernel 2: 86.179001 Copyback: 0.018000 Sum: 0.035000 It 24,Best ac:0.004698 0.791667 fi:0.363467. Ave ac:0.010013,0.010111 Initialization: 6.116000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.125000 Kernel 1: 0.023000 Kernel 2: 85.494003 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.006431 0.787879 fi:0.370514. Ave ac:0.008490,0.010670 Initialization: 6.077000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.108000 Kernel 1: 0.023000 Kernel 2: 88.026001 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.004203 0.894737 fi:0.280031. Ave ac:0.010267,0.011214 Initialization: 6.175000 Memcpy Classifiers: 0.513000 Memcpy Instances: 8.112000 Kernel 1: 0.023000 Kernel 2: 85.859001 Copyback: 0.016000 Sum: 0.032000 It 27,Best ac:0.005193 0.807692 fi:0.362418. Ave ac:0.008925,0.012327 Initialization: 6.035000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.178000 Kernel 1: 0.023000 Kernel 2: 84.741997 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.003956 0.888889 fi:0.304781. Ave ac:0.010611,0.014311 Initialization: 6.085000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.492000 Kernel 1: 0.022000 Kernel 2: 84.998001 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.003709 0.789474 fi:0.385145. Ave ac:0.010322,0.011690 Initialization: 6.963000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.212000 Kernel 1: 0.022000 Kernel 2: 82.721001 Copyback: 0.017000 Sum: 0.036000 It 30,Best ac:0.003215 1.000000 fi:0.301410. Ave ac:0.010309,0.012466 Initialization: 5.996000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.664000 Kernel 1: 0.022000 Kernel 2: 81.478996 Copyback: 0.018000 Sum: 0.033000 It 31,Best ac:0.007171 0.783784 fi:0.381131. Ave ac:0.009459,0.011569 MDL Theory Length Weight: 2.5783379919 (10) Initialization: 6.488000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.240000 Kernel 1: 0.022000 Kernel 2: 79.091003 Copyback: 0.018000 Sum: 0.031000 It 32,Best ac:0.003709 0.937500 fi:0.235767. Ave ac:0.010156,0.015232 Initialization: 6.294000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.098000 Kernel 1: 0.022000 Kernel 2: 79.489998 Copyback: 0.017000 Sum: 0.038000 It 33,Best ac:0.005194 0.777778 fi:0.382743. Ave ac:0.009072,0.010474 Initialization: 27.871000 Memcpy Instances: 403.761993 Memcpy Classifiers: 0.069000 Kernel 1: 0.023000 Kernel 2: 468.382996 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 473.480988 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 472.173004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 487.902008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 472.640991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 483.359985 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 476.669006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 473.415985 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 466.049011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.015000 Kernel 2: 477.988007 Copyback: 0.021000 Sum: 0.008000 Memcpy Classifiers: 0.050000 Kernel 1: 0.021000 Kernel 2: 159.718994 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004055 0.712424 fi:0.446122. Ave ac:0.010192,0.033013 Best acc 0.004055 0.712424 Initialization: 6.153000 Memcpy Classifiers: 0.548000 Memcpy Instances: 8.735000 Kernel 1: 0.025000 Kernel 2: 98.072998 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005431 accuracy2:0.227044 Initialization: 6.089000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.193000 Kernel 1: 0.023000 Kernel 2: 102.289001 Copyback: 0.017000 Sum: 0.046000 It 0,Best ac:0.004698 0.612903 fi:0.486681. Ave ac:0.009946,0.012581 Initialization: 6.037000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.179000 Kernel 1: 0.024000 Kernel 2: 104.530998 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.008158 0.568966 fi:0.529070. Ave ac:0.011756,0.014079 Initialization: 6.179000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.140000 Kernel 1: 0.023000 Kernel 2: 102.292999 Copyback: 0.020000 Sum: 0.034000 It 2,Best ac:0.004944 0.606061 fi:0.493415. Ave ac:0.012203,0.014931 Initialization: 6.078000 Memcpy Classifiers: 0.472000 Memcpy Instances: 8.100000 Kernel 1: 0.024000 Kernel 2: 101.008003 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.006429 0.666667 fi:0.432141. Ave ac:0.012105,0.014975 Initialization: 6.088000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.410000 Kernel 1: 0.023000 Kernel 2: 102.858002 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.007169 0.659091 fi:0.439387. Ave ac:0.011849,0.011910 Initialization: 6.516000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.230000 Kernel 1: 0.023000 Kernel 2: 102.900002 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.007169 0.644444 fi:0.454034. Ave ac:0.010404,0.010391 Initialization: 6.860000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.394000 Kernel 1: 0.023000 Kernel 2: 104.295998 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.005933 0.750000 fi:0.349032. Ave ac:0.009623,0.011390 Initialization: 6.471000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.149000 Kernel 1: 0.022000 Kernel 2: 104.693001 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004946 0.689655 fi:0.409818. Ave ac:0.009880,0.013354 Initialization: 6.154000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.164000 Kernel 1: 0.023000 Kernel 2: 106.822998 Copyback: 0.018000 Sum: 0.032000 It 8,Best ac:0.004451 0.782609 fi:0.317088. Ave ac:0.010088,0.012021 Initialization: 6.169000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.099000 Kernel 1: 0.023000 Kernel 2: 104.956001 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.005933 0.666667 fi:0.432366. Ave ac:0.008254,0.010042 Iteration 10:MDL fitness activated Error 0.432366 TL 0.041126 MDL Theory Length Weight: 3.5043835137 (2) Initialization: 6.496000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.133000 Kernel 1: 0.023000 Kernel 2: 102.997002 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.004451 0.692308 fi:0.520523. Ave ac:0.010024,0.012158 Initialization: 6.675000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.141000 Kernel 1: 0.023000 Kernel 2: 99.013000 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.005687 0.696970 fi:0.475739. Ave ac:0.011691,0.014468 Initialization: 6.556000 Memcpy Classifiers: 0.442000 Memcpy Instances: 8.328000 Kernel 1: 0.023000 Kernel 2: 97.876999 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.005442 0.785714 fi:0.398321. Ave ac:0.012740,0.016252 Initialization: 6.140000 Memcpy Classifiers: 0.669000 Memcpy Instances: 8.090000 Kernel 1: 0.023000 Kernel 2: 94.321999 Copyback: 0.018000 Sum: 0.035000 It 13,Best ac:0.007420 0.789474 fi:0.379891. Ave ac:0.011142,0.017554 Initialization: 6.181000 Memcpy Classifiers: 0.396000 Memcpy Instances: 8.196000 Kernel 1: 0.023000 Kernel 2: 90.829002 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.005439 0.733333 fi:0.493032. Ave ac:0.010358,0.015189 Initialization: 6.342000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.173000 Kernel 1: 0.022000 Kernel 2: 89.686996 Copyback: 0.018000 Sum: 0.032000 It 15,Best ac:0.005933 0.615385 fi:0.557213. Ave ac:0.012599,0.021205 Initialization: 6.075000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.405000 Kernel 1: 0.023000 Kernel 2: 85.982002 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.006182 0.925926 fi:0.228686. Ave ac:0.017128,0.023666 Initialization: 6.056000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.274000 Kernel 1: 0.023000 Kernel 2: 85.867996 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.003215 0.866667 fi:0.426116. Ave ac:0.010260,0.015659 Initialization: 6.305000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.114000 Kernel 1: 0.024000 Kernel 2: 84.667999 Copyback: 0.018000 Sum: 0.033000 It 18,Best ac:0.007169 0.805556 fi:0.399780. Ave ac:0.010064,0.017046 Initialization: 6.117000 Memcpy Classifiers: 0.737000 Memcpy Instances: 8.561000 Kernel 1: 0.022000 Kernel 2: 83.372002 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.005936 0.800000 fi:0.348858. Ave ac:0.013608,0.018450 Initialization: 7.203000 Memcpy Classifiers: 0.325000 Memcpy Instances: 9.915000 Kernel 1: 0.022000 Kernel 2: 84.225998 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.004697 0.863636 fi:0.337036. Ave ac:0.010534,0.015294 Initialization: 6.025000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.267000 Kernel 1: 0.023000 Kernel 2: 84.908997 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.009644 0.764706 fi:0.431906. Ave ac:0.008896,0.014096 Initialization: 6.063000 Memcpy Classifiers: 0.693000 Memcpy Instances: 8.137000 Kernel 1: 0.023000 Kernel 2: 86.752998 Copyback: 0.018000 Sum: 0.031000 It 22,Best ac:0.004451 0.818182 fi:0.358454. Ave ac:0.009241,0.012835 Initialization: 6.028000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.694000 Kernel 1: 0.022000 Kernel 2: 83.234001 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.007171 0.852941 fi:0.344341. Ave ac:0.011928,0.014556 Initialization: 6.418000 Memcpy Classifiers: 0.371000 Memcpy Instances: 8.184000 Kernel 1: 0.023000 Kernel 2: 84.366997 Copyback: 0.017000 Sum: 0.030000 It 24,Best ac:0.004452 0.750000 fi:0.407575. Ave ac:0.009752,0.012171 Initialization: 6.070000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.125000 Kernel 1: 0.024000 Kernel 2: 83.348999 Copyback: 0.018000 Sum: 0.028000 It 25,Best ac:0.003956 0.888889 fi:0.305049. Ave ac:0.007231,0.008739 MDL Theory Length Weight: 3.1539451623 (10) Initialization: 7.800000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.115000 Kernel 1: 0.023000 Kernel 2: 84.735001 Copyback: 0.018000 Sum: 0.032000 It 26,Best ac:0.003956 0.842105 fi:0.339863. Ave ac:0.008700,0.009283 Initialization: 6.473000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.132000 Kernel 1: 0.022000 Kernel 2: 84.466003 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.004204 0.809524 fi:0.359639. Ave ac:0.008682,0.010318 Initialization: 6.290000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.330000 Kernel 1: 0.022000 Kernel 2: 85.603996 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.006431 0.764706 fi:0.424600. Ave ac:0.007225,0.007377 Initialization: 6.084000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.813000 Kernel 1: 0.021000 Kernel 2: 84.700996 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.004205 0.809524 fi:0.369734. Ave ac:0.008206,0.006907 Initialization: 6.077000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.767000 Kernel 1: 0.022000 Kernel 2: 84.266998 Copyback: 0.017000 Sum: 0.030000 It 30,Best ac:0.004203 0.850000 fi:0.345305. Ave ac:0.007789,0.007340 Initialization: 6.147000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.298000 Kernel 1: 0.023000 Kernel 2: 84.879997 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.004698 0.791667 fi:0.381569. Ave ac:0.008010,0.006470 Initialization: 6.071000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.187000 Kernel 1: 0.023000 Kernel 2: 85.014999 Copyback: 0.017000 Sum: 0.038000 It 32,Best ac:0.004204 0.772727 fi:0.409128. Ave ac:0.007714,0.007340 Initialization: 6.260000 Memcpy Classifiers: 0.330000 Memcpy Instances: 8.281000 Kernel 1: 0.023000 Kernel 2: 84.047997 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.003708 0.882353 fi:0.321422. Ave ac:0.009662,0.008268 Initialization: 27.576000 Memcpy Instances: 423.941986 Memcpy Classifiers: 0.069000 Kernel 1: 0.023000 Kernel 2: 488.402008 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 494.661987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 491.691010 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 487.126007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 497.091003 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 478.368988 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 483.334991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 481.890015 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.012000 Kernel 2: 492.101013 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 490.993011 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 162.968002 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004100 0.625189 fi:0.519510. Ave ac:0.009879,0.031664 Best acc 0.004100 0.625189 Rule:Att PSSM_-4_1 is [<5.892867]|Att PSSM_0_1 is [>3.021751]|Att PSSM_0_2 is [<-2.365832]|Att PSSM_0_12 is [<-1.913718]|Att PSSM_0_20 is [-1.503950,5.053775]|Att PSSM_2_3 is [<2.071191]|Att PSSM_3_7 is [<3.197905]|Att PSSM_4_7 is [-5.398719,-0.601281]|1 Accuracy : 0.773562 0 1 156003 8077 45054 25504 Removed 1151 instances. 201057 Instances left. Acc of rule 0.004055-0.712424 Initialization: 6.183000 Memcpy Classifiers: 0.721000 Memcpy Instances: 8.064000 Kernel 1: 0.035000 Kernel 2: 99.251999 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.005830 accuracy2:0.215180 Initialization: 6.302000 Memcpy Classifiers: 0.458000 Memcpy Instances: 8.046000 Kernel 1: 0.022000 Kernel 2: 108.732002 Copyback: 0.018000 Sum: 0.043000 It 0,Best ac:0.004725 0.558824 fi:0.540723. Ave ac:0.011201,0.015229 Initialization: 6.345000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.047000 Kernel 1: 0.024000 Kernel 2: 108.890999 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.010445 0.617647 fi:0.479303. Ave ac:0.014952,0.019029 Initialization: 6.015000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.230000 Kernel 1: 0.023000 Kernel 2: 108.630997 Copyback: 0.018000 Sum: 0.028000 It 2,Best ac:0.008207 0.559322 fi:0.538644. Ave ac:0.016120,0.018591 Initialization: 6.371000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.291000 Kernel 1: 0.023000 Kernel 2: 106.970001 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.004475 0.692308 fi:0.407352. Ave ac:0.015924,0.020625 Initialization: 6.592000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.303000 Kernel 1: 0.022000 Kernel 2: 105.342003 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.008456 0.629630 fi:0.468224. Ave ac:0.016051,0.019389 Initialization: 6.277000 Memcpy Classifiers: 0.438000 Memcpy Instances: 8.067000 Kernel 1: 0.022000 Kernel 2: 103.132004 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.006217 0.657895 fi:0.440974. Ave ac:0.017191,0.020091 Initialization: 6.100000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.818000 Kernel 1: 0.023000 Kernel 2: 101.272003 Copyback: 0.017000 Sum: 0.038000 It 6,Best ac:0.003730 0.833333 fi:0.266665. Ave ac:0.018196,0.022842 Initialization: 6.107000 Memcpy Classifiers: 0.434000 Memcpy Instances: 10.049000 Kernel 1: 0.022000 Kernel 2: 98.339996 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.006217 0.735294 fi:0.363575. Ave ac:0.013001,0.016130 Initialization: 5.956000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.299000 Kernel 1: 0.023000 Kernel 2: 95.666000 Copyback: 0.020000 Sum: 0.032000 It 8,Best ac:0.003978 0.695652 fi:0.404233. Ave ac:0.011002,0.014492 Initialization: 6.039000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.524000 Kernel 1: 0.023000 Kernel 2: 96.587997 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.005969 0.727273 fi:0.371709. Ave ac:0.009276,0.011427 Iteration 10:MDL fitness activated Error 0.371709 TL 0.031021 MDL Theory Length Weight: 3.9942075468 (4) Initialization: 5.880000 Memcpy Classifiers: 0.451000 Memcpy Instances: 9.585000 Kernel 1: 0.022000 Kernel 2: 92.742996 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.004724 0.730769 fi:0.496184. Ave ac:0.009702,0.012175 Initialization: 6.024000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.047000 Kernel 1: 0.024000 Kernel 2: 90.380997 Copyback: 0.018000 Sum: 0.030000 It 11,Best ac:0.003978 0.800000 fi:0.422652. Ave ac:0.011020,0.014120 Initialization: 5.967000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.429000 Kernel 1: 0.022000 Kernel 2: 90.290001 Copyback: 0.017000 Sum: 0.038000 It 12,Best ac:0.004974 0.800000 fi:0.422198. Ave ac:0.013727,0.018753 Initialization: 6.044000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.393000 Kernel 1: 0.022000 Kernel 2: 88.541000 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003979 0.800000 fi:0.365136. Ave ac:0.014487,0.014920 Initialization: 6.090000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.353000 Kernel 1: 0.022000 Kernel 2: 90.405998 Copyback: 0.017000 Sum: 0.027000 It 14,Best ac:0.004228 0.772727 fi:0.408066. Ave ac:0.010854,0.015081 Initialization: 6.607000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.246000 Kernel 1: 0.022000 Kernel 2: 88.151001 Copyback: 0.017000 Sum: 0.026000 It 15,Best ac:0.003730 0.789474 fi:0.422014. Ave ac:0.011385,0.012932 Initialization: 6.210000 Memcpy Classifiers: 0.387000 Memcpy Instances: 8.599000 Kernel 1: 0.023000 Kernel 2: 88.603996 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.003979 0.800000 fi:0.383400. Ave ac:0.010789,0.014758 Initialization: 6.293000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.044000 Kernel 1: 0.023000 Kernel 2: 85.543999 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.004228 0.739130 fi:0.448847. Ave ac:0.009646,0.015563 Initialization: 6.048000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.042000 Kernel 1: 0.023000 Kernel 2: 86.295998 Copyback: 0.017000 Sum: 0.029000 It 18,Best ac:0.004476 0.750000 fi:0.458927. Ave ac:0.010583,0.017269 Initialization: 5.958000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.222000 Kernel 1: 0.023000 Kernel 2: 84.491997 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.004228 0.850000 fi:0.350791. Ave ac:0.011393,0.013811 Initialization: 6.545000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.103000 Kernel 1: 0.024000 Kernel 2: 84.365997 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.007461 0.810811 fi:0.345102. Ave ac:0.008868,0.014234 Initialization: 6.011000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.295000 Kernel 1: 0.022000 Kernel 2: 82.502998 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.004227 0.944444 fi:0.256388. Ave ac:0.012260,0.020974 Initialization: 6.671000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.070000 Kernel 1: 0.024000 Kernel 2: 83.414001 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.004725 0.826087 fi:0.379089. Ave ac:0.011419,0.012617 Initialization: 6.449000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.126000 Kernel 1: 0.022000 Kernel 2: 84.208000 Copyback: 0.017000 Sum: 0.030000 It 23,Best ac:0.003730 0.937500 fi:0.285263. Ave ac:0.008609,0.009746 Initialization: 6.028000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.430000 Kernel 1: 0.023000 Kernel 2: 78.557999 Copyback: 0.018000 Sum: 0.032000 It 24,Best ac:0.004974 0.800000 fi:0.393975. Ave ac:0.012337,0.011968 Initialization: 6.024000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.428000 Kernel 1: 0.023000 Kernel 2: 79.282997 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.003979 0.727273 fi:0.446587. Ave ac:0.010204,0.010727 Initialization: 6.439000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.106000 Kernel 1: 0.023000 Kernel 2: 77.542999 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.009948 0.769231 fi:0.412080. Ave ac:0.010376,0.015122 Initialization: 7.439000 Memcpy Classifiers: 0.311000 Memcpy Instances: 8.061000 Kernel 1: 0.023000 Kernel 2: 77.999001 Copyback: 0.018000 Sum: 0.029000 It 27,Best ac:0.003979 0.842105 fi:0.358838. Ave ac:0.011551,0.014854 Initialization: 6.821000 Memcpy Classifiers: 0.322000 Memcpy Instances: 9.334000 Kernel 1: 0.022000 Kernel 2: 80.839996 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.004476 0.782609 fi:0.418997. Ave ac:0.010430,0.012055 Initialization: 6.419000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.144000 Kernel 1: 0.023000 Kernel 2: 78.924004 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.004725 0.791667 fi:0.364086. Ave ac:0.011352,0.013368 Initialization: 6.478000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.089000 Kernel 1: 0.024000 Kernel 2: 79.271004 Copyback: 0.017000 Sum: 0.037000 It 30,Best ac:0.003730 0.833333 fi:0.325987. Ave ac:0.009462,0.012039 MDL Theory Length Weight: 3.5947867921 (10) Initialization: 6.203000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.170000 Kernel 1: 0.023000 Kernel 2: 80.106003 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.006217 0.806452 fi:0.333559. Ave ac:0.008890,0.011506 Initialization: 6.050000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.715000 Kernel 1: 0.023000 Kernel 2: 80.320999 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.003730 0.789474 fi:0.385066. Ave ac:0.011424,0.014596 Initialization: 6.496000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.094000 Kernel 1: 0.024000 Kernel 2: 76.811996 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.004228 0.739130 fi:0.433848. Ave ac:0.009347,0.012839 Initialization: 26.906000 Memcpy Instances: 400.984009 Memcpy Classifiers: 0.072000 Kernel 1: 0.024000 Kernel 2: 484.729004 Copyback: 0.021000 Sum: 0.014000 Memcpy Classifiers: 0.074000 Kernel 1: 0.019000 Kernel 2: 469.979004 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.072000 Kernel 1: 0.015000 Kernel 2: 455.760010 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.015000 Kernel 2: 470.981995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 468.821991 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 472.122986 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 451.614014 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 465.467010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 464.178986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 465.666992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.014000 Kernel 2: 155.050995 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.005983 0.599402 fi:0.540715. Ave ac:0.010245,0.032408 Best acc 0.005983 0.599402 Initialization: 6.280000 Memcpy Classifiers: 0.594000 Memcpy Instances: 8.254000 Kernel 1: 0.025000 Kernel 2: 97.928001 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.005747 accuracy2:0.220486 Initialization: 6.124000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.044000 Kernel 1: 0.024000 Kernel 2: 103.199997 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.004228 0.586207 fi:0.513565. Ave ac:0.010601,0.014700 Initialization: 6.174000 Memcpy Classifiers: 0.454000 Memcpy Instances: 8.055000 Kernel 1: 0.024000 Kernel 2: 104.056999 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.004476 0.529412 fi:0.570248. Ave ac:0.014474,0.017190 Initialization: 6.380000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.069000 Kernel 1: 0.022000 Kernel 2: 102.592003 Copyback: 0.018000 Sum: 0.032000 It 2,Best ac:0.002984 0.800000 fi:0.479097. Ave ac:0.014442,0.016437 Initialization: 6.409000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.385000 Kernel 1: 0.021000 Kernel 2: 100.746002 Copyback: 0.018000 Sum: 0.035000 It 3,Best ac:0.004228 0.680000 fi:0.419772. Ave ac:0.013380,0.014999 Initialization: 6.380000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.576000 Kernel 1: 0.023000 Kernel 2: 102.626999 Copyback: 0.017000 Sum: 0.026000 It 4,Best ac:0.003233 0.764706 fi:0.454316. Ave ac:0.012553,0.017276 Initialization: 6.037000 Memcpy Classifiers: 0.844000 Memcpy Instances: 8.088000 Kernel 1: 0.023000 Kernel 2: 102.038002 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.004974 0.625000 fi:0.474434. Ave ac:0.009979,0.012637 Initialization: 6.442000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.098000 Kernel 1: 0.022000 Kernel 2: 100.260002 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.003979 0.640000 fi:0.459885. Ave ac:0.011431,0.014232 Initialization: 6.025000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.519000 Kernel 1: 0.022000 Kernel 2: 101.962997 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.003730 0.714286 fi:0.385712. Ave ac:0.010432,0.011439 Initialization: 6.421000 Memcpy Classifiers: 0.437000 Memcpy Instances: 8.075000 Kernel 1: 0.023000 Kernel 2: 99.643997 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.004476 0.692308 fi:0.407352. Ave ac:0.010326,0.011332 Initialization: 6.397000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.236000 Kernel 1: 0.022000 Kernel 2: 98.561996 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.003233 0.866667 fi:0.352355. Ave ac:0.010082,0.009514 Iteration 10:MDL fitness activated Error 0.352355 TL 0.035025 MDL Theory Length Weight: 3.3533760286 (1) Initialization: 6.034000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.382000 Kernel 1: 0.023000 Kernel 2: 100.007004 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.007461 0.638298 fi:0.559896. Ave ac:0.009006,0.009064 Initialization: 7.154000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.107000 Kernel 1: 0.022000 Kernel 2: 97.366997 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.008951 0.782609 fi:0.382632. Ave ac:0.011531,0.014043 Initialization: 6.167000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.128000 Kernel 1: 0.022000 Kernel 2: 92.410004 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.007212 0.674419 fi:0.537216. Ave ac:0.012797,0.015346 Initialization: 6.212000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.088000 Kernel 1: 0.023000 Kernel 2: 92.161003 Copyback: 0.017000 Sum: 0.038000 It 13,Best ac:0.006217 0.806452 fi:0.360215. Ave ac:0.012605,0.013057 Initialization: 6.332000 Memcpy Classifiers: 0.813000 Memcpy Instances: 9.087000 Kernel 1: 0.022000 Kernel 2: 90.110001 Copyback: 0.017000 Sum: 0.047000 It 14,Best ac:0.004973 0.800000 fi:0.370037. Ave ac:0.010500,0.010239 Initialization: 5.974000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.485000 Kernel 1: 0.022000 Kernel 2: 91.094002 Copyback: 0.018000 Sum: 0.034000 It 15,Best ac:0.005223 0.840000 fi:0.327244. Ave ac:0.011046,0.012688 Initialization: 6.063000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.393000 Kernel 1: 0.022000 Kernel 2: 86.677002 Copyback: 0.017000 Sum: 0.038000 It 16,Best ac:0.003979 0.761905 fi:0.407561. Ave ac:0.009863,0.015278 Initialization: 6.026000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.315000 Kernel 1: 0.022000 Kernel 2: 86.416000 Copyback: 0.017000 Sum: 0.037000 It 17,Best ac:0.004476 0.720000 fi:0.466729. Ave ac:0.010700,0.014027 Initialization: 5.994000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.448000 Kernel 1: 0.022000 Kernel 2: 86.750999 Copyback: 0.018000 Sum: 0.034000 It 18,Best ac:0.006217 0.757576 fi:0.384595. Ave ac:0.010571,0.011770 Initialization: 7.549000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.441000 Kernel 1: 0.022000 Kernel 2: 81.931000 Copyback: 0.018000 Sum: 0.031000 It 19,Best ac:0.003978 0.888889 fi:0.282004. Ave ac:0.011141,0.020481 Initialization: 6.427000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.284000 Kernel 1: 0.022000 Kernel 2: 83.015999 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.003730 0.789474 fi:0.376756. Ave ac:0.009321,0.017056 Initialization: 6.025000 Memcpy Classifiers: 0.703000 Memcpy Instances: 8.064000 Kernel 1: 0.022000 Kernel 2: 82.341003 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.009202 0.685185 fi:0.448475. Ave ac:0.007190,0.012324 Initialization: 6.404000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.060000 Kernel 1: 0.022000 Kernel 2: 80.261002 Copyback: 0.370000 Sum: 0.027000 It 22,Best ac:0.004725 0.826087 fi:0.338303. Ave ac:0.009981,0.017429 Initialization: 6.407000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.279000 Kernel 1: 0.022000 Kernel 2: 79.864998 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.003979 0.727273 fi:0.431250. Ave ac:0.008619,0.011418 Initialization: 6.078000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.114000 Kernel 1: 0.023000 Kernel 2: 82.844002 Copyback: 0.017000 Sum: 0.150000 It 24,Best ac:0.005471 0.785714 fi:0.384094. Ave ac:0.011254,0.019959 Initialization: 6.255000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.248000 Kernel 1: 0.023000 Kernel 2: 85.418999 Copyback: 0.018000 Sum: 0.026000 It 25,Best ac:0.003730 0.789474 fi:0.404110. Ave ac:0.009404,0.018246 Initialization: 6.075000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.619000 Kernel 1: 0.021000 Kernel 2: 84.624001 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.006963 0.875000 fi:0.274365. Ave ac:0.011546,0.017889 Initialization: 6.020000 Memcpy Classifiers: 0.481000 Memcpy Instances: 8.086000 Kernel 1: 0.023000 Kernel 2: 80.508003 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003729 0.750000 fi:0.396085. Ave ac:0.008243,0.012410 Initialization: 6.082000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.259000 Kernel 1: 0.022000 Kernel 2: 81.739998 Copyback: 0.020000 Sum: 0.025000 It 28,Best ac:0.003979 0.727273 fi:0.404347. Ave ac:0.008121,0.016171 Initialization: 6.037000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.289000 Kernel 1: 0.023000 Kernel 2: 82.795998 Copyback: 0.017000 Sum: 0.026000 It 29,Best ac:0.004974 0.740741 fi:0.453852. Ave ac:0.007960,0.012184 Initialization: 6.028000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.849000 Kernel 1: 0.022000 Kernel 2: 82.010002 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.004227 0.850000 fi:0.323409. Ave ac:0.010439,0.018672 Initialization: 6.361000 Memcpy Classifiers: 0.307000 Memcpy Instances: 8.084000 Kernel 1: 0.024000 Kernel 2: 84.244003 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.008704 0.714286 fi:0.445202. Ave ac:0.011304,0.016323 Initialization: 6.055000 Memcpy Classifiers: 0.323000 Memcpy Instances: 8.058000 Kernel 1: 0.023000 Kernel 2: 84.744003 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.004228 0.894737 fi:0.284825. Ave ac:0.009819,0.012825 Initialization: 6.031000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.164000 Kernel 1: 0.022000 Kernel 2: 84.653000 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.004974 0.869565 fi:0.284713. Ave ac:0.006192,0.011734 Initialization: 27.754999 Memcpy Instances: 403.520996 Memcpy Classifiers: 0.061000 Kernel 1: 0.022000 Kernel 2: 476.687988 Copyback: 0.016000 Sum: 0.011000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 487.774994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 493.252014 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.067000 Kernel 1: 0.021000 Kernel 2: 480.144012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 478.628998 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.016000 Kernel 2: 521.049988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 490.476013 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 491.130005 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 464.022003 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 481.882996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 158.261993 Copyback: 0.370000 Sum: 0.000000 It 34,Best ac:0.004596 0.634180 fi:0.520270. Ave ac:0.007820,0.025563 Best acc 0.004596 0.634180 Rule:Att PSSM_-2_1 is [-3.123414,4.048744]|Att PSSM_0_2 is [<-4.401483]|Att PSSM_0_11 is [>-0.063859]|Att PSSM_1_11 is [-3.062800,5.508469]|Att PSSM_2_4 is [<4.180332]|Att PSSM_4_7 is [<-0.203806]|1 Accuracy : 0.775228 0 1 155470 8610 44130 26428 Removed 1457 instances. 199600 Instances left. Acc of rule 0.004596-0.634180 Initialization: 5.956000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.247000 Kernel 1: 0.023000 Kernel 2: 97.901001 Copyback: 0.017000 Sum: 0.050000 Initial population average accuracy1:0.006406 accuracy2:0.216739 Initialization: 6.063000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.175000 Kernel 1: 0.022000 Kernel 2: 105.682999 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.020296 0.415385 fi:0.677852. Ave ac:0.011452,0.014518 Initialization: 6.192000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.024000 Kernel 1: 0.023000 Kernel 2: 108.292999 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.012271 0.604938 fi:0.491109. Ave ac:0.013080,0.014654 Initialization: 5.956000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.267000 Kernel 1: 0.023000 Kernel 2: 101.943001 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.006263 0.625000 fi:0.473812. Ave ac:0.013261,0.014690 Initialization: 6.474000 Memcpy Classifiers: 0.675000 Memcpy Instances: 8.000000 Kernel 1: 0.022000 Kernel 2: 104.486000 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.006264 0.625000 fi:0.473808. Ave ac:0.011479,0.011514 Initialization: 5.972000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.364000 Kernel 1: 0.022000 Kernel 2: 102.532997 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.003006 1.000000 fi:0.263567. Ave ac:0.011732,0.011335 Initialization: 6.987000 Memcpy Classifiers: 0.491000 Memcpy Instances: 9.262000 Kernel 1: 0.022000 Kernel 2: 98.426003 Copyback: 0.017000 Sum: 0.036000 It 5,Best ac:0.003758 0.714286 fi:0.385678. Ave ac:0.008693,0.009487 Initialization: 6.949000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.349000 Kernel 1: 0.022000 Kernel 2: 92.275002 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.003758 0.714286 fi:0.385678. Ave ac:0.008540,0.010390 Initialization: 6.421000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.025000 Kernel 1: 0.022000 Kernel 2: 90.942001 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.006263 0.735294 fi:0.363518. Ave ac:0.008374,0.008346 Initialization: 5.982000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.344000 Kernel 1: 0.023000 Kernel 2: 89.463997 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.004260 0.772727 fi:0.327004. Ave ac:0.006836,0.008111 Initialization: 6.446000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.348000 Kernel 1: 0.021000 Kernel 2: 86.028999 Copyback: 0.016000 Sum: 0.037000 It 9,Best ac:0.005511 0.880000 fi:0.219157. Ave ac:0.007342,0.008657 Iteration 10:MDL fitness activated Error 0.219157 TL 0.034843 MDL Theory Length Weight: 2.0966195649 (1) Initialization: 6.000000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.525000 Kernel 1: 0.022000 Kernel 2: 84.363998 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.004509 0.720000 fi:0.442743. Ave ac:0.007069,0.008977 Initialization: 6.557000 Memcpy Classifiers: 0.354000 Memcpy Instances: 9.243000 Kernel 1: 0.023000 Kernel 2: 88.050003 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.003757 0.789474 fi:0.397102. Ave ac:0.007694,0.007917 Initialization: 6.234000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.006000 Kernel 1: 0.023000 Kernel 2: 87.322998 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.004260 0.772727 fi:0.401730. Ave ac:0.007799,0.008676 Initialization: 5.943000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.229000 Kernel 1: 0.022000 Kernel 2: 87.651001 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.003758 0.750000 fi:0.412896. Ave ac:0.007674,0.007752 Initialization: 6.279000 Memcpy Classifiers: 0.392000 Memcpy Instances: 8.465000 Kernel 1: 0.022000 Kernel 2: 83.692001 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.003758 0.789474 fi:0.387228. Ave ac:0.008974,0.009078 Initialization: 6.209000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.015000 Kernel 1: 0.022000 Kernel 2: 85.042000 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.004009 0.727273 fi:0.431790. Ave ac:0.007965,0.008099 Initialization: 6.009000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.393000 Kernel 1: 0.022000 Kernel 2: 87.301003 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.003507 0.875000 fi:0.333101. Ave ac:0.008540,0.008151 Initialization: 6.356000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.102000 Kernel 1: 0.023000 Kernel 2: 85.338997 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.004257 0.708333 fi:0.438638. Ave ac:0.007208,0.007476 Initialization: 6.241000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.070000 Kernel 1: 0.022000 Kernel 2: 84.226997 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.006263 0.714286 fi:0.419949. Ave ac:0.009405,0.009242 Initialization: 6.311000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.040000 Kernel 1: 0.024000 Kernel 2: 84.374001 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.004259 0.809524 fi:0.349313. Ave ac:0.008959,0.008157 Initialization: 6.804000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.551000 Kernel 1: 0.022000 Kernel 2: 84.249001 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.004259 0.708333 fi:0.452939. Ave ac:0.006626,0.006248 Initialization: 5.981000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.463000 Kernel 1: 0.023000 Kernel 2: 84.889999 Copyback: 0.017000 Sum: 0.035000 It 21,Best ac:0.004009 0.761905 fi:0.390294. Ave ac:0.008719,0.008672 Initialization: 5.984000 Memcpy Classifiers: 0.598000 Memcpy Instances: 7.982000 Kernel 1: 0.022000 Kernel 2: 84.663002 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.004007 0.800000 fi:0.366148. Ave ac:0.008128,0.007873 Initialization: 6.396000 Memcpy Classifiers: 1.376000 Memcpy Instances: 8.319000 Kernel 1: 0.023000 Kernel 2: 84.255997 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.005259 0.840000 fi:0.319383. Ave ac:0.009785,0.008685 Initialization: 6.458000 Memcpy Classifiers: 0.348000 Memcpy Instances: 8.173000 Kernel 1: 0.022000 Kernel 2: 82.867996 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.003757 0.789474 fi:0.373115. Ave ac:0.006820,0.006479 Initialization: 6.333000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.082000 Kernel 1: 0.023000 Kernel 2: 82.747002 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.004509 0.947368 fi:0.222154. Ave ac:0.008288,0.007568 Initialization: 5.968000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.018000 Kernel 1: 0.024000 Kernel 2: 82.653000 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.005511 0.814815 fi:0.336692. Ave ac:0.007148,0.006455 Initialization: 6.039000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.404000 Kernel 1: 0.021000 Kernel 2: 82.142998 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.006263 0.833333 fi:0.334420. Ave ac:0.007454,0.007067 Initialization: 6.447000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.009000 Kernel 1: 0.024000 Kernel 2: 84.445999 Copyback: 0.017000 Sum: 0.039000 It 28,Best ac:0.005511 0.814815 fi:0.349346. Ave ac:0.007502,0.006453 Initialization: 6.068000 Memcpy Classifiers: 0.342000 Memcpy Instances: 9.191000 Kernel 1: 0.022000 Kernel 2: 82.906998 Copyback: 0.017000 Sum: 0.033000 It 29,Best ac:0.006014 0.774194 fi:0.384062. Ave ac:0.007008,0.007087 Initialization: 6.002000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.705000 Kernel 1: 0.022000 Kernel 2: 81.512001 Copyback: 0.017000 Sum: 0.036000 It 30,Best ac:0.003758 0.789474 fi:0.351933. Ave ac:0.008575,0.006703 Initialization: 6.261000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.385000 Kernel 1: 0.023000 Kernel 2: 81.527000 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.006014 0.774194 fi:0.360153. Ave ac:0.007513,0.006346 Initialization: 6.058000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.307000 Kernel 1: 0.023000 Kernel 2: 82.103996 Copyback: 0.024000 Sum: 0.033000 It 32,Best ac:0.004007 0.761905 fi:0.386616. Ave ac:0.007244,0.008013 Initialization: 6.147000 Memcpy Classifiers: 0.457000 Memcpy Instances: 9.147000 Kernel 1: 0.024000 Kernel 2: 79.671997 Copyback: 0.018000 Sum: 0.031000 It 33,Best ac:0.003758 0.882353 fi:0.253374. Ave ac:0.008574,0.008727 Initialization: 28.047001 Memcpy Instances: 463.908997 Memcpy Classifiers: 0.070000 Kernel 1: 0.023000 Kernel 2: 468.130005 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 483.058990 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 475.398987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 485.299011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 495.010986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 477.506012 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 484.850006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 489.837006 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 482.513000 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 484.200012 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.049915 0.582734 fi:0.554858. Ave ac:0.007528,0.023829 Best acc 0.049915 0.582734 Initialization: 6.496000 Memcpy Classifiers: 0.559000 Memcpy Instances: 8.034000 Kernel 1: 0.025000 Kernel 2: 99.621002 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.004864 accuracy2:0.216504 Initialization: 5.999000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.349000 Kernel 1: 0.022000 Kernel 2: 106.980003 Copyback: 0.018000 Sum: 0.048000 It 0,Best ac:0.005011 0.571429 fi:0.527956. Ave ac:0.008799,0.010197 Initialization: 6.083000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.314000 Kernel 1: 0.023000 Kernel 2: 103.420998 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.005011 0.606061 fi:0.493324. Ave ac:0.011279,0.013358 Initialization: 5.934000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.581000 Kernel 1: 0.023000 Kernel 2: 103.259003 Copyback: 0.017000 Sum: 0.034000 It 2,Best ac:0.005259 0.617647 fi:0.481625. Ave ac:0.012302,0.015208 Initialization: 6.058000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.201000 Kernel 1: 0.022000 Kernel 2: 104.584000 Copyback: 0.019000 Sum: 0.036000 It 3,Best ac:0.003758 0.681818 fi:0.418143. Ave ac:0.011096,0.011990 Initialization: 6.531000 Memcpy Classifiers: 0.507000 Memcpy Instances: 8.523000 Kernel 1: 0.023000 Kernel 2: 96.821999 Copyback: 0.017000 Sum: 0.034000 It 4,Best ac:0.005762 0.696970 fi:0.402072. Ave ac:0.010324,0.011314 Initialization: 6.334000 Memcpy Classifiers: 0.439000 Memcpy Instances: 8.000000 Kernel 1: 0.023000 Kernel 2: 98.657997 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.004008 0.727273 fi:0.372573. Ave ac:0.009644,0.010483 Initialization: 7.380000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.026000 Kernel 1: 0.023000 Kernel 2: 96.475998 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.003758 0.750000 fi:0.349963. Ave ac:0.010309,0.012207 Initialization: 5.969000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.559000 Kernel 1: 0.022000 Kernel 2: 100.927002 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.004007 0.800000 fi:0.299848. Ave ac:0.008750,0.008665 Initialization: 6.028000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.012000 Kernel 1: 0.022000 Kernel 2: 94.880997 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.003758 0.750000 fi:0.349963. Ave ac:0.007593,0.007983 Initialization: 6.146000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.997000 Kernel 1: 0.023000 Kernel 2: 96.109001 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.003757 0.750000 fi:0.349963. Ave ac:0.008902,0.008704 Iteration 10:MDL fitness activated Error 0.349963 TL 0.043754 MDL Theory Length Weight: 2.6661663348 (3) Initialization: 6.203000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.989000 Kernel 1: 0.022000 Kernel 2: 93.803001 Copyback: 0.017000 Sum: 0.033000 It 10,Best ac:0.003758 0.833333 fi:0.375821. Ave ac:0.008176,0.008479 Initialization: 6.196000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.079000 Kernel 1: 0.021000 Kernel 2: 96.959999 Copyback: 0.369000 Sum: 0.032000 It 11,Best ac:0.006014 0.750000 fi:0.460829. Ave ac:0.009202,0.009797 Initialization: 6.253000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.462000 Kernel 1: 0.022000 Kernel 2: 92.992996 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.004509 0.692308 fi:0.476526. Ave ac:0.009146,0.008667 Initialization: 6.370000 Memcpy Classifiers: 0.447000 Memcpy Instances: 8.408000 Kernel 1: 0.023000 Kernel 2: 93.492996 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.004260 0.739130 fi:0.445716. Ave ac:0.009800,0.008921 Initialization: 6.051000 Memcpy Classifiers: 0.488000 Memcpy Instances: 8.166000 Kernel 1: 0.023000 Kernel 2: 92.491997 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.004008 0.842105 fi:0.325850. Ave ac:0.010120,0.008421 Initialization: 6.987000 Memcpy Classifiers: 0.438000 Memcpy Instances: 8.006000 Kernel 1: 0.022000 Kernel 2: 91.241997 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.005511 0.733333 fi:0.442919. Ave ac:0.010652,0.009581 Initialization: 6.029000 Memcpy Classifiers: 0.717000 Memcpy Instances: 8.189000 Kernel 1: 0.021000 Kernel 2: 91.694000 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.005762 0.958333 fi:0.233844. Ave ac:0.009646,0.008724 Initialization: 5.950000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.863000 Kernel 1: 0.022000 Kernel 2: 94.156998 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.006764 0.794118 fi:0.381016. Ave ac:0.008654,0.007299 Initialization: 5.930000 Memcpy Classifiers: 0.458000 Memcpy Instances: 8.455000 Kernel 1: 0.022000 Kernel 2: 96.250999 Copyback: 0.018000 Sum: 0.036000 It 18,Best ac:0.005010 0.740741 fi:0.463461. Ave ac:0.008978,0.007019 Initialization: 6.402000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.988000 Kernel 1: 0.022000 Kernel 2: 98.636002 Copyback: 0.018000 Sum: 0.033000 It 19,Best ac:0.003757 0.789474 fi:0.378596. Ave ac:0.010030,0.007256 Initialization: 6.423000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.987000 Kernel 1: 0.025000 Kernel 2: 96.792999 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.004259 0.850000 fi:0.351243. Ave ac:0.009181,0.007220 Initialization: 6.470000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.022000 Kernel 1: 0.023000 Kernel 2: 94.043999 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.003006 0.923077 fi:0.417585. Ave ac:0.007935,0.007125 Initialization: 6.005000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.230000 Kernel 1: 0.023000 Kernel 2: 93.038002 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.013026 0.675325 fi:0.508011. Ave ac:0.008606,0.007678 Initialization: 6.534000 Memcpy Classifiers: 0.442000 Memcpy Instances: 8.011000 Kernel 1: 0.023000 Kernel 2: 96.879997 Copyback: 0.018000 Sum: 0.041000 It 23,Best ac:0.004758 0.791667 fi:0.386650. Ave ac:0.008154,0.006900 Initialization: 6.301000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.212000 Kernel 1: 0.023000 Kernel 2: 96.237999 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.010020 0.816327 fi:0.369990. Ave ac:0.010086,0.007775 Initialization: 6.265000 Memcpy Classifiers: 0.423000 Memcpy Instances: 8.177000 Kernel 1: 0.022000 Kernel 2: 93.119003 Copyback: 0.017000 Sum: 0.038000 It 25,Best ac:0.007265 0.828571 fi:0.369492. Ave ac:0.008968,0.006525 MDL Theory Length Weight: 2.3995497014 (10) Initialization: 6.295000 Memcpy Classifiers: 0.401000 Memcpy Instances: 9.144000 Kernel 1: 0.022000 Kernel 2: 92.767998 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.004008 0.800000 fi:0.399928. Ave ac:0.008454,0.006279 Initialization: 6.044000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.995000 Kernel 1: 0.023000 Kernel 2: 92.834999 Copyback: 0.017000 Sum: 0.273000 It 27,Best ac:0.004007 0.842105 fi:0.352500. Ave ac:0.008459,0.006045 Initialization: 6.012000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.998000 Kernel 1: 0.023000 Kernel 2: 89.458000 Copyback: 0.020000 Sum: 0.031000 It 28,Best ac:0.004008 0.761905 fi:0.412862. Ave ac:0.008229,0.005707 Initialization: 6.018000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.505000 Kernel 1: 0.022000 Kernel 2: 92.903999 Copyback: 0.017000 Sum: 0.036000 It 29,Best ac:0.004009 0.842105 fi:0.330141. Ave ac:0.008226,0.005792 Initialization: 6.393000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.987000 Kernel 1: 0.024000 Kernel 2: 87.967003 Copyback: 0.018000 Sum: 0.040000 It 30,Best ac:0.004008 0.842105 fi:0.333317. Ave ac:0.008548,0.006855 Initialization: 6.461000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.524000 Kernel 1: 0.023000 Kernel 2: 89.271004 Copyback: 0.018000 Sum: 0.036000 It 31,Best ac:0.005010 0.800000 fi:0.378540. Ave ac:0.006802,0.004930 Initialization: 6.059000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.980000 Kernel 1: 0.024000 Kernel 2: 90.291000 Copyback: 0.018000 Sum: 0.037000 It 32,Best ac:0.004508 0.818182 fi:0.360194. Ave ac:0.006586,0.004726 Initialization: 5.976000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.403000 Kernel 1: 0.022000 Kernel 2: 86.601997 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.005261 0.840000 fi:0.324934. Ave ac:0.007237,0.005295 Initialization: 28.191999 Memcpy Instances: 400.644989 Memcpy Classifiers: 0.073000 Kernel 1: 0.025000 Kernel 2: 554.788025 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 528.991028 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 530.409973 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 533.921997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 534.780029 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.013000 Kernel 2: 538.541992 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.229000 Kernel 1: 0.018000 Kernel 2: 541.364014 Copyback: 0.362000 Sum: 0.008000 Memcpy Classifiers: 0.079000 Kernel 1: 0.020000 Kernel 2: 540.374023 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 530.372986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.014000 Kernel 2: 532.835999 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.003697 0.651368 fi:0.521022. Ave ac:0.007236,0.021798 Best acc 0.003697 0.651368 Rule:Att PSSM_-3_7 is [-5.045686,-0.516336]|Att PSSM_-1_7 is [<-0.237884]|Att PSSM_0_12 is [-6.891429,-2.314845]|Att PSSM_1_7 is [<-2.848624]|Att PSSM_1_15 is [-5.113978,2.299057]|Att PSSM_3_10 is [-4.297236,5.779689]|Att PSSM_3_12 is [<1.691726]|Att PSSM_3_13 is [<10.112853]|Att PSSM_4_9 is [-6.612100,6.759309]|Att PSSM_4_12 is [-5.150015,-0.391250]|Att PSSM_4_17 is [-1.306015,6.774193]|Att PSSM_4_18 is [<11.567866]|1 Accuracy : 0.776690 0 1 155075 9005 43392 27166 Removed 1133 instances. 198467 Instances left. Acc of rule 0.003697-0.651368 Initialization: 6.214000 Memcpy Classifiers: 0.525000 Memcpy Instances: 7.940000 Kernel 1: 0.024000 Kernel 2: 98.768997 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.006012 accuracy2:0.222842 Initialization: 6.679000 Memcpy Classifiers: 0.545000 Memcpy Instances: 7.978000 Kernel 1: 0.023000 Kernel 2: 105.930000 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.004282 0.472222 fi:0.627477. Ave ac:0.010198,0.013635 Initialization: 6.431000 Memcpy Classifiers: 0.497000 Memcpy Instances: 7.981000 Kernel 1: 0.023000 Kernel 2: 107.373001 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.007809 0.516667 fi:0.581392. Ave ac:0.013566,0.016790 Initialization: 6.235000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.979000 Kernel 1: 0.024000 Kernel 2: 105.056000 Copyback: 0.017000 Sum: 0.036000 It 2,Best ac:0.010330 0.539474 fi:0.557414. Ave ac:0.013461,0.014184 Initialization: 6.461000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.975000 Kernel 1: 0.023000 Kernel 2: 104.064003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.005290 0.567568 fi:0.531663. Ave ac:0.013392,0.014031 Initialization: 6.290000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.172000 Kernel 1: 0.023000 Kernel 2: 104.355003 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.003778 0.600000 fi:0.499934. Ave ac:0.012446,0.013145 Initialization: 7.457000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.957000 Kernel 1: 0.022000 Kernel 2: 103.202003 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.004787 0.655172 fi:0.444292. Ave ac:0.010981,0.010245 Initialization: 6.054000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.130000 Kernel 1: 0.022000 Kernel 2: 101.650002 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004282 0.680000 fi:0.419699. Ave ac:0.010545,0.008602 Initialization: 5.925000 Memcpy Classifiers: 0.440000 Memcpy Instances: 7.954000 Kernel 1: 0.023000 Kernel 2: 98.624001 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.005291 0.656250 fi:0.442981. Ave ac:0.008534,0.009117 Initialization: 5.993000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.136000 Kernel 1: 0.022000 Kernel 2: 98.022003 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.005291 0.656250 fi:0.442981. Ave ac:0.008195,0.007668 Initialization: 6.058000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.937000 Kernel 1: 0.024000 Kernel 2: 99.755997 Copyback: 0.018000 Sum: 0.031000 It 9,Best ac:0.007809 0.756098 fi:0.341961. Ave ac:0.009815,0.009366 Iteration 10:MDL fitness activated Error 0.341961 TL 0.028394 MDL Theory Length Weight: 4.0144605548 (1) Initialization: 6.260000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.421000 Kernel 1: 0.023000 Kernel 2: 94.061996 Copyback: 0.018000 Sum: 0.033000 It 10,Best ac:0.004031 0.842105 fi:0.355475. Ave ac:0.009681,0.008165 Initialization: 6.195000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.002000 Kernel 1: 0.022000 Kernel 2: 91.755997 Copyback: 0.017000 Sum: 0.036000 It 11,Best ac:0.005039 0.833333 fi:0.413673. Ave ac:0.009492,0.008861 Initialization: 6.228000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.943000 Kernel 1: 0.023000 Kernel 2: 89.047997 Copyback: 0.017000 Sum: 0.031000 It 12,Best ac:0.003778 0.789474 fi:0.446181. Ave ac:0.008647,0.007932 Initialization: 6.016000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.281000 Kernel 1: 0.022000 Kernel 2: 84.054001 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.010330 0.694915 fi:0.502591. Ave ac:0.007440,0.007627 Initialization: 6.025000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.183000 Kernel 1: 0.022000 Kernel 2: 85.037003 Copyback: 0.018000 Sum: 0.034000 It 14,Best ac:0.008062 0.744186 fi:0.461869. Ave ac:0.008261,0.006999 Initialization: 6.685000 Memcpy Classifiers: 0.354000 Memcpy Instances: 7.953000 Kernel 1: 0.023000 Kernel 2: 82.612999 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.003527 0.875000 fi:0.380458. Ave ac:0.008941,0.006718 Initialization: 6.281000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.947000 Kernel 1: 0.023000 Kernel 2: 80.359001 Copyback: 0.018000 Sum: 0.033000 It 16,Best ac:0.004283 0.809524 fi:0.430565. Ave ac:0.005740,0.004865 Initialization: 6.342000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.991000 Kernel 1: 0.023000 Kernel 2: 82.343002 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004534 0.720000 fi:0.493678. Ave ac:0.006578,0.005824 Initialization: 5.983000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.015000 Kernel 1: 0.024000 Kernel 2: 82.420998 Copyback: 0.018000 Sum: 0.035000 It 18,Best ac:0.006549 0.812500 fi:0.380136. Ave ac:0.007742,0.006660 Initialization: 5.928000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.782000 Kernel 1: 0.021000 Kernel 2: 81.218002 Copyback: 0.024000 Sum: 0.043000 It 19,Best ac:0.004282 0.894737 fi:0.316407. Ave ac:0.008796,0.007541 Initialization: 5.912000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.421000 Kernel 1: 0.022000 Kernel 2: 82.082001 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.006297 0.735294 fi:0.463734. Ave ac:0.007613,0.005463 Initialization: 5.923000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.506000 Kernel 1: 0.023000 Kernel 2: 78.889999 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.003527 0.933333 fi:0.287180. Ave ac:0.008821,0.006601 Initialization: 5.880000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.227000 Kernel 1: 0.022000 Kernel 2: 89.879997 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.005292 0.840000 fi:0.365634. Ave ac:0.009344,0.007345 Initialization: 6.286000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.210000 Kernel 1: 0.023000 Kernel 2: 80.011002 Copyback: 0.016000 Sum: 0.037000 It 23,Best ac:0.004534 0.818182 fi:0.404259. Ave ac:0.009157,0.006930 Initialization: 5.916000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.022000 Kernel 1: 0.022000 Kernel 2: 77.820000 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.003779 0.833333 fi:0.375427. Ave ac:0.008900,0.006519 Initialization: 5.923000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.328000 Kernel 1: 0.022000 Kernel 2: 80.741997 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.007053 0.848485 fi:0.357323. Ave ac:0.008905,0.007130 Initialization: 5.987000 Memcpy Classifiers: 0.329000 Memcpy Instances: 8.180000 Kernel 1: 0.022000 Kernel 2: 78.331001 Copyback: 0.017000 Sum: 0.035000 It 26,Best ac:0.004535 0.900000 fi:0.286074. Ave ac:0.008968,0.006512 Initialization: 6.198000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.929000 Kernel 1: 0.024000 Kernel 2: 77.085999 Copyback: 0.018000 Sum: 0.032000 It 27,Best ac:0.004787 0.950000 fi:0.274024. Ave ac:0.006883,0.005715 Initialization: 6.262000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.979000 Kernel 1: 0.023000 Kernel 2: 78.297997 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.005291 0.656250 fi:0.533526. Ave ac:0.006212,0.005669 Initialization: 6.607000 Memcpy Classifiers: 0.324000 Memcpy Instances: 7.962000 Kernel 1: 0.024000 Kernel 2: 78.276001 Copyback: 0.371000 Sum: 0.035000 It 29,Best ac:0.004283 0.850000 fi:0.339320. Ave ac:0.007684,0.007087 Initialization: 5.965000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.089000 Kernel 1: 0.022000 Kernel 2: 81.142998 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.008060 0.842105 fi:0.338924. Ave ac:0.007237,0.005698 Initialization: 5.970000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.412000 Kernel 1: 0.022000 Kernel 2: 79.156998 Copyback: 0.017000 Sum: 0.035000 It 31,Best ac:0.004787 0.826087 fi:0.362319. Ave ac:0.007312,0.006748 Initialization: 5.945000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.314000 Kernel 1: 0.022000 Kernel 2: 77.596001 Copyback: 0.022000 Sum: 0.037000 It 32,Best ac:0.005795 0.793103 fi:0.392111. Ave ac:0.006618,0.005778 Initialization: 6.067000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.131000 Kernel 1: 0.022000 Kernel 2: 77.696999 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.004283 0.894737 fi:0.287203. Ave ac:0.007479,0.005023 Initialization: 28.450001 Memcpy Instances: 398.648987 Memcpy Classifiers: 0.070000 Kernel 1: 0.022000 Kernel 2: 467.195007 Copyback: 0.018000 Sum: 0.016000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 482.601990 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.070000 Kernel 1: 0.021000 Kernel 2: 464.220001 Copyback: 0.017000 Sum: 0.005000 Memcpy Classifiers: 0.069000 Kernel 1: 0.018000 Kernel 2: 462.641998 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 468.695007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 473.967987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.262000 Kernel 1: 0.013000 Kernel 2: 458.621002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 466.489990 Copyback: 0.018000 Sum: 0.004000 Memcpy Classifiers: 0.068000 Kernel 1: 0.018000 Kernel 2: 469.494995 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.016000 Kernel 2: 418.734985 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004741 0.632818 fi:0.552886. Ave ac:0.007263,0.021406 Best acc 0.004741 0.632818 Initialization: 6.450000 Memcpy Classifiers: 0.743000 Memcpy Instances: 7.962000 Kernel 1: 0.025000 Kernel 2: 98.205002 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.005312 accuracy2:0.217166 Initialization: 6.522000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.970000 Kernel 1: 0.023000 Kernel 2: 100.661003 Copyback: 0.017000 Sum: 0.038000 It 0,Best ac:0.005795 0.522727 fi:0.576266. Ave ac:0.010900,0.015050 Initialization: 5.988000 Memcpy Classifiers: 0.606000 Memcpy Instances: 7.939000 Kernel 1: 0.024000 Kernel 2: 105.956001 Copyback: 0.017000 Sum: 0.036000 It 1,Best ac:0.005793 0.500000 fi:0.598996. Ave ac:0.012658,0.015655 Initialization: 6.148000 Memcpy Classifiers: 0.888000 Memcpy Instances: 7.941000 Kernel 1: 0.022000 Kernel 2: 107.174004 Copyback: 0.018000 Sum: 0.031000 It 2,Best ac:0.002771 0.846154 fi:0.467895. Ave ac:0.012280,0.016481 Initialization: 6.295000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.993000 Kernel 1: 0.024000 Kernel 2: 104.086998 Copyback: 0.016000 Sum: 0.030000 It 3,Best ac:0.005039 0.645161 fi:0.454186. Ave ac:0.012772,0.016374 Initialization: 6.240000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.936000 Kernel 1: 0.023000 Kernel 2: 101.705002 Copyback: 0.020000 Sum: 0.031000 It 4,Best ac:0.005291 0.567568 fi:0.531663. Ave ac:0.011910,0.014908 Initialization: 5.932000 Memcpy Classifiers: 0.397000 Memcpy Instances: 9.148000 Kernel 1: 0.022000 Kernel 2: 99.245003 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004535 0.692308 fi:0.407272. Ave ac:0.012720,0.013246 Initialization: 5.948000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.237000 Kernel 1: 0.022000 Kernel 2: 100.584999 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.006297 0.675676 fi:0.423086. Ave ac:0.013658,0.014348 Initialization: 6.335000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.983000 Kernel 1: 0.022000 Kernel 2: 98.572998 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.005039 0.606061 fi:0.493287. Ave ac:0.011798,0.015011 Initialization: 6.464000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.944000 Kernel 1: 0.023000 Kernel 2: 97.754997 Copyback: 0.018000 Sum: 0.033000 It 8,Best ac:0.005038 0.740741 fi:0.358607. Ave ac:0.014406,0.017078 Initialization: 6.226000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.963000 Kernel 1: 0.023000 Kernel 2: 93.236000 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.004031 0.727273 fi:0.372544. Ave ac:0.011602,0.011470 Iteration 10:MDL fitness activated Error 0.372544 TL 0.035668 MDL Theory Length Weight: 3.4815642877 (2) Initialization: 6.373000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.985000 Kernel 1: 0.022000 Kernel 2: 109.296997 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.005040 0.714286 fi:0.467421. Ave ac:0.011410,0.012516 Initialization: 5.984000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.397000 Kernel 1: 0.022000 Kernel 2: 91.623001 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.006803 0.710526 fi:0.521351. Ave ac:0.012643,0.014026 Initialization: 6.664000 Memcpy Classifiers: 0.364000 Memcpy Instances: 8.229000 Kernel 1: 0.023000 Kernel 2: 88.643997 Copyback: 0.018000 Sum: 0.032000 It 12,Best ac:0.005793 0.741935 fi:0.471721. Ave ac:0.013611,0.016199 Initialization: 6.322000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.258000 Kernel 1: 0.022000 Kernel 2: 89.682999 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.005290 0.777778 fi:0.403950. Ave ac:0.011483,0.015004 Initialization: 6.269000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.001000 Kernel 1: 0.022000 Kernel 2: 90.977997 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.008312 0.647059 fi:0.510108. Ave ac:0.013160,0.015788 Initialization: 5.957000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.818000 Kernel 1: 0.023000 Kernel 2: 89.623001 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.006045 0.705882 fi:0.501854. Ave ac:0.011892,0.015990 Initialization: 5.992000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.640000 Kernel 1: 0.022000 Kernel 2: 85.899002 Copyback: 0.019000 Sum: 0.034000 It 16,Best ac:0.006297 0.833333 fi:0.380820. Ave ac:0.010913,0.013315 Initialization: 6.629000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.974000 Kernel 1: 0.023000 Kernel 2: 86.009003 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.006549 0.742857 fi:0.467140. Ave ac:0.009081,0.009927 Initialization: 5.966000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.986000 Kernel 1: 0.022000 Kernel 2: 87.209000 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.003779 0.833333 fi:0.348195. Ave ac:0.008234,0.008564 Initialization: 5.957000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.487000 Kernel 1: 0.022000 Kernel 2: 84.851997 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.005039 0.869565 fi:0.304139. Ave ac:0.007696,0.008683 Initialization: 5.958000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.657000 Kernel 1: 0.022000 Kernel 2: 88.122002 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.003778 0.714286 fi:0.449126. Ave ac:0.008475,0.016160 Initialization: 6.180000 Memcpy Classifiers: 0.316000 Memcpy Instances: 7.954000 Kernel 1: 0.023000 Kernel 2: 84.997002 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.006299 0.781250 fi:0.390402. Ave ac:0.010865,0.018300 Initialization: 5.983000 Memcpy Classifiers: 0.325000 Memcpy Instances: 8.195000 Kernel 1: 0.023000 Kernel 2: 95.781998 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.005040 0.800000 fi:0.380961. Ave ac:0.009068,0.010095 Initialization: 5.958000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.941000 Kernel 1: 0.024000 Kernel 2: 95.117996 Copyback: 0.018000 Sum: 0.037000 It 23,Best ac:0.003780 0.882353 fi:0.289617. Ave ac:0.008713,0.009837 Initialization: 5.955000 Memcpy Classifiers: 0.747000 Memcpy Instances: 7.939000 Kernel 1: 0.022000 Kernel 2: 83.343002 Copyback: 0.018000 Sum: 0.033000 It 24,Best ac:0.003527 0.875000 fi:0.316077. Ave ac:0.009089,0.010639 Initialization: 6.228000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.944000 Kernel 1: 0.022000 Kernel 2: 82.500000 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.008062 0.761905 fi:0.393851. Ave ac:0.009386,0.011472 Initialization: 5.989000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.161000 Kernel 1: 0.021000 Kernel 2: 93.056999 Copyback: 0.017000 Sum: 0.037000 It 26,Best ac:0.005796 0.851852 fi:0.301882. Ave ac:0.010043,0.012359 Initialization: 6.041000 Memcpy Classifiers: 0.356000 Memcpy Instances: 8.354000 Kernel 1: 0.021000 Kernel 2: 81.138000 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.003779 0.789474 fi:0.374542. Ave ac:0.008647,0.011997 Initialization: 6.014000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.002000 Kernel 1: 0.021000 Kernel 2: 80.681999 Copyback: 0.018000 Sum: 0.033000 It 28,Best ac:0.003275 0.928571 fi:0.340952. Ave ac:0.010057,0.012713 Initialization: 6.552000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.043000 Kernel 1: 0.022000 Kernel 2: 79.736000 Copyback: 0.019000 Sum: 0.036000 It 29,Best ac:0.004534 0.947368 fi:0.230947. Ave ac:0.007442,0.009236 Initialization: 6.361000 Memcpy Classifiers: 0.786000 Memcpy Instances: 7.975000 Kernel 1: 0.023000 Kernel 2: 80.938004 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.004534 0.857143 fi:0.316639. Ave ac:0.007265,0.008342 Initialization: 6.184000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.164000 Kernel 1: 0.023000 Kernel 2: 80.393997 Copyback: 0.018000 Sum: 0.026000 It 31,Best ac:0.004535 0.900000 fi:0.247416. Ave ac:0.005531,0.006658 Initialization: 5.970000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.124000 Kernel 1: 0.022000 Kernel 2: 83.066002 Copyback: 0.017000 Sum: 0.029000 It 32,Best ac:0.003526 0.875000 fi:0.337424. Ave ac:0.006260,0.007451 Initialization: 6.246000 Memcpy Classifiers: 0.326000 Memcpy Instances: 7.949000 Kernel 1: 0.023000 Kernel 2: 79.509003 Copyback: 0.017000 Sum: 0.028000 It 33,Best ac:0.003778 0.937500 fi:0.222035. Ave ac:0.006725,0.007010 Initialization: 28.111000 Memcpy Instances: 396.941986 Memcpy Classifiers: 0.066000 Kernel 1: 0.022000 Kernel 2: 474.135986 Copyback: 0.019000 Sum: 0.013000 Memcpy Classifiers: 0.060000 Kernel 1: 0.016000 Kernel 2: 466.446991 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.016000 Kernel 2: 476.446014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 476.505005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 461.630005 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.015000 Kernel 2: 483.847992 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 466.290009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 467.317993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 479.002991 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.063000 Kernel 1: 0.019000 Kernel 2: 421.591003 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.036490 0.611139 fi:0.539337. Ave ac:0.004868,0.014736 Best acc 0.036490 0.611139 Rule:Att PSSM_-3_7 is [<-1.393046]|Att PSSM_0_2 is [<-2.902103]|Att PSSM_0_4 is [-7.495392,-2.504608]|Att PSSM_0_15 is [<4.944014]|Att PSSM_1_20 is [>-1.148271]|Att PSSM_3_12 is [-6.580234,-1.419766]|Att PSSM_3_20 is [-2.822091,4.215566]|1 Accuracy : 0.778373 0 1 154529 9551 42451 28107 Removed 1487 instances. 196980 Instances left. Acc of rule 0.004741-0.632818 Initialization: 6.315000 Memcpy Classifiers: 0.629000 Memcpy Instances: 8.345000 Kernel 1: 0.025000 Kernel 2: 95.781998 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.006323 accuracy2:0.199526 Initialization: 5.893000 Memcpy Classifiers: 0.505000 Memcpy Instances: 9.108000 Kernel 1: 0.022000 Kernel 2: 101.964996 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.005076 0.500000 fi:0.599295. Ave ac:0.012540,0.017946 Initialization: 6.322000 Memcpy Classifiers: 0.524000 Memcpy Instances: 7.925000 Kernel 1: 0.022000 Kernel 2: 103.147003 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.004570 0.562500 fi:0.537035. Ave ac:0.012931,0.016171 Initialization: 5.896000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.340000 Kernel 1: 0.022000 Kernel 2: 105.101997 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003808 0.500000 fi:0.599894. Ave ac:0.010851,0.012399 Initialization: 6.284000 Memcpy Classifiers: 0.417000 Memcpy Instances: 8.040000 Kernel 1: 0.022000 Kernel 2: 103.856003 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.006855 0.642857 fi:0.455600. Ave ac:0.012013,0.013412 Initialization: 6.284000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.900000 Kernel 1: 0.023000 Kernel 2: 100.602997 Copyback: 0.018000 Sum: 0.038000 It 4,Best ac:0.003808 0.652174 fi:0.447720. Ave ac:0.010827,0.011145 Initialization: 6.268000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.900000 Kernel 1: 0.022000 Kernel 2: 94.869003 Copyback: 0.018000 Sum: 0.030000 It 5,Best ac:0.004315 0.708333 fi:0.391321. Ave ac:0.009363,0.010210 Initialization: 6.722000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.906000 Kernel 1: 0.023000 Kernel 2: 96.648003 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.003808 0.789474 fi:0.310421. Ave ac:0.009283,0.008762 Initialization: 6.204000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.868000 Kernel 1: 0.023000 Kernel 2: 94.332001 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.005077 0.689655 fi:0.409640. Ave ac:0.010785,0.011625 Initialization: 6.097000 Memcpy Classifiers: 0.417000 Memcpy Instances: 9.358000 Kernel 1: 0.021000 Kernel 2: 91.074997 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.003553 0.823529 fi:0.283904. Ave ac:0.010497,0.010298 Initialization: 6.235000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.089000 Kernel 1: 0.022000 Kernel 2: 88.898003 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.004822 0.760000 fi:0.339415. Ave ac:0.010707,0.011715 Iteration 10:MDL fitness activated Error 0.339415 TL 0.026302 MDL Theory Length Weight: 4.3015226409 (2) Initialization: 6.075000 Memcpy Classifiers: 0.856000 Memcpy Instances: 8.123000 Kernel 1: 0.022000 Kernel 2: 89.757004 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.003807 0.882353 fi:0.316890. Ave ac:0.010950,0.011090 Initialization: 6.226000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.932000 Kernel 1: 0.022000 Kernel 2: 89.140999 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.003808 0.714286 fi:0.472165. Ave ac:0.012211,0.014158 Initialization: 5.931000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.092000 Kernel 1: 0.023000 Kernel 2: 83.509003 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.005838 0.793103 fi:0.398018. Ave ac:0.011872,0.011875 Initialization: 5.879000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.238000 Kernel 1: 0.022000 Kernel 2: 78.875000 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.007107 0.777778 fi:0.417290. Ave ac:0.012883,0.012636 Initialization: 6.010000 Memcpy Classifiers: 0.320000 Memcpy Instances: 9.120000 Kernel 1: 0.023000 Kernel 2: 77.552002 Copyback: 0.017000 Sum: 0.039000 It 14,Best ac:0.003299 0.812500 fi:0.412789. Ave ac:0.013334,0.015002 Initialization: 6.490000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.239000 Kernel 1: 0.021000 Kernel 2: 75.983002 Copyback: 0.017000 Sum: 0.036000 It 15,Best ac:0.004061 0.842105 fi:0.361968. Ave ac:0.011857,0.012020 Initialization: 6.138000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.273000 Kernel 1: 0.022000 Kernel 2: 74.571999 Copyback: 0.018000 Sum: 0.032000 It 16,Best ac:0.004060 0.727273 fi:0.492506. Ave ac:0.011736,0.014385 Initialization: 5.866000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.780000 Kernel 1: 0.022000 Kernel 2: 74.598999 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.003553 0.736842 fi:0.478040. Ave ac:0.013117,0.019141 Initialization: 5.981000 Memcpy Classifiers: 0.266000 Memcpy Instances: 8.259000 Kernel 1: 0.023000 Kernel 2: 74.304001 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.007870 0.688889 fi:0.458912. Ave ac:0.013532,0.015868 Initialization: 5.939000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.911000 Kernel 1: 0.023000 Kernel 2: 74.127998 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.004316 0.809524 fi:0.368018. Ave ac:0.015463,0.016735 MDL Theory Length Weight: 3.8713703769 (12) Initialization: 6.362000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.277000 Kernel 1: 0.022000 Kernel 2: 71.977997 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.003553 0.700000 fi:0.517325. Ave ac:0.013342,0.019890 Initialization: 6.438000 Memcpy Classifiers: 0.285000 Memcpy Instances: 8.652000 Kernel 1: 0.023000 Kernel 2: 72.861000 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.005838 0.766667 fi:0.389658. Ave ac:0.015551,0.019119 Initialization: 5.930000 Memcpy Classifiers: 0.350000 Memcpy Instances: 8.312000 Kernel 1: 0.022000 Kernel 2: 71.331001 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.003807 0.789474 fi:0.388310. Ave ac:0.013040,0.017464 Initialization: 5.982000 Memcpy Classifiers: 0.286000 Memcpy Instances: 8.266000 Kernel 1: 0.022000 Kernel 2: 72.086998 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.004569 0.720000 fi:0.442219. Ave ac:0.013175,0.021797 Initialization: 6.521000 Memcpy Classifiers: 0.279000 Memcpy Instances: 8.989000 Kernel 1: 0.023000 Kernel 2: 71.120003 Copyback: 0.018000 Sum: 0.023000 It 24,Best ac:0.011421 0.652174 fi:0.528843. Ave ac:0.014359,0.022439 Initialization: 5.943000 Memcpy Classifiers: 0.265000 Memcpy Instances: 8.169000 Kernel 1: 0.023000 Kernel 2: 71.416000 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.004315 0.772727 fi:0.404817. Ave ac:0.015962,0.019112 Initialization: 5.926000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.067000 Kernel 1: 0.023000 Kernel 2: 70.334000 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.003807 0.789474 fi:0.367517. Ave ac:0.011024,0.015948 Initialization: 5.920000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.096000 Kernel 1: 0.022000 Kernel 2: 73.089996 Copyback: 0.018000 Sum: 0.024000 It 27,Best ac:0.006347 0.735294 fi:0.455908. Ave ac:0.011021,0.020386 Initialization: 5.871000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.189000 Kernel 1: 0.022000 Kernel 2: 73.789001 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.003554 0.700000 fi:0.477804. Ave ac:0.011765,0.018538 Initialization: 6.154000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.194000 Kernel 1: 0.023000 Kernel 2: 74.398003 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.005077 0.769231 fi:0.427180. Ave ac:0.012806,0.019330 Initialization: 6.184000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.092000 Kernel 1: 0.022000 Kernel 2: 76.806000 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.003808 0.652174 fi:0.515167. Ave ac:0.012606,0.015460 Initialization: 6.161000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.085000 Kernel 1: 0.022000 Kernel 2: 73.141998 Copyback: 0.017000 Sum: 0.025000 It 31,Best ac:0.007614 0.810811 fi:0.347387. Ave ac:0.013457,0.016899 Initialization: 6.176000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.382000 Kernel 1: 0.022000 Kernel 2: 74.121002 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.008883 0.714286 fi:0.435551. Ave ac:0.012493,0.016493 Initialization: 5.915000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.141000 Kernel 1: 0.022000 Kernel 2: 73.432999 Copyback: 0.021000 Sum: 0.026000 It 33,Best ac:0.003553 0.875000 fi:0.328320. Ave ac:0.011866,0.012414 Initialization: 28.487000 Memcpy Instances: 397.506012 Memcpy Classifiers: 0.062000 Kernel 1: 0.022000 Kernel 2: 459.790009 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 464.470001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 454.246002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 464.959991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 466.302002 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 470.803009 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 455.109985 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 462.684998 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 468.273987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.054000 Kernel 1: 0.013000 Kernel 2: 363.329010 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003564 0.633574 fi:0.538776. Ave ac:0.011125,0.033675 Best acc 0.003564 0.633574 Initialization: 6.324000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.908000 Kernel 1: 0.023000 Kernel 2: 97.935997 Copyback: 0.017000 Sum: 0.051000 Initial population average accuracy1:0.005697 accuracy2:0.210629 Initialization: 6.310000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.876000 Kernel 1: 0.023000 Kernel 2: 102.401001 Copyback: 0.018000 Sum: 0.039000 It 0,Best ac:0.003046 0.705882 fi:0.529060. Ave ac:0.010695,0.017084 Initialization: 6.303000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.884000 Kernel 1: 0.022000 Kernel 2: 104.223999 Copyback: 0.020000 Sum: 0.033000 It 1,Best ac:0.005584 0.564103 fi:0.534953. Ave ac:0.014751,0.019305 Initialization: 5.874000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.115000 Kernel 1: 0.023000 Kernel 2: 105.172997 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.007870 0.516667 fi:0.581311. Ave ac:0.015138,0.018344 Initialization: 6.289000 Memcpy Classifiers: 0.452000 Memcpy Instances: 9.077000 Kernel 1: 0.021000 Kernel 2: 104.103996 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.006601 0.577778 fi:0.520799. Ave ac:0.015244,0.018159 Initialization: 6.151000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.962000 Kernel 1: 0.023000 Kernel 2: 100.823997 Copyback: 0.017000 Sum: 0.037000 It 4,Best ac:0.002793 0.846154 fi:0.452544. Ave ac:0.016210,0.018367 Initialization: 6.176000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.110000 Kernel 1: 0.022000 Kernel 2: 97.879997 Copyback: 0.025000 Sum: 0.041000 It 5,Best ac:0.004570 0.642857 fi:0.456678. Ave ac:0.015417,0.016847 Initialization: 6.179000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.919000 Kernel 1: 0.023000 Kernel 2: 96.885002 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.006093 0.600000 fi:0.498816. Ave ac:0.012442,0.014866 Initialization: 6.190000 Memcpy Classifiers: 0.419000 Memcpy Instances: 7.941000 Kernel 1: 0.023000 Kernel 2: 94.411003 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.009137 0.631579 fi:0.465800. Ave ac:0.013034,0.013641 Initialization: 6.177000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.000000 Kernel 1: 0.022000 Kernel 2: 95.811996 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.003553 0.823529 fi:0.283904. Ave ac:0.012256,0.013077 Initialization: 6.181000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.895000 Kernel 1: 0.023000 Kernel 2: 98.309998 Copyback: 0.018000 Sum: 0.034000 It 9,Best ac:0.003300 0.764706 fi:0.406482. Ave ac:0.010983,0.012889 Iteration 10:MDL fitness activated Error 0.406482 TL 0.039608 MDL Theory Length Weight: 3.4208839239 (2) Initialization: 5.911000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.322000 Kernel 1: 0.023000 Kernel 2: 97.998001 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.004822 0.863636 fi:0.340056. Ave ac:0.010174,0.010978 Initialization: 6.178000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.907000 Kernel 1: 0.023000 Kernel 2: 91.918999 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.003807 0.714286 fi:0.509966. Ave ac:0.010450,0.010837 Initialization: 6.715000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.916000 Kernel 1: 0.023000 Kernel 2: 90.334000 Copyback: 0.018000 Sum: 0.032000 It 12,Best ac:0.008376 0.673469 fi:0.510895. Ave ac:0.010316,0.012371 Initialization: 6.126000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.887000 Kernel 1: 0.024000 Kernel 2: 88.994003 Copyback: 0.018000 Sum: 0.034000 It 13,Best ac:0.004569 0.782609 fi:0.423587. Ave ac:0.013283,0.015746 Initialization: 6.349000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.893000 Kernel 1: 0.022000 Kernel 2: 89.653000 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.003807 0.681818 fi:0.503596. Ave ac:0.012538,0.017817 Initialization: 5.932000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.417000 Kernel 1: 0.022000 Kernel 2: 85.462997 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.004822 0.655172 fi:0.499816. Ave ac:0.015193,0.018430 Initialization: 6.709000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.937000 Kernel 1: 0.022000 Kernel 2: 86.792999 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.003299 0.928571 fi:0.309655. Ave ac:0.014768,0.019052 Initialization: 5.899000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.262000 Kernel 1: 0.022000 Kernel 2: 85.487999 Copyback: 0.017000 Sum: 0.039000 It 17,Best ac:0.003807 0.750000 fi:0.437598. Ave ac:0.011412,0.013492 Initialization: 6.466000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.895000 Kernel 1: 0.023000 Kernel 2: 84.802002 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.004061 0.695652 fi:0.503706. Ave ac:0.010370,0.012508 Initialization: 6.337000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.980000 Kernel 1: 0.023000 Kernel 2: 84.209000 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.007108 0.700000 fi:0.469633. Ave ac:0.010156,0.014053 Initialization: 6.078000 Memcpy Classifiers: 0.361000 Memcpy Instances: 9.080000 Kernel 1: 0.022000 Kernel 2: 82.885002 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.003808 0.882353 fi:0.301315. Ave ac:0.009770,0.011625 Initialization: 6.017000 Memcpy Classifiers: 0.661000 Memcpy Instances: 7.947000 Kernel 1: 0.022000 Kernel 2: 82.347000 Copyback: 0.017000 Sum: 0.043000 It 21,Best ac:0.003553 0.823529 fi:0.382773. Ave ac:0.008860,0.008811 Initialization: 5.946000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.440000 Kernel 1: 0.022000 Kernel 2: 80.786003 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.005838 0.793103 fi:0.412494. Ave ac:0.008762,0.009941 Initialization: 5.923000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.996000 Kernel 1: 0.022000 Kernel 2: 80.211998 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.006347 0.806452 fi:0.354097. Ave ac:0.009828,0.014277 Initialization: 5.943000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.871000 Kernel 1: 0.024000 Kernel 2: 82.771004 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.005585 0.956522 fi:0.211112. Ave ac:0.009301,0.008077 Initialization: 6.232000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.180000 Kernel 1: 0.023000 Kernel 2: 83.874001 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.005329 0.724138 fi:0.458595. Ave ac:0.005846,0.004759 Initialization: 6.052000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.601000 Kernel 1: 0.023000 Kernel 2: 80.511002 Copyback: 0.017000 Sum: 0.029000 It 26,Best ac:0.003553 0.736842 fi:0.454365. Ave ac:0.006422,0.005804 Initialization: 5.938000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.509000 Kernel 1: 0.022000 Kernel 2: 83.688004 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.004061 0.666667 fi:0.499282. Ave ac:0.006223,0.005558 Initialization: 6.151000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.866000 Kernel 1: 0.023000 Kernel 2: 83.897003 Copyback: 0.016000 Sum: 0.033000 It 28,Best ac:0.003554 0.777778 fi:0.407531. Ave ac:0.008702,0.007284 Initialization: 6.011000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.079000 Kernel 1: 0.022000 Kernel 2: 81.930000 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.003553 0.666667 fi:0.507805. Ave ac:0.006688,0.006147 Initialization: 6.398000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.221000 Kernel 1: 0.022000 Kernel 2: 84.027000 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.003046 0.923077 fi:0.364601. Ave ac:0.011047,0.010075 Initialization: 6.213000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.867000 Kernel 1: 0.024000 Kernel 2: 85.991997 Copyback: 0.020000 Sum: 0.035000 It 31,Best ac:0.004316 0.894737 fi:0.294086. Ave ac:0.007889,0.007005 Initialization: 6.337000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.616000 Kernel 1: 0.022000 Kernel 2: 82.333000 Copyback: 0.018000 Sum: 0.030000 It 32,Best ac:0.004569 0.720000 fi:0.463538. Ave ac:0.004419,0.003581 Initialization: 5.877000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.029000 Kernel 1: 0.022000 Kernel 2: 80.825996 Copyback: 0.018000 Sum: 0.031000 It 33,Best ac:0.012183 0.571429 fi:0.564352. Ave ac:0.006763,0.007590 MDL Theory Length Weight: 3.0787955315 (10) Initialization: 28.507999 Memcpy Instances: 394.230988 Memcpy Classifiers: 0.069000 Kernel 1: 0.024000 Kernel 2: 502.455994 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 508.351990 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 522.421997 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 511.846008 Copyback: 0.369000 Sum: 0.001000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 509.248993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.013000 Kernel 2: 498.477997 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 513.065002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 502.592987 Copyback: 0.018000 Sum: 0.005000 Memcpy Classifiers: 0.069000 Kernel 1: 0.018000 Kernel 2: 515.242004 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.054000 Kernel 1: 0.017000 Kernel 2: 393.135010 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003620 0.600674 fi:0.561029. Ave ac:0.010072,0.030075 Best acc 0.003620 0.600674 Rule:Att PSSM_-2_3 is [-5.142376,5.098876]|Att PSSM_-2_12 is [-6.231627,-1.768372]|Att PSSM_-1_13 is [<8.410737]|Att PSSM_0_5 is [0.816694,8.234958]|Att PSSM_0_12 is [<-2.518165]|Att PSSM_1_12 is [<-1.284073]|1 Accuracy : 0.779635 0 1 154123 9957 41749 28809 Removed 1108 instances. 195872 Instances left. Acc of rule 0.003564-0.633574 Initialization: 6.225000 Memcpy Classifiers: 0.507000 Memcpy Instances: 8.134000 Kernel 1: 0.024000 Kernel 2: 95.929001 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.004937 accuracy2:0.210030 Initialization: 5.980000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.825000 Kernel 1: 0.022000 Kernel 2: 102.017998 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.004340 0.515152 fi:0.584469. Ave ac:0.009396,0.013879 Initialization: 5.875000 Memcpy Classifiers: 0.745000 Memcpy Instances: 8.049000 Kernel 1: 0.023000 Kernel 2: 102.438004 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.007404 0.537037 fi:0.561122. Ave ac:0.012019,0.018671 Initialization: 6.254000 Memcpy Classifiers: 0.525000 Memcpy Instances: 7.840000 Kernel 1: 0.021000 Kernel 2: 101.872002 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.003829 0.576923 fi:0.522941. Ave ac:0.009612,0.011676 Initialization: 6.340000 Memcpy Classifiers: 0.452000 Memcpy Instances: 8.233000 Kernel 1: 0.021000 Kernel 2: 104.730003 Copyback: 0.017000 Sum: 0.028000 It 3,Best ac:0.003574 0.583333 fi:0.516653. Ave ac:0.008805,0.010350 Initialization: 6.284000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.067000 Kernel 1: 0.021000 Kernel 2: 101.334000 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.006636 0.577778 fi:0.520747. Ave ac:0.009253,0.011682 Initialization: 5.873000 Memcpy Classifiers: 0.468000 Memcpy Instances: 8.225000 Kernel 1: 0.022000 Kernel 2: 101.098999 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.004085 0.695652 fi:0.404090. Ave ac:0.008450,0.010704 Initialization: 6.350000 Memcpy Classifiers: 0.473000 Memcpy Instances: 7.876000 Kernel 1: 0.023000 Kernel 2: 101.674004 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.005360 0.750000 fi:0.349133. Ave ac:0.010662,0.012380 Initialization: 6.368000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.828000 Kernel 1: 0.023000 Kernel 2: 103.486000 Copyback: 0.017000 Sum: 0.050000 It 7,Best ac:0.004085 0.666667 fi:0.433076. Ave ac:0.009824,0.010329 Initialization: 6.294000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.826000 Kernel 1: 0.022000 Kernel 2: 106.718002 Copyback: 0.019000 Sum: 0.034000 It 8,Best ac:0.005872 0.793103 fi:0.305786. Ave ac:0.009843,0.009773 Initialization: 6.351000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.347000 Kernel 1: 0.022000 Kernel 2: 102.974998 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.003574 0.823529 fi:0.276456. Ave ac:0.009932,0.011498 Iteration 10:MDL fitness activated Error 0.276456 TL 0.034311 MDL Theory Length Weight: 2.6857761272 (1) Initialization: 6.126000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.086000 Kernel 1: 0.023000 Kernel 2: 101.959999 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.011488 0.652174 fi:0.508448. Ave ac:0.008760,0.010870 Initialization: 5.932000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.100000 Kernel 1: 0.023000 Kernel 2: 96.821999 Copyback: 0.018000 Sum: 0.038000 It 11,Best ac:0.006126 0.727273 fi:0.445336. Ave ac:0.009942,0.009405 Initialization: 5.995000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.838000 Kernel 1: 0.024000 Kernel 2: 93.658997 Copyback: 0.017000 Sum: 0.038000 It 12,Best ac:0.004340 0.680000 fi:0.482748. Ave ac:0.010517,0.010213 Initialization: 5.923000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.209000 Kernel 1: 0.023000 Kernel 2: 90.448997 Copyback: 0.018000 Sum: 0.038000 It 13,Best ac:0.007148 0.666667 fi:0.509121. Ave ac:0.009896,0.010698 Initialization: 6.201000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.861000 Kernel 1: 0.023000 Kernel 2: 89.199997 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.012765 0.724638 fi:0.451253. Ave ac:0.010952,0.013840 Initialization: 5.976000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.843000 Kernel 1: 0.024000 Kernel 2: 88.829002 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.004085 0.727273 fi:0.459039. Ave ac:0.010689,0.012634 Initialization: 6.082000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.820000 Kernel 1: 0.024000 Kernel 2: 87.982002 Copyback: 0.019000 Sum: 0.030000 It 16,Best ac:0.003828 0.750000 fi:0.445652. Ave ac:0.010197,0.009842 Initialization: 6.255000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.912000 Kernel 1: 0.022000 Kernel 2: 89.248001 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.003574 0.823529 fi:0.360440. Ave ac:0.009443,0.009214 Initialization: 5.908000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.864000 Kernel 1: 0.022000 Kernel 2: 86.655998 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.004594 0.782609 fi:0.383410. Ave ac:0.009871,0.011152 Initialization: 6.040000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.173000 Kernel 1: 0.023000 Kernel 2: 84.356003 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.005360 0.807692 fi:0.380452. Ave ac:0.009418,0.007831 Initialization: 6.222000 Memcpy Classifiers: 0.364000 Memcpy Instances: 9.191000 Kernel 1: 0.023000 Kernel 2: 86.026001 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.003063 0.923077 fi:0.365888. Ave ac:0.009986,0.009930 Initialization: 6.234000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.842000 Kernel 1: 0.021000 Kernel 2: 85.481003 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.008170 0.744186 fi:0.427532. Ave ac:0.008896,0.008625 Initialization: 6.426000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.133000 Kernel 1: 0.022000 Kernel 2: 86.087997 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.003829 0.789474 fi:0.406179. Ave ac:0.008635,0.007781 Initialization: 6.183000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.930000 Kernel 1: 0.022000 Kernel 2: 84.447998 Copyback: 0.018000 Sum: 0.037000 It 23,Best ac:0.006127 0.857143 fi:0.326124. Ave ac:0.008293,0.007912 Initialization: 6.324000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.889000 Kernel 1: 0.022000 Kernel 2: 81.129997 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.006126 0.800000 fi:0.363625. Ave ac:0.008268,0.007747 Initialization: 6.222000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.834000 Kernel 1: 0.024000 Kernel 2: 82.494003 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.003828 0.833333 fi:0.343047. Ave ac:0.006514,0.007642 Initialization: 6.068000 Memcpy Classifiers: 0.381000 Memcpy Instances: 9.282000 Kernel 1: 0.024000 Kernel 2: 79.292000 Copyback: 0.017000 Sum: 0.036000 It 26,Best ac:0.006127 0.827586 fi:0.352169. Ave ac:0.006809,0.005774 Initialization: 6.413000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.894000 Kernel 1: 0.022000 Kernel 2: 77.367996 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.007657 0.789474 fi:0.383750. Ave ac:0.007515,0.006739 Initialization: 6.167000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.945000 Kernel 1: 0.022000 Kernel 2: 79.385002 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.003573 0.700000 fi:0.481156. Ave ac:0.006074,0.005916 Initialization: 6.165000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.107000 Kernel 1: 0.022000 Kernel 2: 78.543999 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.003574 0.875000 fi:0.324408. Ave ac:0.007627,0.008061 Initialization: 6.127000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.820000 Kernel 1: 0.023000 Kernel 2: 78.293999 Copyback: 0.016000 Sum: 0.034000 It 30,Best ac:0.003574 0.777778 fi:0.405712. Ave ac:0.005943,0.005565 Initialization: 6.123000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.926000 Kernel 1: 0.023000 Kernel 2: 77.718002 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.003573 0.736842 fi:0.429164. Ave ac:0.006873,0.005929 Initialization: 6.118000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.968000 Kernel 1: 0.023000 Kernel 2: 79.815002 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.005361 0.750000 fi:0.427555. Ave ac:0.008543,0.007918 Initialization: 5.914000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.016000 Kernel 1: 0.023000 Kernel 2: 78.776001 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.004594 0.818182 fi:0.360029. Ave ac:0.009103,0.008267 Initialization: 28.983999 Memcpy Instances: 395.052002 Memcpy Classifiers: 0.072000 Kernel 1: 0.022000 Kernel 2: 533.273010 Copyback: 0.019000 Sum: 0.016000 Memcpy Classifiers: 0.066000 Kernel 1: 0.017000 Kernel 2: 525.481018 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 528.931030 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 518.968018 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 533.344971 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 518.830994 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.071000 Kernel 1: 0.016000 Kernel 2: 526.197021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 519.288025 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 514.200989 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 402.882996 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.003701 0.595238 fi:0.581203. Ave ac:0.007351,0.021925 Best acc 0.003701 0.595238 Initialization: 5.946000 Memcpy Classifiers: 0.595000 Memcpy Instances: 8.351000 Kernel 1: 0.023000 Kernel 2: 95.725998 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005823 accuracy2:0.206425 Initialization: 10.329000 Memcpy Classifiers: 0.463000 Memcpy Instances: 7.852000 Kernel 1: 0.023000 Kernel 2: 102.140999 Copyback: 0.017000 Sum: 0.062000 It 0,Best ac:0.003320 0.565217 fi:0.591064. Ave ac:0.009854,0.012635 Initialization: 5.829000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.065000 Kernel 1: 0.023000 Kernel 2: 104.694000 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.004084 0.457143 fi:0.642599. Ave ac:0.011881,0.014113 Initialization: 5.929000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.218000 Kernel 1: 0.022000 Kernel 2: 103.796997 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.004085 0.695652 fi:0.404090. Ave ac:0.011910,0.013802 Initialization: 5.855000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.870000 Kernel 1: 0.024000 Kernel 2: 99.547997 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.003574 0.636364 fi:0.463622. Ave ac:0.010832,0.012485 Initialization: 5.903000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.813000 Kernel 1: 0.023000 Kernel 2: 95.514999 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.005105 0.645161 fi:0.454094. Ave ac:0.010535,0.012634 Initialization: 6.067000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.844000 Kernel 1: 0.023000 Kernel 2: 95.218002 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.003573 0.700000 fi:0.399986. Ave ac:0.008736,0.010138 Initialization: 5.867000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.479000 Kernel 1: 0.022000 Kernel 2: 96.490997 Copyback: 0.021000 Sum: 0.037000 It 6,Best ac:0.005106 0.689655 fi:0.409600. Ave ac:0.009407,0.010228 Initialization: 6.110000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.832000 Kernel 1: 0.022000 Kernel 2: 92.389999 Copyback: 0.018000 Sum: 0.035000 It 7,Best ac:0.004339 0.680000 fi:0.419620. Ave ac:0.009012,0.009040 Initialization: 6.387000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.822000 Kernel 1: 0.022000 Kernel 2: 91.577003 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.003574 0.736842 fi:0.363144. Ave ac:0.007345,0.006726 Initialization: 6.347000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.296000 Kernel 1: 0.022000 Kernel 2: 91.287003 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.003829 0.714286 fi:0.385578. Ave ac:0.007230,0.006407 Iteration 10:MDL fitness activated Error 0.385578 TL 0.042946 MDL Theory Length Weight: 2.9927126370 (2) Initialization: 6.073000 Memcpy Classifiers: 0.436000 Memcpy Instances: 8.263000 Kernel 1: 0.022000 Kernel 2: 92.235001 Copyback: 0.021000 Sum: 0.032000 It 10,Best ac:0.005105 0.714286 fi:0.491483. Ave ac:0.007163,0.006725 Initialization: 6.360000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.901000 Kernel 1: 0.022000 Kernel 2: 90.549004 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.003574 0.777778 fi:0.435831. Ave ac:0.007222,0.007157 Initialization: 5.900000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.261000 Kernel 1: 0.021000 Kernel 2: 89.627998 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.003064 0.857143 fi:0.508273. Ave ac:0.005553,0.005558 Initialization: 6.420000 Memcpy Classifiers: 0.366000 Memcpy Instances: 8.825000 Kernel 1: 0.022000 Kernel 2: 88.250999 Copyback: 0.017000 Sum: 0.040000 It 13,Best ac:0.005106 0.800000 fi:0.412335. Ave ac:0.008125,0.008615 Initialization: 6.387000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.825000 Kernel 1: 0.023000 Kernel 2: 86.606003 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.003829 0.937500 fi:0.283252. Ave ac:0.007770,0.007161 Initialization: 5.929000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.941000 Kernel 1: 0.022000 Kernel 2: 83.862999 Copyback: 0.016000 Sum: 0.038000 It 15,Best ac:0.003573 0.736842 fi:0.446975. Ave ac:0.005299,0.004776 Initialization: 7.347000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.834000 Kernel 1: 0.022000 Kernel 2: 83.360001 Copyback: 0.017000 Sum: 0.038000 It 16,Best ac:0.004594 0.750000 fi:0.459194. Ave ac:0.006929,0.006703 Initialization: 5.933000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.332000 Kernel 1: 0.022000 Kernel 2: 86.454002 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.003829 0.750000 fi:0.461688. Ave ac:0.008443,0.007717 Initialization: 5.939000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.832000 Kernel 1: 0.024000 Kernel 2: 83.662003 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.005106 0.869565 fi:0.303628. Ave ac:0.009401,0.009580 Initialization: 5.952000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.755000 Kernel 1: 0.022000 Kernel 2: 83.486000 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.003573 0.736842 fi:0.427607. Ave ac:0.007436,0.006889 Initialization: 6.124000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.059000 Kernel 1: 0.021000 Kernel 2: 82.350998 Copyback: 0.017000 Sum: 0.037000 It 20,Best ac:0.003574 0.823529 fi:0.354666. Ave ac:0.009764,0.008294 Initialization: 5.911000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.538000 Kernel 1: 0.022000 Kernel 2: 80.480003 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.004084 0.842105 fi:0.325144. Ave ac:0.007017,0.006130 Initialization: 5.931000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.120000 Kernel 1: 0.022000 Kernel 2: 81.870003 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.004595 0.818182 fi:0.393277. Ave ac:0.007329,0.007452 Initialization: 6.109000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.917000 Kernel 1: 0.022000 Kernel 2: 81.233002 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.004085 0.761905 fi:0.416983. Ave ac:0.008568,0.008005 MDL Theory Length Weight: 2.6934413733 (10) Initialization: 5.885000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.045000 Kernel 1: 0.023000 Kernel 2: 82.407997 Copyback: 0.017000 Sum: 0.035000 It 24,Best ac:0.003574 0.823529 fi:0.370739. Ave ac:0.008576,0.007782 Initialization: 6.285000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.888000 Kernel 1: 0.023000 Kernel 2: 79.208000 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.003573 0.777778 fi:0.415896. Ave ac:0.007983,0.007476 Initialization: 6.420000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.834000 Kernel 1: 0.021000 Kernel 2: 78.695000 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.003573 0.823529 fi:0.374422. Ave ac:0.008061,0.008070 Initialization: 6.274000 Memcpy Classifiers: 0.371000 Memcpy Instances: 7.876000 Kernel 1: 0.023000 Kernel 2: 81.653000 Copyback: 0.020000 Sum: 0.036000 It 27,Best ac:0.004084 0.761905 fi:0.380933. Ave ac:0.006833,0.006164 Initialization: 6.445000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.559000 Kernel 1: 0.023000 Kernel 2: 81.867996 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.003828 0.833333 fi:0.358859. Ave ac:0.007804,0.006054 Initialization: 6.050000 Memcpy Classifiers: 0.735000 Memcpy Instances: 7.826000 Kernel 1: 0.023000 Kernel 2: 82.085999 Copyback: 0.018000 Sum: 0.033000 It 29,Best ac:0.003829 0.714286 fi:0.462878. Ave ac:0.005396,0.005056 Initialization: 6.375000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.834000 Kernel 1: 0.023000 Kernel 2: 79.557999 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.004084 0.888889 fi:0.304541. Ave ac:0.008564,0.007458 Initialization: 5.884000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.120000 Kernel 1: 0.022000 Kernel 2: 78.811996 Copyback: 0.017000 Sum: 0.039000 It 31,Best ac:0.003829 0.789474 fi:0.380928. Ave ac:0.007265,0.006341 Initialization: 5.847000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.222000 Kernel 1: 0.023000 Kernel 2: 81.853996 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.003829 0.833333 fi:0.336588. Ave ac:0.007585,0.005841 Initialization: 6.292000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.894000 Kernel 1: 0.022000 Kernel 2: 79.125000 Copyback: 0.017000 Sum: 0.039000 It 33,Best ac:0.006126 0.750000 fi:0.424563. Ave ac:0.005053,0.004485 Initialization: 28.608000 Memcpy Instances: 391.358002 Memcpy Classifiers: 0.075000 Kernel 1: 0.022000 Kernel 2: 520.033020 Copyback: 0.369000 Sum: 0.016000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 517.390991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 521.661987 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 511.303009 Copyback: 0.016000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.015000 Kernel 2: 503.390991 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 518.732971 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 517.250000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 511.375000 Copyback: 0.023000 Sum: 0.007000 Memcpy Classifiers: 0.077000 Kernel 1: 0.021000 Kernel 2: 511.036011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 398.431000 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003901 0.606349 fi:0.594245. Ave ac:0.006619,0.019847 Best acc 0.003901 0.606349 Rule:Att PSSM_-4_4 is [-5.688465,2.244397]|Att PSSM_-4_7 is [-6.956985,-1.043015]|Att PSSM_-3_3 is [<4.360411]|Att PSSM_0_2 is [-5.259671,-2.676018]|Att PSSM_0_3 is [<-1.891239]|Att PSSM_0_7 is [<-1.962956]|Att PSSM_0_12 is [<3.610001]|Att PSSM_0_15 is [<0.263700]|Att PSSM_0_19 is [<8.455181]|Att PSSM_1_13 is [-2.672551,9.712207]|Att PSSM_1_19 is [<1.147095]|Att PSSM_2_11 is [-2.070529,5.545683]|Att PSSM_3_17 is [-4.783017,6.924476]|Att PSSM_4_7 is [-5.755306,-0.782258]|Att PSSM_4_10 is [<6.335829]|1 Accuracy : 0.780777 0 1 153627 10453 40985 29573 Removed 1260 instances. 194612 Instances left. Acc of rule 0.003901-0.606349 Initialization: 6.772000 Memcpy Classifiers: 0.542000 Memcpy Instances: 7.792000 Kernel 1: 0.024000 Kernel 2: 95.191002 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005062 accuracy2:0.207650 Initialization: 5.859000 Memcpy Classifiers: 0.541000 Memcpy Instances: 8.149000 Kernel 1: 0.023000 Kernel 2: 99.752998 Copyback: 0.019000 Sum: 0.060000 It 0,Best ac:0.003853 0.500000 fi:0.599831. Ave ac:0.010628,0.014492 Initialization: 6.150000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.780000 Kernel 1: 0.023000 Kernel 2: 102.041000 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.004367 0.548387 fi:0.551196. Ave ac:0.013572,0.016331 Initialization: 6.314000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.767000 Kernel 1: 0.022000 Kernel 2: 97.609001 Copyback: 0.018000 Sum: 0.037000 It 2,Best ac:0.004882 0.575758 fi:0.523577. Ave ac:0.012188,0.015065 Initialization: 6.239000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.144000 Kernel 1: 0.022000 Kernel 2: 100.166000 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003339 0.565217 fi:0.576659. Ave ac:0.012592,0.015642 Initialization: 5.940000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.780000 Kernel 1: 0.023000 Kernel 2: 99.514999 Copyback: 0.371000 Sum: 0.034000 It 4,Best ac:0.003597 0.666667 fi:0.433288. Ave ac:0.012155,0.012506 Initialization: 5.929000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.634000 Kernel 1: 0.022000 Kernel 2: 102.176003 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.006165 0.631579 fi:0.467136. Ave ac:0.010296,0.010688 Initialization: 6.174000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.803000 Kernel 1: 0.022000 Kernel 2: 102.084000 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.003597 0.777778 fi:0.322175. Ave ac:0.008749,0.008874 Initialization: 5.849000 Memcpy Classifiers: 0.504000 Memcpy Instances: 8.014000 Kernel 1: 0.022000 Kernel 2: 99.689003 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.003596 0.636364 fi:0.463591. Ave ac:0.008307,0.008786 Initialization: 6.035000 Memcpy Classifiers: 0.471000 Memcpy Instances: 8.764000 Kernel 1: 0.023000 Kernel 2: 99.424004 Copyback: 0.018000 Sum: 0.032000 It 8,Best ac:0.006423 0.735294 fi:0.363293. Ave ac:0.009364,0.008585 Initialization: 5.830000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.582000 Kernel 1: 0.023000 Kernel 2: 96.995003 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003597 0.608696 fi:0.491257. Ave ac:0.007760,0.008699 Iteration 10:MDL fitness activated Error 0.491257 TL 0.022580 MDL Theory Length Weight: 7.2521222764 (4) Initialization: 5.940000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.545000 Kernel 1: 0.022000 Kernel 2: 97.336998 Copyback: 0.020000 Sum: 0.034000 It 10,Best ac:0.006682 0.553191 fi:0.671846. Ave ac:0.009833,0.010181 Initialization: 5.823000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.853000 Kernel 1: 0.023000 Kernel 2: 91.000999 Copyback: 0.017000 Sum: 0.040000 It 11,Best ac:0.005137 0.571429 fi:0.619350. Ave ac:0.013044,0.014330 Initialization: 6.152000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.955000 Kernel 1: 0.023000 Kernel 2: 85.641998 Copyback: 0.017000 Sum: 0.041000 It 12,Best ac:0.003597 0.583333 fi:0.613620. Ave ac:0.016144,0.016990 Initialization: 5.898000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.619000 Kernel 1: 0.023000 Kernel 2: 83.377998 Copyback: 0.018000 Sum: 0.803000 It 13,Best ac:0.006165 0.615385 fi:0.593987. Ave ac:0.018786,0.021220 Initialization: 6.248000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.828000 Kernel 1: 0.023000 Kernel 2: 81.764000 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.005396 0.777778 fi:0.523305. Ave ac:0.017610,0.017714 Initialization: 5.934000 Memcpy Classifiers: 0.284000 Memcpy Instances: 8.030000 Kernel 1: 0.022000 Kernel 2: 77.875000 Copyback: 0.018000 Sum: 0.025000 It 15,Best ac:0.003854 0.681818 fi:0.523785. Ave ac:0.019610,0.024230 Initialization: 6.719000 Memcpy Classifiers: 0.368000 Memcpy Instances: 7.783000 Kernel 1: 0.023000 Kernel 2: 75.363998 Copyback: 0.017000 Sum: 0.022000 It 16,Best ac:0.004111 0.666667 fi:0.529391. Ave ac:0.020229,0.030472 Initialization: 6.291000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.920000 Kernel 1: 0.023000 Kernel 2: 75.390999 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.013357 0.641975 fi:0.536920. Ave ac:0.014940,0.022611 Initialization: 6.375000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.779000 Kernel 1: 0.022000 Kernel 2: 73.080002 Copyback: 0.017000 Sum: 0.023000 It 18,Best ac:0.004368 0.680000 fi:0.500052. Ave ac:0.021225,0.030201 Initialization: 5.868000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.182000 Kernel 1: 0.022000 Kernel 2: 73.274002 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.004624 0.642857 fi:0.555440. Ave ac:0.021335,0.034513 Initialization: 6.344000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.786000 Kernel 1: 0.022000 Kernel 2: 71.912003 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.004625 0.750000 fi:0.459771. Ave ac:0.017755,0.024875 Initialization: 5.878000 Memcpy Classifiers: 0.227000 Memcpy Instances: 8.228000 Kernel 1: 0.022000 Kernel 2: 72.022003 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.005139 0.714286 fi:0.481924. Ave ac:0.017876,0.026654 Initialization: 6.017000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.863000 Kernel 1: 0.022000 Kernel 2: 67.989998 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.004625 0.666667 fi:0.494488. Ave ac:0.016802,0.026312 Initialization: 6.016000 Memcpy Classifiers: 0.362000 Memcpy Instances: 8.949000 Kernel 1: 0.022000 Kernel 2: 65.509003 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.004368 0.809524 fi:0.400372. Ave ac:0.015729,0.022280 Initialization: 5.919000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.112000 Kernel 1: 0.021000 Kernel 2: 67.553001 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.006425 0.694444 fi:0.539726. Ave ac:0.016168,0.029738 Initialization: 6.215000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.828000 Kernel 1: 0.023000 Kernel 2: 67.776001 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.003854 0.789474 fi:0.405718. Ave ac:0.015052,0.028422 Initialization: 5.963000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.042000 Kernel 1: 0.022000 Kernel 2: 68.100998 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.003083 0.750000 fi:0.539789. Ave ac:0.014985,0.031332 Initialization: 5.990000 Memcpy Classifiers: 0.215000 Memcpy Instances: 7.993000 Kernel 1: 0.021000 Kernel 2: 73.174004 Copyback: 0.017000 Sum: 0.025000 It 27,Best ac:0.003596 0.700000 fi:0.505730. Ave ac:0.021857,0.039333 Initialization: 6.142000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.767000 Kernel 1: 0.022000 Kernel 2: 70.706001 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.005396 0.617647 fi:0.528286. Ave ac:0.020640,0.041887 Initialization: 5.716000 Memcpy Classifiers: 0.204000 Memcpy Instances: 8.050000 Kernel 1: 0.023000 Kernel 2: 72.263000 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.004110 0.727273 fi:0.450516. Ave ac:0.024667,0.044826 Initialization: 5.884000 Memcpy Classifiers: 0.189000 Memcpy Instances: 8.519000 Kernel 1: 0.022000 Kernel 2: 69.036003 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.003340 0.722222 fi:0.489687. Ave ac:0.022862,0.045076 Initialization: 6.102000 Memcpy Classifiers: 0.204000 Memcpy Instances: 8.012000 Kernel 1: 0.022000 Kernel 2: 72.579002 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.004881 0.678571 fi:0.525673. Ave ac:0.028166,0.047747 Initialization: 5.883000 Memcpy Classifiers: 0.204000 Memcpy Instances: 8.653000 Kernel 1: 0.022000 Kernel 2: 70.065002 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.008479 0.634615 fi:0.519645. Ave ac:0.025695,0.042880 MDL Theory Length Weight: 6.5269100488 (10) Initialization: 5.928000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.875000 Kernel 1: 0.023000 Kernel 2: 66.043999 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.007451 0.591837 fi:0.549610. Ave ac:0.026227,0.047381 Initialization: 28.593000 Memcpy Instances: 391.907013 Memcpy Classifiers: 0.050000 Kernel 1: 0.022000 Kernel 2: 443.881989 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 422.806000 Copyback: 0.017000 Sum: 0.005000 Memcpy Classifiers: 0.049000 Kernel 1: 0.017000 Kernel 2: 436.891998 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 446.493011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.014000 Kernel 2: 435.610992 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 448.028015 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 447.519012 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 431.802002 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.048000 Kernel 1: 0.013000 Kernel 2: 453.855011 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.014000 Kernel 2: 200.102005 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003900 0.525623 fi:0.616346. Ave ac:0.026068,0.093699 Best acc 0.003900 0.525623 Initialization: 6.125000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.792000 Kernel 1: 0.024000 Kernel 2: 97.397003 Copyback: 0.018000 Sum: 0.053000 Initial population average accuracy1:0.005542 accuracy2:0.213765 Initialization: 7.016000 Memcpy Classifiers: 0.509000 Memcpy Instances: 8.319000 Kernel 1: 0.023000 Kernel 2: 101.147003 Copyback: 0.018000 Sum: 0.033000 It 0,Best ac:0.004624 0.418605 fi:0.680854. Ave ac:0.009826,0.013383 Initialization: 6.150000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.772000 Kernel 1: 0.023000 Kernel 2: 103.181000 Copyback: 0.019000 Sum: 0.032000 It 1,Best ac:0.004624 0.500000 fi:0.599459. Ave ac:0.011666,0.014950 Initialization: 5.872000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.846000 Kernel 1: 0.023000 Kernel 2: 98.929001 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.004624 0.486486 fi:0.612972. Ave ac:0.010536,0.011781 Initialization: 5.866000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.890000 Kernel 1: 0.023000 Kernel 2: 98.130997 Copyback: 0.018000 Sum: 0.029000 It 3,Best ac:0.006166 0.571429 fi:0.527282. Ave ac:0.010952,0.013637 Initialization: 5.862000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.775000 Kernel 1: 0.024000 Kernel 2: 98.441002 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.014642 0.553398 fi:0.541224. Ave ac:0.011398,0.012292 Initialization: 6.641000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.773000 Kernel 1: 0.023000 Kernel 2: 97.250999 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.004625 0.666667 fi:0.432792. Ave ac:0.010320,0.010963 Initialization: 6.263000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.454000 Kernel 1: 0.022000 Kernel 2: 98.291000 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.006166 0.600000 fi:0.498711. Ave ac:0.011228,0.012249 Initialization: 5.892000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.979000 Kernel 1: 0.022000 Kernel 2: 97.511002 Copyback: 0.018000 Sum: 0.030000 It 7,Best ac:0.005654 0.709677 fi:0.389282. Ave ac:0.010466,0.010099 Initialization: 5.894000 Memcpy Classifiers: 0.438000 Memcpy Instances: 7.758000 Kernel 1: 0.024000 Kernel 2: 90.385002 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.006423 0.675676 fi:0.422915. Ave ac:0.009835,0.009672 Initialization: 6.117000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.784000 Kernel 1: 0.023000 Kernel 2: 88.955002 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.003596 0.736842 fi:0.363113. Ave ac:0.009804,0.009857 Iteration 10:MDL fitness activated Error 0.363113 TL 0.028280 MDL Theory Length Weight: 4.2799249290 (1) Initialization: 5.975000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.823000 Kernel 1: 0.024000 Kernel 2: 92.115997 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.002826 0.846154 fi:0.548504. Ave ac:0.008808,0.009453 Initialization: 6.069000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.802000 Kernel 1: 0.023000 Kernel 2: 89.716003 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.005140 0.666667 fi:0.530264. Ave ac:0.010458,0.011895 Initialization: 5.868000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.918000 Kernel 1: 0.023000 Kernel 2: 87.431000 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.004882 0.703704 fi:0.481145. Ave ac:0.009923,0.009368 Initialization: 5.879000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.051000 Kernel 1: 0.023000 Kernel 2: 86.444000 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.005910 0.766667 fi:0.462680. Ave ac:0.011769,0.014222 Initialization: 6.552000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.823000 Kernel 1: 0.023000 Kernel 2: 84.168999 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.006423 0.675676 fi:0.509200. Ave ac:0.011470,0.015973 Initialization: 6.249000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.794000 Kernel 1: 0.023000 Kernel 2: 84.583000 Copyback: 0.018000 Sum: 0.031000 It 15,Best ac:0.004111 0.800000 fi:0.414658. Ave ac:0.010077,0.011033 Initialization: 5.868000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.169000 Kernel 1: 0.022000 Kernel 2: 83.177002 Copyback: 0.018000 Sum: 0.033000 It 16,Best ac:0.003854 0.833333 fi:0.410458. Ave ac:0.010357,0.014073 Initialization: 5.930000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.126000 Kernel 1: 0.022000 Kernel 2: 82.947998 Copyback: 0.020000 Sum: 0.034000 It 17,Best ac:0.004110 0.761905 fi:0.421885. Ave ac:0.011555,0.015148 Initialization: 6.321000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.052000 Kernel 1: 0.023000 Kernel 2: 83.543999 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.003596 0.666667 fi:0.527948. Ave ac:0.012150,0.020002 Initialization: 6.165000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.947000 Kernel 1: 0.023000 Kernel 2: 81.226997 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.003596 0.823529 fi:0.386186. Ave ac:0.013521,0.021570 Initialization: 5.950000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.264000 Kernel 1: 0.022000 Kernel 2: 78.386002 Copyback: 0.016000 Sum: 0.026000 It 20,Best ac:0.005396 0.777778 fi:0.444762. Ave ac:0.012218,0.017763 Initialization: 6.391000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.817000 Kernel 1: 0.022000 Kernel 2: 77.667000 Copyback: 0.017000 Sum: 0.029000 It 21,Best ac:0.003853 0.652174 fi:0.499726. Ave ac:0.012969,0.017461 Initialization: 6.286000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.798000 Kernel 1: 0.023000 Kernel 2: 75.622002 Copyback: 0.018000 Sum: 0.024000 It 22,Best ac:0.003340 0.866667 fi:0.384971. Ave ac:0.017510,0.025413 Initialization: 6.300000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.884000 Kernel 1: 0.021000 Kernel 2: 75.789001 Copyback: 0.018000 Sum: 0.025000 It 23,Best ac:0.003855 0.750000 fi:0.436444. Ave ac:0.015466,0.028824 Initialization: 5.848000 Memcpy Classifiers: 0.282000 Memcpy Instances: 8.472000 Kernel 1: 0.021000 Kernel 2: 73.450996 Copyback: 0.018000 Sum: 0.029000 It 24,Best ac:0.003340 0.722222 fi:0.460491. Ave ac:0.012299,0.021501 Initialization: 6.640000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.981000 Kernel 1: 0.022000 Kernel 2: 72.403999 Copyback: 0.017000 Sum: 0.026000 It 25,Best ac:0.005654 0.758621 fi:0.385860. Ave ac:0.013740,0.016625 Initialization: 6.055000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.011000 Kernel 1: 0.022000 Kernel 2: 71.374001 Copyback: 0.018000 Sum: 0.023000 It 26,Best ac:0.004367 0.739130 fi:0.425126. Ave ac:0.010324,0.015657 Initialization: 6.089000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.820000 Kernel 1: 0.022000 Kernel 2: 71.359001 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.006937 0.710526 fi:0.462685. Ave ac:0.013590,0.022943 Initialization: 6.240000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.827000 Kernel 1: 0.023000 Kernel 2: 72.094002 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.007194 0.682927 fi:0.482952. Ave ac:0.014054,0.026652 Initialization: 5.891000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.084000 Kernel 1: 0.021000 Kernel 2: 73.514000 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.005394 0.840000 fi:0.338975. Ave ac:0.013676,0.019854 Initialization: 5.904000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.791000 Kernel 1: 0.023000 Kernel 2: 73.083000 Copyback: 0.017000 Sum: 0.031000 It 30,Best ac:0.005140 0.869565 fi:0.336218. Ave ac:0.011684,0.016137 Initialization: 6.032000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.958000 Kernel 1: 0.022000 Kernel 2: 73.681999 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.004881 0.826087 fi:0.361564. Ave ac:0.010587,0.012325 Initialization: 6.048000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.958000 Kernel 1: 0.022000 Kernel 2: 73.811996 Copyback: 0.016000 Sum: 0.024000 It 32,Best ac:0.003855 0.833333 fi:0.376628. Ave ac:0.010879,0.017215 Initialization: 5.879000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.327000 Kernel 1: 0.022000 Kernel 2: 70.949997 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.006680 0.742857 fi:0.412343. Ave ac:0.011469,0.013104 Initialization: 29.740999 Memcpy Instances: 389.160004 Memcpy Classifiers: 0.070000 Kernel 1: 0.024000 Kernel 2: 477.489990 Copyback: 0.368000 Sum: 0.015000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 474.040009 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.068000 Kernel 1: 0.017000 Kernel 2: 489.763000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 483.449005 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 470.708008 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.014000 Kernel 2: 481.069000 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 477.250000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 486.121002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.066000 Kernel 1: 0.014000 Kernel 2: 476.761993 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.055000 Kernel 1: 0.014000 Kernel 2: 217.126007 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003468 0.549227 fi:0.604840. Ave ac:0.011871,0.036472 Best acc 0.003468 0.549227 Rule:Att PSSM_-2_7 is [<-2.046818]|Att PSSM_0_6 is [>-6.580947]|Att PSSM_0_12 is [<-4.907205]|Att PSSM_0_20 is [-2.066797,6.920595]|1 Accuracy : 0.781293 0 1 153073 11007 40310 30248 Removed 1229 instances. 193383 Instances left. Acc of rule 0.003468-0.549227 Initialization: 5.935000 Memcpy Classifiers: 0.558000 Memcpy Instances: 8.219000 Kernel 1: 0.023000 Kernel 2: 94.496002 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.005905 accuracy2:0.200424 Initialization: 6.642000 Memcpy Classifiers: 0.508000 Memcpy Instances: 7.762000 Kernel 1: 0.022000 Kernel 2: 97.695000 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.003619 0.518519 fi:0.581406. Ave ac:0.010899,0.014826 Initialization: 6.365000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.759000 Kernel 1: 0.022000 Kernel 2: 102.092003 Copyback: 0.017000 Sum: 0.033000 It 1,Best ac:0.007758 0.535714 fi:0.562192. Ave ac:0.014840,0.019287 Initialization: 6.159000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.768000 Kernel 1: 0.023000 Kernel 2: 100.111000 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.003620 0.560000 fi:0.539925. Ave ac:0.015558,0.018117 Initialization: 6.080000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.929000 Kernel 1: 0.022000 Kernel 2: 97.492996 Copyback: 0.018000 Sum: 0.034000 It 3,Best ac:0.009566 0.569231 fi:0.527792. Ave ac:0.013514,0.015602 Initialization: 6.142000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.788000 Kernel 1: 0.023000 Kernel 2: 96.773003 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.005946 0.638889 fi:0.459900. Ave ac:0.012741,0.013809 Initialization: 5.790000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.834000 Kernel 1: 0.023000 Kernel 2: 99.268997 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.004138 0.615385 fi:0.484288. Ave ac:0.011731,0.011964 Initialization: 5.893000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.925000 Kernel 1: 0.023000 Kernel 2: 103.079002 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.003619 0.700000 fi:0.399927. Ave ac:0.009425,0.009235 Initialization: 6.165000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.764000 Kernel 1: 0.022000 Kernel 2: 109.188004 Copyback: 0.018000 Sum: 0.033000 It 7,Best ac:0.003362 0.764706 fi:0.362265. Ave ac:0.008909,0.009304 Initialization: 6.102000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.710000 Kernel 1: 0.023000 Kernel 2: 108.019997 Copyback: 0.368000 Sum: 0.030000 It 8,Best ac:0.005172 0.714286 fi:0.384882. Ave ac:0.007870,0.009259 Initialization: 5.885000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.082000 Kernel 1: 0.021000 Kernel 2: 108.535004 Copyback: 0.018000 Sum: 0.038000 It 9,Best ac:0.010861 0.677419 fi:0.418972. Ave ac:0.007042,0.006183 Iteration 10:MDL fitness activated Error 0.418972 TL 0.040080 MDL Theory Length Weight: 3.4845080243 (3) Initialization: 5.904000 Memcpy Classifiers: 0.473000 Memcpy Instances: 7.792000 Kernel 1: 0.022000 Kernel 2: 106.837997 Copyback: 0.017000 Sum: 0.046000 It 10,Best ac:0.005945 0.718750 fi:0.495199. Ave ac:0.006787,0.005003 Initialization: 5.881000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.726000 Kernel 1: 0.023000 Kernel 2: 104.705002 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.005689 0.687500 fi:0.559420. Ave ac:0.005892,0.005870 Initialization: 5.852000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.809000 Kernel 1: 0.023000 Kernel 2: 99.963997 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.003361 0.812500 fi:0.450854. Ave ac:0.008413,0.007178 Initialization: 5.897000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.788000 Kernel 1: 0.022000 Kernel 2: 94.843002 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.006982 0.750000 fi:0.468342. Ave ac:0.007292,0.006804 Initialization: 5.831000 Memcpy Classifiers: 0.414000 Memcpy Instances: 8.003000 Kernel 1: 0.022000 Kernel 2: 95.391998 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.004912 0.655172 fi:0.535514. Ave ac:0.005930,0.005943 Initialization: 5.817000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.243000 Kernel 1: 0.022000 Kernel 2: 95.322998 Copyback: 0.017000 Sum: 0.039000 It 15,Best ac:0.003877 0.714286 fi:0.492471. Ave ac:0.007855,0.010164 Initialization: 6.462000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.717000 Kernel 1: 0.024000 Kernel 2: 92.141998 Copyback: 0.017000 Sum: 0.042000 It 16,Best ac:0.004138 0.727273 fi:0.464893. Ave ac:0.010107,0.010994 Initialization: 5.838000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.972000 Kernel 1: 0.024000 Kernel 2: 89.926003 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.004396 0.850000 fi:0.350981. Ave ac:0.011007,0.011215 Initialization: 5.893000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.946000 Kernel 1: 0.022000 Kernel 2: 91.440002 Copyback: 0.018000 Sum: 0.038000 It 18,Best ac:0.003620 0.736842 fi:0.419677. Ave ac:0.010510,0.013280 Initialization: 5.888000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.713000 Kernel 1: 0.023000 Kernel 2: 89.343002 Copyback: 0.016000 Sum: 0.035000 It 19,Best ac:0.006722 0.666667 fi:0.499178. Ave ac:0.010866,0.015002 Initialization: 5.805000 Memcpy Classifiers: 0.378000 Memcpy Instances: 8.150000 Kernel 1: 0.022000 Kernel 2: 86.587997 Copyback: 0.018000 Sum: 0.034000 It 20,Best ac:0.006724 0.702703 fi:0.453606. Ave ac:0.012500,0.018133 Initialization: 5.845000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.785000 Kernel 1: 0.023000 Kernel 2: 86.050003 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.005431 0.677419 fi:0.492596. Ave ac:0.010445,0.015179 Initialization: 6.021000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.749000 Kernel 1: 0.023000 Kernel 2: 82.919998 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.004137 0.800000 fi:0.375530. Ave ac:0.012857,0.016826 Initialization: 5.874000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.997000 Kernel 1: 0.023000 Kernel 2: 81.897003 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.003878 0.750000 fi:0.417411. Ave ac:0.012429,0.018243 Initialization: 6.511000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.749000 Kernel 1: 0.022000 Kernel 2: 83.728996 Copyback: 0.017000 Sum: 0.023000 It 24,Best ac:0.006206 0.800000 fi:0.391156. Ave ac:0.012591,0.019607 Initialization: 5.819000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.072000 Kernel 1: 0.021000 Kernel 2: 81.452003 Copyback: 0.017000 Sum: 0.025000 It 25,Best ac:0.003878 0.750000 fi:0.432506. Ave ac:0.011574,0.021017 Initialization: 6.216000 Memcpy Classifiers: 0.744000 Memcpy Instances: 7.811000 Kernel 1: 0.022000 Kernel 2: 84.810997 Copyback: 0.019000 Sum: 0.031000 It 26,Best ac:0.004913 0.863636 fi:0.308713. Ave ac:0.009652,0.012917 Initialization: 6.141000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.813000 Kernel 1: 0.022000 Kernel 2: 82.094002 Copyback: 0.018000 Sum: 0.025000 It 27,Best ac:0.004911 0.826087 fi:0.336105. Ave ac:0.011445,0.016657 Initialization: 6.782000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.759000 Kernel 1: 0.023000 Kernel 2: 79.953003 Copyback: 0.017000 Sum: 0.027000 It 28,Best ac:0.004654 0.750000 fi:0.422475. Ave ac:0.010431,0.016061 Initialization: 5.865000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.153000 Kernel 1: 0.022000 Kernel 2: 82.279999 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.003620 0.875000 fi:0.302245. Ave ac:0.010465,0.016657 Initialization: 6.286000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.727000 Kernel 1: 0.022000 Kernel 2: 82.933998 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.003878 0.789474 fi:0.377937. Ave ac:0.007782,0.014862 Initialization: 6.041000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.093000 Kernel 1: 0.022000 Kernel 2: 83.139000 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.005948 0.793103 fi:0.381448. Ave ac:0.009828,0.014659 Initialization: 6.288000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.796000 Kernel 1: 0.021000 Kernel 2: 81.609001 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.003619 0.666667 fi:0.518316. Ave ac:0.006685,0.008363 Initialization: 6.385000 Memcpy Classifiers: 0.381000 Memcpy Instances: 8.121000 Kernel 1: 0.021000 Kernel 2: 80.059998 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.004654 0.782609 fi:0.414058. Ave ac:0.006943,0.009758 Initialization: 29.021999 Memcpy Instances: 389.341003 Memcpy Classifiers: 0.082000 Kernel 1: 0.022000 Kernel 2: 537.549011 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.082000 Kernel 1: 0.014000 Kernel 2: 519.653015 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.080000 Kernel 1: 0.013000 Kernel 2: 524.507019 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.076000 Kernel 1: 0.015000 Kernel 2: 527.193970 Copyback: 0.022000 Sum: 0.008000 Memcpy Classifiers: 0.091000 Kernel 1: 0.021000 Kernel 2: 533.978027 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.080000 Kernel 1: 0.014000 Kernel 2: 536.564026 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 525.598999 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 537.487000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 521.783020 Copyback: 0.042000 Sum: 0.004000 Memcpy Classifiers: 0.057000 Kernel 1: 0.016000 Kernel 2: 184.772003 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.004127 0.576173 fi:0.599267. Ave ac:0.008104,0.024403 Best acc 0.004127 0.576173 Initialization: 5.864000 Memcpy Classifiers: 0.540000 Memcpy Instances: 7.783000 Kernel 1: 0.025000 Kernel 2: 94.862999 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.004796 accuracy2:0.211622 Initialization: 5.878000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.097000 Kernel 1: 0.023000 Kernel 2: 99.290001 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.004652 0.529412 fi:0.570011. Ave ac:0.009386,0.012830 Initialization: 5.816000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.589000 Kernel 1: 0.023000 Kernel 2: 100.599998 Copyback: 0.017000 Sum: 0.037000 It 1,Best ac:0.005946 0.560976 fi:0.537813. Ave ac:0.011566,0.013512 Initialization: 6.125000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.747000 Kernel 1: 0.023000 Kernel 2: 103.240997 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.006982 0.551020 fi:0.547264. Ave ac:0.012997,0.015431 Initialization: 6.210000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.727000 Kernel 1: 0.024000 Kernel 2: 103.536003 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.003103 0.705882 fi:0.488245. Ave ac:0.012048,0.014162 Initialization: 6.322000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.751000 Kernel 1: 0.022000 Kernel 2: 98.400002 Copyback: 0.018000 Sum: 0.032000 It 4,Best ac:0.008014 0.620000 fi:0.477780. Ave ac:0.009663,0.011153 Initialization: 6.191000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.729000 Kernel 1: 0.023000 Kernel 2: 95.052002 Copyback: 0.017000 Sum: 0.035000 It 5,Best ac:0.004913 0.612903 fi:0.486390. Ave ac:0.009112,0.010267 Initialization: 6.287000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.928000 Kernel 1: 0.869000 Kernel 2: 92.997002 Copyback: 0.017000 Sum: 0.036000 It 6,Best ac:0.003619 0.736842 fi:0.363082. Ave ac:0.010426,0.011964 Initialization: 6.224000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.718000 Kernel 1: 0.022000 Kernel 2: 90.320999 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.003361 0.812500 fi:0.314471. Ave ac:0.011886,0.011269 Initialization: 5.857000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.048000 Kernel 1: 0.022000 Kernel 2: 84.405998 Copyback: 0.017000 Sum: 0.039000 It 8,Best ac:0.004655 0.642857 fi:0.456563. Ave ac:0.008289,0.009838 Initialization: 5.807000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.035000 Kernel 1: 0.022000 Kernel 2: 80.917999 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.005946 0.621622 fi:0.477167. Ave ac:0.007711,0.008171 Iteration 10:MDL fitness activated Error 0.477167 TL 0.030588 MDL Theory Length Weight: 5.1998639654 (3) Initialization: 6.053000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.729000 Kernel 1: 0.023000 Kernel 2: 83.987999 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.007756 0.714286 fi:0.541936. Ave ac:0.010056,0.009905 Initialization: 6.551000 Memcpy Classifiers: 0.353000 Memcpy Instances: 8.318000 Kernel 1: 0.023000 Kernel 2: 83.824997 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.004138 0.842105 fi:0.405466. Ave ac:0.011133,0.011039 Initialization: 6.043000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.888000 Kernel 1: 0.022000 Kernel 2: 77.821999 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.003878 0.789474 fi:0.445198. Ave ac:0.009228,0.010751 Initialization: 6.073000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.834000 Kernel 1: 0.022000 Kernel 2: 76.105003 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.006980 0.692308 fi:0.529352. Ave ac:0.007185,0.007307 Initialization: 6.158000 Memcpy Classifiers: 0.343000 Memcpy Instances: 7.722000 Kernel 1: 0.023000 Kernel 2: 77.613998 Copyback: 0.017000 Sum: 0.037000 It 14,Best ac:0.007241 0.682927 fi:0.558644. Ave ac:0.009229,0.009480 Initialization: 5.861000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.024000 Kernel 1: 0.023000 Kernel 2: 77.799004 Copyback: 0.016000 Sum: 0.031000 It 15,Best ac:0.003619 0.636364 fi:0.578163. Ave ac:0.009126,0.008873 Initialization: 6.100000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.710000 Kernel 1: 0.023000 Kernel 2: 77.889000 Copyback: 0.017000 Sum: 0.038000 It 16,Best ac:0.005948 0.793103 fi:0.438757. Ave ac:0.009825,0.008747 Initialization: 5.843000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.147000 Kernel 1: 0.022000 Kernel 2: 75.070000 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.009049 0.760870 fi:0.457298. Ave ac:0.010841,0.008360 Initialization: 6.024000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.750000 Kernel 1: 0.023000 Kernel 2: 74.769997 Copyback: 0.017000 Sum: 0.036000 It 18,Best ac:0.004655 0.782609 fi:0.447964. Ave ac:0.008375,0.007647 Initialization: 6.224000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.490000 Kernel 1: 0.024000 Kernel 2: 75.210999 Copyback: 0.017000 Sum: 0.037000 It 19,Best ac:0.003879 0.833333 fi:0.390090. Ave ac:0.008139,0.007572 Initialization: 6.636000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.740000 Kernel 1: 0.024000 Kernel 2: 71.668999 Copyback: 0.017000 Sum: 0.034000 It 20,Best ac:0.003878 0.714286 fi:0.523953. Ave ac:0.006476,0.005648 Initialization: 7.015000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.843000 Kernel 1: 0.023000 Kernel 2: 73.194000 Copyback: 0.017000 Sum: 0.040000 It 21,Best ac:0.005948 0.696970 fi:0.485003. Ave ac:0.006884,0.006314 Initialization: 6.235000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.731000 Kernel 1: 0.022000 Kernel 2: 71.889999 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.006205 0.750000 fi:0.483301. Ave ac:0.008936,0.009973 Initialization: 6.094000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.801000 Kernel 1: 0.022000 Kernel 2: 69.319000 Copyback: 0.017000 Sum: 0.035000 It 23,Best ac:0.004137 0.800000 fi:0.403510. Ave ac:0.008616,0.007767 Initialization: 5.788000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.122000 Kernel 1: 0.023000 Kernel 2: 72.241997 Copyback: 0.017000 Sum: 0.033000 It 24,Best ac:0.006206 0.685714 fi:0.479165. Ave ac:0.006904,0.006093 Initialization: 5.887000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.758000 Kernel 1: 0.023000 Kernel 2: 71.644997 Copyback: 0.017000 Sum: 0.035000 It 25,Best ac:0.004137 0.727273 fi:0.474177. Ave ac:0.009703,0.009745 Initialization: 10.216000 Memcpy Classifiers: 0.289000 Memcpy Instances: 11.700000 Kernel 1: 0.023000 Kernel 2: 70.746002 Copyback: 0.016000 Sum: 0.036000 It 26,Best ac:0.004395 0.850000 fi:0.377243. Ave ac:0.006681,0.004914 Initialization: 5.879000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.950000 Kernel 1: 0.023000 Kernel 2: 70.389999 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.005171 0.689655 fi:0.509854. Ave ac:0.007066,0.006306 Initialization: 5.920000 Memcpy Classifiers: 0.410000 Memcpy Instances: 7.715000 Kernel 1: 0.023000 Kernel 2: 72.661003 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.003362 0.764706 fi:0.472744. Ave ac:0.010019,0.008064 Initialization: 6.094000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.715000 Kernel 1: 0.023000 Kernel 2: 72.706001 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.003620 0.666667 fi:0.541911. Ave ac:0.009048,0.006350 Initialization: 6.079000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.717000 Kernel 1: 0.023000 Kernel 2: 69.932999 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.004654 0.720000 fi:0.469387. Ave ac:0.009963,0.008386 Initialization: 5.875000 Memcpy Classifiers: 0.229000 Memcpy Instances: 7.916000 Kernel 1: 0.023000 Kernel 2: 71.400002 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.003360 0.722222 fi:0.520271. Ave ac:0.008246,0.006430 Initialization: 6.123000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.708000 Kernel 1: 0.024000 Kernel 2: 70.586998 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.003362 0.812500 fi:0.409377. Ave ac:0.008831,0.006833 Initialization: 5.845000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.717000 Kernel 1: 0.024000 Kernel 2: 69.403000 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.004138 0.727273 fi:0.462363. Ave ac:0.008966,0.007884 Initialization: 29.625000 Memcpy Instances: 390.795990 Memcpy Classifiers: 0.070000 Kernel 1: 0.022000 Kernel 2: 485.265991 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 489.061005 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.015000 Kernel 2: 474.829987 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 481.300995 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 488.205994 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 473.398987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.066000 Kernel 1: 0.013000 Kernel 2: 483.927002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 474.507996 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.067000 Kernel 1: 0.013000 Kernel 2: 481.062012 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.050000 Kernel 1: 0.015000 Kernel 2: 175.643005 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003951 0.581874 fi:0.618231. Ave ac:0.008893,0.025595 Best acc 0.003951 0.581874 Rule:Att PSSM_-4_12 is [-6.145805,-1.854195]|Att PSSM_-3_7 is [-4.984746,-2.412356]|Att PSSM_-1_4 is [-5.323766,-2.493367]|Att PSSM_0_12 is [-5.289307,-2.753908]|Att PSSM_0_13 is [>-2.613523]|Att PSSM_3_17 is [-5.582397,7.951738]|1 Accuracy : 0.782209 0 1 152524 11556 39546 31012 Removed 1313 instances. 192070 Instances left. Acc of rule 0.003951-0.581874 Initialization: 5.777000 Memcpy Classifiers: 0.757000 Memcpy Instances: 7.727000 Kernel 1: 0.024000 Kernel 2: 97.762001 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.004804 accuracy2:0.193620 Initialization: 5.867000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.133000 Kernel 1: 0.021000 Kernel 2: 104.722000 Copyback: 0.017000 Sum: 0.033000 It 0,Best ac:0.004685 0.486486 fi:0.612890. Ave ac:0.009683,0.011445 Initialization: 6.438000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.692000 Kernel 1: 0.023000 Kernel 2: 107.622002 Copyback: 0.018000 Sum: 0.032000 It 1,Best ac:0.014580 0.466667 fi:0.627825. Ave ac:0.012181,0.013812 Initialization: 6.054000 Memcpy Classifiers: 0.433000 Memcpy Instances: 8.431000 Kernel 1: 0.022000 Kernel 2: 104.600998 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.003644 0.500000 fi:0.599891. Ave ac:0.012452,0.013754 Initialization: 6.168000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.143000 Kernel 1: 0.022000 Kernel 2: 100.656998 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.009373 0.514286 fi:0.582777. Ave ac:0.011075,0.011663 Initialization: 6.384000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.936000 Kernel 1: 0.021000 Kernel 2: 103.031998 Copyback: 0.371000 Sum: 0.032000 It 4,Best ac:0.004425 0.566667 fi:0.532839. Ave ac:0.012061,0.013274 Initialization: 6.174000 Memcpy Classifiers: 0.400000 Memcpy Instances: 8.005000 Kernel 1: 0.022000 Kernel 2: 98.419998 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.003384 0.650000 fi:0.460415. Ave ac:0.010776,0.010477 Initialization: 5.821000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.917000 Kernel 1: 0.023000 Kernel 2: 98.551003 Copyback: 0.017000 Sum: 0.038000 It 6,Best ac:0.004947 0.612903 fi:0.486345. Ave ac:0.009983,0.010065 Initialization: 6.042000 Memcpy Classifiers: 0.441000 Memcpy Instances: 7.733000 Kernel 1: 0.023000 Kernel 2: 98.969002 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003645 0.736842 fi:0.363049. Ave ac:0.009518,0.008108 Initialization: 5.853000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.899000 Kernel 1: 0.023000 Kernel 2: 99.938004 Copyback: 0.017000 Sum: 0.036000 It 8,Best ac:0.005206 0.689655 fi:0.409464. Ave ac:0.008480,0.008225 Initialization: 5.756000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.722000 Kernel 1: 0.022000 Kernel 2: 99.474998 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.003644 0.666667 fi:0.433224. Ave ac:0.007898,0.008187 Iteration 10:MDL fitness activated Error 0.433224 TL 0.040024 MDL Theory Length Weight: 3.6080058028 (3) Initialization: 5.894000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.983000 Kernel 1: 0.022000 Kernel 2: 97.446999 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.008069 0.659574 fi:0.565318. Ave ac:0.008064,0.008939 Initialization: 6.177000 Memcpy Classifiers: 0.418000 Memcpy Instances: 8.153000 Kernel 1: 0.023000 Kernel 2: 94.988998 Copyback: 0.018000 Sum: 0.030000 It 11,Best ac:0.003905 0.714286 fi:0.535626. Ave ac:0.009189,0.009422 Initialization: 5.765000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.715000 Kernel 1: 0.023000 Kernel 2: 95.083000 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.003645 0.700000 fi:0.567512. Ave ac:0.008475,0.008332 Initialization: 5.820000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.099000 Kernel 1: 0.022000 Kernel 2: 95.653000 Copyback: 0.017000 Sum: 0.035000 It 13,Best ac:0.005726 0.733333 fi:0.496312. Ave ac:0.009116,0.009496 Initialization: 5.998000 Memcpy Classifiers: 0.407000 Memcpy Instances: 7.676000 Kernel 1: 0.024000 Kernel 2: 91.418999 Copyback: 0.018000 Sum: 0.035000 It 14,Best ac:0.004686 0.666667 fi:0.554526. Ave ac:0.009228,0.009225 Initialization: 5.855000 Memcpy Classifiers: 0.859000 Memcpy Instances: 8.124000 Kernel 1: 0.022000 Kernel 2: 91.525002 Copyback: 0.019000 Sum: 0.034000 It 15,Best ac:0.005726 0.733333 fi:0.533150. Ave ac:0.008641,0.007673 Initialization: 6.229000 Memcpy Classifiers: 0.383000 Memcpy Instances: 7.682000 Kernel 1: 0.023000 Kernel 2: 92.531998 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004425 0.809524 fi:0.412091. Ave ac:0.008560,0.007331 Initialization: 5.807000 Memcpy Classifiers: 0.361000 Memcpy Instances: 8.151000 Kernel 1: 0.022000 Kernel 2: 89.954002 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.003385 0.764706 fi:0.461547. Ave ac:0.006937,0.006629 Initialization: 5.887000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.670000 Kernel 1: 0.023000 Kernel 2: 87.613998 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.004426 0.944444 fi:0.264050. Ave ac:0.007174,0.006396 Initialization: 5.934000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.987000 Kernel 1: 0.022000 Kernel 2: 87.948997 Copyback: 0.017000 Sum: 0.036000 It 19,Best ac:0.005988 0.718750 fi:0.491675. Ave ac:0.006944,0.007363 Initialization: 5.948000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.948000 Kernel 1: 0.023000 Kernel 2: 89.116997 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.004425 0.739130 fi:0.443300. Ave ac:0.005837,0.006704 Initialization: 5.818000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.891000 Kernel 1: 0.023000 Kernel 2: 86.235001 Copyback: 0.017000 Sum: 0.037000 It 21,Best ac:0.004166 0.761905 fi:0.462406. Ave ac:0.007686,0.009214 Initialization: 5.814000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.941000 Kernel 1: 0.023000 Kernel 2: 84.912003 Copyback: 0.017000 Sum: 0.037000 It 22,Best ac:0.004686 0.818182 fi:0.384962. Ave ac:0.008519,0.008851 Initialization: 5.776000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.853000 Kernel 1: 0.023000 Kernel 2: 85.667000 Copyback: 0.017000 Sum: 0.033000 It 23,Best ac:0.003384 0.866667 fi:0.336269. Ave ac:0.008048,0.006912 Initialization: 5.804000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.711000 Kernel 1: 0.023000 Kernel 2: 83.143997 Copyback: 0.022000 Sum: 0.035000 It 24,Best ac:0.003645 0.777778 fi:0.426045. Ave ac:0.008079,0.012714 Initialization: 6.530000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.719000 Kernel 1: 0.023000 Kernel 2: 82.921997 Copyback: 0.017000 Sum: 0.034000 It 25,Best ac:0.003385 0.812500 fi:0.390436. Ave ac:0.007079,0.007584 Initialization: 6.577000 Memcpy Classifiers: 0.422000 Memcpy Instances: 8.170000 Kernel 1: 0.023000 Kernel 2: 85.094002 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.004164 0.761905 fi:0.435624. Ave ac:0.005595,0.010657 Initialization: 5.850000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.705000 Kernel 1: 0.024000 Kernel 2: 84.126999 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.005728 0.733333 fi:0.418432. Ave ac:0.007851,0.010048 MDL Theory Length Weight: 3.2472052225 (10) Initialization: 5.837000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.870000 Kernel 1: 0.023000 Kernel 2: 95.435997 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.004948 0.703704 fi:0.489758. Ave ac:0.005278,0.004563 Initialization: 5.840000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.676000 Kernel 1: 0.023000 Kernel 2: 85.288002 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.005467 0.724138 fi:0.487062. Ave ac:0.005885,0.004677 Initialization: 6.143000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.670000 Kernel 1: 0.022000 Kernel 2: 86.755997 Copyback: 0.018000 Sum: 0.034000 It 30,Best ac:0.007288 0.700000 fi:0.482936. Ave ac:0.006613,0.006394 Initialization: 5.848000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.662000 Kernel 1: 0.024000 Kernel 2: 85.644997 Copyback: 0.017000 Sum: 0.034000 It 31,Best ac:0.004686 0.782609 fi:0.420696. Ave ac:0.007009,0.009070 Initialization: 5.794000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.164000 Kernel 1: 0.022000 Kernel 2: 86.038002 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.003385 0.722222 fi:0.474063. Ave ac:0.007838,0.009255 Initialization: 5.840000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.911000 Kernel 1: 0.022000 Kernel 2: 86.420998 Copyback: 0.018000 Sum: 0.033000 It 33,Best ac:0.004166 1.000000 fi:0.185503. Ave ac:0.009343,0.008640 Initialization: 29.676001 Memcpy Instances: 385.787994 Memcpy Classifiers: 0.076000 Kernel 1: 0.024000 Kernel 2: 550.098022 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.077000 Kernel 1: 0.015000 Kernel 2: 576.710022 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.242000 Kernel 1: 0.014000 Kernel 2: 572.622986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 563.325012 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 556.299988 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 543.215027 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.074000 Kernel 1: 0.015000 Kernel 2: 570.612000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 565.093994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 560.646973 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 136.843002 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.058250 0.543925 fi:0.600192. Ave ac:0.006611,0.018921 Best acc 0.058250 0.543925 Initialization: 5.847000 Memcpy Classifiers: 0.597000 Memcpy Instances: 7.689000 Kernel 1: 0.025000 Kernel 2: 97.139000 Copyback: 0.017000 Sum: 0.047000 Initial population average accuracy1:0.004566 accuracy2:0.205947 Initialization: 5.794000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.878000 Kernel 1: 0.022000 Kernel 2: 115.154999 Copyback: 0.017000 Sum: 0.051000 It 0,Best ac:0.003125 0.545455 fi:0.632351. Ave ac:0.008527,0.012117 Initialization: 5.857000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.743000 Kernel 1: 0.023000 Kernel 2: 105.151001 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.004166 0.516129 fi:0.583505. Ave ac:0.011953,0.015888 Initialization: 5.887000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.796000 Kernel 1: 0.022000 Kernel 2: 109.602997 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.005466 0.600000 fi:0.498991. Ave ac:0.012760,0.015782 Initialization: 6.649000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.082000 Kernel 1: 0.022000 Kernel 2: 105.822998 Copyback: 0.018000 Sum: 0.034000 It 3,Best ac:0.005988 0.605263 fi:0.493471. Ave ac:0.011030,0.012797 Initialization: 6.774000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.705000 Kernel 1: 0.022000 Kernel 2: 109.060997 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.005728 0.594595 fi:0.504268. Ave ac:0.011512,0.014958 Initialization: 5.820000 Memcpy Classifiers: 0.453000 Memcpy Instances: 8.151000 Kernel 1: 0.022000 Kernel 2: 107.569000 Copyback: 0.018000 Sum: 0.034000 It 5,Best ac:0.006509 0.609756 fi:0.488721. Ave ac:0.009894,0.011569 Initialization: 5.884000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.718000 Kernel 1: 0.022000 Kernel 2: 107.116997 Copyback: 0.018000 Sum: 0.033000 It 6,Best ac:0.004686 0.562500 fi:0.536877. Ave ac:0.009314,0.009838 Initialization: 5.847000 Memcpy Classifiers: 0.435000 Memcpy Instances: 8.071000 Kernel 1: 0.022000 Kernel 2: 104.766998 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.003124 0.800000 fi:0.378845. Ave ac:0.010252,0.008960 Initialization: 5.832000 Memcpy Classifiers: 0.414000 Memcpy Instances: 9.616000 Kernel 1: 0.022000 Kernel 2: 101.747002 Copyback: 0.017000 Sum: 0.035000 It 8,Best ac:0.006248 0.615385 fi:0.483221. Ave ac:0.008178,0.008243 Initialization: 5.827000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.657000 Kernel 1: 0.024000 Kernel 2: 106.857002 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.003904 0.714286 fi:0.385477. Ave ac:0.010758,0.010520 Iteration 10:MDL fitness activated Error 0.385477 TL 0.039163 MDL Theory Length Weight: 3.2809924986 (3) Initialization: 6.291000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.908000 Kernel 1: 0.023000 Kernel 2: 100.827003 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.006769 0.634146 fi:0.549775. Ave ac:0.010426,0.009354 Initialization: 5.823000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.670000 Kernel 1: 0.023000 Kernel 2: 97.630997 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.005466 0.724138 fi:0.463124. Ave ac:0.011018,0.010601 Initialization: 5.959000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.733000 Kernel 1: 0.023000 Kernel 2: 92.598000 Copyback: 0.018000 Sum: 0.039000 It 12,Best ac:0.005986 0.793103 fi:0.389593. Ave ac:0.012971,0.013327 Initialization: 5.896000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.962000 Kernel 1: 0.022000 Kernel 2: 91.045998 Copyback: 0.017000 Sum: 0.038000 It 13,Best ac:0.004685 0.692308 fi:0.511948. Ave ac:0.011586,0.012750 Initialization: 5.804000 Memcpy Classifiers: 0.350000 Memcpy Instances: 8.266000 Kernel 1: 0.022000 Kernel 2: 93.414001 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.003384 0.812500 fi:0.383212. Ave ac:0.012299,0.011371 Initialization: 6.045000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.702000 Kernel 1: 0.022000 Kernel 2: 88.848999 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.004166 0.842105 fi:0.340430. Ave ac:0.010059,0.009162 Initialization: 5.809000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.662000 Kernel 1: 0.023000 Kernel 2: 89.112000 Copyback: 0.018000 Sum: 0.035000 It 16,Best ac:0.007810 0.731707 fi:0.424173. Ave ac:0.010128,0.009411 Initialization: 5.850000 Memcpy Classifiers: 0.367000 Memcpy Instances: 7.660000 Kernel 1: 0.023000 Kernel 2: 88.108002 Copyback: 0.017000 Sum: 0.034000 It 17,Best ac:0.003645 0.823529 fi:0.381490. Ave ac:0.008711,0.008982 Initialization: 5.768000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.076000 Kernel 1: 0.021000 Kernel 2: 85.939003 Copyback: 0.017000 Sum: 0.037000 It 18,Best ac:0.003905 0.789474 fi:0.381999. Ave ac:0.008609,0.008577 Initialization: 5.986000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.343000 Kernel 1: 0.022000 Kernel 2: 85.761002 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.003124 0.923077 fi:0.341082. Ave ac:0.009623,0.008748 Initialization: 6.385000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.999000 Kernel 1: 0.022000 Kernel 2: 85.741997 Copyback: 0.018000 Sum: 0.035000 It 20,Best ac:0.003905 0.750000 fi:0.429074. Ave ac:0.008165,0.007185 Initialization: 6.221000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.705000 Kernel 1: 0.023000 Kernel 2: 86.377998 Copyback: 0.018000 Sum: 0.031000 It 21,Best ac:0.003645 0.736842 fi:0.430068. Ave ac:0.007254,0.008602 Initialization: 5.818000 Memcpy Classifiers: 0.352000 Memcpy Instances: 8.070000 Kernel 1: 0.022000 Kernel 2: 90.036003 Copyback: 0.017000 Sum: 0.036000 It 22,Best ac:0.007028 0.771429 fi:0.416902. Ave ac:0.008100,0.009077 Initialization: 5.819000 Memcpy Classifiers: 0.342000 Memcpy Instances: 8.061000 Kernel 1: 0.022000 Kernel 2: 85.610001 Copyback: 0.017000 Sum: 0.037000 It 23,Best ac:0.003645 0.777778 fi:0.394582. Ave ac:0.009222,0.008486 Initialization: 5.794000 Memcpy Classifiers: 0.719000 Memcpy Instances: 7.721000 Kernel 1: 0.022000 Kernel 2: 85.500000 Copyback: 0.019000 Sum: 0.036000 It 24,Best ac:0.003645 0.823529 fi:0.357113. Ave ac:0.008045,0.006913 MDL Theory Length Weight: 2.9528932487 (10) Initialization: 6.009000 Memcpy Classifiers: 0.367000 Memcpy Instances: 8.174000 Kernel 1: 0.022000 Kernel 2: 85.128998 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.004425 0.809524 fi:0.361193. Ave ac:0.008182,0.007285 Initialization: 5.792000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.896000 Kernel 1: 0.022000 Kernel 2: 83.916000 Copyback: 0.018000 Sum: 0.031000 It 26,Best ac:0.004166 0.842105 fi:0.325560. Ave ac:0.007935,0.007004 Initialization: 5.837000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.700000 Kernel 1: 0.024000 Kernel 2: 81.875000 Copyback: 0.017000 Sum: 0.035000 It 27,Best ac:0.003645 0.933333 fi:0.252877. Ave ac:0.006573,0.005467 Initialization: 5.937000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.727000 Kernel 1: 0.023000 Kernel 2: 85.481003 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.004425 0.850000 fi:0.325695. Ave ac:0.006267,0.005256 Initialization: 5.869000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.884000 Kernel 1: 0.022000 Kernel 2: 86.410004 Copyback: 0.017000 Sum: 0.032000 It 29,Best ac:0.006247 0.827586 fi:0.361317. Ave ac:0.006800,0.005320 Initialization: 6.038000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.665000 Kernel 1: 0.023000 Kernel 2: 84.219002 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.004686 0.818182 fi:0.361165. Ave ac:0.005093,0.003725 Initialization: 5.867000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.905000 Kernel 1: 0.022000 Kernel 2: 84.185997 Copyback: 0.017000 Sum: 0.032000 It 31,Best ac:0.003905 0.714286 fi:0.456919. Ave ac:0.004220,0.004092 Initialization: 5.831000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.939000 Kernel 1: 0.022000 Kernel 2: 87.792000 Copyback: 0.024000 Sum: 0.038000 It 32,Best ac:0.003384 0.650000 fi:0.552982. Ave ac:0.006681,0.006238 Initialization: 6.573000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.742000 Kernel 1: 0.023000 Kernel 2: 88.194000 Copyback: 0.020000 Sum: 0.035000 It 33,Best ac:0.003385 0.812500 fi:0.372222. Ave ac:0.007630,0.007076 Initialization: 29.233999 Memcpy Instances: 388.257996 Memcpy Classifiers: 0.072000 Kernel 1: 0.023000 Kernel 2: 555.770996 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.079000 Kernel 1: 0.015000 Kernel 2: 559.172974 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 556.741028 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 565.854004 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.072000 Kernel 1: 0.016000 Kernel 2: 555.655029 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 558.783020 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 568.229004 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 568.627991 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 564.301025 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 129.373001 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.005071 0.601606 fi:0.569022. Ave ac:0.006297,0.017738 Best acc 0.005071 0.601606 Rule:Att PSSM_-3_7 is [-5.054697,0.664235]|Att PSSM_-1_12 is [-4.441560,-1.047889]|Att PSSM_0_7 is [<3.562351]|Att PSSM_0_12 is [<-2.680629]|Att PSSM_0_14 is [-4.095768,1.173470]|Att PSSM_1_12 is [<-1.935603]|Att PSSM_2_7 is [<-1.322201]|1 Accuracy : 0.783611 0 1 151879 12201 38572 31986 Removed 1619 instances. 190451 Instances left. Acc of rule 0.005071-0.601606 Initialization: 6.231000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.825000 Kernel 1: 0.026000 Kernel 2: 91.524002 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.005401 accuracy2:0.195911 Initialization: 5.838000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.593000 Kernel 1: 0.024000 Kernel 2: 95.768997 Copyback: 0.017000 Sum: 0.056000 It 0,Best ac:0.005252 0.555556 fi:0.543497. Ave ac:0.010630,0.014343 Initialization: 5.778000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.626000 Kernel 1: 0.024000 Kernel 2: 100.094002 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.003675 0.518519 fi:0.581328. Ave ac:0.015945,0.018374 Initialization: 6.025000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.602000 Kernel 1: 0.023000 Kernel 2: 99.514000 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.007876 0.535714 fi:0.562020. Ave ac:0.015175,0.017674 Initialization: 5.769000 Memcpy Classifiers: 0.884000 Memcpy Instances: 7.778000 Kernel 1: 0.022000 Kernel 2: 97.278999 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.005513 0.552632 fi:0.546293. Ave ac:0.015513,0.017545 Initialization: 5.894000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.628000 Kernel 1: 0.023000 Kernel 2: 94.577003 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.003414 0.619048 fi:0.480929. Ave ac:0.011692,0.013540 Initialization: 5.768000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.965000 Kernel 1: 0.023000 Kernel 2: 93.244003 Copyback: 0.018000 Sum: 0.031000 It 5,Best ac:0.003413 0.619048 fi:0.480931. Ave ac:0.010096,0.013372 Initialization: 5.846000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.616000 Kernel 1: 0.023000 Kernel 2: 88.606003 Copyback: 0.018000 Sum: 0.031000 It 6,Best ac:0.004199 0.615385 fi:0.484199. Ave ac:0.010414,0.012696 Initialization: 5.897000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.968000 Kernel 1: 0.022000 Kernel 2: 84.692001 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.004202 0.592593 fi:0.506988. Ave ac:0.009800,0.011735 Initialization: 6.179000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.625000 Kernel 1: 0.023000 Kernel 2: 83.393997 Copyback: 0.018000 Sum: 0.032000 It 8,Best ac:0.003675 0.608696 fi:0.491151. Ave ac:0.010143,0.010810 Initialization: 6.643000 Memcpy Classifiers: 0.426000 Memcpy Instances: 7.631000 Kernel 1: 0.022000 Kernel 2: 83.906998 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.003413 0.684211 fi:0.415766. Ave ac:0.010206,0.012345 Iteration 10:MDL fitness activated Error 0.415766 TL 0.040273 MDL Theory Length Weight: 3.4412273478 (1) Initialization: 6.218000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.622000 Kernel 1: 0.022000 Kernel 2: 84.620003 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.004201 0.941176 fi:0.270999. Ave ac:0.010055,0.013040 Initialization: 5.896000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.620000 Kernel 1: 0.022000 Kernel 2: 82.172997 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.003937 0.681818 fi:0.515675. Ave ac:0.011589,0.012445 Initialization: 6.061000 Memcpy Classifiers: 0.354000 Memcpy Instances: 8.951000 Kernel 1: 0.088000 Kernel 2: 82.186996 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.003412 0.812500 fi:0.355002. Ave ac:0.013822,0.014616 Initialization: 5.719000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.851000 Kernel 1: 0.022000 Kernel 2: 79.316002 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.003414 0.684211 fi:0.508734. Ave ac:0.011524,0.012101 Initialization: 5.996000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.628000 Kernel 1: 0.022000 Kernel 2: 77.782997 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.004202 0.842105 fi:0.363986. Ave ac:0.011445,0.015332 Initialization: 5.765000 Memcpy Classifiers: 0.789000 Memcpy Instances: 8.044000 Kernel 1: 0.022000 Kernel 2: 78.793999 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.008403 0.680851 fi:0.520428. Ave ac:0.011243,0.013358 Initialization: 5.764000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.840000 Kernel 1: 0.022000 Kernel 2: 78.306000 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.003413 0.684211 fi:0.492266. Ave ac:0.011435,0.014789 Initialization: 6.024000 Memcpy Classifiers: 0.393000 Memcpy Instances: 7.589000 Kernel 1: 0.023000 Kernel 2: 79.914001 Copyback: 0.018000 Sum: 0.029000 It 17,Best ac:0.004201 0.761905 fi:0.405806. Ave ac:0.009058,0.010761 Initialization: 6.288000 Memcpy Classifiers: 0.363000 Memcpy Instances: 8.116000 Kernel 1: 0.022000 Kernel 2: 77.633003 Copyback: 0.017000 Sum: 0.027000 It 18,Best ac:0.003413 0.764706 fi:0.411771. Ave ac:0.011706,0.017012 Initialization: 5.909000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.724000 Kernel 1: 0.022000 Kernel 2: 77.378998 Copyback: 0.016000 Sum: 0.034000 It 19,Best ac:0.003414 0.812500 fi:0.382804. Ave ac:0.011431,0.015133 MDL Theory Length Weight: 3.0971046130 (11) Initialization: 5.739000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.666000 Kernel 1: 0.023000 Kernel 2: 76.750000 Copyback: 0.018000 Sum: 0.030000 It 20,Best ac:0.005776 0.666667 fi:0.499988. Ave ac:0.009939,0.011442 Initialization: 6.120000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.669000 Kernel 1: 0.023000 Kernel 2: 78.596001 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.003413 0.812500 fi:0.388811. Ave ac:0.011800,0.015635 Initialization: 5.774000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.005000 Kernel 1: 0.023000 Kernel 2: 74.792999 Copyback: 0.017000 Sum: 0.033000 It 22,Best ac:0.003675 0.777778 fi:0.423404. Ave ac:0.011476,0.017285 Initialization: 5.827000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.680000 Kernel 1: 0.023000 Kernel 2: 73.434998 Copyback: 0.018000 Sum: 0.029000 It 23,Best ac:0.003676 0.666667 fi:0.482006. Ave ac:0.010240,0.012275 Initialization: 5.774000 Memcpy Classifiers: 0.340000 Memcpy Instances: 8.019000 Kernel 1: 0.022000 Kernel 2: 73.192001 Copyback: 0.017000 Sum: 0.027000 It 24,Best ac:0.004987 0.703704 fi:0.452957. Ave ac:0.012979,0.016294 Initialization: 5.764000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.941000 Kernel 1: 0.022000 Kernel 2: 73.827003 Copyback: 0.018000 Sum: 0.028000 It 25,Best ac:0.004199 0.761905 fi:0.397845. Ave ac:0.010367,0.015737 Initialization: 5.992000 Memcpy Classifiers: 0.339000 Memcpy Instances: 8.083000 Kernel 1: 0.023000 Kernel 2: 73.668999 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.003412 0.722222 fi:0.437685. Ave ac:0.013344,0.013572 Initialization: 5.784000 Memcpy Classifiers: 0.371000 Memcpy Instances: 7.912000 Kernel 1: 0.022000 Kernel 2: 74.931000 Copyback: 0.018000 Sum: 0.035000 It 27,Best ac:0.005512 0.840000 fi:0.331819. Ave ac:0.013680,0.014135 Initialization: 5.765000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.007000 Kernel 1: 0.023000 Kernel 2: 73.584999 Copyback: 0.017000 Sum: 0.031000 It 28,Best ac:0.003412 0.866667 fi:0.285684. Ave ac:0.010487,0.013129 Initialization: 6.201000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.587000 Kernel 1: 0.022000 Kernel 2: 74.597000 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.003938 0.833333 fi:0.358072. Ave ac:0.010310,0.012981 Initialization: 6.221000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.624000 Kernel 1: 0.023000 Kernel 2: 74.063004 Copyback: 0.018000 Sum: 0.030000 It 30,Best ac:0.004464 0.850000 fi:0.331493. Ave ac:0.011467,0.012495 Initialization: 6.056000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.608000 Kernel 1: 0.022000 Kernel 2: 74.110001 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.003412 0.812500 fi:0.344562. Ave ac:0.009287,0.011517 Initialization: 5.739000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.701000 Kernel 1: 0.023000 Kernel 2: 74.679001 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.004727 0.782609 fi:0.399327. Ave ac:0.008131,0.008368 Initialization: 5.916000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.613000 Kernel 1: 0.023000 Kernel 2: 77.950996 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.003150 0.750000 fi:0.467627. Ave ac:0.007337,0.006563 Initialization: 30.614000 Memcpy Instances: 382.523010 Memcpy Classifiers: 0.073000 Kernel 1: 0.021000 Kernel 2: 532.213989 Copyback: 0.017000 Sum: 0.029000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 525.122009 Copyback: 0.370000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 526.145020 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 544.577026 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 552.124023 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 535.565979 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 527.140015 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 524.478027 Copyback: 0.020000 Sum: 0.007000 Memcpy Classifiers: 0.077000 Kernel 1: 0.019000 Kernel 2: 521.065979 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.059648 0.528200 fi:0.618790. Ave ac:0.007580,0.022373 Best acc 0.059648 0.528200 Initialization: 5.860000 Memcpy Classifiers: 0.561000 Memcpy Instances: 7.788000 Kernel 1: 0.023000 Kernel 2: 93.419998 Copyback: 0.017000 Sum: 0.048000 Initial population average accuracy1:0.005144 accuracy2:0.197809 Initialization: 6.256000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.646000 Kernel 1: 0.022000 Kernel 2: 96.291000 Copyback: 0.017000 Sum: 0.047000 It 0,Best ac:0.004202 0.484848 fi:0.614732. Ave ac:0.009706,0.013193 Initialization: 6.041000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.598000 Kernel 1: 0.023000 Kernel 2: 98.082001 Copyback: 0.018000 Sum: 0.030000 It 1,Best ac:0.004987 0.542857 fi:0.556331. Ave ac:0.011492,0.014937 Initialization: 5.805000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.076000 Kernel 1: 0.022000 Kernel 2: 97.137001 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.003413 0.590909 fi:0.509067. Ave ac:0.012006,0.015986 Initialization: 5.791000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.628000 Kernel 1: 0.023000 Kernel 2: 98.921997 Copyback: 0.018000 Sum: 0.033000 It 3,Best ac:0.006565 0.568182 fi:0.530212. Ave ac:0.012290,0.014877 Initialization: 6.261000 Memcpy Classifiers: 0.419000 Memcpy Instances: 7.611000 Kernel 1: 0.022000 Kernel 2: 98.550003 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.004463 0.531250 fi:0.568202. Ave ac:0.011966,0.013591 Initialization: 7.044000 Memcpy Classifiers: 0.442000 Memcpy Instances: 7.666000 Kernel 1: 0.022000 Kernel 2: 96.446999 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.003675 0.636364 fi:0.463483. Ave ac:0.010965,0.014408 Initialization: 6.236000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.071000 Kernel 1: 0.023000 Kernel 2: 93.292000 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.013386 0.653846 fi:0.441127. Ave ac:0.011470,0.013200 Initialization: 5.938000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.609000 Kernel 1: 0.024000 Kernel 2: 90.650002 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.003676 0.608696 fi:0.491149. Ave ac:0.011404,0.013465 Initialization: 6.033000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.718000 Kernel 1: 0.023000 Kernel 2: 88.789001 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.005515 0.636364 fi:0.462557. Ave ac:0.010550,0.013155 Initialization: 6.078000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.694000 Kernel 1: 0.023000 Kernel 2: 90.585999 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.003413 0.619048 fi:0.480929. Ave ac:0.009131,0.011905 Iteration 10:MDL fitness activated Error 0.480929 TL 0.030002 MDL Theory Length Weight: 5.3432807810 (4) Initialization: 5.784000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.304000 Kernel 1: 0.022000 Kernel 2: 88.093002 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.004462 0.772727 fi:0.462879. Ave ac:0.009259,0.013619 Initialization: 6.093000 Memcpy Classifiers: 0.419000 Memcpy Instances: 7.648000 Kernel 1: 0.023000 Kernel 2: 88.211998 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.004988 0.730769 fi:0.538320. Ave ac:0.011365,0.013051 Initialization: 5.986000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.583000 Kernel 1: 0.023000 Kernel 2: 84.080002 Copyback: 0.018000 Sum: 0.032000 It 12,Best ac:0.004464 0.607143 fi:0.558378. Ave ac:0.011567,0.013979 Initialization: 5.785000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.065000 Kernel 1: 0.022000 Kernel 2: 82.507004 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.006038 0.696970 fi:0.555537. Ave ac:0.014643,0.022275 Initialization: 5.997000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.600000 Kernel 1: 0.024000 Kernel 2: 78.926003 Copyback: 0.017000 Sum: 0.023000 It 14,Best ac:0.008401 0.603774 fi:0.602837. Ave ac:0.013755,0.021829 Initialization: 5.868000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.648000 Kernel 1: 0.023000 Kernel 2: 76.769997 Copyback: 0.018000 Sum: 0.024000 It 15,Best ac:0.003414 0.722222 fi:0.451531. Ave ac:0.015436,0.025224 Initialization: 6.417000 Memcpy Classifiers: 0.322000 Memcpy Instances: 8.743000 Kernel 1: 0.022000 Kernel 2: 78.578003 Copyback: 0.017000 Sum: 0.021000 It 16,Best ac:0.006038 0.696970 fi:0.471560. Ave ac:0.014660,0.022121 Initialization: 5.769000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.958000 Kernel 1: 0.022000 Kernel 2: 73.577003 Copyback: 0.020000 Sum: 0.026000 It 17,Best ac:0.003675 0.823529 fi:0.349306. Ave ac:0.013265,0.019971 Initialization: 5.737000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.130000 Kernel 1: 0.022000 Kernel 2: 72.209999 Copyback: 0.027000 Sum: 0.027000 It 18,Best ac:0.004464 0.708333 fi:0.445865. Ave ac:0.020527,0.030302 Initialization: 6.074000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.641000 Kernel 1: 0.022000 Kernel 2: 74.388000 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.004988 0.655172 fi:0.497260. Ave ac:0.016598,0.026187 Initialization: 5.760000 Memcpy Classifiers: 0.302000 Memcpy Instances: 9.917000 Kernel 1: 0.022000 Kernel 2: 72.527000 Copyback: 0.017000 Sum: 0.024000 It 20,Best ac:0.005513 0.636364 fi:0.511840. Ave ac:0.016276,0.019800 Initialization: 6.230000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.722000 Kernel 1: 0.023000 Kernel 2: 71.629997 Copyback: 0.017000 Sum: 0.023000 It 21,Best ac:0.003150 0.800000 fi:0.473592. Ave ac:0.021033,0.035908 Initialization: 6.193000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.114000 Kernel 1: 0.022000 Kernel 2: 71.896004 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.004201 0.666667 fi:0.499765. Ave ac:0.020016,0.030453 Initialization: 5.778000 Memcpy Classifiers: 0.805000 Memcpy Instances: 7.899000 Kernel 1: 0.022000 Kernel 2: 69.030998 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.003414 0.722222 fi:0.477412. Ave ac:0.017606,0.029988 Initialization: 5.892000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.943000 Kernel 1: 0.022000 Kernel 2: 69.147003 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.005515 0.600000 fi:0.569140. Ave ac:0.022206,0.036680 Initialization: 5.928000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.833000 Kernel 1: 0.022000 Kernel 2: 69.639000 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.003150 0.750000 fi:0.517608. Ave ac:0.024525,0.040723 Initialization: 5.865000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.970000 Kernel 1: 0.021000 Kernel 2: 70.266998 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.004727 0.600000 fi:0.547582. Ave ac:0.022080,0.033150 MDL Theory Length Weight: 4.8089527029 (10) Initialization: 6.963000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.596000 Kernel 1: 0.022000 Kernel 2: 69.346001 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003676 0.666667 fi:0.521532. Ave ac:0.017824,0.029974 Initialization: 6.064000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.621000 Kernel 1: 0.022000 Kernel 2: 70.372002 Copyback: 0.017000 Sum: 0.021000 It 28,Best ac:0.003938 0.714286 fi:0.459598. Ave ac:0.020964,0.036503 Initialization: 6.074000 Memcpy Classifiers: 0.246000 Memcpy Instances: 8.108000 Kernel 1: 0.022000 Kernel 2: 71.321999 Copyback: 0.017000 Sum: 0.025000 It 29,Best ac:0.003675 0.823529 fi:0.345623. Ave ac:0.018543,0.034789 Initialization: 5.814000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.293000 Kernel 1: 0.022000 Kernel 2: 69.514999 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.003937 0.750000 fi:0.419152. Ave ac:0.016512,0.027742 Initialization: 6.422000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.985000 Kernel 1: 0.023000 Kernel 2: 70.216003 Copyback: 0.017000 Sum: 0.021000 It 31,Best ac:0.005776 0.666667 fi:0.495323. Ave ac:0.016169,0.028672 Initialization: 6.066000 Memcpy Classifiers: 0.234000 Memcpy Instances: 7.966000 Kernel 1: 0.023000 Kernel 2: 69.345001 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.004463 0.680000 fi:0.479615. Ave ac:0.016662,0.028706 Initialization: 5.766000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.896000 Kernel 1: 0.022000 Kernel 2: 67.802002 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.003412 0.722222 fi:0.436330. Ave ac:0.012908,0.027483 Initialization: 29.723000 Memcpy Instances: 381.737000 Memcpy Classifiers: 0.071000 Kernel 1: 0.022000 Kernel 2: 473.851990 Copyback: 0.016000 Sum: 0.018000 Memcpy Classifiers: 0.068000 Kernel 1: 0.015000 Kernel 2: 479.885986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 471.782990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 471.441010 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 470.204987 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 475.178009 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 467.480988 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 478.354004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.077000 Kernel 1: 0.013000 Kernel 2: 445.851990 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.003639 0.525000 fi:0.633437. Ave ac:0.018027,0.058654 Best acc 0.003639 0.525000 Rule:Att PSSM_0_7 is [<-3.302441]|Att PSSM_0_20 is [>-2.639769]|Att PSSM_1_15 is [<-1.987051]|Att PSSM_2_12 is [<3.689954]|Att PSSM_3_14 is [>-3.394883]|Att PSSM_4_7 is [<-0.427734]|1 Accuracy : 0.784954 0 1 150376 13704 36754 33804 Removed 3321 instances. 187130 Instances left. Acc of rule 0.059648-0.528200 Initialization: 6.022000 Memcpy Classifiers: 0.577000 Memcpy Instances: 7.766000 Kernel 1: 0.024000 Kernel 2: 91.927002 Copyback: 0.017000 Sum: 0.051000 Initial population average accuracy1:0.004448 accuracy2:0.181143 Initialization: 5.748000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.729000 Kernel 1: 0.022000 Kernel 2: 99.210999 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.004007 0.428571 fi:0.671044. Ave ac:0.008722,0.010788 Initialization: 6.619000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.839000 Kernel 1: 0.022000 Kernel 2: 98.613998 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.003741 0.451613 fi:0.648141. Ave ac:0.009801,0.012826 Initialization: 5.672000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.893000 Kernel 1: 0.022000 Kernel 2: 101.302002 Copyback: 0.018000 Sum: 0.030000 It 2,Best ac:0.003206 0.521739 fi:0.594542. Ave ac:0.009515,0.012005 Initialization: 5.773000 Memcpy Classifiers: 0.842000 Memcpy Instances: 7.825000 Kernel 1: 0.022000 Kernel 2: 98.984001 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.005879 0.500000 fi:0.598647. Ave ac:0.010382,0.012666 Initialization: 6.194000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.517000 Kernel 1: 0.022000 Kernel 2: 96.191002 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.003473 0.619048 fi:0.480845. Ave ac:0.009807,0.011405 Initialization: 6.159000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.449000 Kernel 1: 0.022000 Kernel 2: 95.897003 Copyback: 0.018000 Sum: 0.033000 It 5,Best ac:0.003740 0.608696 fi:0.491058. Ave ac:0.010928,0.012977 Initialization: 6.124000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.214000 Kernel 1: 0.022000 Kernel 2: 92.938004 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.003474 0.541667 fi:0.558226. Ave ac:0.009192,0.009579 Initialization: 6.132000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.965000 Kernel 1: 0.022000 Kernel 2: 93.769997 Copyback: 0.017000 Sum: 0.027000 It 7,Best ac:0.003474 0.812500 fi:0.287392. Ave ac:0.009893,0.011218 Initialization: 5.957000 Memcpy Classifiers: 0.506000 Memcpy Instances: 8.217000 Kernel 1: 0.022000 Kernel 2: 90.204002 Copyback: 0.017000 Sum: 0.034000 It 8,Best ac:0.003473 0.619048 fi:0.480845. Ave ac:0.008368,0.008842 Initialization: 6.247000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.525000 Kernel 1: 0.022000 Kernel 2: 86.814003 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.008552 0.653061 fi:0.444202. Ave ac:0.007793,0.009800 Iteration 10:MDL fitness activated Error 0.444202 TL 0.031746 MDL Theory Length Weight: 4.6641754558 (3) Initialization: 5.656000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.544000 Kernel 1: 0.022000 Kernel 2: 85.738998 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.006412 0.648649 fi:0.600603. Ave ac:0.007079,0.006770 Initialization: 5.765000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.690000 Kernel 1: 0.022000 Kernel 2: 81.167000 Copyback: 0.020000 Sum: 0.035000 It 11,Best ac:0.004275 0.800000 fi:0.432118. Ave ac:0.007257,0.008820 Initialization: 5.948000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.453000 Kernel 1: 0.023000 Kernel 2: 79.497002 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.003741 0.666667 fi:0.583085. Ave ac:0.010651,0.012976 Initialization: 5.697000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.652000 Kernel 1: 0.021000 Kernel 2: 76.839996 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.004808 0.782609 fi:0.450768. Ave ac:0.012660,0.013986 Initialization: 5.718000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.936000 Kernel 1: 0.023000 Kernel 2: 75.273003 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.002940 0.733333 fi:0.596878. Ave ac:0.012406,0.015191 Initialization: 5.755000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.703000 Kernel 1: 0.022000 Kernel 2: 76.065002 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.006145 0.696970 fi:0.566982. Ave ac:0.014039,0.017401 Initialization: 5.694000 Memcpy Classifiers: 0.380000 Memcpy Instances: 14.757000 Kernel 1: 0.023000 Kernel 2: 74.985001 Copyback: 0.018000 Sum: 0.041000 It 16,Best ac:0.004009 0.652174 fi:0.544578. Ave ac:0.013187,0.014933 Initialization: 5.745000 Memcpy Classifiers: 0.344000 Memcpy Instances: 7.484000 Kernel 1: 0.023000 Kernel 2: 71.737999 Copyback: 0.017000 Sum: 0.028000 It 17,Best ac:0.008552 0.581818 fi:0.633053. Ave ac:0.014887,0.020522 Initialization: 6.157000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.882000 Kernel 1: 0.022000 Kernel 2: 72.203003 Copyback: 0.018000 Sum: 0.027000 It 18,Best ac:0.002940 0.846154 fi:0.433027. Ave ac:0.013817,0.014097 Initialization: 6.122000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.779000 Kernel 1: 0.022000 Kernel 2: 72.940002 Copyback: 0.017000 Sum: 0.025000 It 19,Best ac:0.003207 0.705882 fi:0.497501. Ave ac:0.012958,0.016980 Initialization: 5.764000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.446000 Kernel 1: 0.023000 Kernel 2: 72.209999 Copyback: 0.018000 Sum: 0.023000 It 20,Best ac:0.004810 0.692308 fi:0.511302. Ave ac:0.012396,0.016533 MDL Theory Length Weight: 4.1977579102 (10) Initialization: 6.064000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.681000 Kernel 1: 0.022000 Kernel 2: 70.887001 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.003206 0.705882 fi:0.531467. Ave ac:0.011487,0.016644 Initialization: 6.076000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.504000 Kernel 1: 0.022000 Kernel 2: 69.113998 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.004009 0.714286 fi:0.472753. Ave ac:0.012997,0.015258 Initialization: 5.770000 Memcpy Classifiers: 0.289000 Memcpy Instances: 7.886000 Kernel 1: 0.022000 Kernel 2: 72.926003 Copyback: 0.018000 Sum: 0.024000 It 23,Best ac:0.004542 0.629630 fi:0.532207. Ave ac:0.009699,0.011806 Initialization: 5.644000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.972000 Kernel 1: 0.022000 Kernel 2: 71.429001 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.004810 0.782609 fi:0.410560. Ave ac:0.011387,0.013730 Initialization: 5.946000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.547000 Kernel 1: 0.022000 Kernel 2: 73.195000 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.002405 1.000000 fi:0.423702. Ave ac:0.012829,0.017680 Initialization: 5.672000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.720000 Kernel 1: 0.022000 Kernel 2: 73.508003 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.003473 0.684211 fi:0.514503. Ave ac:0.009524,0.014086 Initialization: 5.658000 Memcpy Classifiers: 0.586000 Memcpy Instances: 7.519000 Kernel 1: 0.023000 Kernel 2: 73.322998 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.008015 0.638298 fi:0.535026. Ave ac:0.009744,0.012501 Initialization: 5.689000 Memcpy Classifiers: 0.577000 Memcpy Instances: 8.532000 Kernel 1: 0.022000 Kernel 2: 70.177002 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.004808 0.692308 fi:0.508402. Ave ac:0.008262,0.010814 Initialization: 6.008000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.448000 Kernel 1: 0.023000 Kernel 2: 73.804001 Copyback: 0.017000 Sum: 0.027000 It 29,Best ac:0.004542 0.680000 fi:0.538913. Ave ac:0.009801,0.014611 Initialization: 5.712000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.621000 Kernel 1: 0.022000 Kernel 2: 72.417000 Copyback: 0.017000 Sum: 0.025000 It 30,Best ac:0.003740 0.666667 fi:0.508974. Ave ac:0.008244,0.011536 Initialization: 5.928000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.614000 Kernel 1: 0.022000 Kernel 2: 72.695000 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.004809 0.642857 fi:0.525033. Ave ac:0.010401,0.014081 Initialization: 5.708000 Memcpy Classifiers: 0.351000 Memcpy Instances: 9.638000 Kernel 1: 0.022000 Kernel 2: 73.179001 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.004275 0.695652 fi:0.481999. Ave ac:0.014209,0.022501 Initialization: 6.465000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.666000 Kernel 1: 0.023000 Kernel 2: 70.681999 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.003206 0.705882 fi:0.487468. Ave ac:0.008910,0.012801 MDL Theory Length Weight: 3.7779821192 (10) Initialization: 30.205000 Memcpy Instances: 379.212006 Memcpy Classifiers: 0.080000 Kernel 1: 0.025000 Kernel 2: 520.588989 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.079000 Kernel 1: 0.014000 Kernel 2: 492.864014 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 522.677979 Copyback: 0.361000 Sum: 0.007000 Memcpy Classifiers: 0.081000 Kernel 1: 0.020000 Kernel 2: 517.710022 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.079000 Kernel 1: 0.013000 Kernel 2: 514.135986 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 510.658997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 518.997009 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 502.399994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 400.338013 Copyback: 0.017000 Sum: 0.004000 It 34,Best ac:0.006049 0.504681 fi:0.662083. Ave ac:0.011560,0.034184 Best acc 0.006049 0.504681 Initialization: 5.671000 Memcpy Classifiers: 0.611000 Memcpy Instances: 8.142000 Kernel 1: 0.024000 Kernel 2: 89.295998 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.004625 accuracy2:0.192406 Initialization: 5.663000 Memcpy Classifiers: 0.595000 Memcpy Instances: 9.238000 Kernel 1: 0.022000 Kernel 2: 94.621002 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.006679 0.396825 fi:0.701411. Ave ac:0.008308,0.011146 Initialization: 6.119000 Memcpy Classifiers: 0.645000 Memcpy Instances: 7.452000 Kernel 1: 0.024000 Kernel 2: 96.016998 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.006946 0.448276 fi:0.649818. Ave ac:0.009581,0.010744 Initialization: 5.719000 Memcpy Classifiers: 1.211000 Memcpy Instances: 7.480000 Kernel 1: 0.023000 Kernel 2: 95.773003 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.006946 0.481481 fi:0.616612. Ave ac:0.011644,0.013006 Initialization: 5.738000 Memcpy Classifiers: 0.469000 Memcpy Instances: 8.619000 Kernel 1: 0.022000 Kernel 2: 93.894997 Copyback: 0.018000 Sum: 0.036000 It 3,Best ac:0.003740 0.538462 fi:0.561292. Ave ac:0.009644,0.009949 Initialization: 6.313000 Memcpy Classifiers: 0.455000 Memcpy Instances: 10.497000 Kernel 1: 0.022000 Kernel 2: 94.708000 Copyback: 0.018000 Sum: 0.039000 It 4,Best ac:0.005612 0.488372 fi:0.610413. Ave ac:0.009957,0.009987 Initialization: 5.820000 Memcpy Classifiers: 0.473000 Memcpy Instances: 7.589000 Kernel 1: 0.023000 Kernel 2: 92.898003 Copyback: 0.017000 Sum: 0.039000 It 5,Best ac:0.006412 0.521739 fi:0.576631. Ave ac:0.009066,0.010464 Initialization: 6.127000 Memcpy Classifiers: 0.470000 Memcpy Instances: 8.628000 Kernel 1: 0.022000 Kernel 2: 92.115997 Copyback: 0.017000 Sum: 0.035000 It 6,Best ac:0.005345 0.571429 fi:0.527495. Ave ac:0.009666,0.010474 Initialization: 5.670000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.669000 Kernel 1: 0.023000 Kernel 2: 92.936996 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.004275 0.551724 fi:0.547753. Ave ac:0.008210,0.008064 Initialization: 5.983000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.647000 Kernel 1: 0.022000 Kernel 2: 95.902000 Copyback: 0.018000 Sum: 0.029000 It 8,Best ac:0.003207 0.666667 fi:0.449614. Ave ac:0.008027,0.008436 Initialization: 5.954000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.483000 Kernel 1: 0.022000 Kernel 2: 90.633003 Copyback: 0.017000 Sum: 0.029000 It 9,Best ac:0.004009 0.714286 fi:0.385330. Ave ac:0.008006,0.007642 Iteration 10:MDL fitness activated Error 0.385330 TL 0.039680 MDL Theory Length Weight: 3.2369624814 (1) Initialization: 5.734000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.519000 Kernel 1: 0.022000 Kernel 2: 89.883003 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.007750 0.591837 fi:0.619594. Ave ac:0.007993,0.008604 Initialization: 5.957000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.536000 Kernel 1: 0.023000 Kernel 2: 90.727997 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004009 0.714286 fi:0.480981. Ave ac:0.008617,0.009677 Initialization: 5.899000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.186000 Kernel 1: 0.022000 Kernel 2: 86.494003 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.003739 0.736842 fi:0.486323. Ave ac:0.009623,0.011924 Initialization: 5.713000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.804000 Kernel 1: 0.023000 Kernel 2: 87.836998 Copyback: 0.017000 Sum: 0.253000 It 13,Best ac:0.003474 0.619048 fi:0.567591. Ave ac:0.009258,0.010627 Initialization: 6.657000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.740000 Kernel 1: 0.022000 Kernel 2: 85.537003 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.005610 0.600000 fi:0.588202. Ave ac:0.008212,0.009434 Initialization: 6.118000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.449000 Kernel 1: 0.022000 Kernel 2: 86.581001 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.003473 0.684211 fi:0.507822. Ave ac:0.008347,0.010007 Initialization: 5.736000 Memcpy Classifiers: 1.708000 Memcpy Instances: 7.466000 Kernel 1: 0.023000 Kernel 2: 86.889999 Copyback: 0.018000 Sum: 0.031000 It 16,Best ac:0.005610 0.656250 fi:0.522969. Ave ac:0.008305,0.009451 Initialization: 6.193000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.649000 Kernel 1: 0.023000 Kernel 2: 83.400002 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.004276 0.800000 fi:0.360829. Ave ac:0.007704,0.010071 Initialization: 6.136000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.641000 Kernel 1: 0.022000 Kernel 2: 86.836998 Copyback: 0.017000 Sum: 0.038000 It 18,Best ac:0.003206 0.923077 fi:0.301346. Ave ac:0.007647,0.009553 Initialization: 5.679000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.842000 Kernel 1: 0.022000 Kernel 2: 83.799004 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.003741 0.777778 fi:0.405022. Ave ac:0.008454,0.009347 Initialization: 5.770000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.848000 Kernel 1: 0.023000 Kernel 2: 83.018997 Copyback: 0.019000 Sum: 0.039000 It 20,Best ac:0.003207 0.857143 fi:0.331582. Ave ac:0.010517,0.010544 Initialization: 5.916000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.718000 Kernel 1: 0.022000 Kernel 2: 79.820999 Copyback: 0.018000 Sum: 0.034000 It 21,Best ac:0.003474 0.684211 fi:0.523824. Ave ac:0.004948,0.005155 Initialization: 5.894000 Memcpy Classifiers: 0.341000 Memcpy Instances: 9.503000 Kernel 1: 0.022000 Kernel 2: 80.377998 Copyback: 0.017000 Sum: 0.037000 It 22,Best ac:0.004007 0.714286 fi:0.433863. Ave ac:0.008823,0.008600 Initialization: 6.040000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.652000 Kernel 1: 0.023000 Kernel 2: 81.130997 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.004275 0.761905 fi:0.460981. Ave ac:0.007348,0.007349 Initialization: 5.755000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.630000 Kernel 1: 0.024000 Kernel 2: 80.192001 Copyback: 0.017000 Sum: 0.031000 It 24,Best ac:0.005612 0.807692 fi:0.377985. Ave ac:0.007650,0.006919 Initialization: 5.743000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.469000 Kernel 1: 0.025000 Kernel 2: 83.823997 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.007213 0.692308 fi:0.496518. Ave ac:0.006029,0.006991 Initialization: 5.863000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.442000 Kernel 1: 0.023000 Kernel 2: 80.213997 Copyback: 0.017000 Sum: 0.031000 It 26,Best ac:0.006145 0.741935 fi:0.420546. Ave ac:0.006999,0.006699 Initialization: 5.686000 Memcpy Classifiers: 1.028000 Memcpy Instances: 7.787000 Kernel 1: 0.022000 Kernel 2: 79.417000 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.003207 0.923077 fi:0.261488. Ave ac:0.005232,0.005873 Initialization: 5.662000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.690000 Kernel 1: 0.023000 Kernel 2: 80.587997 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.003740 0.666667 fi:0.502233. Ave ac:0.006543,0.008038 Initialization: 5.712000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.449000 Kernel 1: 0.024000 Kernel 2: 80.815002 Copyback: 0.018000 Sum: 0.034000 It 29,Best ac:0.004810 0.720000 fi:0.451019. Ave ac:0.007319,0.007615 Initialization: 5.856000 Memcpy Classifiers: 0.321000 Memcpy Instances: 8.197000 Kernel 1: 0.022000 Kernel 2: 82.516998 Copyback: 0.017000 Sum: 0.035000 It 30,Best ac:0.002940 0.846154 fi:0.426276. Ave ac:0.005623,0.006254 Initialization: 6.110000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.621000 Kernel 1: 0.023000 Kernel 2: 81.782997 Copyback: 0.018000 Sum: 0.033000 It 31,Best ac:0.009086 0.666667 fi:0.484926. Ave ac:0.010143,0.010507 Initialization: 5.687000 Memcpy Classifiers: 1.262000 Memcpy Instances: 7.510000 Kernel 1: 0.023000 Kernel 2: 79.402000 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.003473 0.764706 fi:0.407930. Ave ac:0.008524,0.008508 Initialization: 6.289000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.051000 Kernel 1: 0.021000 Kernel 2: 77.319000 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.003205 0.631579 fi:0.563947. Ave ac:0.006465,0.007421 Initialization: 29.785999 Memcpy Instances: 375.630005 Memcpy Classifiers: 0.071000 Kernel 1: 0.024000 Kernel 2: 544.671997 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 548.632996 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 539.914001 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 539.672974 Copyback: 0.019000 Sum: 0.005000 Memcpy Classifiers: 0.070000 Kernel 1: 0.018000 Kernel 2: 544.945007 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 535.716980 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.069000 Kernel 1: 0.013000 Kernel 2: 544.492004 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 545.780029 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 417.514008 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.003260 0.565338 fi:0.623204. Ave ac:0.007311,0.021236 Best acc 0.003260 0.565338 Rule:Att PSSM_-4_7 is [-6.900671,-1.099329]|Att PSSM_-3_7 is [<2.038537]|Att PSSM_-3_12 is [-6.171646,0.171646]|Att PSSM_-1_12 is [<-0.051934]|Att PSSM_0_2 is [-6.332347,-3.306808]|Att PSSM_0_5 is [-3.384711,2.024197]|Att PSSM_0_10 is [<5.189878]|Att PSSM_1_8 is [-6.803376,2.803376]|Att PSSM_1_9 is [>-4.181432]|Att PSSM_4_2 is [-6.977728,5.776585]|Att PSSM_4_12 is [<2.892712]|1 Accuracy : 0.785555 0 1 149907 14173 36144 34414 Removed 1079 instances. 186051 Instances left. Acc of rule 0.003260-0.565338 Initialization: 5.812000 Memcpy Classifiers: 0.523000 Memcpy Instances: 8.097000 Kernel 1: 0.024000 Kernel 2: 92.996002 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.005051 accuracy2:0.195375 Initialization: 5.517000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.581000 Kernel 1: 0.022000 Kernel 2: 97.070000 Copyback: 0.017000 Sum: 0.040000 It 0,Best ac:0.005644 0.456522 fi:0.642215. Ave ac:0.009507,0.013407 Initialization: 5.860000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.435000 Kernel 1: 0.023000 Kernel 2: 96.401001 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.002955 0.611111 fi:0.565368. Ave ac:0.012655,0.015400 Initialization: 5.851000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.477000 Kernel 1: 0.022000 Kernel 2: 95.634003 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.004031 0.517241 fi:0.582340. Ave ac:0.012001,0.014535 Initialization: 6.053000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.401000 Kernel 1: 0.022000 Kernel 2: 93.487000 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003225 0.545455 fi:0.556159. Ave ac:0.012114,0.013563 Initialization: 5.730000 Memcpy Classifiers: 0.434000 Memcpy Instances: 8.049000 Kernel 1: 0.022000 Kernel 2: 92.207001 Copyback: 0.018000 Sum: 0.031000 It 4,Best ac:0.004569 0.531250 fi:0.568050. Ave ac:0.011672,0.013119 Initialization: 5.599000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.777000 Kernel 1: 0.022000 Kernel 2: 91.528000 Copyback: 0.017000 Sum: 0.026000 It 5,Best ac:0.004300 0.551724 fi:0.547716. Ave ac:0.011119,0.013150 Initialization: 6.132000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.790000 Kernel 1: 0.022000 Kernel 2: 89.389000 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.004300 0.800000 fi:0.299440. Ave ac:0.012522,0.015542 Initialization: 5.732000 Memcpy Classifiers: 0.422000 Memcpy Instances: 7.632000 Kernel 1: 0.022000 Kernel 2: 85.140999 Copyback: 0.018000 Sum: 0.029000 It 7,Best ac:0.008062 0.638298 fi:0.459173. Ave ac:0.009445,0.013362 Initialization: 5.941000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.443000 Kernel 1: 0.022000 Kernel 2: 82.513000 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.007523 0.666667 fi:0.431086. Ave ac:0.008480,0.011031 Initialization: 5.985000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.415000 Kernel 1: 0.022000 Kernel 2: 82.198997 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.003763 0.736842 fi:0.362877. Ave ac:0.009663,0.013908 Iteration 10:MDL fitness activated Error 0.362877 TL 0.028788 MDL Theory Length Weight: 4.2017530368 (4) Initialization: 5.986000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.551000 Kernel 1: 0.022000 Kernel 2: 82.206001 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.003225 0.923077 fi:0.337033. Ave ac:0.009744,0.012238 Initialization: 6.083000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.425000 Kernel 1: 0.022000 Kernel 2: 80.624001 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.004569 0.653846 fi:0.573114. Ave ac:0.011243,0.013342 Initialization: 5.653000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.764000 Kernel 1: 0.022000 Kernel 2: 80.174004 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.004299 0.695652 fi:0.533169. Ave ac:0.011796,0.013094 Initialization: 5.716000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.755000 Kernel 1: 0.022000 Kernel 2: 80.906998 Copyback: 0.018000 Sum: 0.036000 It 13,Best ac:0.004839 0.818182 fi:0.414105. Ave ac:0.013320,0.015313 Initialization: 5.693000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.480000 Kernel 1: 0.024000 Kernel 2: 77.931000 Copyback: 0.017000 Sum: 0.038000 It 14,Best ac:0.002956 0.785714 fi:0.496957. Ave ac:0.011290,0.014121 Initialization: 6.162000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.462000 Kernel 1: 0.022000 Kernel 2: 77.058998 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.003762 0.736842 fi:0.460370. Ave ac:0.010813,0.013853 Initialization: 5.713000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.602000 Kernel 1: 0.022000 Kernel 2: 75.898003 Copyback: 0.018000 Sum: 0.030000 It 16,Best ac:0.003493 0.764706 fi:0.446623. Ave ac:0.013402,0.015895 Initialization: 5.776000 Memcpy Classifiers: 0.333000 Memcpy Instances: 8.170000 Kernel 1: 0.023000 Kernel 2: 75.343002 Copyback: 0.022000 Sum: 0.035000 It 17,Best ac:0.003224 0.750000 fi:0.463214. Ave ac:0.012853,0.017604 Initialization: 5.719000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.943000 Kernel 1: 0.021000 Kernel 2: 73.019997 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.003762 0.736842 fi:0.474346. Ave ac:0.010077,0.011649 Initialization: 6.183000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.743000 Kernel 1: 0.023000 Kernel 2: 74.550003 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.003494 0.722222 fi:0.475130. Ave ac:0.008315,0.010602 MDL Theory Length Weight: 3.7815777331 (14) Initialization: 5.705000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.503000 Kernel 1: 0.022000 Kernel 2: 72.147003 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.003225 0.750000 fi:0.433093. Ave ac:0.006592,0.007816 Initialization: 6.909000 Memcpy Classifiers: 0.323000 Memcpy Instances: 7.409000 Kernel 1: 0.022000 Kernel 2: 75.678001 Copyback: 0.018000 Sum: 0.034000 It 21,Best ac:0.004837 0.642857 fi:0.529752. Ave ac:0.010697,0.012260 Initialization: 5.828000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.412000 Kernel 1: 0.022000 Kernel 2: 75.815002 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.003495 0.764706 fi:0.435474. Ave ac:0.011268,0.011739 Initialization: 6.090000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.411000 Kernel 1: 0.022000 Kernel 2: 74.539001 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.005108 0.904762 fi:0.288232. Ave ac:0.010889,0.011424 Initialization: 5.712000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.399000 Kernel 1: 0.024000 Kernel 2: 72.342003 Copyback: 0.018000 Sum: 0.030000 It 24,Best ac:0.004031 0.882353 fi:0.326831. Ave ac:0.006471,0.008336 Initialization: 5.880000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.412000 Kernel 1: 0.022000 Kernel 2: 72.880997 Copyback: 0.017000 Sum: 0.032000 It 25,Best ac:0.004031 0.750000 fi:0.448895. Ave ac:0.008858,0.011997 Initialization: 5.664000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.807000 Kernel 1: 0.022000 Kernel 2: 72.536003 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.004569 0.653846 fi:0.539432. Ave ac:0.007919,0.014048 Initialization: 6.136000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.402000 Kernel 1: 0.022000 Kernel 2: 74.185997 Copyback: 0.018000 Sum: 0.030000 It 27,Best ac:0.004031 0.789474 fi:0.410548. Ave ac:0.010822,0.010564 Initialization: 5.724000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.867000 Kernel 1: 0.021000 Kernel 2: 75.764999 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.003762 0.823529 fi:0.367969. Ave ac:0.009907,0.011236 Initialization: 6.099000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.749000 Kernel 1: 0.021000 Kernel 2: 73.379997 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.003495 0.722222 fi:0.478901. Ave ac:0.007993,0.009123 Initialization: 5.703000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.548000 Kernel 1: 0.022000 Kernel 2: 73.311996 Copyback: 0.018000 Sum: 0.031000 It 30,Best ac:0.004837 0.818182 fi:0.391740. Ave ac:0.008046,0.009114 Initialization: 5.896000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.402000 Kernel 1: 0.023000 Kernel 2: 72.186996 Copyback: 0.017000 Sum: 0.037000 It 31,Best ac:0.006719 0.806452 fi:0.380864. Ave ac:0.005759,0.007261 Initialization: 5.623000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.750000 Kernel 1: 0.022000 Kernel 2: 71.732002 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.004837 0.818182 fi:0.372618. Ave ac:0.008119,0.009517 MDL Theory Length Weight: 3.4034199598 (10) Initialization: 5.745000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.502000 Kernel 1: 0.022000 Kernel 2: 73.074997 Copyback: 0.017000 Sum: 0.033000 It 33,Best ac:0.004569 0.772727 fi:0.431043. Ave ac:0.006453,0.007205 Initialization: 30.400999 Memcpy Instances: 372.838013 Memcpy Classifiers: 0.073000 Kernel 1: 0.022000 Kernel 2: 509.036011 Copyback: 0.019000 Sum: 0.017000 Memcpy Classifiers: 0.074000 Kernel 1: 0.018000 Kernel 2: 515.325012 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.072000 Kernel 1: 0.015000 Kernel 2: 522.155029 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 509.528992 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 517.718994 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 516.814026 Copyback: 0.016000 Sum: 0.005000 Memcpy Classifiers: 0.072000 Kernel 1: 0.016000 Kernel 2: 510.332001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 517.302002 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 391.579010 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004929 0.560856 fi:0.620732. Ave ac:0.007424,0.021167 Best acc 0.004929 0.560856 Initialization: 5.749000 Memcpy Classifiers: 0.577000 Memcpy Instances: 7.400000 Kernel 1: 0.025000 Kernel 2: 90.776001 Copyback: 0.017000 Sum: 0.043000 Initial population average accuracy1:0.004708 accuracy2:0.168200 Initialization: 5.967000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.392000 Kernel 1: 0.023000 Kernel 2: 98.082001 Copyback: 0.017000 Sum: 0.048000 It 0,Best ac:0.005644 0.466667 fi:0.632071. Ave ac:0.008132,0.012127 Initialization: 5.989000 Memcpy Classifiers: 0.701000 Memcpy Instances: 7.463000 Kernel 1: 0.022000 Kernel 2: 99.099998 Copyback: 0.018000 Sum: 0.032000 It 1,Best ac:0.004300 0.533333 fi:0.566107. Ave ac:0.012288,0.015415 Initialization: 5.724000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.564000 Kernel 1: 0.022000 Kernel 2: 99.487999 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.003494 0.520000 fi:0.579862. Ave ac:0.014513,0.018117 Initialization: 5.972000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.470000 Kernel 1: 0.022000 Kernel 2: 96.328003 Copyback: 0.017000 Sum: 0.033000 It 3,Best ac:0.004837 0.514286 fi:0.584873. Ave ac:0.012696,0.015874 Initialization: 5.911000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.473000 Kernel 1: 0.022000 Kernel 2: 92.203003 Copyback: 0.018000 Sum: 0.034000 It 4,Best ac:0.007794 0.557692 fi:0.539920. Ave ac:0.011919,0.014274 Initialization: 5.644000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.767000 Kernel 1: 0.022000 Kernel 2: 91.568001 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.007794 0.617021 fi:0.480591. Ave ac:0.011931,0.013791 Initialization: 5.660000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.665000 Kernel 1: 0.022000 Kernel 2: 91.060997 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.004837 0.666667 fi:0.432492. Ave ac:0.010712,0.010893 Initialization: 7.775000 Memcpy Classifiers: 0.507000 Memcpy Instances: 8.538000 Kernel 1: 0.022000 Kernel 2: 89.120003 Copyback: 0.025000 Sum: 0.039000 It 7,Best ac:0.003225 0.666667 fi:0.434947. Ave ac:0.009629,0.011096 Initialization: 6.144000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.433000 Kernel 1: 0.023000 Kernel 2: 86.932999 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.005645 0.636364 fi:0.462369. Ave ac:0.010210,0.011452 Initialization: 5.692000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.750000 Kernel 1: 0.022000 Kernel 2: 84.973000 Copyback: 0.019000 Sum: 0.034000 It 9,Best ac:0.009137 0.596491 fi:0.500417. Ave ac:0.010943,0.012471 Iteration 10:MDL fitness activated Error 0.500417 TL 0.037220 MDL Theory Length Weight: 4.4816367579 (4) Initialization: 5.680000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.966000 Kernel 1: 0.022000 Kernel 2: 82.847000 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.003225 0.857143 fi:0.407972. Ave ac:0.011098,0.011891 Initialization: 5.701000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.243000 Kernel 1: 0.023000 Kernel 2: 79.278000 Copyback: 0.017000 Sum: 0.033000 It 11,Best ac:0.005644 0.636364 fi:0.602113. Ave ac:0.011909,0.014379 Initialization: 5.989000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.417000 Kernel 1: 0.022000 Kernel 2: 77.054001 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.003225 0.600000 fi:0.628222. Ave ac:0.013961,0.017163 Initialization: 6.432000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.445000 Kernel 1: 0.023000 Kernel 2: 73.275002 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.006985 0.553191 fi:0.586816. Ave ac:0.013397,0.016167 Initialization: 5.692000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.397000 Kernel 1: 0.023000 Kernel 2: 74.085999 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.004569 0.739130 fi:0.517833. Ave ac:0.012741,0.014538 Initialization: 5.689000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.639000 Kernel 1: 0.023000 Kernel 2: 74.603996 Copyback: 0.017000 Sum: 0.043000 It 15,Best ac:0.003225 0.857143 fi:0.372014. Ave ac:0.011796,0.015691 Initialization: 6.213000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.809000 Kernel 1: 0.022000 Kernel 2: 71.972000 Copyback: 0.017000 Sum: 0.030000 It 16,Best ac:0.003226 0.666667 fi:0.483337. Ave ac:0.014318,0.021923 Initialization: 5.927000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.389000 Kernel 1: 0.023000 Kernel 2: 72.221001 Copyback: 0.017000 Sum: 0.022000 It 17,Best ac:0.004032 0.714286 fi:0.481705. Ave ac:0.014735,0.022226 Initialization: 5.743000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.433000 Kernel 1: 0.023000 Kernel 2: 70.806000 Copyback: 0.017000 Sum: 0.028000 It 18,Best ac:0.006717 0.714286 fi:0.485225. Ave ac:0.012666,0.018858 Initialization: 6.026000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.619000 Kernel 1: 0.022000 Kernel 2: 70.910004 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.003225 0.705882 fi:0.475745. Ave ac:0.013017,0.018135 Initialization: 5.870000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.426000 Kernel 1: 0.023000 Kernel 2: 72.744003 Copyback: 0.017000 Sum: 0.028000 It 20,Best ac:0.004300 0.666667 fi:0.526013. Ave ac:0.013463,0.019082 Initialization: 5.839000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.411000 Kernel 1: 0.023000 Kernel 2: 68.943001 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.006448 0.685714 fi:0.503762. Ave ac:0.013499,0.020179 Initialization: 5.931000 Memcpy Classifiers: 0.462000 Memcpy Instances: 7.554000 Kernel 1: 0.022000 Kernel 2: 71.489998 Copyback: 0.017000 Sum: 0.031000 It 22,Best ac:0.003494 0.764706 fi:0.431264. Ave ac:0.011614,0.016079 Initialization: 6.325000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.785000 Kernel 1: 0.022000 Kernel 2: 73.209000 Copyback: 0.017000 Sum: 0.027000 It 23,Best ac:0.004300 0.888889 fi:0.304252. Ave ac:0.010227,0.014172 Initialization: 5.728000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.793000 Kernel 1: 0.022000 Kernel 2: 73.783997 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.005375 0.689655 fi:0.494980. Ave ac:0.008160,0.010214 Initialization: 6.139000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.407000 Kernel 1: 0.023000 Kernel 2: 74.093002 Copyback: 0.018000 Sum: 0.028000 It 25,Best ac:0.006450 0.705882 fi:0.486287. Ave ac:0.010374,0.013632 Initialization: 6.085000 Memcpy Classifiers: 0.288000 Memcpy Instances: 7.394000 Kernel 1: 0.022000 Kernel 2: 75.699997 Copyback: 0.021000 Sum: 0.027000 It 26,Best ac:0.005375 0.740741 fi:0.440914. Ave ac:0.010314,0.014049 Initialization: 8.542000 Memcpy Classifiers: 0.316000 Memcpy Instances: 8.575000 Kernel 1: 0.021000 Kernel 2: 74.535004 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.003225 0.857143 fi:0.330447. Ave ac:0.007175,0.008335 Initialization: 6.073000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.403000 Kernel 1: 0.022000 Kernel 2: 73.292999 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.005108 0.760000 fi:0.444400. Ave ac:0.007093,0.007159 Initialization: 6.065000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.761000 Kernel 1: 0.022000 Kernel 2: 72.627998 Copyback: 0.017000 Sum: 0.035000 It 29,Best ac:0.003763 0.700000 fi:0.501995. Ave ac:0.005153,0.006037 Initialization: 5.723000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.779000 Kernel 1: 0.022000 Kernel 2: 73.972000 Copyback: 0.017000 Sum: 0.029000 It 30,Best ac:0.003762 0.875000 fi:0.292440. Ave ac:0.007464,0.005076 Initialization: 5.758000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.475000 Kernel 1: 0.022000 Kernel 2: 73.185997 Copyback: 0.018000 Sum: 0.031000 It 31,Best ac:0.002956 0.785714 fi:0.469688. Ave ac:0.005325,0.004076 Initialization: 6.178000 Memcpy Classifiers: 0.286000 Memcpy Instances: 7.741000 Kernel 1: 0.022000 Kernel 2: 73.167000 Copyback: 0.016000 Sum: 0.030000 It 32,Best ac:0.002956 0.785714 fi:0.479745. Ave ac:0.006388,0.004933 Initialization: 5.961000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.435000 Kernel 1: 0.022000 Kernel 2: 71.356003 Copyback: 0.017000 Sum: 0.031000 It 33,Best ac:0.003224 0.705882 fi:0.492195. Ave ac:0.005399,0.005716 Initialization: 31.062000 Memcpy Instances: 373.778015 Memcpy Classifiers: 0.067000 Kernel 1: 0.022000 Kernel 2: 514.179993 Copyback: 0.021000 Sum: 0.013000 Memcpy Classifiers: 0.092000 Kernel 1: 0.019000 Kernel 2: 508.026001 Copyback: 0.017000 Sum: 0.004000 Memcpy Classifiers: 0.066000 Kernel 1: 0.016000 Kernel 2: 504.087006 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 515.848022 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 508.319000 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 512.539001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 505.348999 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 506.300995 Copyback: 0.017000 Sum: 0.003000 Memcpy Classifiers: 0.060000 Kernel 1: 0.015000 Kernel 2: 374.072998 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003349 0.564823 fi:0.617891. Ave ac:0.006909,0.019327 Best acc 0.003349 0.564823 Rule:Att PSSM_-1_4 is [<-1.469519]|Att PSSM_0_4 is [<-1.278373]|Att PSSM_0_12 is [<-2.211593]|Att PSSM_1_18 is [-2.804809,10.149118]|Att PSSM_2_7 is [<-1.781331]|Att PSSM_2_9 is [<3.136177]|1 Accuracy : 0.786164 0 1 149427 14653 35521 35037 Removed 1103 instances. 184948 Instances left. Acc of rule 0.003349-0.564823 Initialization: 5.830000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.399000 Kernel 1: 0.026000 Kernel 2: 90.558998 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.004823 accuracy2:0.176606 Initialization: 5.633000 Memcpy Classifiers: 0.505000 Memcpy Instances: 8.624000 Kernel 1: 0.022000 Kernel 2: 98.038002 Copyback: 0.018000 Sum: 0.036000 It 0,Best ac:0.003785 0.482759 fi:0.616930. Ave ac:0.009405,0.011579 Initialization: 6.176000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.678000 Kernel 1: 0.022000 Kernel 2: 99.949997 Copyback: 0.016000 Sum: 0.032000 It 1,Best ac:0.005407 0.606061 fi:0.492766. Ave ac:0.011360,0.012013 Initialization: 6.126000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.683000 Kernel 1: 0.023000 Kernel 2: 95.638000 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.004596 0.531250 fi:0.568009. Ave ac:0.011188,0.012905 Initialization: 6.067000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.348000 Kernel 1: 0.022000 Kernel 2: 95.992996 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.006760 0.595238 fi:0.502872. Ave ac:0.010365,0.011363 Initialization: 5.655000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.741000 Kernel 1: 0.022000 Kernel 2: 92.125000 Copyback: 0.017000 Sum: 0.033000 It 4,Best ac:0.002703 0.769231 fi:0.469478. Ave ac:0.009262,0.008519 Initialization: 5.624000 Memcpy Classifiers: 0.473000 Memcpy Instances: 7.758000 Kernel 1: 0.022000 Kernel 2: 94.291000 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.003785 0.736842 fi:0.362844. Ave ac:0.008581,0.011613 Initialization: 5.799000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.608000 Kernel 1: 0.022000 Kernel 2: 93.359001 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.003514 0.650000 fi:0.449829. Ave ac:0.008379,0.010451 Initialization: 5.616000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.675000 Kernel 1: 0.022000 Kernel 2: 93.222000 Copyback: 0.017000 Sum: 0.032000 It 7,Best ac:0.004055 0.833333 fi:0.266212. Ave ac:0.007642,0.007993 Initialization: 5.991000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.377000 Kernel 1: 0.022000 Kernel 2: 91.783997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.003786 0.666667 fi:0.433019. Ave ac:0.008075,0.007695 Initialization: 6.086000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.463000 Kernel 1: 0.022000 Kernel 2: 93.169998 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.002974 0.733333 fi:0.429246. Ave ac:0.007815,0.007533 Iteration 10:MDL fitness activated Error 0.429246 TL 0.042873 MDL Theory Length Weight: 3.3373643286 (3) Initialization: 5.671000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.353000 Kernel 1: 0.024000 Kernel 2: 94.656998 Copyback: 0.018000 Sum: 0.029000 It 10,Best ac:0.007029 0.666667 fi:0.526628. Ave ac:0.008898,0.008393 Initialization: 5.653000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.680000 Kernel 1: 0.022000 Kernel 2: 88.116997 Copyback: 0.018000 Sum: 0.037000 It 11,Best ac:0.003786 0.583333 fi:0.627993. Ave ac:0.007845,0.007741 Initialization: 5.631000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.675000 Kernel 1: 0.022000 Kernel 2: 88.329002 Copyback: 0.017000 Sum: 0.029000 It 12,Best ac:0.002974 0.785714 fi:0.528573. Ave ac:0.009735,0.009504 Initialization: 5.886000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.392000 Kernel 1: 0.023000 Kernel 2: 85.670998 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.003243 0.666667 fi:0.541535. Ave ac:0.007952,0.007381 Initialization: 5.601000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.414000 Kernel 1: 0.023000 Kernel 2: 87.036003 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.007842 0.644444 fi:0.552543. Ave ac:0.007304,0.008125 Initialization: 5.608000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.643000 Kernel 1: 0.022000 Kernel 2: 87.350998 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.002434 0.900000 fi:0.503476. Ave ac:0.008065,0.007822 Initialization: 5.870000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.536000 Kernel 1: 0.023000 Kernel 2: 86.681000 Copyback: 0.018000 Sum: 0.029000 It 16,Best ac:0.003244 0.800000 fi:0.426676. Ave ac:0.008610,0.007795 Initialization: 5.699000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.390000 Kernel 1: 0.022000 Kernel 2: 85.722000 Copyback: 0.017000 Sum: 0.037000 It 17,Best ac:0.004056 0.833333 fi:0.397136. Ave ac:0.007105,0.006065 Initialization: 5.629000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.787000 Kernel 1: 0.022000 Kernel 2: 88.096001 Copyback: 0.017000 Sum: 0.035000 It 18,Best ac:0.005948 0.733333 fi:0.460355. Ave ac:0.005490,0.003925 Initialization: 6.036000 Memcpy Classifiers: 0.466000 Memcpy Instances: 7.375000 Kernel 1: 0.023000 Kernel 2: 86.459999 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.007027 0.702703 fi:0.517591. Ave ac:0.006155,0.004735 Initialization: 5.590000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.779000 Kernel 1: 0.021000 Kernel 2: 83.785004 Copyback: 0.018000 Sum: 0.029000 It 20,Best ac:0.003784 0.736842 fi:0.447594. Ave ac:0.005907,0.003908 Initialization: 5.658000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.743000 Kernel 1: 0.022000 Kernel 2: 82.327003 Copyback: 0.019000 Sum: 0.039000 It 21,Best ac:0.003785 0.700000 fi:0.501005. Ave ac:0.005040,0.003945 Initialization: 5.589000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.809000 Kernel 1: 0.022000 Kernel 2: 83.927002 Copyback: 0.017000 Sum: 0.039000 It 22,Best ac:0.003514 0.764706 fi:0.433055. Ave ac:0.006632,0.005382 Initialization: 5.909000 Memcpy Classifiers: 0.356000 Memcpy Instances: 7.346000 Kernel 1: 0.023000 Kernel 2: 85.339996 Copyback: 0.018000 Sum: 0.030000 It 23,Best ac:0.003514 0.928571 fi:0.268339. Ave ac:0.006790,0.004651 Initialization: 5.957000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.375000 Kernel 1: 0.022000 Kernel 2: 81.898003 Copyback: 0.018000 Sum: 0.032000 It 24,Best ac:0.006757 0.806452 fi:0.397814. Ave ac:0.007073,0.005725 Initialization: 5.661000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.371000 Kernel 1: 0.023000 Kernel 2: 80.527000 Copyback: 0.017000 Sum: 0.031000 It 25,Best ac:0.003243 0.800000 fi:0.441481. Ave ac:0.006622,0.004766 Initialization: 5.626000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.719000 Kernel 1: 0.021000 Kernel 2: 80.216003 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.004056 0.750000 fi:0.447471. Ave ac:0.006124,0.004932 Initialization: 6.015000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.401000 Kernel 1: 0.022000 Kernel 2: 84.862999 Copyback: 0.017000 Sum: 0.033000 It 27,Best ac:0.003244 0.857143 fi:0.331060. Ave ac:0.006800,0.005365 Initialization: 5.947000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.578000 Kernel 1: 0.023000 Kernel 2: 81.125999 Copyback: 0.017000 Sum: 0.032000 It 28,Best ac:0.003515 0.928571 fi:0.274392. Ave ac:0.004856,0.004507 Initialization: 6.397000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.384000 Kernel 1: 0.022000 Kernel 2: 80.393997 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.003514 0.812500 fi:0.381683. Ave ac:0.006875,0.008039 Initialization: 5.648000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.641000 Kernel 1: 0.022000 Kernel 2: 85.249001 Copyback: 0.020000 Sum: 0.030000 It 30,Best ac:0.003514 0.812500 fi:0.387238. Ave ac:0.007514,0.006676 Initialization: 5.896000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.540000 Kernel 1: 0.021000 Kernel 2: 82.734001 Copyback: 0.017000 Sum: 0.033000 It 31,Best ac:0.003515 0.764706 fi:0.430669. Ave ac:0.004825,0.004086 Initialization: 5.594000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.371000 Kernel 1: 0.024000 Kernel 2: 84.302002 Copyback: 0.017000 Sum: 0.031000 It 32,Best ac:0.005407 0.833333 fi:0.377655. Ave ac:0.006662,0.005381 MDL Theory Length Weight: 3.0036278957 (10) Initialization: 6.354000 Memcpy Classifiers: 0.365000 Memcpy Instances: 7.395000 Kernel 1: 0.022000 Kernel 2: 82.650002 Copyback: 0.018000 Sum: 0.034000 It 33,Best ac:0.003245 0.857143 fi:0.336261. Ave ac:0.006114,0.004273 Initialization: 31.018999 Memcpy Instances: 374.385986 Memcpy Classifiers: 0.084000 Kernel 1: 0.022000 Kernel 2: 579.624023 Copyback: 0.016000 Sum: 0.016000 Memcpy Classifiers: 0.083000 Kernel 1: 0.016000 Kernel 2: 572.281982 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.083000 Kernel 1: 0.013000 Kernel 2: 584.174988 Copyback: 0.363000 Sum: 0.007000 Memcpy Classifiers: 0.084000 Kernel 1: 0.019000 Kernel 2: 574.664978 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.082000 Kernel 1: 0.014000 Kernel 2: 568.877991 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.082000 Kernel 1: 0.014000 Kernel 2: 577.645020 Copyback: 0.016000 Sum: 0.005000 Memcpy Classifiers: 0.082000 Kernel 1: 0.017000 Kernel 2: 562.039001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 565.937988 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 270.727997 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003109 0.605263 fi:0.603453. Ave ac:0.005420,0.014604 Best acc 0.003109 0.605263 Initialization: 5.979000 Memcpy Classifiers: 0.542000 Memcpy Instances: 7.389000 Kernel 1: 0.024000 Kernel 2: 91.030998 Copyback: 0.018000 Sum: 0.043000 Initial population average accuracy1:0.005437 accuracy2:0.191759 Initialization: 5.933000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.348000 Kernel 1: 0.023000 Kernel 2: 96.500000 Copyback: 0.017000 Sum: 0.057000 It 0,Best ac:0.003514 0.419355 fi:0.680477. Ave ac:0.008912,0.011094 Initialization: 5.679000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.354000 Kernel 1: 0.023000 Kernel 2: 97.870003 Copyback: 0.018000 Sum: 0.033000 It 1,Best ac:0.014062 0.464286 fi:0.629957. Ave ac:0.012118,0.014500 Initialization: 6.063000 Memcpy Classifiers: 0.501000 Memcpy Instances: 7.352000 Kernel 1: 0.022000 Kernel 2: 96.938004 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.004595 0.653846 fi:0.445413. Ave ac:0.011929,0.013450 Initialization: 7.626000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.407000 Kernel 1: 0.022000 Kernel 2: 96.032997 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003785 0.583333 fi:0.516352. Ave ac:0.013190,0.013351 Initialization: 5.787000 Memcpy Classifiers: 0.454000 Memcpy Instances: 7.349000 Kernel 1: 0.023000 Kernel 2: 94.353996 Copyback: 0.018000 Sum: 0.029000 It 4,Best ac:0.003785 0.608696 fi:0.490990. Ave ac:0.010805,0.010965 Initialization: 5.909000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.383000 Kernel 1: 0.022000 Kernel 2: 90.827003 Copyback: 0.018000 Sum: 0.033000 It 5,Best ac:0.005405 0.740741 fi:0.358090. Ave ac:0.009844,0.008848 Initialization: 5.905000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.724000 Kernel 1: 0.023000 Kernel 2: 93.572998 Copyback: 0.017000 Sum: 0.032000 It 6,Best ac:0.003244 0.800000 fi:0.299975. Ave ac:0.007793,0.007028 Initialization: 6.143000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.582000 Kernel 1: 0.023000 Kernel 2: 95.163002 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.003244 0.600000 fi:0.499972. Ave ac:0.007574,0.007682 Initialization: 6.087000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.556000 Kernel 1: 0.022000 Kernel 2: 95.421997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.003245 0.666667 fi:0.433305. Ave ac:0.006706,0.007188 Initialization: 5.698000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.342000 Kernel 1: 0.024000 Kernel 2: 92.193001 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.004324 0.666667 fi:0.432736. Ave ac:0.008222,0.007331 Iteration 10:MDL fitness activated Error 0.432736 TL 0.034630 MDL Theory Length Weight: 4.1652862514 (4) Initialization: 5.902000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.376000 Kernel 1: 0.022000 Kernel 2: 92.216003 Copyback: 0.020000 Sum: 0.034000 It 10,Best ac:0.003515 0.684211 fi:0.555129. Ave ac:0.006499,0.005696 Initialization: 5.898000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.825000 Kernel 1: 0.023000 Kernel 2: 90.892998 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.005946 0.687500 fi:0.528265. Ave ac:0.006959,0.007302 Initialization: 5.668000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.351000 Kernel 1: 0.023000 Kernel 2: 89.803001 Copyback: 0.018000 Sum: 0.031000 It 12,Best ac:0.003514 0.619048 fi:0.605069. Ave ac:0.006392,0.007597 Initialization: 5.931000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.378000 Kernel 1: 0.023000 Kernel 2: 87.916000 Copyback: 0.017000 Sum: 0.032000 It 13,Best ac:0.006220 0.638889 fi:0.597719. Ave ac:0.007309,0.007790 Initialization: 5.992000 Memcpy Classifiers: 0.364000 Memcpy Instances: 7.628000 Kernel 1: 0.021000 Kernel 2: 85.612000 Copyback: 0.021000 Sum: 0.034000 It 14,Best ac:0.002973 0.733333 fi:0.559521. Ave ac:0.007803,0.008773 Initialization: 6.112000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.364000 Kernel 1: 0.023000 Kernel 2: 84.164001 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.003514 0.764706 fi:0.471486. Ave ac:0.007979,0.008633 Initialization: 5.626000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.655000 Kernel 1: 0.022000 Kernel 2: 81.236000 Copyback: 0.018000 Sum: 0.036000 It 16,Best ac:0.005137 0.612903 fi:0.580569. Ave ac:0.007431,0.008184 Initialization: 5.871000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.210000 Kernel 1: 0.022000 Kernel 2: 81.255997 Copyback: 0.017000 Sum: 0.030000 It 17,Best ac:0.004596 0.653846 fi:0.559650. Ave ac:0.007060,0.008539 Initialization: 5.606000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.412000 Kernel 1: 0.022000 Kernel 2: 79.293999 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.002974 0.785714 fi:0.504666. Ave ac:0.009201,0.010378 Initialization: 5.697000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.772000 Kernel 1: 0.023000 Kernel 2: 79.524002 Copyback: 0.371000 Sum: 0.031000 It 19,Best ac:0.005677 0.777778 fi:0.491346. Ave ac:0.010036,0.009644 Initialization: 5.965000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.373000 Kernel 1: 0.023000 Kernel 2: 76.624001 Copyback: 0.017000 Sum: 0.032000 It 20,Best ac:0.003245 0.705882 fi:0.503114. Ave ac:0.009917,0.008880 Initialization: 5.962000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.354000 Kernel 1: 0.023000 Kernel 2: 78.725998 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.007031 0.787879 fi:0.458550. Ave ac:0.011390,0.009385 Initialization: 5.673000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.653000 Kernel 1: 0.022000 Kernel 2: 76.542999 Copyback: 0.017000 Sum: 0.035000 It 22,Best ac:0.005946 0.733333 fi:0.477648. Ave ac:0.007463,0.006384 Initialization: 5.914000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.354000 Kernel 1: 0.022000 Kernel 2: 75.808998 Copyback: 0.018000 Sum: 0.029000 It 23,Best ac:0.003245 0.800000 fi:0.465223. Ave ac:0.008228,0.006902 Initialization: 5.629000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.649000 Kernel 1: 0.022000 Kernel 2: 75.722000 Copyback: 0.017000 Sum: 0.032000 It 24,Best ac:0.003244 0.750000 fi:0.486332. Ave ac:0.006795,0.005964 Initialization: 5.642000 Memcpy Classifiers: 0.626000 Memcpy Instances: 7.434000 Kernel 1: 0.022000 Kernel 2: 75.308998 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.003245 0.857143 fi:0.434054. Ave ac:0.006019,0.006306 Initialization: 5.643000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.600000 Kernel 1: 0.023000 Kernel 2: 78.115997 Copyback: 0.017000 Sum: 0.032000 It 26,Best ac:0.004596 0.708333 fi:0.502062. Ave ac:0.007199,0.006239 Initialization: 5.717000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.580000 Kernel 1: 0.023000 Kernel 2: 76.003998 Copyback: 0.017000 Sum: 0.034000 It 27,Best ac:0.003243 1.000000 fi:0.237470. Ave ac:0.007146,0.006426 Initialization: 5.788000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.422000 Kernel 1: 0.022000 Kernel 2: 75.471001 Copyback: 0.020000 Sum: 0.037000 It 28,Best ac:0.004597 0.772727 fi:0.497214. Ave ac:0.006818,0.008119 Initialization: 6.242000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.382000 Kernel 1: 0.024000 Kernel 2: 75.019997 Copyback: 0.017000 Sum: 0.030000 It 29,Best ac:0.004597 0.772727 fi:0.467015. Ave ac:0.006565,0.006928 Initialization: 5.659000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.702000 Kernel 1: 0.022000 Kernel 2: 75.660004 Copyback: 0.018000 Sum: 0.035000 It 30,Best ac:0.003514 0.866667 fi:0.330796. Ave ac:0.006434,0.006535 Initialization: 5.931000 Memcpy Classifiers: 0.349000 Memcpy Instances: 7.395000 Kernel 1: 0.023000 Kernel 2: 73.903999 Copyback: 0.018000 Sum: 0.033000 It 31,Best ac:0.003243 0.857143 fi:0.382988. Ave ac:0.007191,0.006331 Initialization: 6.096000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.388000 Kernel 1: 0.023000 Kernel 2: 73.982002 Copyback: 0.017000 Sum: 0.032000 It 32,Best ac:0.004055 0.714286 fi:0.490953. Ave ac:0.005014,0.005012 Initialization: 6.112000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.698000 Kernel 1: 0.021000 Kernel 2: 74.601997 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.002974 0.846154 fi:0.458563. Ave ac:0.005247,0.004481 Initialization: 30.327000 Memcpy Instances: 372.252991 Memcpy Classifiers: 0.076000 Kernel 1: 0.023000 Kernel 2: 540.442993 Copyback: 0.016000 Sum: 0.017000 Memcpy Classifiers: 0.076000 Kernel 1: 0.015000 Kernel 2: 539.658997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 534.242981 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 534.151978 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 525.015015 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.075000 Kernel 1: 0.015000 Kernel 2: 538.054993 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 521.518982 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 540.012024 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 250.156006 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003947 0.531295 fi:0.680743. Ave ac:0.006229,0.017029 Best acc 0.003947 0.531295 Rule:Att PSSM_-4_6 is [-6.582709,4.582709]|Att PSSM_-4_7 is [<1.339813]|Att PSSM_-3_12 is [-6.637195,-1.362805]|Att PSSM_-2_12 is [<-1.646469]|Att PSSM_-1_10 is [>0.262687]|Att PSSM_0_4 is [<1.373527]|Att PSSM_0_12 is [-6.444301,-1.555699]|Att PSSM_1_7 is [-6.047511,-1.570449]|Att PSSM_2_14 is [-5.864618,4.874626]|Att PSSM_3_12 is [-6.569052,2.653543]|Att PSSM_4_11 is [>-6.114555]|1 Accuracy : 0.787017 0 1 149052 15028 34946 35612 Removed 950 instances. 183998 Instances left. Acc of rule 0.003109-0.605263 Initialization: 5.945000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.665000 Kernel 1: 0.022000 Kernel 2: 89.330002 Copyback: 0.017000 Sum: 0.045000 Initial population average accuracy1:0.004773 accuracy2:0.185192 Initialization: 5.992000 Memcpy Classifiers: 0.472000 Memcpy Instances: 7.362000 Kernel 1: 0.023000 Kernel 2: 91.120003 Copyback: 0.018000 Sum: 0.052000 It 0,Best ac:0.004076 0.394737 fi:0.704772. Ave ac:0.007537,0.010818 Initialization: 5.678000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.312000 Kernel 1: 0.024000 Kernel 2: 94.224998 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.002989 0.687500 fi:0.460703. Ave ac:0.010938,0.013625 Initialization: 5.643000 Memcpy Classifiers: 0.447000 Memcpy Instances: 7.325000 Kernel 1: 0.024000 Kernel 2: 94.782997 Copyback: 0.017000 Sum: 0.048000 It 2,Best ac:0.004620 0.586207 fi:0.513011. Ave ac:0.011233,0.011781 Initialization: 5.820000 Memcpy Classifiers: 0.512000 Memcpy Instances: 7.341000 Kernel 1: 0.023000 Kernel 2: 89.980003 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.003261 0.631579 fi:0.468366. Ave ac:0.010015,0.011236 Initialization: 5.608000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.395000 Kernel 1: 0.023000 Kernel 2: 86.967003 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003261 0.705882 fi:0.394063. Ave ac:0.008308,0.008843 Initialization: 5.523000 Memcpy Classifiers: 0.642000 Memcpy Instances: 7.487000 Kernel 1: 0.023000 Kernel 2: 87.999001 Copyback: 0.018000 Sum: 0.031000 It 5,Best ac:0.005435 0.666667 fi:0.432115. Ave ac:0.008220,0.008888 Initialization: 6.024000 Memcpy Classifiers: 0.405000 Memcpy Instances: 8.156000 Kernel 1: 0.022000 Kernel 2: 84.197998 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.005707 0.617647 fi:0.480989. Ave ac:0.006357,0.006823 Initialization: 5.636000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.091000 Kernel 1: 0.022000 Kernel 2: 85.166000 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.004891 0.720000 fi:0.379072. Ave ac:0.007574,0.008127 Initialization: 5.616000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.511000 Kernel 1: 0.023000 Kernel 2: 86.231003 Copyback: 0.018000 Sum: 0.031000 It 8,Best ac:0.003533 0.684211 fi:0.415589. Ave ac:0.006260,0.005536 Initialization: 5.601000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.638000 Kernel 1: 0.022000 Kernel 2: 85.899002 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.007065 0.590909 fi:0.506999. Ave ac:0.006373,0.006364 Iteration 10:MDL fitness activated Error 0.506999 TL 0.032968 MDL Theory Length Weight: 5.1261424682 (3) Initialization: 6.149000 Memcpy Classifiers: 0.406000 Memcpy Instances: 7.356000 Kernel 1: 0.023000 Kernel 2: 87.405998 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.003261 0.666667 fi:0.546309. Ave ac:0.006907,0.007140 Initialization: 5.654000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.333000 Kernel 1: 0.022000 Kernel 2: 86.064003 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.004891 0.782609 fi:0.510717. Ave ac:0.009480,0.008746 Initialization: 6.088000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.815000 Kernel 1: 0.022000 Kernel 2: 80.052002 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.004348 0.695652 fi:0.558532. Ave ac:0.006919,0.007079 Initialization: 6.032000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.363000 Kernel 1: 0.022000 Kernel 2: 79.804001 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.006250 0.589744 fi:0.611739. Ave ac:0.008839,0.009352 Initialization: 5.858000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.377000 Kernel 1: 0.023000 Kernel 2: 78.088997 Copyback: 0.017000 Sum: 0.035000 It 14,Best ac:0.003533 0.764706 fi:0.490603. Ave ac:0.008817,0.010875 Initialization: 5.571000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.514000 Kernel 1: 0.023000 Kernel 2: 78.100998 Copyback: 0.017000 Sum: 0.031000 It 15,Best ac:0.004620 0.653846 fi:0.546066. Ave ac:0.008335,0.008921 Initialization: 6.956000 Memcpy Classifiers: 0.304000 Memcpy Instances: 8.980000 Kernel 1: 0.022000 Kernel 2: 77.214996 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.004891 0.642857 fi:0.573630. Ave ac:0.008854,0.009388 Initialization: 5.956000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.403000 Kernel 1: 0.022000 Kernel 2: 78.764999 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.002989 0.733333 fi:0.551693. Ave ac:0.009132,0.010503 Initialization: 5.649000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.301000 Kernel 1: 0.023000 Kernel 2: 79.111000 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.004620 0.809524 fi:0.434043. Ave ac:0.010212,0.010928 Initialization: 5.862000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.340000 Kernel 1: 0.022000 Kernel 2: 78.073997 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.003533 0.722222 fi:0.506536. Ave ac:0.007322,0.008196 Initialization: 5.676000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.307000 Kernel 1: 0.024000 Kernel 2: 76.084999 Copyback: 0.018000 Sum: 0.035000 It 20,Best ac:0.003533 0.684211 fi:0.532518. Ave ac:0.008932,0.009421 Initialization: 5.641000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.298000 Kernel 1: 0.023000 Kernel 2: 76.738998 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.003804 0.636364 fi:0.568679. Ave ac:0.008461,0.008756 Initialization: 5.628000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.648000 Kernel 1: 0.022000 Kernel 2: 76.678001 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.003262 0.750000 fi:0.457372. Ave ac:0.011581,0.011323 Initialization: 5.896000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.316000 Kernel 1: 0.022000 Kernel 2: 74.380997 Copyback: 0.017000 Sum: 0.034000 It 23,Best ac:0.005435 0.714286 fi:0.501910. Ave ac:0.008796,0.008447 Initialization: 5.700000 Memcpy Classifiers: 0.320000 Memcpy Instances: 8.172000 Kernel 1: 0.022000 Kernel 2: 74.849998 Copyback: 0.017000 Sum: 0.036000 It 24,Best ac:0.005436 0.666667 fi:0.538135. Ave ac:0.010659,0.011027 Initialization: 5.685000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.701000 Kernel 1: 0.021000 Kernel 2: 74.527000 Copyback: 0.020000 Sum: 0.032000 It 25,Best ac:0.004620 0.708333 fi:0.490625. Ave ac:0.009470,0.010210 Initialization: 5.900000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.308000 Kernel 1: 0.022000 Kernel 2: 74.403000 Copyback: 0.017000 Sum: 0.028000 It 26,Best ac:0.003804 0.700000 fi:0.490388. Ave ac:0.011014,0.011561 Initialization: 5.627000 Memcpy Classifiers: 0.266000 Memcpy Instances: 7.789000 Kernel 1: 0.022000 Kernel 2: 74.375000 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.002989 0.846154 fi:0.396236. Ave ac:0.009637,0.010881 Initialization: 5.648000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.304000 Kernel 1: 0.024000 Kernel 2: 72.642998 Copyback: 0.017000 Sum: 0.028000 It 28,Best ac:0.003533 0.764706 fi:0.439019. Ave ac:0.008868,0.010053 Initialization: 5.708000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.314000 Kernel 1: 0.022000 Kernel 2: 75.029999 Copyback: 0.017000 Sum: 0.023000 It 29,Best ac:0.003532 0.684211 fi:0.490581. Ave ac:0.011333,0.012493 Initialization: 5.967000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.329000 Kernel 1: 0.022000 Kernel 2: 73.823997 Copyback: 0.017000 Sum: 0.028000 It 30,Best ac:0.004347 0.761905 fi:0.436256. Ave ac:0.011927,0.014214 Initialization: 5.777000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.591000 Kernel 1: 0.022000 Kernel 2: 73.908997 Copyback: 0.017000 Sum: 0.027000 It 31,Best ac:0.002989 0.687500 fi:0.523566. Ave ac:0.012049,0.013365 Initialization: 5.725000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.339000 Kernel 1: 0.022000 Kernel 2: 77.342003 Copyback: 0.018000 Sum: 0.025000 It 32,Best ac:0.002990 0.733333 fi:0.506048. Ave ac:0.011668,0.012252 Initialization: 5.594000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.794000 Kernel 1: 0.021000 Kernel 2: 76.009003 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003533 0.866667 fi:0.334514. Ave ac:0.014252,0.016210 Initialization: 32.217999 Memcpy Instances: 369.270996 Memcpy Classifiers: 0.071000 Kernel 1: 0.022000 Kernel 2: 543.905029 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.063000 Kernel 1: 0.015000 Kernel 2: 525.655029 Copyback: 0.015000 Sum: 0.004000 Memcpy Classifiers: 0.069000 Kernel 1: 0.014000 Kernel 2: 537.697021 Copyback: 0.365000 Sum: 0.007000 Memcpy Classifiers: 0.071000 Kernel 1: 0.017000 Kernel 2: 536.622009 Copyback: 0.015000 Sum: 0.004000 Memcpy Classifiers: 0.069000 Kernel 1: 0.015000 Kernel 2: 532.711975 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 542.276978 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 547.559998 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 542.921997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.053000 Kernel 1: 0.013000 Kernel 2: 201.324005 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003353 0.494391 fi:0.680496. Ave ac:0.010612,0.031330 Best acc 0.003353 0.494391 Initialization: 5.605000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.520000 Kernel 1: 0.023000 Kernel 2: 90.074997 Copyback: 0.018000 Sum: 0.047000 Initial population average accuracy1:0.004929 accuracy2:0.179634 Initialization: 5.663000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.541000 Kernel 1: 0.022000 Kernel 2: 95.605003 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.003261 0.461538 fi:0.638407. Ave ac:0.009514,0.011539 Initialization: 5.611000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.506000 Kernel 1: 0.023000 Kernel 2: 97.189003 Copyback: 0.019000 Sum: 0.034000 It 1,Best ac:0.003804 0.451613 fi:0.648041. Ave ac:0.011541,0.014324 Initialization: 5.728000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.342000 Kernel 1: 0.024000 Kernel 2: 95.934998 Copyback: 0.018000 Sum: 0.032000 It 2,Best ac:0.003261 0.571429 fi:0.528517. Ave ac:0.011342,0.013319 Initialization: 5.804000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.592000 Kernel 1: 0.022000 Kernel 2: 97.042000 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.002717 0.714286 fi:0.511354. Ave ac:0.009999,0.010426 Initialization: 5.702000 Memcpy Classifiers: 0.676000 Memcpy Instances: 7.425000 Kernel 1: 0.022000 Kernel 2: 97.766998 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.003261 0.521739 fi:0.578206. Ave ac:0.009681,0.010461 Initialization: 6.143000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.311000 Kernel 1: 0.021000 Kernel 2: 93.941002 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003261 0.545455 fi:0.554491. Ave ac:0.007856,0.007597 Initialization: 5.937000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.325000 Kernel 1: 0.022000 Kernel 2: 92.621002 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.003533 0.619048 fi:0.480752. Ave ac:0.008269,0.009693 Initialization: 6.076000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.347000 Kernel 1: 0.023000 Kernel 2: 90.170998 Copyback: 0.017000 Sum: 0.036000 It 7,Best ac:0.004620 0.629630 fi:0.469588. Ave ac:0.006568,0.006682 Initialization: 5.984000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.340000 Kernel 1: 0.023000 Kernel 2: 90.918999 Copyback: 0.019000 Sum: 0.031000 It 8,Best ac:0.004076 0.681818 fi:0.417690. Ave ac:0.007021,0.007779 Initialization: 6.517000 Memcpy Classifiers: 0.489000 Memcpy Instances: 7.646000 Kernel 1: 0.022000 Kernel 2: 93.228996 Copyback: 0.017000 Sum: 0.036000 It 9,Best ac:0.004348 0.695652 fi:0.403711. Ave ac:0.006932,0.006369 Iteration 10:MDL fitness activated Error 0.403711 TL 0.046403 MDL Theory Length Weight: 2.9000435339 (1) Initialization: 6.177000 Memcpy Classifiers: 0.472000 Memcpy Instances: 7.624000 Kernel 1: 0.022000 Kernel 2: 90.115997 Copyback: 0.017000 Sum: 0.038000 It 10,Best ac:0.003261 0.705882 fi:0.506172. Ave ac:0.007827,0.007671 Initialization: 5.650000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.655000 Kernel 1: 0.021000 Kernel 2: 88.680000 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.002989 0.785714 fi:0.488458. Ave ac:0.006303,0.006099 Initialization: 6.065000 Memcpy Classifiers: 0.495000 Memcpy Instances: 7.308000 Kernel 1: 0.023000 Kernel 2: 89.453003 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.005163 0.678571 fi:0.545036. Ave ac:0.007216,0.006181 Initialization: 5.581000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.370000 Kernel 1: 0.023000 Kernel 2: 89.598999 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.003804 0.666667 fi:0.558859. Ave ac:0.007902,0.007671 Initialization: 5.998000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.320000 Kernel 1: 0.023000 Kernel 2: 90.184998 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.003804 0.736842 fi:0.474989. Ave ac:0.008518,0.008009 Initialization: 5.706000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.513000 Kernel 1: 0.022000 Kernel 2: 86.163002 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.009783 0.705882 fi:0.505138. Ave ac:0.007245,0.008107 Initialization: 5.610000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.971000 Kernel 1: 0.022000 Kernel 2: 86.257004 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.005435 0.606061 fi:0.613105. Ave ac:0.007273,0.006373 Initialization: 5.723000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.328000 Kernel 1: 0.024000 Kernel 2: 87.806999 Copyback: 0.018000 Sum: 0.032000 It 17,Best ac:0.004620 0.680000 fi:0.492969. Ave ac:0.007634,0.006719 Initialization: 5.609000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.525000 Kernel 1: 0.022000 Kernel 2: 84.413002 Copyback: 0.018000 Sum: 0.039000 It 18,Best ac:0.002989 0.846154 fi:0.416633. Ave ac:0.006224,0.006039 Initialization: 5.626000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.498000 Kernel 1: 0.023000 Kernel 2: 85.059998 Copyback: 0.017000 Sum: 0.033000 It 19,Best ac:0.003532 0.764706 fi:0.452053. Ave ac:0.006911,0.006612 Initialization: 5.939000 Memcpy Classifiers: 0.429000 Memcpy Instances: 7.324000 Kernel 1: 0.023000 Kernel 2: 82.613998 Copyback: 0.017000 Sum: 0.039000 It 20,Best ac:0.006250 0.766667 fi:0.427417. Ave ac:0.007423,0.007296 Initialization: 5.630000 Memcpy Classifiers: 0.451000 Memcpy Instances: 8.674000 Kernel 1: 0.022000 Kernel 2: 84.959999 Copyback: 0.370000 Sum: 0.037000 It 21,Best ac:0.004348 0.842105 fi:0.357998. Ave ac:0.006528,0.005106 Initialization: 5.612000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.822000 Kernel 1: 0.022000 Kernel 2: 85.445000 Copyback: 0.017000 Sum: 0.040000 It 22,Best ac:0.004348 0.727273 fi:0.471012. Ave ac:0.004117,0.003673 Initialization: 5.701000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.739000 Kernel 1: 0.022000 Kernel 2: 83.709999 Copyback: 0.018000 Sum: 0.039000 It 23,Best ac:0.004076 0.789474 fi:0.419159. Ave ac:0.006438,0.005740 Initialization: 5.756000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.652000 Kernel 1: 0.022000 Kernel 2: 82.997002 Copyback: 0.017000 Sum: 0.034000 It 24,Best ac:0.004620 0.850000 fi:0.368777. Ave ac:0.007099,0.005311 Initialization: 6.086000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.309000 Kernel 1: 0.023000 Kernel 2: 82.383003 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.003261 0.750000 fi:0.448701. Ave ac:0.004802,0.004555 Initialization: 5.683000 Memcpy Classifiers: 0.398000 Memcpy Instances: 8.130000 Kernel 1: 0.022000 Kernel 2: 83.322998 Copyback: 0.017000 Sum: 0.037000 It 26,Best ac:0.003804 0.823529 fi:0.388301. Ave ac:0.005709,0.004829 Initialization: 5.586000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.358000 Kernel 1: 0.023000 Kernel 2: 84.363998 Copyback: 0.018000 Sum: 0.031000 It 27,Best ac:0.003804 0.933333 fi:0.265242. Ave ac:0.006042,0.005326 Initialization: 5.616000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.739000 Kernel 1: 0.022000 Kernel 2: 85.544998 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.003262 0.750000 fi:0.461306. Ave ac:0.004509,0.003346 Initialization: 6.766000 Memcpy Classifiers: 0.419000 Memcpy Instances: 7.325000 Kernel 1: 0.022000 Kernel 2: 85.842003 Copyback: 0.017000 Sum: 0.038000 It 29,Best ac:0.003260 0.705882 fi:0.458247. Ave ac:0.004532,0.003397 Initialization: 6.097000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.775000 Kernel 1: 0.023000 Kernel 2: 85.652000 Copyback: 0.017000 Sum: 0.037000 It 30,Best ac:0.002989 0.916667 fi:0.320249. Ave ac:0.005448,0.004585 Initialization: 5.735000 Memcpy Classifiers: 0.383000 Memcpy Instances: 7.522000 Kernel 1: 0.024000 Kernel 2: 83.246002 Copyback: 0.017000 Sum: 0.037000 It 31,Best ac:0.005435 0.800000 fi:0.411613. Ave ac:0.004926,0.004112 Initialization: 6.108000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.521000 Kernel 1: 0.022000 Kernel 2: 83.767998 Copyback: 0.017000 Sum: 0.037000 It 32,Best ac:0.004076 0.789474 fi:0.418471. Ave ac:0.005499,0.004210 Initialization: 5.674000 Memcpy Classifiers: 0.445000 Memcpy Instances: 7.616000 Kernel 1: 0.022000 Kernel 2: 85.744003 Copyback: 0.017000 Sum: 0.035000 It 33,Best ac:0.004077 0.681818 fi:0.520890. Ave ac:0.004256,0.003584 Initialization: 30.518000 Memcpy Instances: 367.394012 Memcpy Classifiers: 0.098000 Kernel 1: 0.023000 Kernel 2: 581.556030 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.097000 Kernel 1: 0.014000 Kernel 2: 592.283997 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.094000 Kernel 1: 0.014000 Kernel 2: 587.052979 Copyback: 0.020000 Sum: 0.007000 Memcpy Classifiers: 0.097000 Kernel 1: 0.019000 Kernel 2: 597.497986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.095000 Kernel 1: 0.014000 Kernel 2: 586.729004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.014000 Kernel 2: 583.120972 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.094000 Kernel 1: 0.014000 Kernel 2: 596.651001 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.095000 Kernel 1: 0.015000 Kernel 2: 594.896973 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 218.388000 Copyback: 0.368000 Sum: 0.001000 It 34,Best ac:0.003076 0.600212 fi:0.631547. Ave ac:0.005171,0.013904 Best acc 0.003076 0.600212 Rule:Att PSSM_-4_2 is [<0.584647]|Att PSSM_-4_12 is [<1.379921]|Att PSSM_-3_12 is [-6.314987,-1.648337]|Att PSSM_-3_15 is [-6.681710,4.681710]|Att PSSM_-2_2 is [-6.352892,-1.647108]|Att PSSM_-1_12 is [-6.717747,-1.884454]|Att PSSM_0_2 is [<-2.512761]|Att PSSM_0_7 is [-6.354108,-1.645892]|Att PSSM_0_15 is [-5.102018,2.864866]|Att PSSM_2_1 is [>-3.319847]|Att PSSM_2_11 is [-5.553590,4.435775]|Att PSSM_2_12 is [-5.001859,-1.644519]|Att PSSM_3_12 is [<3.588402]|1 Accuracy : 0.787822 0 1 148675 15405 34380 36178 Removed 943 instances. 183055 Instances left. Acc of rule 0.003076-0.600212 Initialization: 5.943000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.271000 Kernel 1: 0.023000 Kernel 2: 91.763000 Copyback: 0.019000 Sum: 0.045000 Initial population average accuracy1:0.005154 accuracy2:0.178210 Initialization: 5.592000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.683000 Kernel 1: 0.022000 Kernel 2: 96.723999 Copyback: 0.017000 Sum: 0.035000 It 0,Best ac:0.003279 0.545455 fi:0.554460. Ave ac:0.008873,0.011017 Initialization: 5.631000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.313000 Kernel 1: 0.023000 Kernel 2: 95.544998 Copyback: 0.017000 Sum: 0.034000 It 1,Best ac:0.006282 0.500000 fi:0.598291. Ave ac:0.010340,0.013414 Initialization: 6.164000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.346000 Kernel 1: 0.022000 Kernel 2: 92.813004 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.006011 0.511628 fi:0.586806. Ave ac:0.011081,0.015279 Initialization: 6.010000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.312000 Kernel 1: 0.021000 Kernel 2: 93.968002 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.003005 0.578947 fi:0.554377. Ave ac:0.011837,0.014785 Initialization: 5.648000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.303000 Kernel 1: 0.023000 Kernel 2: 99.848000 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004097 0.652174 fi:0.447300. Ave ac:0.011124,0.013284 Initialization: 5.745000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.435000 Kernel 1: 0.023000 Kernel 2: 104.606003 Copyback: 0.017000 Sum: 0.040000 It 5,Best ac:0.003823 0.700000 fi:0.399622. Ave ac:0.008135,0.009639 Initialization: 5.845000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.309000 Kernel 1: 0.022000 Kernel 2: 110.016998 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.003551 0.722222 fi:0.377544. Ave ac:0.009163,0.009656 Initialization: 5.800000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.294000 Kernel 1: 0.022000 Kernel 2: 108.832001 Copyback: 0.018000 Sum: 0.038000 It 7,Best ac:0.004917 0.620690 fi:0.478341. Ave ac:0.007342,0.006177 Initialization: 5.847000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.291000 Kernel 1: 0.022000 Kernel 2: 109.521004 Copyback: 0.018000 Sum: 0.027000 It 8,Best ac:0.003278 0.571429 fi:0.528486. Ave ac:0.007173,0.006636 Initialization: 5.633000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.565000 Kernel 1: 0.022000 Kernel 2: 111.264999 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.004097 0.576923 fi:0.522551. Ave ac:0.006147,0.006278 Iteration 10:MDL fitness activated Error 0.522551 TL 0.040341 MDL Theory Length Weight: 4.3177373708 (4) Initialization: 5.632000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.977000 Kernel 1: 0.022000 Kernel 2: 109.966003 Copyback: 0.018000 Sum: 0.035000 It 10,Best ac:0.003825 0.583333 fi:0.592356. Ave ac:0.008630,0.008169 Initialization: 6.392000 Memcpy Classifiers: 0.457000 Memcpy Instances: 7.606000 Kernel 1: 0.022000 Kernel 2: 104.918999 Copyback: 0.017000 Sum: 0.039000 It 11,Best ac:0.006554 0.631579 fi:0.548761. Ave ac:0.009772,0.010327 Initialization: 5.626000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.309000 Kernel 1: 0.024000 Kernel 2: 100.087997 Copyback: 0.017000 Sum: 0.039000 It 12,Best ac:0.003277 0.631579 fi:0.573611. Ave ac:0.011405,0.013115 Initialization: 5.991000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.338000 Kernel 1: 0.022000 Kernel 2: 96.339996 Copyback: 0.017000 Sum: 0.041000 It 13,Best ac:0.003278 0.705882 fi:0.480350. Ave ac:0.010196,0.011707 Initialization: 5.653000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.357000 Kernel 1: 0.022000 Kernel 2: 89.787003 Copyback: 0.017000 Sum: 0.040000 It 14,Best ac:0.006011 0.785714 fi:0.431661. Ave ac:0.010667,0.015760 Initialization: 5.939000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.330000 Kernel 1: 0.023000 Kernel 2: 83.160004 Copyback: 0.018000 Sum: 0.041000 It 15,Best ac:0.003005 0.687500 fi:0.549929. Ave ac:0.007787,0.012571 Initialization: 5.586000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.506000 Kernel 1: 0.022000 Kernel 2: 79.425003 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.003278 0.666667 fi:0.537318. Ave ac:0.009914,0.017591 Initialization: 5.816000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.270000 Kernel 1: 0.022000 Kernel 2: 75.637001 Copyback: 0.018000 Sum: 0.029000 It 17,Best ac:0.003004 0.611111 fi:0.602073. Ave ac:0.007499,0.013020 Initialization: 5.599000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.361000 Kernel 1: 0.022000 Kernel 2: 76.556000 Copyback: 0.019000 Sum: 0.024000 It 18,Best ac:0.003005 0.647059 fi:0.566125. Ave ac:0.014138,0.023297 Initialization: 5.743000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.276000 Kernel 1: 0.022000 Kernel 2: 72.834000 Copyback: 0.017000 Sum: 0.024000 It 19,Best ac:0.003550 0.722222 fi:0.471925. Ave ac:0.017216,0.029843 Initialization: 5.876000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.259000 Kernel 1: 0.022000 Kernel 2: 70.754997 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.003825 0.666667 fi:0.536300. Ave ac:0.009996,0.019818 Initialization: 5.620000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.266000 Kernel 1: 0.024000 Kernel 2: 67.684998 Copyback: 0.017000 Sum: 0.020000 It 21,Best ac:0.008468 0.688889 fi:0.476118. Ave ac:0.013371,0.024675 Initialization: 6.141000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.262000 Kernel 1: 0.022000 Kernel 2: 71.051003 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.006282 0.547619 fi:0.616195. Ave ac:0.009992,0.021031 Initialization: 5.826000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.262000 Kernel 1: 0.022000 Kernel 2: 70.375999 Copyback: 0.018000 Sum: 0.021000 It 23,Best ac:0.002458 0.818182 fi:0.556932. Ave ac:0.012419,0.025485 MDL Theory Length Weight: 3.8859636337 (10) Initialization: 5.587000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.345000 Kernel 1: 0.022000 Kernel 2: 68.413002 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.003004 0.687500 fi:0.489238. Ave ac:0.012318,0.024234 Initialization: 5.630000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.542000 Kernel 1: 0.022000 Kernel 2: 68.575996 Copyback: 0.017000 Sum: 0.021000 It 25,Best ac:0.005188 0.558824 fi:0.603880. Ave ac:0.008584,0.017596 Initialization: 5.697000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.271000 Kernel 1: 0.023000 Kernel 2: 72.444000 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.004097 0.789474 fi:0.371042. Ave ac:0.010450,0.020189 Initialization: 5.600000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.510000 Kernel 1: 0.022000 Kernel 2: 74.297997 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.004915 0.720000 fi:0.426493. Ave ac:0.008704,0.019871 Initialization: 5.590000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.477000 Kernel 1: 0.022000 Kernel 2: 74.157997 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.003278 0.666667 fi:0.506962. Ave ac:0.012924,0.022595 Initialization: 6.815000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.532000 Kernel 1: 0.023000 Kernel 2: 74.802002 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.004917 0.666667 fi:0.489285. Ave ac:0.008142,0.017046 Initialization: 6.468000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.295000 Kernel 1: 0.022000 Kernel 2: 73.806000 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.003823 0.736842 fi:0.427135. Ave ac:0.006819,0.013369 Initialization: 5.563000 Memcpy Classifiers: 0.262000 Memcpy Instances: 7.583000 Kernel 1: 0.022000 Kernel 2: 73.971001 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.003551 0.722222 fi:0.454917. Ave ac:0.007452,0.010438 Initialization: 6.435000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.494000 Kernel 1: 0.022000 Kernel 2: 71.624001 Copyback: 0.017000 Sum: 0.026000 It 32,Best ac:0.002186 1.000000 fi:0.411844. Ave ac:0.005896,0.013221 Initialization: 5.988000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.879000 Kernel 1: 0.022000 Kernel 2: 73.202003 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003005 0.611111 fi:0.585471. Ave ac:0.010247,0.020138 Initialization: 30.023001 Memcpy Instances: 364.428986 Memcpy Classifiers: 0.525000 Kernel 1: 0.023000 Kernel 2: 538.713989 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.072000 Kernel 1: 0.016000 Kernel 2: 524.877991 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.014000 Kernel 2: 524.533997 Copyback: 0.016000 Sum: 0.001000 Memcpy Classifiers: 0.071000 Kernel 1: 0.013000 Kernel 2: 525.098999 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 520.789001 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 543.015991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 496.470001 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 518.742004 Copyback: 0.023000 Sum: 0.009000 Memcpy Classifiers: 0.052000 Kernel 1: 0.021000 Kernel 2: 196.033997 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003321 0.525043 fi:0.635892. Ave ac:0.008706,0.027008 Best acc 0.003321 0.525043 Initialization: 6.105000 Memcpy Classifiers: 0.578000 Memcpy Instances: 7.347000 Kernel 1: 0.025000 Kernel 2: 90.737000 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.004789 accuracy2:0.181976 Initialization: 6.006000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.265000 Kernel 1: 0.023000 Kernel 2: 98.610001 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.005461 0.645161 fi:0.453573. Ave ac:0.008470,0.010433 Initialization: 5.947000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.281000 Kernel 1: 0.022000 Kernel 2: 97.639000 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.003278 0.480000 fi:0.619917. Ave ac:0.009660,0.011256 Initialization: 5.900000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.272000 Kernel 1: 0.023000 Kernel 2: 95.085999 Copyback: 0.018000 Sum: 0.028000 It 2,Best ac:0.003277 0.500000 fi:0.599917. Ave ac:0.009202,0.011647 Initialization: 6.869000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.409000 Kernel 1: 0.022000 Kernel 2: 95.944000 Copyback: 0.017000 Sum: 0.035000 It 3,Best ac:0.003277 0.600000 fi:0.499917. Ave ac:0.008234,0.008495 Initialization: 5.775000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.357000 Kernel 1: 0.023000 Kernel 2: 94.862999 Copyback: 0.017000 Sum: 0.028000 It 4,Best ac:0.006009 0.511628 fi:0.586811. Ave ac:0.008617,0.010414 Initialization: 5.583000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.503000 Kernel 1: 0.022000 Kernel 2: 96.324997 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.003824 0.636364 fi:0.463258. Ave ac:0.009654,0.009447 Initialization: 5.864000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.266000 Kernel 1: 0.022000 Kernel 2: 93.844002 Copyback: 0.018000 Sum: 0.030000 It 6,Best ac:0.002731 0.714286 fi:0.497828. Ave ac:0.008665,0.008739 Initialization: 6.349000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.331000 Kernel 1: 0.022000 Kernel 2: 93.806999 Copyback: 0.017000 Sum: 0.035000 It 7,Best ac:0.005190 0.558824 fi:0.540055. Ave ac:0.008502,0.008447 Initialization: 5.786000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.084000 Kernel 1: 0.022000 Kernel 2: 92.735001 Copyback: 0.018000 Sum: 0.031000 It 8,Best ac:0.003279 0.600000 fi:0.499915. Ave ac:0.008457,0.007750 Initialization: 5.862000 Memcpy Classifiers: 0.405000 Memcpy Instances: 7.302000 Kernel 1: 0.022000 Kernel 2: 90.238998 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.003552 0.812500 fi:0.287267. Ave ac:0.009062,0.009110 Iteration 10:MDL fitness activated Error 0.287267 TL 0.030622 MDL Theory Length Weight: 3.1270465119 (1) Initialization: 5.628000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.707000 Kernel 1: 0.022000 Kernel 2: 88.422997 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.003824 0.666667 fi:0.542573. Ave ac:0.008074,0.008422 Initialization: 5.973000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.378000 Kernel 1: 0.022000 Kernel 2: 88.722000 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.003005 0.647059 fi:0.570454. Ave ac:0.007289,0.007062 Initialization: 5.884000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.289000 Kernel 1: 0.023000 Kernel 2: 87.343002 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.004097 0.789474 fi:0.374703. Ave ac:0.010642,0.012500 Initialization: 5.540000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.824000 Kernel 1: 0.022000 Kernel 2: 85.424004 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.003277 0.631579 fi:0.550465. Ave ac:0.010169,0.012820 Initialization: 5.571000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.666000 Kernel 1: 0.022000 Kernel 2: 84.294998 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.003824 0.736842 fi:0.433042. Ave ac:0.010915,0.012973 Initialization: 5.650000 Memcpy Classifiers: 0.347000 Memcpy Instances: 7.591000 Kernel 1: 0.021000 Kernel 2: 81.357002 Copyback: 0.017000 Sum: 0.033000 It 15,Best ac:0.003551 0.650000 fi:0.518728. Ave ac:0.010502,0.012805 Initialization: 5.640000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.418000 Kernel 1: 0.022000 Kernel 2: 80.565002 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.004642 0.708333 fi:0.460945. Ave ac:0.009032,0.010694 Initialization: 6.008000 Memcpy Classifiers: 0.395000 Memcpy Instances: 7.361000 Kernel 1: 0.023000 Kernel 2: 81.052002 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.003824 0.636364 fi:0.505118. Ave ac:0.009895,0.013014 Initialization: 5.523000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.758000 Kernel 1: 0.023000 Kernel 2: 80.874001 Copyback: 0.370000 Sum: 0.031000 It 18,Best ac:0.003824 0.736842 fi:0.426079. Ave ac:0.009521,0.011755 Initialization: 5.607000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.776000 Kernel 1: 0.023000 Kernel 2: 80.223000 Copyback: 0.018000 Sum: 0.028000 It 19,Best ac:0.003551 0.619048 fi:0.522582. Ave ac:0.009860,0.011996 Initialization: 5.576000 Memcpy Classifiers: 0.384000 Memcpy Instances: 7.480000 Kernel 1: 0.021000 Kernel 2: 82.478996 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.003824 0.700000 fi:0.479637. Ave ac:0.010160,0.012058 Initialization: 5.610000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.571000 Kernel 1: 0.022000 Kernel 2: 76.436996 Copyback: 0.017000 Sum: 0.034000 It 21,Best ac:0.003277 0.631579 fi:0.523424. Ave ac:0.008418,0.010545 MDL Theory Length Weight: 2.8143418607 (10) Initialization: 5.653000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.897000 Kernel 1: 0.023000 Kernel 2: 78.056999 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.004917 0.750000 fi:0.400811. Ave ac:0.011132,0.011404 Initialization: 5.528000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.465000 Kernel 1: 0.022000 Kernel 2: 77.396004 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.003551 0.722222 fi:0.448328. Ave ac:0.009406,0.010985 Initialization: 5.663000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.506000 Kernel 1: 0.022000 Kernel 2: 75.514000 Copyback: 0.016000 Sum: 0.026000 It 24,Best ac:0.006554 0.705882 fi:0.441839. Ave ac:0.008636,0.009131 Initialization: 5.743000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.304000 Kernel 1: 0.023000 Kernel 2: 75.292000 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.006831 0.657895 fi:0.497619. Ave ac:0.008171,0.008957 Initialization: 5.760000 Memcpy Classifiers: 0.384000 Memcpy Instances: 7.327000 Kernel 1: 0.023000 Kernel 2: 75.519997 Copyback: 0.016000 Sum: 0.028000 It 26,Best ac:0.005463 0.833333 fi:0.330210. Ave ac:0.010581,0.012540 Initialization: 5.629000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.518000 Kernel 1: 0.023000 Kernel 2: 76.093002 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.003278 0.923077 fi:0.233268. Ave ac:0.008035,0.010831 Initialization: 6.420000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.812000 Kernel 1: 0.022000 Kernel 2: 73.045998 Copyback: 0.017000 Sum: 0.033000 It 28,Best ac:0.003277 0.666667 fi:0.476399. Ave ac:0.007507,0.008255 Initialization: 6.015000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.368000 Kernel 1: 0.022000 Kernel 2: 69.400002 Copyback: 0.018000 Sum: 0.032000 It 29,Best ac:0.003551 0.866667 fi:0.293234. Ave ac:0.007403,0.008603 Initialization: 5.677000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.573000 Kernel 1: 0.022000 Kernel 2: 65.831001 Copyback: 0.017000 Sum: 0.032000 It 30,Best ac:0.005188 0.575758 fi:0.566721. Ave ac:0.006162,0.005675 Initialization: 6.038000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.279000 Kernel 1: 0.022000 Kernel 2: 69.995003 Copyback: 0.017000 Sum: 0.028000 It 31,Best ac:0.004096 0.625000 fi:0.524914. Ave ac:0.006112,0.007694 Initialization: 5.621000 Memcpy Classifiers: 0.313000 Memcpy Instances: 7.655000 Kernel 1: 0.022000 Kernel 2: 71.177002 Copyback: 0.017000 Sum: 0.028000 It 32,Best ac:0.004370 0.727273 fi:0.429836. Ave ac:0.006754,0.008458 Initialization: 5.990000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.602000 Kernel 1: 0.023000 Kernel 2: 73.310997 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.008194 0.535714 fi:0.592847. Ave ac:0.008592,0.010083 Initialization: 30.379000 Memcpy Instances: 365.066010 Memcpy Classifiers: 0.069000 Kernel 1: 0.024000 Kernel 2: 525.856018 Copyback: 0.016000 Sum: 0.014000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 539.286987 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.240000 Kernel 1: 0.014000 Kernel 2: 508.337006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.013000 Kernel 2: 539.583008 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.068000 Kernel 1: 0.014000 Kernel 2: 531.294983 Copyback: 0.023000 Sum: 0.009000 Memcpy Classifiers: 0.071000 Kernel 1: 0.022000 Kernel 2: 544.268005 Copyback: 0.021000 Sum: 0.006000 Memcpy Classifiers: 0.070000 Kernel 1: 0.019000 Kernel 2: 531.007996 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.069000 Kernel 1: 0.016000 Kernel 2: 535.164978 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 211.789001 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003977 0.526392 fi:0.622723. Ave ac:0.010530,0.031093 Best acc 0.003977 0.526392 Rule:Att PSSM_0_1 is [>0.375639]|Att PSSM_0_7 is [<-1.203017]|Att PSSM_0_9 is [<6.169665]|Att PSSM_0_12 is [<-2.197564]|Att PSSM_3_12 is [<-2.599142]|Att PSSM_3_17 is [-5.051287,3.178968]|1 Accuracy : 0.788133 0 1 148020 16060 33652 36906 Removed 1383 instances. 181672 Instances left. Acc of rule 0.003977-0.526392 Initialization: 6.055000 Memcpy Classifiers: 0.595000 Memcpy Instances: 7.231000 Kernel 1: 0.024000 Kernel 2: 90.385002 Copyback: 0.018000 Sum: 0.043000 Initial population average accuracy1:0.005236 accuracy2:0.182380 Initialization: 5.533000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.495000 Kernel 1: 0.022000 Kernel 2: 96.934998 Copyback: 0.017000 Sum: 0.037000 It 0,Best ac:0.003302 0.521739 fi:0.578139. Ave ac:0.009384,0.011960 Initialization: 5.541000 Memcpy Classifiers: 0.504000 Memcpy Instances: 7.929000 Kernel 1: 0.022000 Kernel 2: 97.792999 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.004955 0.439024 fi:0.659947. Ave ac:0.012438,0.014879 Initialization: 5.520000 Memcpy Classifiers: 0.457000 Memcpy Instances: 7.398000 Kernel 1: 0.022000 Kernel 2: 97.030998 Copyback: 0.017000 Sum: 0.027000 It 2,Best ac:0.006329 0.638889 fi:0.459332. Ave ac:0.011865,0.012847 Initialization: 5.566000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.478000 Kernel 1: 0.022000 Kernel 2: 96.133003 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.003578 0.619048 fi:0.480679. Ave ac:0.010521,0.012893 Initialization: 5.759000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.230000 Kernel 1: 0.023000 Kernel 2: 97.540001 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.007982 0.508772 fi:0.588537. Ave ac:0.008795,0.010033 Initialization: 5.861000 Memcpy Classifiers: 0.489000 Memcpy Instances: 7.272000 Kernel 1: 0.022000 Kernel 2: 97.403000 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.003302 0.705882 fi:0.393995. Ave ac:0.008046,0.008382 Initialization: 6.398000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.225000 Kernel 1: 0.022000 Kernel 2: 95.653000 Copyback: 0.018000 Sum: 0.035000 It 6,Best ac:0.004404 0.615385 fi:0.483889. Ave ac:0.009255,0.010051 Initialization: 5.919000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.257000 Kernel 1: 0.023000 Kernel 2: 97.542000 Copyback: 0.017000 Sum: 0.034000 It 7,Best ac:0.003028 0.611111 fi:0.504185. Ave ac:0.007877,0.008267 Initialization: 5.787000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.248000 Kernel 1: 0.023000 Kernel 2: 99.473000 Copyback: 0.020000 Sum: 0.034000 It 8,Best ac:0.003854 0.608696 fi:0.490880. Ave ac:0.006533,0.009661 Initialization: 5.582000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.778000 Kernel 1: 0.022000 Kernel 2: 97.403000 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003303 0.800000 fi:0.299878. Ave ac:0.008082,0.012178 Iteration 10:MDL fitness activated Error 0.299878 TL 0.036220 MDL Theory Length Weight: 2.7597919201 (1) Initialization: 5.543000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.610000 Kernel 1: 0.022000 Kernel 2: 94.737000 Copyback: 0.018000 Sum: 0.038000 It 10,Best ac:0.002477 0.900000 fi:0.510069. Ave ac:0.006260,0.007026 Initialization: 5.939000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.236000 Kernel 1: 0.022000 Kernel 2: 92.839996 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.002202 0.800000 fi:0.654111. Ave ac:0.006767,0.007459 Initialization: 5.826000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.241000 Kernel 1: 0.024000 Kernel 2: 90.074997 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.005505 0.571429 fi:0.605517. Ave ac:0.008059,0.008041 Initialization: 5.614000 Memcpy Classifiers: 0.399000 Memcpy Instances: 8.252000 Kernel 1: 0.022000 Kernel 2: 88.041000 Copyback: 0.020000 Sum: 0.034000 It 13,Best ac:0.003302 0.666667 fi:0.516446. Ave ac:0.008475,0.009453 Initialization: 5.887000 Memcpy Classifiers: 0.420000 Memcpy Instances: 7.221000 Kernel 1: 0.023000 Kernel 2: 84.894997 Copyback: 0.018000 Sum: 0.035000 It 14,Best ac:0.004403 0.761905 fi:0.436348. Ave ac:0.007338,0.008836 Initialization: 5.786000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.228000 Kernel 1: 0.022000 Kernel 2: 84.817001 Copyback: 0.018000 Sum: 0.037000 It 15,Best ac:0.003303 0.666667 fi:0.522556. Ave ac:0.011095,0.010652 Initialization: 5.607000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.469000 Kernel 1: 0.022000 Kernel 2: 82.917000 Copyback: 0.018000 Sum: 0.032000 It 16,Best ac:0.003302 0.666667 fi:0.508187. Ave ac:0.009504,0.009812 Initialization: 6.259000 Memcpy Classifiers: 0.370000 Memcpy Instances: 7.285000 Kernel 1: 0.021000 Kernel 2: 82.964996 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.003854 0.777778 fi:0.402641. Ave ac:0.009894,0.008517 Initialization: 5.559000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.609000 Kernel 1: 0.022000 Kernel 2: 83.068001 Copyback: 0.017000 Sum: 0.032000 It 18,Best ac:0.003854 0.777778 fi:0.400586. Ave ac:0.009082,0.008580 Initialization: 5.610000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.825000 Kernel 1: 0.023000 Kernel 2: 80.643997 Copyback: 0.016000 Sum: 0.036000 It 19,Best ac:0.004403 0.640000 fi:0.539196. Ave ac:0.008493,0.008636 Initialization: 6.012000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.257000 Kernel 1: 0.024000 Kernel 2: 84.216003 Copyback: 0.017000 Sum: 0.030000 It 20,Best ac:0.003028 0.733333 fi:0.469038. Ave ac:0.007186,0.006936 Initialization: 5.653000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.261000 Kernel 1: 0.023000 Kernel 2: 80.190002 Copyback: 0.017000 Sum: 0.032000 It 21,Best ac:0.002477 0.900000 fi:0.450536. Ave ac:0.007858,0.007635 Initialization: 5.541000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.460000 Kernel 1: 0.021000 Kernel 2: 78.473999 Copyback: 0.017000 Sum: 0.030000 It 22,Best ac:0.003853 0.777778 fi:0.396792. Ave ac:0.008201,0.009606 Initialization: 5.560000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.576000 Kernel 1: 0.022000 Kernel 2: 80.855003 Copyback: 0.020000 Sum: 0.038000 It 23,Best ac:0.002477 0.900000 fi:0.431714. Ave ac:0.007535,0.008297 Initialization: 5.651000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.378000 Kernel 1: 0.022000 Kernel 2: 79.103996 Copyback: 0.018000 Sum: 0.035000 It 24,Best ac:0.003853 0.700000 fi:0.464213. Ave ac:0.008921,0.008587 Initialization: 5.573000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.612000 Kernel 1: 0.022000 Kernel 2: 77.792999 Copyback: 0.021000 Sum: 0.041000 It 25,Best ac:0.005780 0.724138 fi:0.442197. Ave ac:0.008814,0.007650 Initialization: 5.571000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.214000 Kernel 1: 0.024000 Kernel 2: 77.529999 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.008533 0.645833 fi:0.508758. Ave ac:0.008788,0.008410 Initialization: 5.571000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.676000 Kernel 1: 0.022000 Kernel 2: 77.822998 Copyback: 0.017000 Sum: 0.032000 It 27,Best ac:0.005504 0.588235 fi:0.572691. Ave ac:0.007419,0.007050 Initialization: 5.743000 Memcpy Classifiers: 0.801000 Memcpy Instances: 7.236000 Kernel 1: 0.022000 Kernel 2: 76.078003 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.003302 0.705882 fi:0.491528. Ave ac:0.007771,0.006827 Initialization: 5.625000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.219000 Kernel 1: 0.022000 Kernel 2: 75.917999 Copyback: 0.019000 Sum: 0.038000 It 29,Best ac:0.003577 0.650000 fi:0.514000. Ave ac:0.005356,0.005193 Initialization: 5.787000 Memcpy Classifiers: 0.390000 Memcpy Instances: 7.914000 Kernel 1: 0.022000 Kernel 2: 77.577003 Copyback: 0.018000 Sum: 0.035000 It 30,Best ac:0.004404 0.727273 fi:0.455257. Ave ac:0.007403,0.006403 Initialization: 5.824000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.716000 Kernel 1: 0.022000 Kernel 2: 76.481003 Copyback: 0.019000 Sum: 0.033000 It 31,Best ac:0.005505 0.714286 fi:0.452122. Ave ac:0.006037,0.005611 MDL Theory Length Weight: 2.4838127281 (10) Initialization: 6.021000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.691000 Kernel 1: 0.022000 Kernel 2: 75.330002 Copyback: 0.019000 Sum: 0.037000 It 32,Best ac:0.003302 0.705882 fi:0.470711. Ave ac:0.007197,0.006716 Initialization: 5.843000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.222000 Kernel 1: 0.022000 Kernel 2: 73.898003 Copyback: 0.017000 Sum: 0.032000 It 33,Best ac:0.004403 0.800000 fi:0.357315. Ave ac:0.006943,0.007015 Initialization: 33.179001 Memcpy Instances: 365.678986 Memcpy Classifiers: 0.079000 Kernel 1: 0.022000 Kernel 2: 636.828003 Copyback: 0.016000 Sum: 0.018000 Memcpy Classifiers: 0.079000 Kernel 1: 0.014000 Kernel 2: 659.797974 Copyback: 0.365000 Sum: 0.006000 Memcpy Classifiers: 0.080000 Kernel 1: 0.017000 Kernel 2: 658.510986 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.079000 Kernel 1: 0.014000 Kernel 2: 559.827026 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 653.106995 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.081000 Kernel 1: 0.015000 Kernel 2: 574.773010 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.078000 Kernel 1: 0.013000 Kernel 2: 648.927002 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.078000 Kernel 1: 0.014000 Kernel 2: 549.114990 Copyback: 0.018000 Sum: 0.007000 Memcpy Classifiers: 0.044000 Kernel 1: 0.018000 Kernel 2: 169.626007 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.004183 0.488432 fi:0.666994. Ave ac:0.007188,0.019970 Best acc 0.004183 0.488432 Initialization: 5.582000 Memcpy Classifiers: 0.576000 Memcpy Instances: 7.555000 Kernel 1: 0.023000 Kernel 2: 89.859001 Copyback: 0.018000 Sum: 0.044000 Initial population average accuracy1:0.004693 accuracy2:0.194871 Initialization: 5.516000 Memcpy Classifiers: 0.467000 Memcpy Instances: 7.661000 Kernel 1: 0.023000 Kernel 2: 95.442001 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.003303 0.545455 fi:0.554423. Ave ac:0.009224,0.012922 Initialization: 5.819000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.236000 Kernel 1: 0.023000 Kernel 2: 96.794998 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.004679 0.548387 fi:0.550735. Ave ac:0.010487,0.014436 Initialization: 6.069000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.210000 Kernel 1: 0.022000 Kernel 2: 95.000000 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.009359 0.507463 fi:0.589091. Ave ac:0.010660,0.014055 Initialization: 6.172000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.688000 Kernel 1: 0.023000 Kernel 2: 95.706001 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.004953 0.642857 fi:0.456114. Ave ac:0.009548,0.012543 Initialization: 5.660000 Memcpy Classifiers: 0.453000 Memcpy Instances: 7.545000 Kernel 1: 0.023000 Kernel 2: 94.998001 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.002753 0.625000 fi:0.570724. Ave ac:0.008376,0.009021 Initialization: 5.623000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.231000 Kernel 1: 0.023000 Kernel 2: 94.182999 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.003302 0.666667 fi:0.433211. Ave ac:0.010454,0.010855 Initialization: 5.547000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.437000 Kernel 1: 0.022000 Kernel 2: 94.429001 Copyback: 0.018000 Sum: 0.031000 It 6,Best ac:0.006606 0.615385 fi:0.482680. Ave ac:0.008608,0.008427 Initialization: 5.974000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.288000 Kernel 1: 0.023000 Kernel 2: 92.528999 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003578 0.684211 fi:0.415516. Ave ac:0.009304,0.008938 Initialization: 5.563000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.467000 Kernel 1: 0.040000 Kernel 2: 92.757004 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.003578 0.866667 fi:0.233060. Ave ac:0.008895,0.008245 Initialization: 5.597000 Memcpy Classifiers: 0.475000 Memcpy Instances: 8.302000 Kernel 1: 0.023000 Kernel 2: 93.449997 Copyback: 0.020000 Sum: 0.031000 It 9,Best ac:0.006329 0.657143 fi:0.441073. Ave ac:0.007903,0.008185 Iteration 10:MDL fitness activated Error 0.441073 TL 0.040999 MDL Theory Length Weight: 3.5860827145 (2) Initialization: 5.520000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.944000 Kernel 1: 0.022000 Kernel 2: 92.946999 Copyback: 0.017000 Sum: 0.030000 It 10,Best ac:0.003027 0.647059 fi:0.557996. Ave ac:0.006379,0.006704 Initialization: 5.813000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.230000 Kernel 1: 0.023000 Kernel 2: 90.047997 Copyback: 0.017000 Sum: 0.037000 It 11,Best ac:0.007982 0.547170 fi:0.628337. Ave ac:0.008201,0.008599 Initialization: 5.582000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.764000 Kernel 1: 0.022000 Kernel 2: 91.293999 Copyback: 0.018000 Sum: 0.031000 It 12,Best ac:0.004127 0.625000 fi:0.566234. Ave ac:0.009486,0.009602 Initialization: 5.652000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.406000 Kernel 1: 0.022000 Kernel 2: 90.950996 Copyback: 0.016000 Sum: 0.032000 It 13,Best ac:0.004404 0.727273 fi:0.489709. Ave ac:0.009331,0.008929 Initialization: 5.571000 Memcpy Classifiers: 0.382000 Memcpy Instances: 7.252000 Kernel 1: 0.022000 Kernel 2: 90.184998 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.004679 0.708333 fi:0.512579. Ave ac:0.009518,0.008866 Initialization: 5.959000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.850000 Kernel 1: 0.022000 Kernel 2: 91.203003 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.005504 0.714286 fi:0.467493. Ave ac:0.008938,0.009497 Initialization: 5.545000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.633000 Kernel 1: 0.022000 Kernel 2: 87.498001 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.004128 0.652174 fi:0.518922. Ave ac:0.008439,0.007551 Initialization: 6.133000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.353000 Kernel 1: 0.023000 Kernel 2: 85.399002 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.008531 0.620000 fi:0.546886. Ave ac:0.008232,0.008723 Initialization: 5.949000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.688000 Kernel 1: 0.022000 Kernel 2: 86.417000 Copyback: 0.017000 Sum: 0.033000 It 18,Best ac:0.003303 0.571429 fi:0.600750. Ave ac:0.006290,0.006962 Initialization: 5.563000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.619000 Kernel 1: 0.022000 Kernel 2: 85.586998 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.003578 0.684211 fi:0.508660. Ave ac:0.008671,0.009011 Initialization: 5.566000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.702000 Kernel 1: 0.022000 Kernel 2: 82.970001 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.003027 0.785714 fi:0.421212. Ave ac:0.007551,0.007237 Initialization: 5.498000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.719000 Kernel 1: 0.022000 Kernel 2: 85.070999 Copyback: 0.017000 Sum: 0.030000 It 21,Best ac:0.003303 0.750000 fi:0.426496. Ave ac:0.006472,0.006936 Initialization: 5.893000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.218000 Kernel 1: 0.024000 Kernel 2: 85.167999 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.003303 0.857143 fi:0.338437. Ave ac:0.006350,0.005360 Initialization: 6.011000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.488000 Kernel 1: 0.022000 Kernel 2: 82.250999 Copyback: 0.017000 Sum: 0.036000 It 23,Best ac:0.003303 0.750000 fi:0.439177. Ave ac:0.004990,0.004620 Initialization: 5.595000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.194000 Kernel 1: 0.023000 Kernel 2: 79.998001 Copyback: 0.018000 Sum: 0.036000 It 24,Best ac:0.003303 0.800000 fi:0.384378. Ave ac:0.005367,0.005992 Initialization: 5.562000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.279000 Kernel 1: 0.023000 Kernel 2: 80.427002 Copyback: 0.017000 Sum: 0.030000 It 25,Best ac:0.003577 0.812500 fi:0.367374. Ave ac:0.005811,0.004443 Initialization: 5.559000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.216000 Kernel 1: 0.026000 Kernel 2: 80.670998 Copyback: 0.018000 Sum: 0.036000 It 26,Best ac:0.003027 0.785714 fi:0.410919. Ave ac:0.007014,0.006174 Initialization: 6.725000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.969000 Kernel 1: 0.022000 Kernel 2: 81.458000 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.003578 0.722222 fi:0.480417. Ave ac:0.005866,0.004705 Initialization: 5.614000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.501000 Kernel 1: 0.021000 Kernel 2: 78.824997 Copyback: 0.018000 Sum: 0.033000 It 28,Best ac:0.004129 0.576923 fi:0.582158. Ave ac:0.004724,0.005148 Initialization: 5.556000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.486000 Kernel 1: 0.023000 Kernel 2: 77.800003 Copyback: 0.017000 Sum: 0.034000 It 29,Best ac:0.003302 0.750000 fi:0.428722. Ave ac:0.005899,0.005123 Initialization: 5.790000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.203000 Kernel 1: 0.023000 Kernel 2: 77.495003 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.004129 0.600000 fi:0.588513. Ave ac:0.005320,0.003981 Initialization: 5.586000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.403000 Kernel 1: 0.024000 Kernel 2: 76.697998 Copyback: 0.017000 Sum: 0.031000 It 31,Best ac:0.003853 1.000000 fi:0.173029. Ave ac:0.006678,0.005755 Initialization: 5.721000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.705000 Kernel 1: 0.022000 Kernel 2: 75.601997 Copyback: 0.017000 Sum: 0.035000 It 32,Best ac:0.004679 0.739130 fi:0.419649. Ave ac:0.006453,0.003802 Initialization: 6.200000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.248000 Kernel 1: 0.022000 Kernel 2: 74.905998 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.003302 0.750000 fi:0.431768. Ave ac:0.003760,0.003323 Initialization: 31.454000 Memcpy Instances: 365.968994 Memcpy Classifiers: 0.071000 Kernel 1: 0.022000 Kernel 2: 639.060974 Copyback: 0.016000 Sum: 0.018000 Memcpy Classifiers: 0.072000 Kernel 1: 0.016000 Kernel 2: 633.273987 Copyback: 0.019000 Sum: 0.007000 Memcpy Classifiers: 0.072000 Kernel 1: 0.018000 Kernel 2: 651.614990 Copyback: 0.019000 Sum: 0.006000 Memcpy Classifiers: 0.072000 Kernel 1: 0.017000 Kernel 2: 653.431030 Copyback: 0.022000 Sum: 0.009000 Memcpy Classifiers: 0.073000 Kernel 1: 0.022000 Kernel 2: 633.213013 Copyback: 0.029000 Sum: 0.011000 Memcpy Classifiers: 0.075000 Kernel 1: 0.022000 Kernel 2: 644.174988 Copyback: 0.018000 Sum: 0.006000 Memcpy Classifiers: 0.073000 Kernel 1: 0.018000 Kernel 2: 623.114014 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 637.997009 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.050000 Kernel 1: 0.013000 Kernel 2: 159.436005 Copyback: 0.014000 Sum: 0.000000 It 34,Best ac:0.003749 0.534118 fi:0.647406. Ave ac:0.005817,0.016323 Best acc 0.003749 0.534118 Rule:Att PSSM_-3_5 is [<6.970654]|Att PSSM_-2_17 is [-3.459400,4.990273]|Att PSSM_-1_17 is [-5.966041,3.966041]|Att PSSM_0_7 is [-6.085618,-2.454753]|Att PSSM_0_8 is [<1.751957]|Att PSSM_1_11 is [>-2.136322]|Att PSSM_2_11 is [>-1.625837]|Att PSSM_3_7 is [<-0.622396]|Att PSSM_4_12 is [-6.305869,-1.477818]|1 Accuracy : 0.788504 0 1 147426 16654 32971 37587 Removed 1275 instances. 180397 Instances left. Acc of rule 0.003749-0.534118 Initialization: 5.784000 Memcpy Classifiers: 0.595000 Memcpy Instances: 7.148000 Kernel 1: 0.024000 Kernel 2: 88.260002 Copyback: 0.018000 Sum: 0.043000 Initial population average accuracy1:0.005256 accuracy2:0.187138 Initialization: 5.776000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.645000 Kernel 1: 0.023000 Kernel 2: 94.940002 Copyback: 0.017000 Sum: 0.043000 It 0,Best ac:0.003881 0.538462 fi:0.561069. Ave ac:0.008577,0.012305 Initialization: 5.545000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.176000 Kernel 1: 0.024000 Kernel 2: 98.419998 Copyback: 0.021000 Sum: 0.034000 It 1,Best ac:0.003326 0.428571 fi:0.671268. Ave ac:0.011668,0.015041 Initialization: 5.541000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.197000 Kernel 1: 0.022000 Kernel 2: 99.509003 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.003881 0.466667 fi:0.632864. Ave ac:0.012129,0.014521 Initialization: 5.854000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.162000 Kernel 1: 0.022000 Kernel 2: 99.789001 Copyback: 0.017000 Sum: 0.032000 It 3,Best ac:0.003325 0.521739 fi:0.578103. Ave ac:0.010611,0.012431 Initialization: 5.590000 Memcpy Classifiers: 0.921000 Memcpy Instances: 8.057000 Kernel 1: 0.022000 Kernel 2: 95.749001 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.002494 0.642857 fi:0.619036. Ave ac:0.012094,0.015837 Initialization: 5.950000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.509000 Kernel 1: 0.022000 Kernel 2: 94.606003 Copyback: 0.018000 Sum: 0.029000 It 5,Best ac:0.003325 0.631579 fi:0.468263. Ave ac:0.010947,0.013426 Initialization: 6.015000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.158000 Kernel 1: 0.022000 Kernel 2: 95.293999 Copyback: 0.017000 Sum: 0.034000 It 6,Best ac:0.004156 0.576923 fi:0.522457. Ave ac:0.011111,0.014972 Initialization: 5.588000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.159000 Kernel 1: 0.023000 Kernel 2: 92.720001 Copyback: 0.018000 Sum: 0.032000 It 7,Best ac:0.004436 0.615385 fi:0.483837. Ave ac:0.011530,0.014769 Initialization: 5.871000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.172000 Kernel 1: 0.023000 Kernel 2: 91.021004 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.003050 0.647059 fi:0.452935. Ave ac:0.009714,0.011734 Initialization: 5.573000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.596000 Kernel 1: 0.022000 Kernel 2: 86.811996 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.003049 0.687500 fi:0.412496. Ave ac:0.010691,0.012763 Iteration 10:MDL fitness activated Error 0.412496 TL 0.031463 MDL Theory Length Weight: 4.3702216829 (1) Initialization: 6.407000 Memcpy Classifiers: 0.711000 Memcpy Instances: 9.234000 Kernel 1: 0.022000 Kernel 2: 84.879997 Copyback: 0.018000 Sum: 0.039000 It 10,Best ac:0.002772 0.625000 fi:0.669589. Ave ac:0.010027,0.012439 Initialization: 5.819000 Memcpy Classifiers: 0.394000 Memcpy Instances: 7.161000 Kernel 1: 0.023000 Kernel 2: 81.278000 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.008315 0.612245 fi:0.599676. Ave ac:0.010836,0.012267 Initialization: 5.795000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.659000 Kernel 1: 0.022000 Kernel 2: 80.664001 Copyback: 0.017000 Sum: 0.030000 It 12,Best ac:0.004436 0.615385 fi:0.615391. Ave ac:0.011188,0.014939 Initialization: 5.505000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.355000 Kernel 1: 0.023000 Kernel 2: 74.875000 Copyback: 0.017000 Sum: 0.029000 It 13,Best ac:0.004157 0.535714 fi:0.673654. Ave ac:0.009792,0.012774 Initialization: 5.499000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.841000 Kernel 1: 0.022000 Kernel 2: 74.707001 Copyback: 0.017000 Sum: 0.029000 It 14,Best ac:0.003049 0.611111 fi:0.543478. Ave ac:0.012978,0.017829 Initialization: 5.528000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.515000 Kernel 1: 0.023000 Kernel 2: 73.888000 Copyback: 0.017000 Sum: 0.030000 It 15,Best ac:0.003881 0.608696 fi:0.600888. Ave ac:0.012411,0.014816 Initialization: 5.561000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.332000 Kernel 1: 0.022000 Kernel 2: 71.453003 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.003325 0.750000 fi:0.418454. Ave ac:0.014310,0.019910 Initialization: 5.506000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.289000 Kernel 1: 0.022000 Kernel 2: 66.300003 Copyback: 0.017000 Sum: 0.026000 It 17,Best ac:0.003326 0.600000 fi:0.577674. Ave ac:0.014682,0.025186 Initialization: 5.798000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.148000 Kernel 1: 0.023000 Kernel 2: 66.753998 Copyback: 0.018000 Sum: 0.022000 It 18,Best ac:0.004710 0.653846 fi:0.498427. Ave ac:0.016163,0.027291 Initialization: 5.559000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.364000 Kernel 1: 0.023000 Kernel 2: 64.338997 Copyback: 0.018000 Sum: 0.024000 It 19,Best ac:0.003049 0.611111 fi:0.549661. Ave ac:0.013063,0.022099 Initialization: 5.639000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.361000 Kernel 1: 0.023000 Kernel 2: 63.535999 Copyback: 0.017000 Sum: 0.025000 It 20,Best ac:0.004156 0.681818 fi:0.487887. Ave ac:0.013029,0.021635 Initialization: 6.571000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.465000 Kernel 1: 0.023000 Kernel 2: 62.731998 Copyback: 0.017000 Sum: 0.022000 It 21,Best ac:0.003879 0.500000 fi:0.669291. Ave ac:0.013195,0.020065 Initialization: 6.272000 Memcpy Classifiers: 0.286000 Memcpy Instances: 7.174000 Kernel 1: 0.022000 Kernel 2: 64.824997 Copyback: 0.017000 Sum: 0.024000 It 22,Best ac:0.003048 0.611111 fi:0.626384. Ave ac:0.016715,0.022202 Initialization: 5.808000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.211000 Kernel 1: 0.023000 Kernel 2: 62.695000 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.004712 0.772727 fi:0.387119. Ave ac:0.018053,0.028322 Initialization: 5.895000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.622000 Kernel 1: 0.021000 Kernel 2: 62.987999 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.003326 0.666667 fi:0.498779. Ave ac:0.017440,0.026247 Initialization: 5.505000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.262000 Kernel 1: 0.022000 Kernel 2: 62.787998 Copyback: 0.017000 Sum: 0.020000 It 25,Best ac:0.003050 0.687500 fi:0.470252. Ave ac:0.018122,0.029960 Initialization: 5.589000 Memcpy Classifiers: 0.283000 Memcpy Instances: 8.632000 Kernel 1: 0.022000 Kernel 2: 60.818001 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.004436 0.571429 fi:0.573360. Ave ac:0.020320,0.034246 Initialization: 5.496000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.666000 Kernel 1: 0.021000 Kernel 2: 61.409000 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.002772 0.714286 fi:0.571210. Ave ac:0.018539,0.027906 Initialization: 5.938000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.249000 Kernel 1: 0.021000 Kernel 2: 59.705002 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.003880 0.583333 fi:0.561764. Ave ac:0.023177,0.036079 Initialization: 5.777000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.674000 Kernel 1: 0.022000 Kernel 2: 60.155998 Copyback: 0.017000 Sum: 0.036000 It 29,Best ac:0.004157 0.576923 fi:0.578021. Ave ac:0.019351,0.034920 Initialization: 5.499000 Memcpy Classifiers: 0.281000 Memcpy Instances: 7.221000 Kernel 1: 0.024000 Kernel 2: 59.694000 Copyback: 0.018000 Sum: 0.023000 It 30,Best ac:0.002494 0.818182 fi:0.473550. Ave ac:0.025322,0.040705 Initialization: 5.891000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.269000 Kernel 1: 0.023000 Kernel 2: 60.030998 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.004990 0.620690 fi:0.531823. Ave ac:0.020708,0.037795 Initialization: 5.586000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.414000 Kernel 1: 0.022000 Kernel 2: 61.889000 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.003050 0.611111 fi:0.532546. Ave ac:0.014303,0.030110 MDL Theory Length Weight: 3.9331995146 (10) Initialization: 5.553000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.195000 Kernel 1: 0.022000 Kernel 2: 59.619999 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.003048 0.478261 fi:0.684517. Ave ac:0.021268,0.043422 Initialization: 33.308998 Memcpy Instances: 360.725006 Memcpy Classifiers: 0.077000 Kernel 1: 0.023000 Kernel 2: 540.101990 Copyback: 0.368000 Sum: 0.017000 Memcpy Classifiers: 0.076000 Kernel 1: 0.014000 Kernel 2: 536.184021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 521.835022 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 529.281982 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.014000 Kernel 2: 518.205017 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.074000 Kernel 1: 0.015000 Kernel 2: 529.809998 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.074000 Kernel 1: 0.015000 Kernel 2: 531.507019 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.073000 Kernel 1: 0.013000 Kernel 2: 535.370972 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.043000 Kernel 1: 0.013000 Kernel 2: 111.120003 Copyback: 0.015000 Sum: 0.000000 It 34,Best ac:0.002921 0.440635 fi:0.735209. Ave ac:0.033574,0.100307 Best acc 0.002921 0.440635 Initialization: 5.722000 Memcpy Classifiers: 0.595000 Memcpy Instances: 7.590000 Kernel 1: 0.024000 Kernel 2: 89.603996 Copyback: 0.017000 Sum: 0.051000 Initial population average accuracy1:0.004503 accuracy2:0.178717 Initialization: 6.309000 Memcpy Classifiers: 0.508000 Memcpy Instances: 7.156000 Kernel 1: 0.022000 Kernel 2: 96.197998 Copyback: 0.018000 Sum: 0.040000 It 0,Best ac:0.012199 0.352000 fi:0.742901. Ave ac:0.008203,0.013166 Initialization: 5.805000 Memcpy Classifiers: 0.501000 Memcpy Instances: 7.142000 Kernel 1: 0.023000 Kernel 2: 98.151001 Copyback: 0.018000 Sum: 0.032000 It 1,Best ac:0.003604 0.650000 fi:0.449685. Ave ac:0.011784,0.016018 Initialization: 5.580000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.379000 Kernel 1: 0.023000 Kernel 2: 91.473999 Copyback: 0.017000 Sum: 0.029000 It 2,Best ac:0.003049 0.687500 fi:0.412493. Ave ac:0.010779,0.013423 Initialization: 5.581000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.168000 Kernel 1: 0.023000 Kernel 2: 92.553001 Copyback: 0.019000 Sum: 0.030000 It 3,Best ac:0.003050 0.611111 fi:0.488882. Ave ac:0.012454,0.012786 Initialization: 5.525000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.410000 Kernel 1: 0.022000 Kernel 2: 91.052002 Copyback: 0.016000 Sum: 0.032000 It 4,Best ac:0.003604 0.520000 fi:0.579685. Ave ac:0.010411,0.011380 Initialization: 5.745000 Memcpy Classifiers: 0.458000 Memcpy Instances: 7.176000 Kernel 1: 0.022000 Kernel 2: 87.713997 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.003881 0.636364 fi:0.463167. Ave ac:0.009723,0.012493 Initialization: 5.528000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.173000 Kernel 1: 0.024000 Kernel 2: 87.683998 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.003326 0.666667 fi:0.433172. Ave ac:0.007937,0.010292 Initialization: 5.546000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.188000 Kernel 1: 0.022000 Kernel 2: 86.438004 Copyback: 0.018000 Sum: 0.033000 It 7,Best ac:0.006650 0.631579 fi:0.466414. Ave ac:0.008524,0.009459 Initialization: 5.948000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.155000 Kernel 1: 0.022000 Kernel 2: 87.503998 Copyback: 0.017000 Sum: 0.028000 It 8,Best ac:0.004159 0.714286 fi:0.385090. Ave ac:0.006147,0.007646 Initialization: 5.512000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.541000 Kernel 1: 0.022000 Kernel 2: 88.495003 Copyback: 0.017000 Sum: 0.034000 It 9,Best ac:0.004435 0.592593 fi:0.506629. Ave ac:0.007231,0.008194 Iteration 10:MDL fitness activated Error 0.506629 TL 0.028849 MDL Theory Length Weight: 5.8538876075 (2) Initialization: 6.047000 Memcpy Classifiers: 0.401000 Memcpy Instances: 7.164000 Kernel 1: 0.023000 Kernel 2: 88.823997 Copyback: 0.017000 Sum: 0.034000 It 10,Best ac:0.003327 0.571429 fi:0.703480. Ave ac:0.005465,0.006027 Initialization: 5.959000 Memcpy Classifiers: 1.460000 Memcpy Instances: 7.710000 Kernel 1: 0.022000 Kernel 2: 84.711998 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.003049 0.687500 fi:0.636801. Ave ac:0.008819,0.008612 Initialization: 5.570000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.175000 Kernel 1: 0.023000 Kernel 2: 80.765999 Copyback: 0.017000 Sum: 0.035000 It 12,Best ac:0.003049 0.578947 fi:0.625915. Ave ac:0.009737,0.010163 Initialization: 6.013000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.196000 Kernel 1: 0.022000 Kernel 2: 81.147003 Copyback: 0.018000 Sum: 0.037000 It 13,Best ac:0.004989 0.692308 fi:0.588797. Ave ac:0.012119,0.011546 Initialization: 5.586000 Memcpy Classifiers: 0.555000 Memcpy Instances: 7.218000 Kernel 1: 0.023000 Kernel 2: 78.341003 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.003048 0.578947 fi:0.594753. Ave ac:0.011379,0.016402 Initialization: 5.759000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.152000 Kernel 1: 0.023000 Kernel 2: 76.713997 Copyback: 0.020000 Sum: 0.032000 It 15,Best ac:0.004712 0.850000 fi:0.414932. Ave ac:0.013517,0.013498 Initialization: 5.529000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.149000 Kernel 1: 0.024000 Kernel 2: 76.108002 Copyback: 0.018000 Sum: 0.028000 It 16,Best ac:0.004435 0.615385 fi:0.569946. Ave ac:0.011892,0.013843 Initialization: 5.462000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.419000 Kernel 1: 0.022000 Kernel 2: 76.832001 Copyback: 0.017000 Sum: 0.036000 It 17,Best ac:0.009146 0.578947 fi:0.670549. Ave ac:0.012691,0.013542 Initialization: 5.750000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.170000 Kernel 1: 0.023000 Kernel 2: 74.834000 Copyback: 0.018000 Sum: 0.030000 It 18,Best ac:0.005265 0.593750 fi:0.604529. Ave ac:0.013370,0.016030 Initialization: 5.540000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.361000 Kernel 1: 0.023000 Kernel 2: 74.593002 Copyback: 0.018000 Sum: 0.033000 It 19,Best ac:0.002771 0.769231 fi:0.538824. Ave ac:0.014341,0.017562 Initialization: 5.503000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.391000 Kernel 1: 0.023000 Kernel 2: 73.110001 Copyback: 0.017000 Sum: 0.029000 It 20,Best ac:0.003881 0.666667 fi:0.608781. Ave ac:0.012733,0.018044 Initialization: 5.516000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.459000 Kernel 1: 0.022000 Kernel 2: 71.726997 Copyback: 0.017000 Sum: 0.027000 It 21,Best ac:0.004712 0.566667 fi:0.620435. Ave ac:0.015991,0.018620 Initialization: 5.576000 Memcpy Classifiers: 0.301000 Memcpy Instances: 8.736000 Kernel 1: 0.022000 Kernel 2: 71.723000 Copyback: 0.017000 Sum: 0.027000 It 22,Best ac:0.003604 0.619048 fi:0.594420. Ave ac:0.017724,0.018423 Initialization: 5.702000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.688000 Kernel 1: 0.022000 Kernel 2: 68.627998 Copyback: 0.018000 Sum: 0.027000 It 23,Best ac:0.003326 0.705882 fi:0.485509. Ave ac:0.015973,0.020372 Initialization: 5.935000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.696000 Kernel 1: 0.023000 Kernel 2: 67.773003 Copyback: 0.017000 Sum: 0.025000 It 24,Best ac:0.004156 0.652174 fi:0.500100. Ave ac:0.013763,0.016939 MDL Theory Length Weight: 5.2684988467 (10) Initialization: 5.699000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.916000 Kernel 1: 0.023000 Kernel 2: 67.249001 Copyback: 0.017000 Sum: 0.024000 It 25,Best ac:0.003603 0.684211 fi:0.479020. Ave ac:0.011976,0.016492 Initialization: 5.539000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.751000 Kernel 1: 0.023000 Kernel 2: 66.419998 Copyback: 0.016000 Sum: 0.024000 It 26,Best ac:0.004156 0.652174 fi:0.533482. Ave ac:0.014466,0.022991 Initialization: 5.564000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.216000 Kernel 1: 0.023000 Kernel 2: 65.122002 Copyback: 0.018000 Sum: 0.023000 It 27,Best ac:0.003326 0.750000 fi:0.452243. Ave ac:0.014104,0.025557 Initialization: 5.582000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.219000 Kernel 1: 0.023000 Kernel 2: 64.012001 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.004989 0.692308 fi:0.564168. Ave ac:0.010095,0.020601 Initialization: 5.578000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.488000 Kernel 1: 0.022000 Kernel 2: 66.817001 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.003048 0.687500 fi:0.486476. Ave ac:0.014719,0.022891 Initialization: 5.546000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.453000 Kernel 1: 0.022000 Kernel 2: 63.174000 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.003603 0.650000 fi:0.521931. Ave ac:0.013670,0.023770 Initialization: 5.558000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.149000 Kernel 1: 0.023000 Kernel 2: 64.950996 Copyback: 0.020000 Sum: 0.024000 It 31,Best ac:0.003879 0.700000 fi:0.467028. Ave ac:0.014866,0.026063 Initialization: 5.929000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.491000 Kernel 1: 0.022000 Kernel 2: 63.328999 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.002494 1.000000 fi:0.364298. Ave ac:0.015091,0.025446 Initialization: 5.517000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.384000 Kernel 1: 0.022000 Kernel 2: 64.154999 Copyback: 0.017000 Sum: 0.025000 It 33,Best ac:0.004156 0.625000 fi:0.534176. Ave ac:0.014444,0.021988 Initialization: 30.365999 Memcpy Instances: 363.384003 Memcpy Classifiers: 0.058000 Kernel 1: 0.022000 Kernel 2: 580.906982 Copyback: 0.016000 Sum: 0.015000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 571.520020 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.061000 Kernel 1: 0.014000 Kernel 2: 568.166016 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 578.418030 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 574.435974 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 578.565002 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 566.698975 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.062000 Kernel 1: 0.013000 Kernel 2: 561.111023 Copyback: 0.367000 Sum: 0.002000 Memcpy Classifiers: 0.042000 Kernel 1: 0.014000 Kernel 2: 116.427002 Copyback: 0.021000 Sum: 0.001000 It 34,Best ac:0.002894 0.527806 fi:0.682731. Ave ac:0.013643,0.041274 Best acc 0.002894 0.527806 Rule:Att PSSM_-1_18 is [-3.937471,11.604948]|Att PSSM_0_12 is [<-3.140431]|Att PSSM_1_10 is [>-2.543999]|Att PSSM_1_15 is [-5.569010,-0.040580]|Att PSSM_3_12 is [<2.722596]|1 Accuracy : 0.788738 0 1 146959 17121 32449 38109 Removed 989 instances. 179408 Instances left. Acc of rule 0.002894-0.527806 Initialization: 5.805000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.104000 Kernel 1: 0.024000 Kernel 2: 89.329002 Copyback: 0.017000 Sum: 0.049000 Initial population average accuracy1:0.005208 accuracy2:0.176374 Initialization: 5.735000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.607000 Kernel 1: 0.023000 Kernel 2: 94.386002 Copyback: 0.017000 Sum: 0.030000 It 0,Best ac:0.004738 0.386364 fi:0.712664. Ave ac:0.008875,0.011842 Initialization: 6.018000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.595000 Kernel 1: 0.021000 Kernel 2: 94.898003 Copyback: 0.017000 Sum: 0.029000 It 1,Best ac:0.003065 0.550000 fi:0.549967. Ave ac:0.009561,0.011303 Initialization: 5.672000 Memcpy Classifiers: 0.450000 Memcpy Instances: 8.099000 Kernel 1: 0.023000 Kernel 2: 92.058998 Copyback: 0.021000 Sum: 0.037000 It 2,Best ac:0.010312 0.435294 fi:0.660599. Ave ac:0.009120,0.011076 Initialization: 5.522000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.446000 Kernel 1: 0.023000 Kernel 2: 91.346001 Copyback: 0.018000 Sum: 0.031000 It 3,Best ac:0.002230 0.888889 fi:0.443896. Ave ac:0.010269,0.011705 Initialization: 6.470000 Memcpy Classifiers: 0.454000 Memcpy Instances: 7.120000 Kernel 1: 0.022000 Kernel 2: 91.627998 Copyback: 0.017000 Sum: 0.029000 It 4,Best ac:0.003344 0.571429 fi:0.528382. Ave ac:0.010919,0.011055 Initialization: 5.516000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.305000 Kernel 1: 0.023000 Kernel 2: 88.540001 Copyback: 0.018000 Sum: 0.030000 It 5,Best ac:0.003902 0.500000 fi:0.599497. Ave ac:0.011546,0.014598 Initialization: 5.916000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.179000 Kernel 1: 0.022000 Kernel 2: 89.114998 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.006132 0.550000 fi:0.548244. Ave ac:0.011198,0.015148 Initialization: 5.895000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.114000 Kernel 1: 0.022000 Kernel 2: 88.358002 Copyback: 0.018000 Sum: 0.033000 It 7,Best ac:0.003344 0.705882 fi:0.393928. Ave ac:0.009944,0.011203 Initialization: 5.937000 Memcpy Classifiers: 0.400000 Memcpy Instances: 7.131000 Kernel 1: 0.023000 Kernel 2: 87.615997 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.004737 0.548387 fi:0.550640. Ave ac:0.008465,0.008518 Initialization: 5.508000 Memcpy Classifiers: 1.101000 Memcpy Instances: 7.170000 Kernel 1: 0.023000 Kernel 2: 85.153000 Copyback: 0.017000 Sum: 0.041000 It 9,Best ac:0.003623 0.650000 fi:0.449654. Ave ac:0.007911,0.007572 Iteration 10:MDL fitness activated Error 0.449654 TL 0.015224 MDL Theory Length Weight: 9.8453582324 (3) Initialization: 5.568000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.102000 Kernel 1: 0.023000 Kernel 2: 86.380997 Copyback: 0.020000 Sum: 0.028000 It 10,Best ac:0.004181 0.555556 fi:0.732346. Ave ac:0.008382,0.010534 Initialization: 5.700000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.164000 Kernel 1: 0.022000 Kernel 2: 82.310997 Copyback: 0.018000 Sum: 0.029000 It 11,Best ac:0.011706 0.494118 fi:0.702285. Ave ac:0.010700,0.014987 Initialization: 5.723000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.153000 Kernel 1: 0.022000 Kernel 2: 77.514999 Copyback: 0.017000 Sum: 0.020000 It 12,Best ac:0.010870 0.500000 fi:0.759925. Ave ac:0.014258,0.021154 Initialization: 5.691000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.119000 Kernel 1: 0.022000 Kernel 2: 77.082001 Copyback: 0.023000 Sum: 0.024000 It 13,Best ac:0.003623 0.541667 fi:0.715944. Ave ac:0.022030,0.030564 Initialization: 5.503000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.677000 Kernel 1: 0.023000 Kernel 2: 72.390999 Copyback: 0.018000 Sum: 0.026000 It 14,Best ac:0.008082 0.644444 fi:0.592897. Ave ac:0.024899,0.029561 Initialization: 5.473000 Memcpy Classifiers: 0.264000 Memcpy Instances: 8.486000 Kernel 1: 0.022000 Kernel 2: 69.092003 Copyback: 0.017000 Sum: 0.023000 It 15,Best ac:0.003902 0.666667 fi:0.560927. Ave ac:0.023091,0.034229 Initialization: 5.715000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.141000 Kernel 1: 0.021000 Kernel 2: 66.257004 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.003344 0.545455 fi:0.671758. Ave ac:0.020532,0.036251 Initialization: 5.788000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.137000 Kernel 1: 0.023000 Kernel 2: 62.629002 Copyback: 0.017000 Sum: 0.024000 It 17,Best ac:0.004181 0.600000 fi:0.572544. Ave ac:0.029546,0.043140 Initialization: 5.730000 Memcpy Classifiers: 0.228000 Memcpy Instances: 7.130000 Kernel 1: 0.022000 Kernel 2: 60.341000 Copyback: 0.017000 Sum: 0.022000 It 18,Best ac:0.004461 0.571429 fi:0.619760. Ave ac:0.034984,0.049755 Initialization: 5.501000 Memcpy Classifiers: 0.168000 Memcpy Instances: 7.300000 Kernel 1: 0.022000 Kernel 2: 59.820999 Copyback: 0.018000 Sum: 0.022000 It 19,Best ac:0.003066 0.733333 fi:0.515011. Ave ac:0.029717,0.043834 Initialization: 6.631000 Memcpy Classifiers: 0.170000 Memcpy Instances: 7.395000 Kernel 1: 0.022000 Kernel 2: 58.299999 Copyback: 0.017000 Sum: 0.020000 It 20,Best ac:0.004737 0.485714 fi:0.678797. Ave ac:0.027768,0.045284 Initialization: 6.435000 Memcpy Classifiers: 0.176000 Memcpy Instances: 7.596000 Kernel 1: 0.022000 Kernel 2: 56.966999 Copyback: 0.017000 Sum: 0.021000 It 21,Best ac:0.005574 0.625000 fi:0.581053. Ave ac:0.032246,0.050451 Initialization: 6.422000 Memcpy Classifiers: 0.153000 Memcpy Instances: 7.338000 Kernel 1: 0.022000 Kernel 2: 57.618000 Copyback: 0.017000 Sum: 0.021000 It 22,Best ac:0.006132 0.733333 fi:0.522868. Ave ac:0.031977,0.048352 Initialization: 5.566000 Memcpy Classifiers: 0.152000 Memcpy Instances: 7.650000 Kernel 1: 0.023000 Kernel 2: 58.209000 Copyback: 0.090000 Sum: 0.021000 It 23,Best ac:0.003623 0.590909 fi:0.600924. Ave ac:0.029275,0.043163 Initialization: 5.605000 Memcpy Classifiers: 0.151000 Memcpy Instances: 7.113000 Kernel 1: 0.022000 Kernel 2: 57.888000 Copyback: 0.018000 Sum: 0.022000 It 24,Best ac:0.006132 0.523810 fi:0.661739. Ave ac:0.027768,0.042660 Initialization: 7.093000 Memcpy Classifiers: 0.171000 Memcpy Instances: 7.210000 Kernel 1: 0.022000 Kernel 2: 57.557999 Copyback: 0.018000 Sum: 0.022000 It 25,Best ac:0.006966 0.609756 fi:0.595513. Ave ac:0.029307,0.044551 Initialization: 5.984000 Memcpy Classifiers: 0.153000 Memcpy Instances: 8.235000 Kernel 1: 0.023000 Kernel 2: 58.896000 Copyback: 0.017000 Sum: 0.021000 It 26,Best ac:0.003623 0.619048 fi:0.551604. Ave ac:0.027164,0.044006 Initialization: 5.452000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.452000 Kernel 1: 0.022000 Kernel 2: 60.999001 Copyback: 0.017000 Sum: 0.021000 It 27,Best ac:0.003066 0.733333 fi:0.488107. Ave ac:0.019592,0.034801 Initialization: 6.157000 Memcpy Classifiers: 0.173000 Memcpy Instances: 7.117000 Kernel 1: 0.022000 Kernel 2: 59.575001 Copyback: 0.018000 Sum: 0.021000 It 28,Best ac:0.004459 0.640000 fi:0.536209. Ave ac:0.014023,0.028495 Initialization: 5.957000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.124000 Kernel 1: 0.022000 Kernel 2: 62.123001 Copyback: 0.018000 Sum: 0.020000 It 29,Best ac:0.004738 0.414634 fi:0.739014. Ave ac:0.020064,0.033863 Initialization: 5.806000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.187000 Kernel 1: 0.022000 Kernel 2: 61.587002 Copyback: 0.018000 Sum: 0.022000 It 30,Best ac:0.004181 0.576923 fi:0.623747. Ave ac:0.028900,0.043373 Initialization: 6.048000 Memcpy Classifiers: 0.170000 Memcpy Instances: 8.237000 Kernel 1: 0.022000 Kernel 2: 59.473999 Copyback: 0.017000 Sum: 0.020000 It 31,Best ac:0.003344 0.545455 fi:0.631769. Ave ac:0.026550,0.041703 Initialization: 5.554000 Memcpy Classifiers: 0.170000 Memcpy Instances: 7.137000 Kernel 1: 0.022000 Kernel 2: 58.731998 Copyback: 0.017000 Sum: 0.020000 It 32,Best ac:0.003623 0.520000 fi:0.640305. Ave ac:0.024923,0.038978 Initialization: 6.261000 Memcpy Classifiers: 0.170000 Memcpy Instances: 7.327000 Kernel 1: 0.022000 Kernel 2: 58.678001 Copyback: 0.017000 Sum: 0.021000 It 33,Best ac:0.005017 0.529412 fi:0.640457. Ave ac:0.026744,0.041787 Initialization: 32.141998 Memcpy Instances: 357.200989 Memcpy Classifiers: 0.048000 Kernel 1: 0.023000 Kernel 2: 510.187988 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.047000 Kernel 1: 0.014000 Kernel 2: 513.956970 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.046000 Kernel 1: 0.013000 Kernel 2: 517.515015 Copyback: 0.368000 Sum: 0.001000 Memcpy Classifiers: 0.046000 Kernel 1: 0.013000 Kernel 2: 541.783020 Copyback: 0.022000 Sum: 0.007000 Memcpy Classifiers: 0.048000 Kernel 1: 0.021000 Kernel 2: 518.468018 Copyback: 0.020000 Sum: 0.006000 Memcpy Classifiers: 0.048000 Kernel 1: 0.020000 Kernel 2: 523.955994 Copyback: 0.018000 Sum: 0.001000 Memcpy Classifiers: 0.047000 Kernel 1: 0.013000 Kernel 2: 532.151001 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 404.994995 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003283 0.418621 fi:0.754427. Ave ac:0.025481,0.078497 Best acc 0.003283 0.418621 Initialization: 5.806000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.119000 Kernel 1: 0.025000 Kernel 2: 89.825996 Copyback: 0.018000 Sum: 0.053000 Initial population average accuracy1:0.005445 accuracy2:0.179524 Initialization: 5.502000 Memcpy Classifiers: 0.486000 Memcpy Instances: 7.160000 Kernel 1: 0.023000 Kernel 2: 95.806000 Copyback: 0.017000 Sum: 0.032000 It 0,Best ac:0.003065 0.478261 fi:0.621706. Ave ac:0.009705,0.013734 Initialization: 7.496000 Memcpy Classifiers: 0.543000 Memcpy Instances: 7.119000 Kernel 1: 0.023000 Kernel 2: 91.267998 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.005574 0.487805 fi:0.610752. Ave ac:0.011361,0.013969 Initialization: 5.721000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.400000 Kernel 1: 0.022000 Kernel 2: 92.977997 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.003902 0.538462 fi:0.561036. Ave ac:0.013084,0.015993 Initialization: 5.762000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.114000 Kernel 1: 0.023000 Kernel 2: 93.845001 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.005017 0.562500 fi:0.536370. Ave ac:0.012929,0.014002 Initialization: 5.700000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.393000 Kernel 1: 0.022000 Kernel 2: 95.299004 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.003344 0.545455 fi:0.554356. Ave ac:0.012846,0.013794 Initialization: 6.083000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.409000 Kernel 1: 0.021000 Kernel 2: 96.124001 Copyback: 0.017000 Sum: 0.027000 It 5,Best ac:0.005853 0.488372 fi:0.610028. Ave ac:0.011967,0.013369 Initialization: 5.740000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.101000 Kernel 1: 0.023000 Kernel 2: 92.014000 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.003902 0.583333 fi:0.516164. Ave ac:0.011234,0.012175 Initialization: 5.680000 Memcpy Classifiers: 0.416000 Memcpy Instances: 8.238000 Kernel 1: 0.023000 Kernel 2: 87.231003 Copyback: 0.018000 Sum: 0.030000 It 7,Best ac:0.004179 0.576923 fi:0.522417. Ave ac:0.010037,0.011230 Initialization: 5.866000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.462000 Kernel 1: 0.022000 Kernel 2: 89.080002 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.003065 0.785714 fi:0.314253. Ave ac:0.010520,0.010249 Initialization: 5.466000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.448000 Kernel 1: 0.022000 Kernel 2: 90.706001 Copyback: 0.018000 Sum: 0.035000 It 9,Best ac:0.003902 0.636364 fi:0.463134. Ave ac:0.007565,0.007517 Iteration 10:MDL fitness activated Error 0.463134 TL 0.026644 MDL Theory Length Weight: 5.7940567473 (2) Initialization: 5.568000 Memcpy Classifiers: 0.602000 Memcpy Instances: 7.161000 Kernel 1: 0.022000 Kernel 2: 91.165001 Copyback: 0.018000 Sum: 0.031000 It 10,Best ac:0.005015 0.666667 fi:0.582340. Ave ac:0.008259,0.009841 Initialization: 6.156000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.144000 Kernel 1: 0.021000 Kernel 2: 87.406998 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.003623 0.541667 fi:0.657437. Ave ac:0.008734,0.010731 Initialization: 5.500000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.461000 Kernel 1: 0.022000 Kernel 2: 84.583000 Copyback: 0.017000 Sum: 0.037000 It 12,Best ac:0.002787 0.714286 fi:0.594490. Ave ac:0.008212,0.009133 Initialization: 6.967000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.593000 Kernel 1: 0.022000 Kernel 2: 81.521004 Copyback: 0.017000 Sum: 0.036000 It 13,Best ac:0.003066 0.733333 fi:0.539902. Ave ac:0.012861,0.017208 Initialization: 5.766000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.587000 Kernel 1: 0.022000 Kernel 2: 81.410004 Copyback: 0.017000 Sum: 0.033000 It 14,Best ac:0.003623 0.619048 fi:0.655680. Ave ac:0.010776,0.013961 Initialization: 5.681000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.923000 Kernel 1: 0.022000 Kernel 2: 78.546997 Copyback: 0.018000 Sum: 0.033000 It 15,Best ac:0.005574 0.625000 fi:0.559500. Ave ac:0.012901,0.014695 Initialization: 5.478000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.142000 Kernel 1: 0.022000 Kernel 2: 80.310997 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.004458 0.571429 fi:0.623448. Ave ac:0.013661,0.015593 Initialization: 5.514000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.170000 Kernel 1: 0.024000 Kernel 2: 80.813004 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.006132 0.550000 fi:0.654634. Ave ac:0.013025,0.015622 Initialization: 5.697000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.446000 Kernel 1: 0.023000 Kernel 2: 76.867996 Copyback: 0.017000 Sum: 0.024000 It 18,Best ac:0.005295 0.593750 fi:0.615724. Ave ac:0.016729,0.018787 Initialization: 5.487000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.272000 Kernel 1: 0.023000 Kernel 2: 76.203003 Copyback: 0.017000 Sum: 0.027000 It 19,Best ac:0.005017 0.666667 fi:0.572645. Ave ac:0.014120,0.017418 Initialization: 5.568000 Memcpy Classifiers: 0.335000 Memcpy Instances: 7.152000 Kernel 1: 0.023000 Kernel 2: 73.348000 Copyback: 0.017000 Sum: 0.027000 It 20,Best ac:0.004461 0.666667 fi:0.561058. Ave ac:0.012661,0.013607 Initialization: 5.575000 Memcpy Classifiers: 0.348000 Memcpy Instances: 7.106000 Kernel 1: 0.023000 Kernel 2: 72.461998 Copyback: 0.019000 Sum: 0.031000 It 21,Best ac:0.003902 0.636364 fi:0.598368. Ave ac:0.011457,0.014140 Initialization: 5.658000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.107000 Kernel 1: 0.023000 Kernel 2: 73.985001 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.002787 0.625000 fi:0.638318. Ave ac:0.013053,0.016210 MDL Theory Length Weight: 5.2146510726 (10) Initialization: 5.577000 Memcpy Classifiers: 0.748000 Memcpy Instances: 7.122000 Kernel 1: 0.023000 Kernel 2: 74.794998 Copyback: 0.017000 Sum: 0.028000 It 23,Best ac:0.004458 0.695652 fi:0.511095. Ave ac:0.013920,0.015474 Initialization: 5.716000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.143000 Kernel 1: 0.023000 Kernel 2: 72.321999 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.004459 0.695652 fi:0.488959. Ave ac:0.012416,0.013083 Initialization: 5.829000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.141000 Kernel 1: 0.023000 Kernel 2: 72.370003 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.010031 0.631579 fi:0.578397. Ave ac:0.010346,0.010536 Initialization: 5.987000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.284000 Kernel 1: 0.022000 Kernel 2: 73.980003 Copyback: 0.370000 Sum: 0.030000 It 26,Best ac:0.002787 1.000000 fi:0.283138. Ave ac:0.010616,0.010745 Initialization: 5.967000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.107000 Kernel 1: 0.023000 Kernel 2: 70.943001 Copyback: 0.017000 Sum: 0.027000 It 27,Best ac:0.003623 0.722222 fi:0.482096. Ave ac:0.009052,0.010602 Initialization: 5.495000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.118000 Kernel 1: 0.023000 Kernel 2: 72.511002 Copyback: 0.017000 Sum: 0.025000 It 28,Best ac:0.003344 0.705882 fi:0.475431. Ave ac:0.007395,0.008448 Initialization: 5.498000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.435000 Kernel 1: 0.022000 Kernel 2: 72.684998 Copyback: 0.018000 Sum: 0.031000 It 29,Best ac:0.003344 0.705882 fi:0.501977. Ave ac:0.008608,0.010354 Initialization: 5.513000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.245000 Kernel 1: 0.022000 Kernel 2: 73.267998 Copyback: 0.017000 Sum: 0.026000 It 30,Best ac:0.003901 0.777778 fi:0.404847. Ave ac:0.007584,0.010022 Initialization: 5.489000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.157000 Kernel 1: 0.022000 Kernel 2: 70.848999 Copyback: 0.018000 Sum: 0.024000 It 31,Best ac:0.002787 0.769231 fi:0.497080. Ave ac:0.012586,0.017273 Initialization: 5.833000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.113000 Kernel 1: 0.023000 Kernel 2: 73.375999 Copyback: 0.017000 Sum: 0.024000 It 32,Best ac:0.003902 0.636364 fi:0.571183. Ave ac:0.008906,0.012901 Initialization: 5.575000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.446000 Kernel 1: 0.022000 Kernel 2: 75.961998 Copyback: 0.017000 Sum: 0.026000 It 33,Best ac:0.003066 0.687500 fi:0.512796. Ave ac:0.008926,0.009824 Initialization: 31.825001 Memcpy Instances: 356.993988 Memcpy Classifiers: 0.076000 Kernel 1: 0.024000 Kernel 2: 608.293030 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 627.981995 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 624.336975 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 605.059021 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 601.155029 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 615.338013 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 613.551025 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.013000 Kernel 2: 503.096008 Copyback: 0.014000 Sum: 0.002000 It 34,Best ac:0.003211 0.501742 fi:0.683571. Ave ac:0.008539,0.025269 Best acc 0.003211 0.501742 Rule:Att PSSM_-2_2 is [>-6.068124]|Att PSSM_0_4 is [-7.784201,-2.177502]|Att PSSM_0_8 is [-1.864940,4.158847]|Att PSSM_0_12 is [<-1.033995]|Att PSSM_1_10 is [-2.965320,5.728832]|Att PSSM_1_12 is [<-1.240231]|1 Accuracy : 0.788755 0 1 146387 17693 31873 38685 Removed 1148 instances. 178260 Instances left. Acc of rule 0.003211-0.501742 Initialization: 5.937000 Memcpy Classifiers: 0.506000 Memcpy Instances: 7.069000 Kernel 1: 0.024000 Kernel 2: 90.477997 Copyback: 0.018000 Sum: 0.042000 Initial population average accuracy1:0.004353 accuracy2:0.178043 Initialization: 5.800000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.531000 Kernel 1: 0.022000 Kernel 2: 91.856003 Copyback: 0.018000 Sum: 0.036000 It 0,Best ac:0.002806 0.500000 fi:0.650270. Ave ac:0.008264,0.010278 Initialization: 5.761000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.119000 Kernel 1: 0.024000 Kernel 2: 92.516998 Copyback: 0.017000 Sum: 0.032000 It 1,Best ac:0.012065 0.443299 fi:0.651527. Ave ac:0.010852,0.014263 Initialization: 5.475000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.421000 Kernel 1: 0.022000 Kernel 2: 89.554001 Copyback: 0.018000 Sum: 0.027000 It 2,Best ac:0.002805 0.555556 fi:0.594714. Ave ac:0.009566,0.012118 Initialization: 5.825000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.067000 Kernel 1: 0.022000 Kernel 2: 86.901001 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.005612 0.512821 fi:0.585678. Ave ac:0.009081,0.010561 Initialization: 5.527000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.047000 Kernel 1: 0.023000 Kernel 2: 85.637001 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.004488 0.615385 fi:0.483752. Ave ac:0.007952,0.007030 Initialization: 5.856000 Memcpy Classifiers: 0.452000 Memcpy Instances: 19.898001 Kernel 1: 0.022000 Kernel 2: 84.695999 Copyback: 0.018000 Sum: 0.034000 It 5,Best ac:0.003085 0.523810 fi:0.576128. Ave ac:0.007566,0.007983 Initialization: 6.531000 Memcpy Classifiers: 0.456000 Memcpy Instances: 7.085000 Kernel 1: 0.023000 Kernel 2: 87.777000 Copyback: 0.018000 Sum: 0.036000 It 6,Best ac:0.003366 0.571429 fi:0.528347. Ave ac:0.008793,0.008465 Initialization: 5.489000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.844000 Kernel 1: 0.022000 Kernel 2: 87.712997 Copyback: 0.017000 Sum: 0.033000 It 7,Best ac:0.003927 0.736842 fi:0.362614. Ave ac:0.008512,0.007787 Initialization: 5.841000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.061000 Kernel 1: 0.021000 Kernel 2: 84.561996 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.002525 0.692308 fi:0.544134. Ave ac:0.005739,0.006351 Initialization: 5.394000 Memcpy Classifiers: 0.831000 Memcpy Instances: 7.177000 Kernel 1: 0.022000 Kernel 2: 86.494003 Copyback: 0.017000 Sum: 0.035000 It 9,Best ac:0.002805 0.714286 fi:0.435984. Ave ac:0.006686,0.006380 Iteration 10:MDL fitness activated Error 0.435984 TL 0.037177 MDL Theory Length Weight: 3.9090678095 (3) Initialization: 5.680000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.072000 Kernel 1: 0.023000 Kernel 2: 87.315002 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.004208 0.681818 fi:0.605036. Ave ac:0.005998,0.005734 Initialization: 5.703000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.057000 Kernel 1: 0.022000 Kernel 2: 89.309998 Copyback: 0.017000 Sum: 0.030000 It 11,Best ac:0.003086 0.785714 fi:0.459549. Ave ac:0.007300,0.007123 Initialization: 5.725000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.061000 Kernel 1: 0.022000 Kernel 2: 88.862000 Copyback: 0.018000 Sum: 0.037000 It 12,Best ac:0.003086 0.733333 fi:0.553077. Ave ac:0.007658,0.007903 Initialization: 5.385000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.327000 Kernel 1: 0.022000 Kernel 2: 89.207001 Copyback: 0.017000 Sum: 0.030000 It 13,Best ac:0.003926 0.636364 fi:0.582690. Ave ac:0.006851,0.006866 Initialization: 5.503000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.228000 Kernel 1: 0.022000 Kernel 2: 86.181999 Copyback: 0.019000 Sum: 0.034000 It 14,Best ac:0.003366 0.631579 fi:0.582288. Ave ac:0.008629,0.008125 Initialization: 5.506000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.049000 Kernel 1: 0.023000 Kernel 2: 85.106003 Copyback: 0.017000 Sum: 0.034000 It 15,Best ac:0.003086 0.733333 fi:0.509764. Ave ac:0.007017,0.006497 Initialization: 5.549000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.047000 Kernel 1: 0.024000 Kernel 2: 84.443001 Copyback: 0.017000 Sum: 0.035000 It 16,Best ac:0.003086 0.611111 fi:0.580189. Ave ac:0.007062,0.007450 Initialization: 5.773000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.113000 Kernel 1: 0.023000 Kernel 2: 84.704002 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.003927 0.777778 fi:0.468061. Ave ac:0.007438,0.006375 Initialization: 5.478000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.293000 Kernel 1: 0.022000 Kernel 2: 81.236000 Copyback: 0.018000 Sum: 0.031000 It 18,Best ac:0.004769 0.653846 fi:0.592713. Ave ac:0.006314,0.006416 Initialization: 5.471000 Memcpy Classifiers: 0.379000 Memcpy Instances: 8.564000 Kernel 1: 0.022000 Kernel 2: 81.569000 Copyback: 0.017000 Sum: 0.028000 It 19,Best ac:0.003647 0.722222 fi:0.474664. Ave ac:0.007249,0.005880 Initialization: 5.889000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.066000 Kernel 1: 0.022000 Kernel 2: 81.174004 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.005048 0.600000 fi:0.584248. Ave ac:0.006413,0.006089 MDL Theory Length Weight: 3.5181610286 (10) Initialization: 5.818000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.188000 Kernel 1: 0.022000 Kernel 2: 80.107002 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.003365 0.857143 fi:0.354416. Ave ac:0.007848,0.006877 Initialization: 5.420000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.476000 Kernel 1: 0.022000 Kernel 2: 78.500000 Copyback: 0.017000 Sum: 0.034000 It 22,Best ac:0.002805 0.909091 fi:0.341388. Ave ac:0.006607,0.006385 Initialization: 5.892000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.055000 Kernel 1: 0.022000 Kernel 2: 79.816002 Copyback: 0.017000 Sum: 0.032000 It 23,Best ac:0.002805 0.833333 fi:0.400006. Ave ac:0.006514,0.006647 Initialization: 5.539000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.477000 Kernel 1: 0.022000 Kernel 2: 77.863998 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.005051 0.620690 fi:0.585642. Ave ac:0.005921,0.005763 Initialization: 5.555000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.055000 Kernel 1: 0.023000 Kernel 2: 82.598999 Copyback: 0.017000 Sum: 0.037000 It 25,Best ac:0.005889 0.617647 fi:0.568000. Ave ac:0.006629,0.006148 Initialization: 5.785000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.071000 Kernel 1: 0.022000 Kernel 2: 83.113998 Copyback: 0.017000 Sum: 0.034000 It 26,Best ac:0.003926 0.736842 fi:0.450929. Ave ac:0.006941,0.006021 Initialization: 5.795000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.124000 Kernel 1: 0.023000 Kernel 2: 80.861000 Copyback: 0.016000 Sum: 0.033000 It 27,Best ac:0.003926 0.777778 fi:0.426418. Ave ac:0.006397,0.005755 Initialization: 6.117000 Memcpy Classifiers: 0.343000 Memcpy Instances: 7.632000 Kernel 1: 0.023000 Kernel 2: 78.134003 Copyback: 0.017000 Sum: 0.035000 It 28,Best ac:0.003086 0.733333 fi:0.463879. Ave ac:0.006195,0.005164 Initialization: 5.483000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.322000 Kernel 1: 0.023000 Kernel 2: 77.181000 Copyback: 0.017000 Sum: 0.031000 It 29,Best ac:0.003085 0.846154 fi:0.333980. Ave ac:0.005496,0.004920 Initialization: 5.424000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.346000 Kernel 1: 0.023000 Kernel 2: 78.523003 Copyback: 0.019000 Sum: 0.031000 It 30,Best ac:0.003648 0.764706 fi:0.419208. Ave ac:0.005380,0.004391 Initialization: 5.687000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.076000 Kernel 1: 0.023000 Kernel 2: 78.806000 Copyback: 0.020000 Sum: 0.031000 It 31,Best ac:0.003926 0.666667 fi:0.506529. Ave ac:0.005702,0.005785 Initialization: 5.507000 Memcpy Classifiers: 0.380000 Memcpy Instances: 8.228000 Kernel 1: 0.022000 Kernel 2: 77.605003 Copyback: 0.017000 Sum: 0.033000 It 32,Best ac:0.005049 0.642857 fi:0.554985. Ave ac:0.005436,0.005381 Initialization: 5.648000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.056000 Kernel 1: 0.023000 Kernel 2: 76.272003 Copyback: 0.017000 Sum: 0.034000 It 33,Best ac:0.002804 0.714286 fi:0.523214. Ave ac:0.006513,0.005486 Initialization: 31.483999 Memcpy Instances: 359.454987 Memcpy Classifiers: 0.082000 Kernel 1: 0.024000 Kernel 2: 645.484985 Copyback: 0.021000 Sum: 0.015000 Memcpy Classifiers: 0.083000 Kernel 1: 0.021000 Kernel 2: 631.515991 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.081000 Kernel 1: 0.014000 Kernel 2: 642.057007 Copyback: 0.361000 Sum: 0.010000 Memcpy Classifiers: 0.082000 Kernel 1: 0.021000 Kernel 2: 634.695984 Copyback: 0.021000 Sum: 0.009000 Memcpy Classifiers: 0.082000 Kernel 1: 0.020000 Kernel 2: 652.299988 Copyback: 0.016000 Sum: 0.005000 Memcpy Classifiers: 0.081000 Kernel 1: 0.017000 Kernel 2: 643.270020 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.080000 Kernel 1: 0.015000 Kernel 2: 628.567017 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.082000 Kernel 1: 0.013000 Kernel 2: 485.855988 Copyback: 0.015000 Sum: 0.002000 It 34,Best ac:0.002956 0.478656 fi:0.713919. Ave ac:0.006259,0.016804 Best acc 0.002956 0.478656 Initialization: 5.479000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.864000 Kernel 1: 0.023000 Kernel 2: 90.277000 Copyback: 0.018000 Sum: 0.044000 Initial population average accuracy1:0.004434 accuracy2:0.177423 Initialization: 5.923000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.064000 Kernel 1: 0.023000 Kernel 2: 94.206001 Copyback: 0.018000 Sum: 0.054000 It 0,Best ac:0.002524 0.529412 fi:0.707030. Ave ac:0.007350,0.009578 Initialization: 6.207000 Memcpy Classifiers: 0.445000 Memcpy Instances: 7.150000 Kernel 1: 0.022000 Kernel 2: 92.496002 Copyback: 0.018000 Sum: 0.038000 It 1,Best ac:0.003927 0.411765 fi:0.687691. Ave ac:0.009840,0.012493 Initialization: 5.970000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.580000 Kernel 1: 0.023000 Kernel 2: 89.605003 Copyback: 0.017000 Sum: 0.033000 It 2,Best ac:0.011504 0.405941 fi:0.689205. Ave ac:0.011762,0.013669 Initialization: 5.895000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.371000 Kernel 1: 0.021000 Kernel 2: 85.357002 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.003648 0.565217 fi:0.534398. Ave ac:0.011896,0.014058 Initialization: 5.531000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.421000 Kernel 1: 0.022000 Kernel 2: 83.927002 Copyback: 0.018000 Sum: 0.029000 It 4,Best ac:0.005331 0.612903 fi:0.485754. Ave ac:0.012305,0.014870 Initialization: 6.111000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.072000 Kernel 1: 0.022000 Kernel 2: 84.628998 Copyback: 0.017000 Sum: 0.031000 It 5,Best ac:0.011220 0.563380 fi:0.531925. Ave ac:0.010021,0.012650 Initialization: 5.467000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.273000 Kernel 1: 0.022000 Kernel 2: 84.387001 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.004487 0.640000 fi:0.459141. Ave ac:0.009430,0.011626 Initialization: 5.539000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.297000 Kernel 1: 0.022000 Kernel 2: 80.917999 Copyback: 0.017000 Sum: 0.030000 It 7,Best ac:0.003367 0.666667 fi:0.433108. Ave ac:0.009070,0.009647 Initialization: 5.526000 Memcpy Classifiers: 0.473000 Memcpy Instances: 7.696000 Kernel 1: 0.022000 Kernel 2: 79.056000 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.003366 0.666667 fi:0.433111. Ave ac:0.007537,0.009357 Initialization: 5.974000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.101000 Kernel 1: 0.023000 Kernel 2: 78.235001 Copyback: 0.017000 Sum: 0.031000 It 9,Best ac:0.003085 0.647059 fi:0.452879. Ave ac:0.006606,0.007370 Iteration 10:MDL fitness activated Error 0.452879 TL 0.036636 MDL Theory Length Weight: 4.1205646257 (3) Initialization: 5.750000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.066000 Kernel 1: 0.023000 Kernel 2: 77.121002 Copyback: 0.017000 Sum: 0.036000 It 10,Best ac:0.009257 0.523810 fi:0.664400. Ave ac:0.007653,0.010827 Initialization: 5.763000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.533000 Kernel 1: 0.022000 Kernel 2: 76.660004 Copyback: 0.020000 Sum: 0.030000 It 11,Best ac:0.004487 0.695652 fi:0.537783. Ave ac:0.008443,0.010287 Initialization: 5.454000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.265000 Kernel 1: 0.022000 Kernel 2: 75.903999 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.005049 0.600000 fi:0.620661. Ave ac:0.009906,0.012633 Initialization: 5.462000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.269000 Kernel 1: 0.021000 Kernel 2: 77.828003 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.005609 0.588235 fi:0.607884. Ave ac:0.012338,0.015727 Initialization: 5.694000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.100000 Kernel 1: 0.022000 Kernel 2: 74.002998 Copyback: 0.017000 Sum: 0.034000 It 14,Best ac:0.005048 0.600000 fi:0.602028. Ave ac:0.011471,0.015703 Initialization: 5.952000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.072000 Kernel 1: 0.022000 Kernel 2: 72.681000 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.009534 0.618182 fi:0.531799. Ave ac:0.012121,0.015321 Initialization: 5.958000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.450000 Kernel 1: 0.022000 Kernel 2: 72.857002 Copyback: 0.017000 Sum: 0.031000 It 16,Best ac:0.003365 0.600000 fi:0.565757. Ave ac:0.009081,0.011359 Initialization: 5.431000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.268000 Kernel 1: 0.023000 Kernel 2: 70.998001 Copyback: 0.017000 Sum: 0.025000 It 17,Best ac:0.003647 0.684211 fi:0.518916. Ave ac:0.009847,0.012856 Initialization: 5.487000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.345000 Kernel 1: 0.022000 Kernel 2: 69.945000 Copyback: 0.017000 Sum: 0.030000 It 18,Best ac:0.004769 0.607143 fi:0.530784. Ave ac:0.009612,0.012426 Initialization: 5.921000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.057000 Kernel 1: 0.023000 Kernel 2: 69.717003 Copyback: 0.017000 Sum: 0.029000 It 19,Best ac:0.004769 0.531250 fi:0.622135. Ave ac:0.008218,0.012784 Initialization: 5.726000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.117000 Kernel 1: 0.021000 Kernel 2: 70.028999 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.003927 0.700000 fi:0.502720. Ave ac:0.010407,0.013397 Initialization: 6.202000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.086000 Kernel 1: 0.022000 Kernel 2: 68.401001 Copyback: 0.268000 Sum: 0.027000 It 21,Best ac:0.006450 0.638889 fi:0.580980. Ave ac:0.008533,0.011943 Initialization: 5.995000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.292000 Kernel 1: 0.021000 Kernel 2: 69.207001 Copyback: 0.017000 Sum: 0.022000 It 22,Best ac:0.005892 0.677419 fi:0.483997. Ave ac:0.009428,0.010529 Initialization: 5.562000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.431000 Kernel 1: 0.022000 Kernel 2: 69.471001 Copyback: 0.017000 Sum: 0.024000 It 23,Best ac:0.003086 0.846154 fi:0.347726. Ave ac:0.007946,0.009442 Initialization: 5.471000 Memcpy Classifiers: 0.343000 Memcpy Instances: 7.071000 Kernel 1: 0.021000 Kernel 2: 68.487999 Copyback: 0.370000 Sum: 0.023000 It 24,Best ac:0.004206 0.576923 fi:0.585628. Ave ac:0.008594,0.014110 Initialization: 5.475000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.419000 Kernel 1: 0.022000 Kernel 2: 70.785004 Copyback: 0.020000 Sum: 0.021000 It 25,Best ac:0.003085 0.647059 fi:0.534033. Ave ac:0.010586,0.012339 Initialization: 6.228000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.344000 Kernel 1: 0.022000 Kernel 2: 68.350998 Copyback: 0.160000 Sum: 0.023000 It 26,Best ac:0.002244 0.800000 fi:0.613648. Ave ac:0.010074,0.013479 Initialization: 6.525000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.150000 Kernel 1: 0.022000 Kernel 2: 68.556000 Copyback: 0.017000 Sum: 0.026000 It 27,Best ac:0.004487 0.695652 fi:0.496812. Ave ac:0.012729,0.014955 Initialization: 6.361000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.343000 Kernel 1: 0.022000 Kernel 2: 70.950996 Copyback: 0.018000 Sum: 0.025000 It 28,Best ac:0.003927 0.777778 fi:0.422459. Ave ac:0.009359,0.009893 Initialization: 5.724000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.169000 Kernel 1: 0.022000 Kernel 2: 73.294998 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.002804 0.833333 fi:0.398469. Ave ac:0.008732,0.010771 Initialization: 5.476000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.283000 Kernel 1: 0.023000 Kernel 2: 71.860001 Copyback: 0.018000 Sum: 0.025000 It 30,Best ac:0.005051 0.692308 fi:0.496626. Ave ac:0.009340,0.008994 Initialization: 5.804000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.121000 Kernel 1: 0.023000 Kernel 2: 71.084000 Copyback: 0.016000 Sum: 0.026000 It 31,Best ac:0.004489 0.761905 fi:0.438932. Ave ac:0.007979,0.011657 Initialization: 5.448000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.359000 Kernel 1: 0.023000 Kernel 2: 73.514999 Copyback: 0.017000 Sum: 0.027000 It 32,Best ac:0.003927 0.636364 fi:0.536800. Ave ac:0.008439,0.010575 MDL Theory Length Weight: 3.7085081631 (10) Initialization: 5.500000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.392000 Kernel 1: 0.023000 Kernel 2: 71.585999 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.004769 0.772727 fi:0.371559. Ave ac:0.008319,0.010760 Initialization: 31.871000 Memcpy Instances: 359.851990 Memcpy Classifiers: 0.073000 Kernel 1: 0.022000 Kernel 2: 620.161987 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.074000 Kernel 1: 0.015000 Kernel 2: 616.731018 Copyback: 0.022000 Sum: 0.015000 Memcpy Classifiers: 0.075000 Kernel 1: 0.022000 Kernel 2: 622.848999 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.072000 Kernel 1: 0.016000 Kernel 2: 623.109009 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.072000 Kernel 1: 0.017000 Kernel 2: 608.807983 Copyback: 0.015000 Sum: 0.004000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 619.919006 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 625.263977 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.013000 Kernel 2: 464.117004 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003175 0.451716 fi:0.704939. Ave ac:0.009451,0.026074 Best acc 0.003175 0.451716 Initialization: 6.072000 Memcpy Classifiers: 0.561000 Memcpy Instances: 7.092000 Kernel 1: 0.024000 Kernel 2: 90.782997 Copyback: 0.019000 Sum: 0.047000 Initial population average accuracy1:0.005075 accuracy2:0.181336 Initialization: 5.679000 Memcpy Classifiers: 0.559000 Memcpy Instances: 7.127000 Kernel 1: 0.022000 Kernel 2: 94.328003 Copyback: 0.018000 Sum: 0.041000 It 0,Best ac:0.003086 0.407407 fi:0.692527. Ave ac:0.008576,0.010478 Initialization: 5.699000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.090000 Kernel 1: 0.024000 Kernel 2: 94.046997 Copyback: 0.018000 Sum: 0.036000 It 1,Best ac:0.005049 0.450000 fi:0.648817. Ave ac:0.009701,0.012411 Initialization: 5.467000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.444000 Kernel 1: 0.022000 Kernel 2: 93.306000 Copyback: 0.017000 Sum: 0.035000 It 2,Best ac:0.006169 0.488889 fi:0.609295. Ave ac:0.010979,0.012786 Initialization: 5.770000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.059000 Kernel 1: 0.022000 Kernel 2: 94.016998 Copyback: 0.022000 Sum: 0.035000 It 3,Best ac:0.004487 0.400000 fi:0.699141. Ave ac:0.009078,0.010939 Initialization: 5.425000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.290000 Kernel 1: 0.022000 Kernel 2: 91.234001 Copyback: 0.016000 Sum: 0.030000 It 4,Best ac:0.006452 0.442308 fi:0.655711. Ave ac:0.009688,0.009973 Initialization: 5.654000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.153000 Kernel 1: 0.022000 Kernel 2: 89.246002 Copyback: 0.018000 Sum: 0.030000 It 5,Best ac:0.005612 0.465116 fi:0.633382. Ave ac:0.008318,0.009990 Initialization: 5.464000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.422000 Kernel 1: 0.022000 Kernel 2: 86.563004 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.003086 0.523810 fi:0.576125. Ave ac:0.008822,0.009816 Initialization: 5.546000 Memcpy Classifiers: 0.610000 Memcpy Instances: 7.072000 Kernel 1: 0.022000 Kernel 2: 85.083000 Copyback: 0.018000 Sum: 0.035000 It 7,Best ac:0.003647 0.520000 fi:0.579616. Ave ac:0.009249,0.009484 Initialization: 5.541000 Memcpy Classifiers: 0.380000 Memcpy Instances: 9.654000 Kernel 1: 0.023000 Kernel 2: 81.183998 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.003926 0.636364 fi:0.463096. Ave ac:0.008641,0.010040 Initialization: 5.612000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.394000 Kernel 1: 0.022000 Kernel 2: 81.514999 Copyback: 0.017000 Sum: 0.028000 It 9,Best ac:0.004487 0.533333 fi:0.565807. Ave ac:0.008446,0.009047 Iteration 10:MDL fitness activated Error 0.565807 TL 0.034091 MDL Theory Length Weight: 5.5323593255 (2) Initialization: 5.426000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.262000 Kernel 1: 0.023000 Kernel 2: 79.905998 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.003927 0.560000 fi:0.642699. Ave ac:0.008623,0.008710 Initialization: 5.504000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.148000 Kernel 1: 0.024000 Kernel 2: 79.728996 Copyback: 0.017000 Sum: 0.029000 It 11,Best ac:0.002804 0.714286 fi:0.603302. Ave ac:0.007896,0.008797 Initialization: 5.940000 Memcpy Classifiers: 0.355000 Memcpy Instances: 7.228000 Kernel 1: 0.023000 Kernel 2: 81.274002 Copyback: 0.017000 Sum: 0.038000 It 12,Best ac:0.004767 0.708333 fi:0.575454. Ave ac:0.010232,0.009874 Initialization: 5.702000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.462000 Kernel 1: 0.022000 Kernel 2: 77.098000 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.003647 0.722222 fi:0.565956. Ave ac:0.010093,0.011590 Initialization: 5.552000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.453000 Kernel 1: 0.022000 Kernel 2: 74.802002 Copyback: 0.017000 Sum: 0.032000 It 14,Best ac:0.005328 0.730769 fi:0.525540. Ave ac:0.008355,0.009856 Initialization: 6.533000 Memcpy Classifiers: 0.342000 Memcpy Instances: 7.083000 Kernel 1: 0.023000 Kernel 2: 74.231003 Copyback: 0.017000 Sum: 0.035000 It 15,Best ac:0.004488 0.615385 fi:0.589677. Ave ac:0.008182,0.009583 Initialization: 5.530000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.375000 Kernel 1: 0.022000 Kernel 2: 73.389000 Copyback: 0.017000 Sum: 0.034000 It 16,Best ac:0.003647 0.619048 fi:0.619027. Ave ac:0.008673,0.012246 Initialization: 5.519000 Memcpy Classifiers: 0.376000 Memcpy Instances: 7.392000 Kernel 1: 0.022000 Kernel 2: 73.310997 Copyback: 0.017000 Sum: 0.033000 It 17,Best ac:0.003086 0.687500 fi:0.551017. Ave ac:0.008995,0.011552 Initialization: 5.545000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.410000 Kernel 1: 0.022000 Kernel 2: 72.817001 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.004208 0.750000 fi:0.511879. Ave ac:0.007295,0.009798 Initialization: 5.691000 Memcpy Classifiers: 0.303000 Memcpy Instances: 10.351000 Kernel 1: 0.021000 Kernel 2: 73.355003 Copyback: 0.017000 Sum: 0.034000 It 19,Best ac:0.004488 0.727273 fi:0.510323. Ave ac:0.009667,0.014580 Initialization: 6.008000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.094000 Kernel 1: 0.022000 Kernel 2: 72.484001 Copyback: 0.017000 Sum: 0.035000 It 20,Best ac:0.004208 0.789474 fi:0.401896. Ave ac:0.009282,0.013985 Initialization: 5.489000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.279000 Kernel 1: 0.022000 Kernel 2: 71.258003 Copyback: 0.017000 Sum: 0.026000 It 21,Best ac:0.004208 0.600000 fi:0.639378. Ave ac:0.009753,0.017599 Initialization: 5.486000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.839000 Kernel 1: 0.022000 Kernel 2: 72.612000 Copyback: 0.017000 Sum: 0.025000 It 22,Best ac:0.002805 0.714286 fi:0.559459. Ave ac:0.011506,0.017951 Initialization: 5.685000 Memcpy Classifiers: 0.330000 Memcpy Instances: 7.079000 Kernel 1: 0.022000 Kernel 2: 69.709999 Copyback: 0.017000 Sum: 0.023000 It 23,Best ac:0.003086 0.578947 fi:0.627222. Ave ac:0.010778,0.017891 Initialization: 5.747000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.271000 Kernel 1: 0.021000 Kernel 2: 71.278999 Copyback: 0.017000 Sum: 0.022000 It 24,Best ac:0.003086 0.733333 fi:0.496277. Ave ac:0.012404,0.018105 Initialization: 5.543000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.074000 Kernel 1: 0.023000 Kernel 2: 70.452003 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.003086 0.647059 fi:0.567565. Ave ac:0.010843,0.015919 Initialization: 6.559000 Memcpy Classifiers: 0.326000 Memcpy Instances: 7.926000 Kernel 1: 0.022000 Kernel 2: 68.824997 Copyback: 0.017000 Sum: 0.024000 It 26,Best ac:0.003086 0.846154 fi:0.364229. Ave ac:0.012537,0.019812 Initialization: 5.447000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.332000 Kernel 1: 0.022000 Kernel 2: 69.059998 Copyback: 0.017000 Sum: 0.023000 It 27,Best ac:0.003085 0.611111 fi:0.580346. Ave ac:0.009533,0.018320 Initialization: 5.493000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.426000 Kernel 1: 0.022000 Kernel 2: 66.163002 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.005331 0.575758 fi:0.610870. Ave ac:0.011872,0.021843 Initialization: 5.468000 Memcpy Classifiers: 0.303000 Memcpy Instances: 8.238000 Kernel 1: 0.022000 Kernel 2: 66.861000 Copyback: 0.017000 Sum: 0.024000 It 29,Best ac:0.002804 0.714286 fi:0.575896. Ave ac:0.014013,0.025148 Initialization: 5.479000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.058000 Kernel 1: 0.023000 Kernel 2: 67.946999 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.002805 0.588235 fi:0.667960. Ave ac:0.013713,0.022413 Initialization: 5.525000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.134000 Kernel 1: 0.022000 Kernel 2: 64.994003 Copyback: 0.016000 Sum: 0.024000 It 31,Best ac:0.003647 0.722222 fi:0.442348. Ave ac:0.018999,0.030876 Initialization: 5.481000 Memcpy Classifiers: 0.265000 Memcpy Instances: 7.588000 Kernel 1: 0.022000 Kernel 2: 68.672997 Copyback: 0.018000 Sum: 0.025000 It 32,Best ac:0.003927 0.608696 fi:0.629219. Ave ac:0.015809,0.026532 Initialization: 5.464000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.412000 Kernel 1: 0.022000 Kernel 2: 64.870003 Copyback: 0.018000 Sum: 0.025000 It 33,Best ac:0.003927 0.823529 fi:0.438512. Ave ac:0.014828,0.025531 Initialization: 32.722000 Memcpy Instances: 355.346985 Memcpy Classifiers: 0.059000 Kernel 1: 0.022000 Kernel 2: 567.356995 Copyback: 0.015000 Sum: 0.018000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 571.119995 Copyback: 0.019000 Sum: 0.006000 Memcpy Classifiers: 0.058000 Kernel 1: 0.017000 Kernel 2: 570.495972 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 562.684021 Copyback: 0.368000 Sum: 0.003000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 571.442993 Copyback: 0.016000 Sum: 0.003000 Memcpy Classifiers: 0.058000 Kernel 1: 0.015000 Kernel 2: 568.320007 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 556.817993 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 418.641998 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003102 0.477960 fi:0.727892. Ave ac:0.018773,0.057253 Best acc 0.003102 0.477960 Initialization: 5.964000 Memcpy Classifiers: 0.542000 Memcpy Instances: 7.538000 Kernel 1: 0.025000 Kernel 2: 90.205002 Copyback: 0.018000 Sum: 0.049000 Initial population average accuracy1:0.004929 accuracy2:0.175006 Initialization: 5.559000 Memcpy Classifiers: 0.507000 Memcpy Instances: 7.047000 Kernel 1: 0.023000 Kernel 2: 96.516998 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.006452 0.353846 fi:0.744173. Ave ac:0.007819,0.011533 Initialization: 5.754000 Memcpy Classifiers: 0.478000 Memcpy Instances: 7.108000 Kernel 1: 0.022000 Kernel 2: 94.332001 Copyback: 0.020000 Sum: 0.034000 It 1,Best ac:0.008696 0.449275 fi:0.647474. Ave ac:0.009946,0.012218 Initialization: 5.489000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.352000 Kernel 1: 0.022000 Kernel 2: 96.458000 Copyback: 0.018000 Sum: 0.030000 It 2,Best ac:0.005330 0.487179 fi:0.611478. Ave ac:0.011437,0.014588 Initialization: 5.480000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.340000 Kernel 1: 0.022000 Kernel 2: 96.333000 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.005048 0.580645 fi:0.518177. Ave ac:0.011310,0.013571 Initialization: 5.822000 Memcpy Classifiers: 0.499000 Memcpy Instances: 7.972000 Kernel 1: 0.022000 Kernel 2: 97.487999 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.003647 0.500000 fi:0.599619. Ave ac:0.011593,0.012191 Initialization: 5.837000 Memcpy Classifiers: 0.436000 Memcpy Instances: 7.064000 Kernel 1: 0.022000 Kernel 2: 94.490997 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.004209 0.555556 fi:0.543741. Ave ac:0.010031,0.011016 Initialization: 5.424000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.342000 Kernel 1: 0.022000 Kernel 2: 93.834000 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.003927 0.518519 fi:0.580937. Ave ac:0.008753,0.009169 Initialization: 5.750000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.051000 Kernel 1: 0.023000 Kernel 2: 91.273003 Copyback: 0.018000 Sum: 0.035000 It 7,Best ac:0.002525 0.750000 fi:0.485243. Ave ac:0.007756,0.007514 Initialization: 5.797000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.066000 Kernel 1: 0.022000 Kernel 2: 89.930000 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.003086 0.647059 fi:0.452876. Ave ac:0.008474,0.009100 Initialization: 6.048000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.216000 Kernel 1: 0.022000 Kernel 2: 89.682999 Copyback: 0.021000 Sum: 0.036000 It 9,Best ac:0.006732 0.648649 fi:0.449211. Ave ac:0.006650,0.007259 Iteration 10:MDL fitness activated Error 0.449211 TL 0.030473 MDL Theory Length Weight: 4.9137407870 (1) Initialization: 5.742000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.073000 Kernel 1: 0.022000 Kernel 2: 89.258003 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.003366 0.666667 fi:0.537710. Ave ac:0.007391,0.007931 Initialization: 5.544000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.066000 Kernel 1: 0.023000 Kernel 2: 89.530998 Copyback: 0.017000 Sum: 0.031000 It 11,Best ac:0.004487 0.615385 fi:0.643241. Ave ac:0.008027,0.008119 Initialization: 5.535000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.050000 Kernel 1: 0.023000 Kernel 2: 87.556000 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.008693 0.596154 fi:0.605131. Ave ac:0.008725,0.009298 Initialization: 5.552000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.056000 Kernel 1: 0.024000 Kernel 2: 84.334999 Copyback: 0.017000 Sum: 0.037000 It 13,Best ac:0.003367 0.705882 fi:0.504395. Ave ac:0.010401,0.012291 Initialization: 5.852000 Memcpy Classifiers: 0.371000 Memcpy Instances: 7.095000 Kernel 1: 0.022000 Kernel 2: 84.018997 Copyback: 0.018000 Sum: 0.036000 It 14,Best ac:0.004208 0.714286 fi:0.511289. Ave ac:0.012611,0.011948 Initialization: 5.901000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.203000 Kernel 1: 0.022000 Kernel 2: 79.877998 Copyback: 0.017000 Sum: 0.029000 It 15,Best ac:0.004487 0.615385 fi:0.620437. Ave ac:0.015936,0.019557 Initialization: 5.496000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.107000 Kernel 1: 0.024000 Kernel 2: 80.999001 Copyback: 0.036000 Sum: 0.031000 It 16,Best ac:0.002805 0.769231 fi:0.501196. Ave ac:0.015391,0.016218 Initialization: 5.897000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.163000 Kernel 1: 0.022000 Kernel 2: 79.482002 Copyback: 0.017000 Sum: 0.027000 It 17,Best ac:0.003646 0.650000 fi:0.578723. Ave ac:0.014701,0.017392 Initialization: 5.915000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.061000 Kernel 1: 0.022000 Kernel 2: 78.918999 Copyback: 0.018000 Sum: 0.028000 It 18,Best ac:0.003085 0.611111 fi:0.615105. Ave ac:0.013977,0.014086 Initialization: 5.479000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.479000 Kernel 1: 0.022000 Kernel 2: 77.262001 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.005328 0.612903 fi:0.570854. Ave ac:0.016059,0.018501 Initialization: 5.741000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.063000 Kernel 1: 0.023000 Kernel 2: 75.211998 Copyback: 0.017000 Sum: 0.026000 It 20,Best ac:0.003926 0.500000 fi:0.669166. Ave ac:0.012934,0.014650 Initialization: 5.530000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.442000 Kernel 1: 0.022000 Kernel 2: 74.716003 Copyback: 0.017000 Sum: 0.028000 It 21,Best ac:0.005049 0.720000 fi:0.448524. Ave ac:0.014991,0.017989 Initialization: 5.510000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.062000 Kernel 1: 0.024000 Kernel 2: 77.011002 Copyback: 0.018000 Sum: 0.026000 It 22,Best ac:0.005610 0.625000 fi:0.562247. Ave ac:0.013029,0.015305 Initialization: 5.546000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.083000 Kernel 1: 0.023000 Kernel 2: 75.833000 Copyback: 0.018000 Sum: 0.025000 It 23,Best ac:0.003366 0.800000 fi:0.383430. Ave ac:0.013298,0.013886 Initialization: 5.509000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.183000 Kernel 1: 0.023000 Kernel 2: 73.774002 Copyback: 0.017000 Sum: 0.024000 It 24,Best ac:0.003086 0.785714 fi:0.396322. Ave ac:0.009263,0.012212 Initialization: 5.497000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.289000 Kernel 1: 0.023000 Kernel 2: 74.699997 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.005609 0.625000 fi:0.554230. Ave ac:0.010428,0.016160 Initialization: 5.429000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.279000 Kernel 1: 0.022000 Kernel 2: 74.664001 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.003648 0.565217 fi:0.612207. Ave ac:0.008324,0.013442 Initialization: 5.550000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.344000 Kernel 1: 0.022000 Kernel 2: 72.579002 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.002804 0.666667 fi:0.560429. Ave ac:0.012960,0.017693 Initialization: 5.729000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.148000 Kernel 1: 0.022000 Kernel 2: 72.239998 Copyback: 0.017000 Sum: 0.022000 It 28,Best ac:0.004769 0.680000 fi:0.484766. Ave ac:0.013089,0.016494 Initialization: 5.700000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.056000 Kernel 1: 0.022000 Kernel 2: 69.556999 Copyback: 0.018000 Sum: 0.023000 It 29,Best ac:0.003086 0.611111 fi:0.576429. Ave ac:0.009211,0.013395 Initialization: 5.565000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.375000 Kernel 1: 0.023000 Kernel 2: 70.982002 Copyback: 0.017000 Sum: 0.023000 It 30,Best ac:0.004206 0.625000 fi:0.553026. Ave ac:0.013239,0.015267 Initialization: 5.484000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.197000 Kernel 1: 0.022000 Kernel 2: 70.707001 Copyback: 0.017000 Sum: 0.024000 It 31,Best ac:0.005328 0.633333 fi:0.526603. Ave ac:0.009661,0.009959 Initialization: 5.714000 Memcpy Classifiers: 0.302000 Memcpy Instances: 8.213000 Kernel 1: 0.021000 Kernel 2: 69.345001 Copyback: 0.371000 Sum: 0.022000 It 32,Best ac:0.003927 0.700000 fi:0.486739. Ave ac:0.010674,0.013639 MDL Theory Length Weight: 4.4223667083 (10) Initialization: 5.608000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.892000 Kernel 1: 0.021000 Kernel 2: 69.001999 Copyback: 0.018000 Sum: 0.024000 It 33,Best ac:0.002805 0.714286 fi:0.504879. Ave ac:0.010939,0.011632 Initialization: 32.091999 Memcpy Instances: 357.773010 Memcpy Classifiers: 0.067000 Kernel 1: 0.022000 Kernel 2: 595.161987 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 599.948975 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 601.171021 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 588.119019 Copyback: 0.014000 Sum: 0.003000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 592.728027 Copyback: 0.014000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 584.867004 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 581.301025 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.075000 Kernel 1: 0.014000 Kernel 2: 428.885010 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003579 0.507154 fi:0.663355. Ave ac:0.007039,0.019278 Best acc 0.003579 0.507154 Rule:Att PSSM_-2_10 is [>-2.940765]|Att PSSM_-1_3 is [-5.444920,-0.555080]|Att PSSM_0_7 is [<-2.351467]|Att PSSM_0_20 is [-2.315886,6.944368]|Att PSSM_1_12 is [-4.201287,-2.554988]|1 Accuracy : 0.788832 0 1 145767 18313 31235 39323 Removed 1258 instances. 177002 Instances left. Acc of rule 0.003579-0.507154 Initialization: 5.491000 Memcpy Classifiers: 0.522000 Memcpy Instances: 7.436000 Kernel 1: 0.024000 Kernel 2: 88.183998 Copyback: 0.018000 Sum: 0.046000 Initial population average accuracy1:0.004794 accuracy2:0.179447 Initialization: 5.966000 Memcpy Classifiers: 0.633000 Memcpy Instances: 7.495000 Kernel 1: 0.021000 Kernel 2: 93.789001 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.003391 0.521739 fi:0.577996. Ave ac:0.009364,0.012378 Initialization: 5.522000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.404000 Kernel 1: 0.023000 Kernel 2: 92.119003 Copyback: 0.018000 Sum: 0.030000 It 1,Best ac:0.004236 0.600000 fi:0.499250. Ave ac:0.010591,0.012386 Initialization: 5.463000 Memcpy Classifiers: 0.433000 Memcpy Instances: 9.118000 Kernel 1: 0.023000 Kernel 2: 93.369003 Copyback: 0.017000 Sum: 0.031000 It 2,Best ac:0.008192 0.446154 fi:0.650819. Ave ac:0.011461,0.013473 Initialization: 5.754000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.488000 Kernel 1: 0.022000 Kernel 2: 92.483002 Copyback: 0.017000 Sum: 0.034000 It 3,Best ac:0.003107 0.550000 fi:0.549901. Ave ac:0.010136,0.011621 Initialization: 5.528000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.005000 Kernel 1: 0.023000 Kernel 2: 89.180000 Copyback: 0.017000 Sum: 0.030000 It 4,Best ac:0.004520 0.551724 fi:0.547363. Ave ac:0.009661,0.010676 Initialization: 5.496000 Memcpy Classifiers: 0.625000 Memcpy Instances: 7.001000 Kernel 1: 0.023000 Kernel 2: 88.400002 Copyback: 0.017000 Sum: 0.029000 It 5,Best ac:0.003672 0.684211 fi:0.415365. Ave ac:0.007497,0.008615 Initialization: 5.482000 Memcpy Classifiers: 0.434000 Memcpy Instances: 6.996000 Kernel 1: 0.024000 Kernel 2: 87.805000 Copyback: 0.017000 Sum: 0.029000 It 6,Best ac:0.005085 0.720000 fi:0.378762. Ave ac:0.009661,0.009861 Initialization: 5.695000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.547000 Kernel 1: 0.022000 Kernel 2: 83.099998 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.002542 0.750000 fi:0.469310. Ave ac:0.006441,0.007554 Initialization: 5.446000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.322000 Kernel 1: 0.022000 Kernel 2: 83.989998 Copyback: 0.017000 Sum: 0.032000 It 8,Best ac:0.004237 0.625000 fi:0.474250. Ave ac:0.008258,0.008966 Initialization: 5.995000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.325000 Kernel 1: 0.022000 Kernel 2: 83.592003 Copyback: 0.017000 Sum: 0.030000 It 9,Best ac:0.002825 0.588235 fi:0.545720. Ave ac:0.006790,0.008807 Iteration 10:MDL fitness activated Error 0.545720 TL 0.035728 MDL Theory Length Weight: 5.0914312285 (4) Initialization: 5.822000 Memcpy Classifiers: 0.448000 Memcpy Instances: 7.420000 Kernel 1: 0.022000 Kernel 2: 82.894997 Copyback: 0.017000 Sum: 0.027000 It 10,Best ac:0.004237 0.750000 fi:0.494420. Ave ac:0.006629,0.008651 Initialization: 5.440000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.077000 Kernel 1: 0.022000 Kernel 2: 82.984001 Copyback: 0.017000 Sum: 0.032000 It 11,Best ac:0.003108 0.687500 fi:0.566235. Ave ac:0.005486,0.005910 Initialization: 5.512000 Memcpy Classifiers: 0.353000 Memcpy Instances: 7.007000 Kernel 1: 0.023000 Kernel 2: 86.331001 Copyback: 0.017000 Sum: 0.032000 It 12,Best ac:0.002826 0.588235 fi:0.664701. Ave ac:0.005960,0.007786 Initialization: 5.875000 Memcpy Classifiers: 0.362000 Memcpy Instances: 6.998000 Kernel 1: 0.022000 Kernel 2: 81.636002 Copyback: 0.017000 Sum: 0.031000 It 13,Best ac:0.003673 0.684211 fi:0.525649. Ave ac:0.008855,0.009593 Initialization: 5.453000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.029000 Kernel 1: 0.023000 Kernel 2: 78.800003 Copyback: 0.018000 Sum: 0.034000 It 14,Best ac:0.002260 0.888889 fi:0.523834. Ave ac:0.010134,0.013257 Initialization: 5.447000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.040000 Kernel 1: 0.022000 Kernel 2: 75.677002 Copyback: 0.017000 Sum: 0.037000 It 15,Best ac:0.003106 0.846154 fi:0.394343. Ave ac:0.011399,0.016065 Initialization: 5.514000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.054000 Kernel 1: 0.023000 Kernel 2: 76.816002 Copyback: 0.017000 Sum: 0.032000 It 16,Best ac:0.005367 0.678571 fi:0.484841. Ave ac:0.011538,0.015751 Initialization: 5.683000 Memcpy Classifiers: 0.386000 Memcpy Instances: 7.476000 Kernel 1: 0.021000 Kernel 2: 75.688004 Copyback: 0.017000 Sum: 0.029000 It 17,Best ac:0.003107 0.846154 fi:0.394343. Ave ac:0.009813,0.010212 Initialization: 5.406000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.406000 Kernel 1: 0.022000 Kernel 2: 75.141998 Copyback: 0.016000 Sum: 0.039000 It 18,Best ac:0.003107 0.611111 fi:0.644988. Ave ac:0.009180,0.014124 Initialization: 5.771000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.034000 Kernel 1: 0.023000 Kernel 2: 74.720001 Copyback: 0.017000 Sum: 0.032000 It 19,Best ac:0.002825 0.769231 fi:0.473943. Ave ac:0.014075,0.017143 Initialization: 6.213000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.016000 Kernel 1: 0.023000 Kernel 2: 73.515999 Copyback: 0.017000 Sum: 0.031000 It 20,Best ac:0.003671 0.764706 fi:0.475943. Ave ac:0.009417,0.010428 Initialization: 5.533000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.035000 Kernel 1: 0.023000 Kernel 2: 72.030998 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.004236 0.681818 fi:0.539854. Ave ac:0.007785,0.008908 Initialization: 5.468000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.105000 Kernel 1: 0.022000 Kernel 2: 70.751999 Copyback: 0.018000 Sum: 0.027000 It 22,Best ac:0.003107 0.687500 fi:0.512636. Ave ac:0.009692,0.009914 Initialization: 5.450000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.072000 Kernel 1: 0.021000 Kernel 2: 70.860001 Copyback: 0.017000 Sum: 0.029000 It 23,Best ac:0.002542 0.818182 fi:0.495137. Ave ac:0.008845,0.008145 Initialization: 5.717000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.000000 Kernel 1: 0.023000 Kernel 2: 70.140999 Copyback: 0.018000 Sum: 0.027000 It 24,Best ac:0.004237 0.652174 fi:0.531633. Ave ac:0.007909,0.009372 MDL Theory Length Weight: 4.5822881057 (10) Initialization: 5.384000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.201000 Kernel 1: 0.023000 Kernel 2: 69.227997 Copyback: 0.017000 Sum: 0.023000 It 25,Best ac:0.003107 0.578947 fi:0.598102. Ave ac:0.007340,0.013860 Initialization: 5.439000 Memcpy Classifiers: 0.321000 Memcpy Instances: 6.995000 Kernel 1: 0.023000 Kernel 2: 69.603996 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.002824 0.714286 fi:0.493291. Ave ac:0.011315,0.014580 Initialization: 5.505000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.562000 Kernel 1: 0.022000 Kernel 2: 69.858002 Copyback: 0.017000 Sum: 0.030000 It 27,Best ac:0.003107 0.785714 fi:0.409190. Ave ac:0.009199,0.010280 Initialization: 5.455000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.446000 Kernel 1: 0.022000 Kernel 2: 70.495003 Copyback: 0.017000 Sum: 0.026000 It 28,Best ac:0.003672 0.565217 fi:0.613975. Ave ac:0.005773,0.006225 Initialization: 5.843000 Memcpy Classifiers: 0.362000 Memcpy Instances: 6.999000 Kernel 1: 0.022000 Kernel 2: 68.889999 Copyback: 0.018000 Sum: 0.027000 It 29,Best ac:0.003672 0.650000 fi:0.548581. Ave ac:0.007699,0.008518 Initialization: 5.615000 Memcpy Classifiers: 0.321000 Memcpy Instances: 6.996000 Kernel 1: 0.023000 Kernel 2: 68.564003 Copyback: 0.017000 Sum: 0.021000 It 30,Best ac:0.002825 0.588235 fi:0.617758. Ave ac:0.008107,0.008974 Initialization: 5.391000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.462000 Kernel 1: 0.022000 Kernel 2: 68.700996 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.006497 0.766667 fi:0.398465. Ave ac:0.011098,0.012942 Initialization: 5.418000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.399000 Kernel 1: 0.022000 Kernel 2: 67.420998 Copyback: 0.017000 Sum: 0.023000 It 32,Best ac:0.004802 0.772727 fi:0.382419. Ave ac:0.008167,0.009862 Initialization: 5.920000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.003000 Kernel 1: 0.022000 Kernel 2: 68.785004 Copyback: 0.018000 Sum: 0.028000 It 33,Best ac:0.002825 0.714286 fi:0.524406. Ave ac:0.006016,0.008610 Initialization: 30.981001 Memcpy Instances: 355.000000 Memcpy Classifiers: 0.066000 Kernel 1: 0.022000 Kernel 2: 585.760010 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 596.281982 Copyback: 0.022000 Sum: 0.009000 Memcpy Classifiers: 0.067000 Kernel 1: 0.021000 Kernel 2: 581.130005 Copyback: 0.019000 Sum: 0.005000 Memcpy Classifiers: 0.066000 Kernel 1: 0.018000 Kernel 2: 581.349976 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.064000 Kernel 1: 0.013000 Kernel 2: 577.854980 Copyback: 0.368000 Sum: 0.002000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 597.534973 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 596.107971 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.075000 Kernel 1: 0.013000 Kernel 2: 447.170013 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.026842 0.453037 fi:0.705402. Ave ac:0.006303,0.018568 Best acc 0.026842 0.453037 Initialization: 5.536000 Memcpy Classifiers: 0.558000 Memcpy Instances: 7.596000 Kernel 1: 0.023000 Kernel 2: 89.608002 Copyback: 0.017000 Sum: 0.044000 Initial population average accuracy1:0.004775 accuracy2:0.184141 Initialization: 5.461000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.166000 Kernel 1: 0.022000 Kernel 2: 94.899002 Copyback: 0.017000 Sum: 0.041000 It 0,Best ac:0.003956 0.424242 fi:0.675167. Ave ac:0.009260,0.012114 Initialization: 5.662000 Memcpy Classifiers: 0.487000 Memcpy Instances: 7.090000 Kernel 1: 0.023000 Kernel 2: 96.078003 Copyback: 0.017000 Sum: 0.027000 It 1,Best ac:0.004237 0.483871 fi:0.615379. Ave ac:0.010355,0.014821 Initialization: 5.634000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.013000 Kernel 1: 0.021000 Kernel 2: 92.835999 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.002825 0.526316 fi:0.607639. Ave ac:0.009444,0.012706 Initialization: 5.477000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.629000 Kernel 1: 0.022000 Kernel 2: 91.962997 Copyback: 0.017000 Sum: 0.027000 It 3,Best ac:0.004802 0.548387 fi:0.550538. Ave ac:0.008524,0.010926 Initialization: 5.623000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.013000 Kernel 1: 0.022000 Kernel 2: 91.559998 Copyback: 0.018000 Sum: 0.030000 It 4,Best ac:0.003390 0.666667 fi:0.433072. Ave ac:0.007320,0.007514 Initialization: 5.457000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.142000 Kernel 1: 0.022000 Kernel 2: 89.038002 Copyback: 0.017000 Sum: 0.030000 It 5,Best ac:0.002824 0.714286 fi:0.419669. Ave ac:0.007842,0.008268 Initialization: 5.672000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.009000 Kernel 1: 0.022000 Kernel 2: 88.067001 Copyback: 0.017000 Sum: 0.176000 It 6,Best ac:0.003671 0.541667 fi:0.557909. Ave ac:0.008873,0.009086 Initialization: 5.779000 Memcpy Classifiers: 0.397000 Memcpy Instances: 7.002000 Kernel 1: 0.023000 Kernel 2: 87.289001 Copyback: 0.017000 Sum: 0.031000 It 7,Best ac:0.003390 0.521739 fi:0.577999. Ave ac:0.008598,0.008667 Initialization: 5.395000 Memcpy Classifiers: 0.407000 Memcpy Instances: 7.001000 Kernel 1: 0.024000 Kernel 2: 85.417000 Copyback: 0.017000 Sum: 0.027000 It 8,Best ac:0.003107 0.611111 fi:0.488790. Ave ac:0.007886,0.008280 Initialization: 5.860000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.369000 Kernel 1: 0.022000 Kernel 2: 85.495003 Copyback: 0.017000 Sum: 0.033000 It 9,Best ac:0.003672 0.590909 fi:0.508667. Ave ac:0.007818,0.007656 Iteration 10:MDL fitness activated Error 0.508667 TL 0.045496 MDL Theory Length Weight: 3.7268602137 (5) Initialization: 5.460000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.361000 Kernel 1: 0.022000 Kernel 2: 84.866997 Copyback: 0.017000 Sum: 0.028000 It 10,Best ac:0.003389 0.666667 fi:0.561195. Ave ac:0.007582,0.007436 Initialization: 5.536000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.253000 Kernel 1: 0.022000 Kernel 2: 82.876999 Copyback: 0.017000 Sum: 0.034000 It 11,Best ac:0.003106 0.647059 fi:0.600486. Ave ac:0.007606,0.008025 Initialization: 5.414000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.380000 Kernel 1: 0.023000 Kernel 2: 83.237999 Copyback: 0.017000 Sum: 0.033000 It 12,Best ac:0.003390 0.600000 fi:0.611485. Ave ac:0.008552,0.009258 Initialization: 5.437000 Memcpy Classifiers: 0.360000 Memcpy Instances: 7.086000 Kernel 1: 0.023000 Kernel 2: 79.259003 Copyback: 0.017000 Sum: 0.034000 It 13,Best ac:0.002542 0.750000 fi:0.610139. Ave ac:0.008879,0.009709 Initialization: 5.542000 Memcpy Classifiers: 0.363000 Memcpy Instances: 6.995000 Kernel 1: 0.023000 Kernel 2: 77.525002 Copyback: 0.020000 Sum: 0.035000 It 14,Best ac:0.005367 0.612903 fi:0.557782. Ave ac:0.010347,0.012026 Initialization: 5.413000 Memcpy Classifiers: 0.350000 Memcpy Instances: 9.256000 Kernel 1: 0.022000 Kernel 2: 77.445999 Copyback: 0.017000 Sum: 0.042000 It 15,Best ac:0.002542 1.000000 fi:0.337674. Ave ac:0.009180,0.008578 Initialization: 5.508000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.457000 Kernel 1: 0.022000 Kernel 2: 76.362999 Copyback: 0.018000 Sum: 0.034000 It 16,Best ac:0.003107 0.687500 fi:0.479189. Ave ac:0.009847,0.012426 Initialization: 5.517000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.334000 Kernel 1: 0.022000 Kernel 2: 75.009003 Copyback: 0.018000 Sum: 0.035000 It 17,Best ac:0.002826 0.714286 fi:0.538782. Ave ac:0.011810,0.011808 Initialization: 5.511000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.526000 Kernel 1: 0.022000 Kernel 2: 74.632004 Copyback: 0.017000 Sum: 0.034000 It 18,Best ac:0.005366 0.633333 fi:0.566945. Ave ac:0.008966,0.009131 Initialization: 5.585000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.044000 Kernel 1: 0.022000 Kernel 2: 75.910004 Copyback: 0.017000 Sum: 0.030000 It 19,Best ac:0.003672 0.722222 fi:0.459272. Ave ac:0.010152,0.010234 Initialization: 5.456000 Memcpy Classifiers: 0.319000 Memcpy Instances: 7.183000 Kernel 1: 0.023000 Kernel 2: 72.886002 Copyback: 0.020000 Sum: 0.029000 It 20,Best ac:0.002825 0.666667 fi:0.557951. Ave ac:0.008231,0.012387 Initialization: 5.676000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.029000 Kernel 1: 0.023000 Kernel 2: 73.117996 Copyback: 0.017000 Sum: 0.031000 It 21,Best ac:0.003955 0.736842 fi:0.447057. Ave ac:0.008869,0.011016 Initialization: 5.431000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.276000 Kernel 1: 0.021000 Kernel 2: 72.483002 Copyback: 0.017000 Sum: 0.028000 It 22,Best ac:0.003390 0.800000 fi:0.392532. Ave ac:0.006682,0.007633 Initialization: 5.501000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.439000 Kernel 1: 0.023000 Kernel 2: 73.691002 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.004237 0.681818 fi:0.505006. Ave ac:0.010280,0.011955 Initialization: 5.411000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.750000 Kernel 1: 0.022000 Kernel 2: 71.684998 Copyback: 0.017000 Sum: 0.028000 It 24,Best ac:0.002824 0.666667 fi:0.545159. Ave ac:0.008075,0.009549 MDL Theory Length Weight: 3.3541741923 (10) Initialization: 5.838000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.132000 Kernel 1: 0.022000 Kernel 2: 74.141998 Copyback: 0.017000 Sum: 0.028000 It 25,Best ac:0.002826 0.769231 fi:0.437064. Ave ac:0.009020,0.010585 Initialization: 6.146000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.007000 Kernel 1: 0.023000 Kernel 2: 73.026001 Copyback: 0.017000 Sum: 0.027000 It 26,Best ac:0.003107 0.578947 fi:0.585904. Ave ac:0.007473,0.008862 Initialization: 5.521000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.225000 Kernel 1: 0.023000 Kernel 2: 69.890999 Copyback: 0.017000 Sum: 0.029000 It 27,Best ac:0.003107 0.550000 fi:0.616185. Ave ac:0.008025,0.011363 Initialization: 5.540000 Memcpy Classifiers: 0.673000 Memcpy Instances: 7.009000 Kernel 1: 0.024000 Kernel 2: 70.487999 Copyback: 0.017000 Sum: 0.029000 It 28,Best ac:0.005085 0.750000 fi:0.426292. Ave ac:0.010208,0.011940 Initialization: 5.430000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.003000 Kernel 1: 0.025000 Kernel 2: 69.727997 Copyback: 0.020000 Sum: 0.028000 It 29,Best ac:0.002826 0.588235 fi:0.593525. Ave ac:0.007472,0.010768 Initialization: 5.404000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.000000 Kernel 1: 0.023000 Kernel 2: 69.248001 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.009605 0.607143 fi:0.553217. Ave ac:0.010237,0.010974 Initialization: 5.418000 Memcpy Classifiers: 0.661000 Memcpy Instances: 7.009000 Kernel 1: 0.023000 Kernel 2: 69.304001 Copyback: 0.018000 Sum: 0.028000 It 31,Best ac:0.004518 0.695652 fi:0.473198. Ave ac:0.008602,0.009417 Initialization: 5.444000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.331000 Kernel 1: 0.022000 Kernel 2: 68.434998 Copyback: 0.017000 Sum: 0.021000 It 32,Best ac:0.003389 0.666667 fi:0.506266. Ave ac:0.007622,0.010902 Initialization: 5.503000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.292000 Kernel 1: 0.021000 Kernel 2: 70.608002 Copyback: 0.017000 Sum: 0.022000 It 33,Best ac:0.004237 0.652174 fi:0.517103. Ave ac:0.010229,0.013416 Initialization: 31.479000 Memcpy Instances: 353.125000 Memcpy Classifiers: 0.066000 Kernel 1: 0.023000 Kernel 2: 603.289001 Copyback: 0.016000 Sum: 0.018000 Memcpy Classifiers: 0.065000 Kernel 1: 0.015000 Kernel 2: 583.645996 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 593.038025 Copyback: 0.015000 Sum: 0.004000 Memcpy Classifiers: 0.064000 Kernel 1: 0.015000 Kernel 2: 599.228027 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.063000 Kernel 1: 0.014000 Kernel 2: 598.046997 Copyback: 0.014000 Sum: 0.003000 Memcpy Classifiers: 0.064000 Kernel 1: 0.014000 Kernel 2: 594.364990 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.065000 Kernel 1: 0.014000 Kernel 2: 601.487000 Copyback: 0.015000 Sum: 0.004000 Memcpy Classifiers: 0.074000 Kernel 1: 0.016000 Kernel 2: 430.850006 Copyback: 0.014000 Sum: 0.001000 It 34,Best ac:0.003486 0.469916 fi:0.699528. Ave ac:0.010422,0.029602 Best acc 0.003486 0.469916 Initialization: 5.399000 Memcpy Classifiers: 0.557000 Memcpy Instances: 7.252000 Kernel 1: 0.024000 Kernel 2: 90.251999 Copyback: 0.017000 Sum: 0.046000 Initial population average accuracy1:0.005216 accuracy2:0.169767 Initialization: 5.391000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.227000 Kernel 1: 0.022000 Kernel 2: 93.676003 Copyback: 0.017000 Sum: 0.034000 It 0,Best ac:0.003107 0.458333 fi:0.641568. Ave ac:0.009216,0.011687 Initialization: 5.491000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.096000 Kernel 1: 0.023000 Kernel 2: 91.070000 Copyback: 0.017000 Sum: 0.035000 It 1,Best ac:0.002825 0.526316 fi:0.607639. Ave ac:0.010085,0.012105 Initialization: 5.673000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.010000 Kernel 1: 0.021000 Kernel 2: 89.611000 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.004520 0.551724 fi:0.547363. Ave ac:0.010392,0.011003 Initialization: 5.479000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.082000 Kernel 1: 0.022000 Kernel 2: 88.171997 Copyback: 0.018000 Sum: 0.028000 It 3,Best ac:0.002542 0.642857 fi:0.577702. Ave ac:0.010934,0.012115 Initialization: 5.497000 Memcpy Classifiers: 0.383000 Memcpy Instances: 7.184000 Kernel 1: 0.022000 Kernel 2: 86.623001 Copyback: 0.017000 Sum: 0.036000 It 4,Best ac:0.003673 0.541667 fi:0.557906. Ave ac:0.012090,0.013381 Initialization: 5.723000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.058000 Kernel 1: 0.023000 Kernel 2: 83.387001 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003391 0.631579 fi:0.468156. Ave ac:0.011435,0.014180 Initialization: 5.974000 Memcpy Classifiers: 0.410000 Memcpy Instances: 7.274000 Kernel 1: 0.022000 Kernel 2: 83.355003 Copyback: 0.017000 Sum: 0.031000 It 6,Best ac:0.003955 0.608696 fi:0.490717. Ave ac:0.011708,0.012256 Initialization: 5.630000 Memcpy Classifiers: 0.397000 Memcpy Instances: 6.998000 Kernel 1: 0.023000 Kernel 2: 81.638000 Copyback: 0.017000 Sum: 0.028000 It 7,Best ac:0.009887 0.500000 fi:0.595996. Ave ac:0.009537,0.009998 Initialization: 5.646000 Memcpy Classifiers: 0.381000 Memcpy Instances: 7.020000 Kernel 1: 0.022000 Kernel 2: 82.362000 Copyback: 0.371000 Sum: 0.032000 It 8,Best ac:0.003389 0.571429 fi:0.528310. Ave ac:0.010906,0.010237 Initialization: 5.437000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.407000 Kernel 1: 0.022000 Kernel 2: 82.013000 Copyback: 0.016000 Sum: 0.028000 It 9,Best ac:0.008760 0.645833 fi:0.450806. Ave ac:0.008626,0.008428 Iteration 10:MDL fitness activated Error 0.450806 TL 0.033619 MDL Theory Length Weight: 4.4698140195 (1) Initialization: 5.888000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.010000 Kernel 1: 0.023000 Kernel 2: 81.719002 Copyback: 0.017000 Sum: 0.029000 It 10,Best ac:0.003106 0.647059 fi:0.570549. Ave ac:0.008971,0.010309 Initialization: 5.443000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.393000 Kernel 1: 0.021000 Kernel 2: 79.610001 Copyback: 0.018000 Sum: 0.028000 It 11,Best ac:0.003671 0.650000 fi:0.577962. Ave ac:0.009321,0.009339 Initialization: 5.454000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.330000 Kernel 1: 0.022000 Kernel 2: 78.278999 Copyback: 0.017000 Sum: 0.036000 It 12,Best ac:0.002543 0.750000 fi:0.570141. Ave ac:0.009776,0.011747 Initialization: 5.886000 Memcpy Classifiers: 0.363000 Memcpy Instances: 7.004000 Kernel 1: 0.022000 Kernel 2: 76.658997 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.003671 0.565217 fi:0.636122. Ave ac:0.009501,0.013035 Initialization: 5.887000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.014000 Kernel 1: 0.022000 Kernel 2: 76.364998 Copyback: 0.017000 Sum: 0.031000 It 14,Best ac:0.003955 0.636364 fi:0.569733. Ave ac:0.013376,0.015652 Initialization: 5.411000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.384000 Kernel 1: 0.022000 Kernel 2: 73.069000 Copyback: 0.016000 Sum: 0.025000 It 15,Best ac:0.003106 0.687500 fi:0.492190. Ave ac:0.013099,0.014545 Initialization: 5.451000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.393000 Kernel 1: 0.022000 Kernel 2: 72.750999 Copyback: 0.017000 Sum: 0.023000 It 16,Best ac:0.003106 0.647059 fi:0.598307. Ave ac:0.013544,0.019992 Initialization: 5.841000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.208000 Kernel 1: 0.023000 Kernel 2: 72.245003 Copyback: 0.018000 Sum: 0.021000 It 17,Best ac:0.003390 0.631579 fi:0.564489. Ave ac:0.017908,0.023404 Initialization: 5.431000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.377000 Kernel 1: 0.024000 Kernel 2: 69.821999 Copyback: 0.094000 Sum: 0.024000 It 18,Best ac:0.003107 0.611111 fi:0.583072. Ave ac:0.016135,0.020499 Initialization: 5.613000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.085000 Kernel 1: 0.023000 Kernel 2: 69.005997 Copyback: 0.017000 Sum: 0.021000 It 19,Best ac:0.003390 0.800000 fi:0.412375. Ave ac:0.014306,0.018669 Initialization: 5.302000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.241000 Kernel 1: 0.022000 Kernel 2: 66.976997 Copyback: 0.018000 Sum: 0.021000 It 20,Best ac:0.007345 0.590909 fi:0.584386. Ave ac:0.013778,0.019077 Initialization: 5.680000 Memcpy Classifiers: 0.303000 Memcpy Instances: 7.045000 Kernel 1: 0.023000 Kernel 2: 68.431999 Copyback: 0.017000 Sum: 0.024000 It 21,Best ac:0.005369 0.593750 fi:0.589876. Ave ac:0.012320,0.017575 Initialization: 5.571000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.230000 Kernel 1: 0.022000 Kernel 2: 67.007004 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.003671 0.619048 fi:0.541303. Ave ac:0.011577,0.013688 Initialization: 5.766000 Memcpy Classifiers: 0.304000 Memcpy Instances: 7.063000 Kernel 1: 0.022000 Kernel 2: 67.071999 Copyback: 0.017000 Sum: 0.021000 It 23,Best ac:0.004802 0.809524 fi:0.381870. Ave ac:0.013161,0.015882 Initialization: 5.706000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.327000 Kernel 1: 0.022000 Kernel 2: 69.628998 Copyback: 0.018000 Sum: 0.028000 It 24,Best ac:0.005085 0.562500 fi:0.622251. Ave ac:0.009942,0.015075 Initialization: 5.528000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.008000 Kernel 1: 0.024000 Kernel 2: 69.242996 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.004236 0.681818 fi:0.500096. Ave ac:0.010537,0.011946 Initialization: 5.471000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.270000 Kernel 1: 0.022000 Kernel 2: 68.916000 Copyback: 0.017000 Sum: 0.025000 It 26,Best ac:0.005648 0.666667 fi:0.530398. Ave ac:0.009883,0.011370 Initialization: 5.683000 Memcpy Classifiers: 0.246000 Memcpy Instances: 6.995000 Kernel 1: 0.022000 Kernel 2: 70.754997 Copyback: 0.017000 Sum: 0.022000 It 27,Best ac:0.004521 0.727273 fi:0.446331. Ave ac:0.009964,0.013073 Initialization: 5.362000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.914000 Kernel 1: 0.021000 Kernel 2: 70.480003 Copyback: 0.017000 Sum: 0.024000 It 28,Best ac:0.003672 0.650000 fi:0.529961. Ave ac:0.010098,0.013943 Initialization: 6.282000 Memcpy Classifiers: 0.266000 Memcpy Instances: 7.044000 Kernel 1: 0.022000 Kernel 2: 70.665001 Copyback: 0.017000 Sum: 0.028000 It 29,Best ac:0.003673 0.650000 fi:0.527560. Ave ac:0.008263,0.009108 Initialization: 5.412000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.445000 Kernel 1: 0.022000 Kernel 2: 68.308998 Copyback: 0.016000 Sum: 0.025000 It 30,Best ac:0.004518 0.615385 fi:0.566843. Ave ac:0.008029,0.008292 Initialization: 5.511000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.089000 Kernel 1: 0.022000 Kernel 2: 69.809998 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.003108 0.578947 fi:0.600167. Ave ac:0.007878,0.011528 Initialization: 5.845000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.043000 Kernel 1: 0.022000 Kernel 2: 68.903999 Copyback: 0.018000 Sum: 0.022000 It 32,Best ac:0.003673 0.764706 fi:0.390390. Ave ac:0.012879,0.014956 MDL Theory Length Weight: 4.0228326176 (10) Initialization: 5.425000 Memcpy Classifiers: 0.302000 Memcpy Instances: 7.435000 Kernel 1: 0.023000 Kernel 2: 64.557999 Copyback: 0.017000 Sum: 0.024000 It 33,Best ac:0.003389 0.705882 fi:0.465151. Ave ac:0.009223,0.014559 Initialization: 31.896000 Memcpy Instances: 355.338013 Memcpy Classifiers: 0.059000 Kernel 1: 0.023000 Kernel 2: 477.019012 Copyback: 0.015000 Sum: 0.018000 Memcpy Classifiers: 0.052000 Kernel 1: 0.015000 Kernel 2: 570.041016 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.056000 Kernel 1: 0.013000 Kernel 2: 579.481018 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.057000 Kernel 1: 0.015000 Kernel 2: 577.638000 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 483.339996 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.013000 Kernel 2: 569.552979 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.057000 Kernel 1: 0.014000 Kernel 2: 469.662994 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.063000 Kernel 1: 0.013000 Kernel 2: 429.774994 Copyback: 0.368000 Sum: 0.003000 It 34,Best ac:0.003316 0.447750 fi:0.719098. Ave ac:0.009590,0.028842 Best acc 0.003316 0.447750 Initialization: 5.469000 Memcpy Classifiers: 0.541000 Memcpy Instances: 7.030000 Kernel 1: 0.023000 Kernel 2: 88.438004 Copyback: 0.018000 Sum: 0.048000 Initial population average accuracy1:0.005299 accuracy2:0.173752 Initialization: 5.490000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.098000 Kernel 1: 0.024000 Kernel 2: 94.556000 Copyback: 0.019000 Sum: 0.041000 It 0,Best ac:0.004520 0.470588 fi:0.628499. Ave ac:0.009721,0.013144 Initialization: 5.924000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.008000 Kernel 1: 0.022000 Kernel 2: 94.466003 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.004238 0.468750 fi:0.630496. Ave ac:0.011611,0.014215 Initialization: 5.854000 Memcpy Classifiers: 0.470000 Memcpy Instances: 7.014000 Kernel 1: 0.023000 Kernel 2: 94.439003 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.003107 0.478261 fi:0.621640. Ave ac:0.012392,0.013425 Initialization: 5.862000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.003000 Kernel 1: 0.023000 Kernel 2: 91.371002 Copyback: 0.017000 Sum: 0.031000 It 3,Best ac:0.003671 0.650000 fi:0.449576. Ave ac:0.011036,0.012076 Initialization: 5.520000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.461000 Kernel 1: 0.022000 Kernel 2: 89.175003 Copyback: 0.017000 Sum: 0.032000 It 4,Best ac:0.005932 0.525000 fi:0.573274. Ave ac:0.013548,0.013835 Initialization: 5.582000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.260000 Kernel 1: 0.021000 Kernel 2: 88.157997 Copyback: 0.017000 Sum: 0.033000 It 5,Best ac:0.004520 0.615385 fi:0.483703. Ave ac:0.010810,0.010232 Initialization: 5.723000 Memcpy Classifiers: 0.469000 Memcpy Instances: 7.008000 Kernel 1: 0.022000 Kernel 2: 84.940002 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.003389 0.666667 fi:0.433072. Ave ac:0.010749,0.010222 Initialization: 5.526000 Memcpy Classifiers: 0.654000 Memcpy Instances: 7.692000 Kernel 1: 0.023000 Kernel 2: 86.138000 Copyback: 0.016000 Sum: 0.032000 It 7,Best ac:0.003108 0.611111 fi:0.488787. Ave ac:0.009591,0.009435 Initialization: 5.670000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.039000 Kernel 1: 0.021000 Kernel 2: 86.283997 Copyback: 0.017000 Sum: 0.030000 It 8,Best ac:0.005085 0.620690 fi:0.478072. Ave ac:0.009386,0.009324 Initialization: 5.671000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.010000 Kernel 1: 0.022000 Kernel 2: 90.310997 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.003107 0.647059 fi:0.452842. Ave ac:0.008707,0.008232 Iteration 10:MDL fitness activated Error 0.452842 TL 0.057525 MDL Theory Length Weight: 2.6240317561 (4) Initialization: 5.429000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.283000 Kernel 1: 0.022000 Kernel 2: 90.660004 Copyback: 0.017000 Sum: 0.035000 It 10,Best ac:0.003107 0.611111 fi:0.599152. Ave ac:0.006786,0.007054 Initialization: 5.693000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.080000 Kernel 1: 0.022000 Kernel 2: 90.926003 Copyback: 0.017000 Sum: 0.027000 It 11,Best ac:0.004237 0.681818 fi:0.513462. Ave ac:0.010273,0.009662 Initialization: 5.432000 Memcpy Classifiers: 0.415000 Memcpy Instances: 8.912000 Kernel 1: 0.022000 Kernel 2: 89.593002 Copyback: 0.017000 Sum: 0.028000 It 12,Best ac:0.003390 0.600000 fi:0.573283. Ave ac:0.008085,0.008335 Initialization: 5.868000 Memcpy Classifiers: 0.899000 Memcpy Instances: 7.031000 Kernel 1: 0.022000 Kernel 2: 90.103996 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.004520 0.727273 fi:0.465205. Ave ac:0.008245,0.009854 Initialization: 5.827000 Memcpy Classifiers: 0.451000 Memcpy Instances: 7.572000 Kernel 1: 0.022000 Kernel 2: 89.863998 Copyback: 0.017000 Sum: 0.028000 It 14,Best ac:0.003954 0.666667 fi:0.519148. Ave ac:0.007319,0.007618 Initialization: 5.471000 Memcpy Classifiers: 0.379000 Memcpy Instances: 6.997000 Kernel 1: 0.023000 Kernel 2: 87.397003 Copyback: 0.017000 Sum: 0.032000 It 15,Best ac:0.003108 0.733333 fi:0.463584. Ave ac:0.008001,0.007820 Initialization: 5.824000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.000000 Kernel 1: 0.022000 Kernel 2: 84.167000 Copyback: 0.017000 Sum: 0.028000 It 16,Best ac:0.003107 0.611111 fi:0.553890. Ave ac:0.005658,0.006246 Initialization: 5.518000 Memcpy Classifiers: 0.416000 Memcpy Instances: 7.033000 Kernel 1: 0.023000 Kernel 2: 81.952003 Copyback: 0.017000 Sum: 0.035000 It 17,Best ac:0.003672 0.650000 fi:0.535727. Ave ac:0.008363,0.008597 Initialization: 5.456000 Memcpy Classifiers: 0.432000 Memcpy Instances: 7.384000 Kernel 1: 0.021000 Kernel 2: 83.776001 Copyback: 0.017000 Sum: 0.031000 It 18,Best ac:0.003107 0.846154 fi:0.312621. Ave ac:0.007862,0.009627 Initialization: 5.855000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.544000 Kernel 1: 0.022000 Kernel 2: 83.641998 Copyback: 0.017000 Sum: 0.031000 It 19,Best ac:0.003390 0.705882 fi:0.437641. Ave ac:0.007426,0.007464 Initialization: 5.472000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.325000 Kernel 1: 0.022000 Kernel 2: 83.377998 Copyback: 0.017000 Sum: 0.033000 It 20,Best ac:0.002260 0.888889 fi:0.486903. Ave ac:0.006189,0.006014 Initialization: 5.488000 Memcpy Classifiers: 0.399000 Memcpy Instances: 7.869000 Kernel 1: 0.021000 Kernel 2: 80.099998 Copyback: 0.017000 Sum: 0.033000 It 21,Best ac:0.006497 0.589744 fi:0.560803. Ave ac:0.006056,0.006885 Initialization: 5.700000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.007000 Kernel 1: 0.023000 Kernel 2: 84.361000 Copyback: 0.017000 Sum: 0.032000 It 22,Best ac:0.007912 0.608696 fi:0.555143. Ave ac:0.009073,0.008163 Initialization: 5.442000 Memcpy Classifiers: 0.351000 Memcpy Instances: 7.197000 Kernel 1: 0.022000 Kernel 2: 83.455002 Copyback: 0.017000 Sum: 0.031000 It 23,Best ac:0.003390 0.800000 fi:0.388917. Ave ac:0.007619,0.006234 Initialization: 5.649000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.088000 Kernel 1: 0.022000 Kernel 2: 81.384003 Copyback: 0.017000 Sum: 0.029000 It 24,Best ac:0.002825 0.833333 fi:0.366988. Ave ac:0.008353,0.007586 Initialization: 5.516000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.239000 Kernel 1: 0.022000 Kernel 2: 83.248001 Copyback: 0.017000 Sum: 0.033000 It 25,Best ac:0.002825 0.833333 fi:0.348612. Ave ac:0.007242,0.006290 Initialization: 5.635000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.098000 Kernel 1: 0.022000 Kernel 2: 83.625999 Copyback: 0.017000 Sum: 0.030000 It 26,Best ac:0.003673 0.650000 fi:0.549963. Ave ac:0.005532,0.005202 Initialization: 5.673000 Memcpy Classifiers: 0.351000 Memcpy Instances: 8.481000 Kernel 1: 0.022000 Kernel 2: 86.334000 Copyback: 0.017000 Sum: 0.031000 It 27,Best ac:0.003389 0.666667 fi:0.501699. Ave ac:0.005975,0.004982 MDL Theory Length Weight: 2.3616285805 (10) Initialization: 5.475000 Memcpy Classifiers: 0.415000 Memcpy Instances: 7.255000 Kernel 1: 0.022000 Kernel 2: 81.658997 Copyback: 0.017000 Sum: 0.034000 It 28,Best ac:0.003671 0.650000 fi:0.503702. Ave ac:0.005740,0.006254 Initialization: 5.429000 Memcpy Classifiers: 0.379000 Memcpy Instances: 7.103000 Kernel 1: 0.022000 Kernel 2: 80.935997 Copyback: 0.018000 Sum: 0.029000 It 29,Best ac:0.003107 0.578947 fi:0.579544. Ave ac:0.006873,0.006380 Initialization: 5.485000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.053000 Kernel 1: 0.023000 Kernel 2: 82.105003 Copyback: 0.017000 Sum: 0.033000 It 30,Best ac:0.003107 0.733333 fi:0.426736. Ave ac:0.007797,0.008466 Initialization: 5.888000 Memcpy Classifiers: 0.320000 Memcpy Instances: 7.052000 Kernel 1: 0.022000 Kernel 2: 79.943001 Copyback: 0.017000 Sum: 0.030000 It 31,Best ac:0.002824 0.666667 fi:0.521049. Ave ac:0.007090,0.008720 Initialization: 6.016000 Memcpy Classifiers: 0.354000 Memcpy Instances: 7.069000 Kernel 1: 0.021000 Kernel 2: 82.029999 Copyback: 0.034000 Sum: 0.036000 It 32,Best ac:0.004518 0.615385 fi:0.542362. Ave ac:0.005496,0.005897 Initialization: 5.399000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.048000 Kernel 1: 0.023000 Kernel 2: 84.234001 Copyback: 0.017000 Sum: 0.030000 It 33,Best ac:0.003391 0.705882 fi:0.457620. Ave ac:0.006923,0.006186 Initialization: 32.484001 Memcpy Instances: 357.309998 Memcpy Classifiers: 0.073000 Kernel 1: 0.022000 Kernel 2: 675.783997 Copyback: 0.015000 Sum: 0.017000 Memcpy Classifiers: 0.073000 Kernel 1: 0.015000 Kernel 2: 693.101990 Copyback: 0.360000 Sum: 0.010000 Memcpy Classifiers: 0.075000 Kernel 1: 0.022000 Kernel 2: 689.888000 Copyback: 0.019000 Sum: 0.006000 Memcpy Classifiers: 0.075000 Kernel 1: 0.018000 Kernel 2: 695.870972 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 675.380981 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.015000 Kernel 2: 727.594971 Copyback: 0.018000 Sum: 0.002000 Memcpy Classifiers: 0.071000 Kernel 1: 0.014000 Kernel 2: 704.942993 Copyback: 0.014000 Sum: 0.002000 Memcpy Classifiers: 0.074000 Kernel 1: 0.014000 Kernel 2: 546.213013 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.003915 0.455322 fi:0.702772. Ave ac:0.005403,0.014366 Best acc 0.003915 0.455322 Initialization: 5.513000 Memcpy Classifiers: 0.505000 Memcpy Instances: 7.000000 Kernel 1: 0.024000 Kernel 2: 89.440002 Copyback: 0.017000 Sum: 0.042000 Initial population average accuracy1:0.004012 accuracy2:0.171855 Initialization: 5.470000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.021000 Kernel 1: 0.024000 Kernel 2: 91.835999 Copyback: 0.017000 Sum: 0.042000 It 0,Best ac:0.003390 0.480000 fi:0.619738. Ave ac:0.008412,0.011727 Initialization: 5.771000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.729000 Kernel 1: 0.022000 Kernel 2: 96.647003 Copyback: 0.017000 Sum: 0.031000 It 1,Best ac:0.003391 0.461538 fi:0.638197. Ave ac:0.009003,0.010655 Initialization: 5.748000 Memcpy Classifiers: 0.452000 Memcpy Instances: 7.047000 Kernel 1: 0.024000 Kernel 2: 92.277000 Copyback: 0.017000 Sum: 0.030000 It 2,Best ac:0.002824 0.500000 fi:0.633955. Ave ac:0.008588,0.010315 Initialization: 5.402000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.061000 Kernel 1: 0.023000 Kernel 2: 91.374001 Copyback: 0.017000 Sum: 0.030000 It 3,Best ac:0.002825 0.769231 fi:0.364724. Ave ac:0.009798,0.012768 Initialization: 5.410000 Memcpy Classifiers: 0.450000 Memcpy Instances: 7.129000 Kernel 1: 0.022000 Kernel 2: 89.992996 Copyback: 0.017000 Sum: 0.031000 It 4,Best ac:0.003673 0.481481 fi:0.618091. Ave ac:0.008414,0.010869 Initialization: 5.440000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.304000 Kernel 1: 0.021000 Kernel 2: 89.253998 Copyback: 0.017000 Sum: 0.032000 It 5,Best ac:0.003672 0.541667 fi:0.557909. Ave ac:0.008336,0.010190 Initialization: 5.919000 Memcpy Classifiers: 0.433000 Memcpy Instances: 7.003000 Kernel 1: 0.022000 Kernel 2: 87.797997 Copyback: 0.017000 Sum: 0.033000 It 6,Best ac:0.003956 0.666667 fi:0.432743. Ave ac:0.008741,0.011226 Initialization: 6.236000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.385000 Kernel 1: 0.022000 Kernel 2: 86.500000 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.005367 0.575758 fi:0.522842. Ave ac:0.009072,0.012109 Initialization: 5.501000 Memcpy Classifiers: 0.398000 Memcpy Instances: 7.014000 Kernel 1: 0.023000 Kernel 2: 86.385002 Copyback: 0.017000 Sum: 0.031000 It 8,Best ac:0.003956 0.608696 fi:0.490714. Ave ac:0.007621,0.008976 Initialization: 6.382000 Memcpy Classifiers: 0.403000 Memcpy Instances: 7.017000 Kernel 1: 0.023000 Kernel 2: 86.851997 Copyback: 0.016000 Sum: 0.029000 It 9,Best ac:0.003108 0.647059 fi:0.452839. Ave ac:0.009028,0.010883 Iteration 10:MDL fitness activated Error 0.452839 TL 0.029441 MDL Theory Length Weight: 5.1270203402 (7) Initialization: 5.484000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.060000 Kernel 1: 0.024000 Kernel 2: 86.843002 Copyback: 0.017000 Sum: 0.032000 It 10,Best ac:0.005085 0.692308 fi:0.590046. Ave ac:0.009126,0.011327 Initialization: 5.858000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.031000 Kernel 1: 0.022000 Kernel 2: 86.252998 Copyback: 0.371000 Sum: 0.038000 It 11,Best ac:0.002825 0.714286 fi:0.565176. Ave ac:0.010964,0.012664 Initialization: 5.671000 Memcpy Classifiers: 0.362000 Memcpy Instances: 7.013000 Kernel 1: 0.022000 Kernel 2: 81.561996 Copyback: 0.018000 Sum: 0.034000 It 12,Best ac:0.003673 0.541667 fi:0.641966. Ave ac:0.011875,0.016301 Initialization: 5.552000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.168000 Kernel 1: 0.023000 Kernel 2: 78.103996 Copyback: 0.017000 Sum: 0.033000 It 13,Best ac:0.012712 0.542169 fi:0.656273. Ave ac:0.018123,0.018830 Initialization: 6.571000 Memcpy Classifiers: 0.341000 Memcpy Instances: 8.145000 Kernel 1: 0.022000 Kernel 2: 74.261002 Copyback: 0.017000 Sum: 0.030000 It 14,Best ac:0.004236 0.625000 fi:0.584392. Ave ac:0.015801,0.017500 Initialization: 5.788000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.597000 Kernel 1: 0.022000 Kernel 2: 74.028999 Copyback: 0.017000 Sum: 0.023000 It 15,Best ac:0.002542 0.750000 fi:0.571803. Ave ac:0.021942,0.021195 Initialization: 5.477000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.552000 Kernel 1: 0.023000 Kernel 2: 72.778999 Copyback: 0.017000 Sum: 0.021000 It 16,Best ac:0.003390 0.571429 fi:0.632317. Ave ac:0.019109,0.020060 Initialization: 5.651000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.156000 Kernel 1: 0.022000 Kernel 2: 71.936996 Copyback: 0.017000 Sum: 0.023000 It 17,Best ac:0.005650 0.606061 fi:0.552001. Ave ac:0.021841,0.024284 Initialization: 6.300000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.081000 Kernel 1: 0.025000 Kernel 2: 72.389999 Copyback: 0.017000 Sum: 0.023000 It 18,Best ac:0.003672 0.722222 fi:0.528300. Ave ac:0.016787,0.019613 Initialization: 5.986000 Memcpy Classifiers: 0.352000 Memcpy Instances: 7.231000 Kernel 1: 0.022000 Kernel 2: 70.683998 Copyback: 0.017000 Sum: 0.022000 It 19,Best ac:0.002542 0.818182 fi:0.484426. Ave ac:0.012991,0.020880 Initialization: 5.757000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.021000 Kernel 1: 0.022000 Kernel 2: 73.771004 Copyback: 0.017000 Sum: 0.023000 It 20,Best ac:0.003107 0.687500 fi:0.495561. Ave ac:0.011398,0.021931 Initialization: 7.150000 Memcpy Classifiers: 0.284000 Memcpy Instances: 7.219000 Kernel 1: 0.021000 Kernel 2: 73.938004 Copyback: 0.018000 Sum: 0.023000 It 21,Best ac:0.003390 0.705882 fi:0.445705. Ave ac:0.010619,0.025782 Initialization: 5.422000 Memcpy Classifiers: 0.321000 Memcpy Instances: 7.376000 Kernel 1: 0.021000 Kernel 2: 70.983002 Copyback: 0.017000 Sum: 0.023000 It 22,Best ac:0.004801 0.607143 fi:0.550055. Ave ac:0.013530,0.031030 Initialization: 5.443000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.173000 Kernel 1: 0.022000 Kernel 2: 71.709999 Copyback: 0.017000 Sum: 0.022000 It 23,Best ac:0.006213 0.523810 fi:0.634612. Ave ac:0.015997,0.033373 Initialization: 6.308000 Memcpy Classifiers: 0.206000 Memcpy Instances: 7.033000 Kernel 1: 0.029000 Kernel 2: 76.035004 Copyback: 0.016000 Sum: 0.023000 It 24,Best ac:0.005650 0.689655 fi:0.512789. Ave ac:0.015358,0.033735 Initialization: 5.800000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.003000 Kernel 1: 0.021000 Kernel 2: 70.347000 Copyback: 0.016000 Sum: 0.020000 It 25,Best ac:0.003107 0.687500 fi:0.470674. Ave ac:0.019266,0.037011 Initialization: 5.492000 Memcpy Classifiers: 0.320000 Memcpy Instances: 6.997000 Kernel 1: 0.023000 Kernel 2: 68.123001 Copyback: 0.017000 Sum: 0.022000 It 26,Best ac:0.003107 0.687500 fi:0.512402. Ave ac:0.020251,0.035765 Initialization: 5.756000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.658000 Kernel 1: 0.021000 Kernel 2: 67.486000 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.003390 0.750000 fi:0.469993. Ave ac:0.024162,0.036565 Initialization: 6.832000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.419000 Kernel 1: 0.021000 Kernel 2: 68.351997 Copyback: 0.017000 Sum: 0.023000 It 28,Best ac:0.005650 0.689655 fi:0.466217. Ave ac:0.023589,0.039933 Initialization: 5.476000 Memcpy Classifiers: 0.339000 Memcpy Instances: 7.401000 Kernel 1: 0.022000 Kernel 2: 65.582001 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.005366 0.527778 fi:0.609083. Ave ac:0.018158,0.034813 Initialization: 5.520000 Memcpy Classifiers: 0.322000 Memcpy Instances: 7.528000 Kernel 1: 0.023000 Kernel 2: 66.900002 Copyback: 0.017000 Sum: 0.024000 It 30,Best ac:0.003107 0.550000 fi:0.649899. Ave ac:0.022820,0.037080 MDL Theory Length Weight: 4.6143183061 (10) Initialization: 6.849000 Memcpy Classifiers: 0.285000 Memcpy Instances: 7.167000 Kernel 1: 0.023000 Kernel 2: 66.083000 Copyback: 0.017000 Sum: 0.023000 It 31,Best ac:0.003954 0.608696 fi:0.538187. Ave ac:0.022171,0.035035 Initialization: 5.390000 Memcpy Classifiers: 0.204000 Memcpy Instances: 7.032000 Kernel 1: 0.024000 Kernel 2: 70.592003 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.003389 0.666667 fi:0.477515. Ave ac:0.017977,0.031186 Initialization: 5.742000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.006000 Kernel 1: 0.023000 Kernel 2: 65.355003 Copyback: 0.017000 Sum: 0.023000 It 33,Best ac:0.002825 0.666667 fi:0.558408. Ave ac:0.013285,0.026182 Initialization: 31.302000 Memcpy Instances: 352.864014 Memcpy Classifiers: 0.063000 Kernel 1: 0.048000 Kernel 2: 561.926025 Copyback: 0.015000 Sum: 0.016000 Memcpy Classifiers: 0.056000 Kernel 1: 0.014000 Kernel 2: 569.200012 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 568.374023 Copyback: 0.017000 Sum: 0.002000 Memcpy Classifiers: 0.061000 Kernel 1: 0.013000 Kernel 2: 552.322021 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.014000 Kernel 2: 555.007996 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.062000 Kernel 1: 0.015000 Kernel 2: 558.367981 Copyback: 0.020000 Sum: 0.007000 Memcpy Classifiers: 0.063000 Kernel 1: 0.018000 Kernel 2: 555.078003 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.072000 Kernel 1: 0.013000 Kernel 2: 416.592987 Copyback: 0.368000 Sum: 0.001000 It 34,Best ac:0.003729 0.431937 fi:0.715074. Ave ac:0.017451,0.054326 Best acc 0.003729 0.431937 Initialization: 5.839000 Memcpy Classifiers: 0.523000 Memcpy Instances: 7.632000 Kernel 1: 0.024000 Kernel 2: 88.917000 Copyback: 0.017000 Sum: 0.052000 Initial population average accuracy1:0.005917 accuracy2:0.178143 Initialization: 5.497000 Memcpy Classifiers: 0.487000 Memcpy Instances: 8.126000 Kernel 1: 0.022000 Kernel 2: 96.222000 Copyback: 0.018000 Sum: 0.037000 It 0,Best ac:0.003390 0.461538 fi:0.638197. Ave ac:0.009240,0.011732 Initialization: 5.476000 Memcpy Classifiers: 0.488000 Memcpy Instances: 7.249000 Kernel 1: 0.023000 Kernel 2: 96.584999 Copyback: 0.017000 Sum: 0.030000 It 1,Best ac:0.006216 0.423077 fi:0.675029. Ave ac:0.012006,0.014184 Initialization: 5.668000 Memcpy Classifiers: 0.434000 Memcpy Instances: 7.024000 Kernel 1: 0.022000 Kernel 2: 92.769997 Copyback: 0.017000 Sum: 0.032000 It 2,Best ac:0.003391 0.631579 fi:0.468156. Ave ac:0.012572,0.014823 Initialization: 5.442000 Memcpy Classifiers: 0.468000 Memcpy Instances: 7.243000 Kernel 1: 0.023000 Kernel 2: 89.958000 Copyback: 0.017000 Sum: 0.029000 It 3,Best ac:0.003108 0.578947 fi:0.520951. Ave ac:0.012099,0.013709 Initialization: 5.687000 Memcpy Classifiers: 0.435000 Memcpy Instances: 7.078000 Kernel 1: 0.022000 Kernel 2: 88.671997 Copyback: 0.018000 Sum: 0.030000 It 4,Best ac:0.004520 0.500000 fi:0.599088. Ave ac:0.010607,0.011959 Initialization: 6.429000 Memcpy Classifiers: 0.471000 Memcpy Instances: 7.715000 Kernel 1: 0.023000 Kernel 2: 86.498001 Copyback: 0.017000 Sum: 0.034000 It 5,Best ac:0.006215 0.500000 fi:0.598111. Ave ac:0.011530,0.012172 Initialization: 5.899000 Memcpy Classifiers: 0.397000 Memcpy Instances: 8.699000 Kernel 1: 0.022000 Kernel 2: 83.499001 Copyback: 0.017000 Sum: 0.030000 It 6,Best ac:0.003955 0.500000 fi:0.599413. Ave ac:0.010393,0.010730 Initialization: 5.839000 Memcpy Classifiers: 0.440000 Memcpy Instances: 6.999000 Kernel 1: 0.023000 Kernel 2: 86.182999 Copyback: 0.017000 Sum: 0.029000 It 7,Best ac:0.003107 0.611111 fi:0.488790. Ave ac:0.010741,0.012839 Initialization: 5.958000 Memcpy Classifiers: 0.417000 Memcpy Instances: 7.003000 Kernel 1: 0.022000 Kernel 2: 81.075996 Copyback: 0.017000 Sum: 0.033000 It 8,Best ac:0.003955 0.636364 fi:0.463049. Ave ac:0.009011,0.009136 Initialization: 5.472000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.349000 Kernel 1: 0.022000 Kernel 2: 83.709000 Copyback: 0.017000 Sum: 0.032000 It 9,Best ac:0.005086 0.529412 fi:0.569346. Ave ac:0.008032,0.007463 Iteration 10:MDL fitness activated Error 0.569346 TL 0.026429 MDL Theory Length Weight: 7.1808322549 (2) Initialization: 7.106000 Memcpy Classifiers: 0.418000 Memcpy Instances: 7.019000 Kernel 1: 0.022000 Kernel 2: 82.078003 Copyback: 0.017000 Sum: 0.031000 It 10,Best ac:0.003955 0.777778 fi:0.514071. Ave ac:0.007849,0.006828 Initialization: 5.498000 Memcpy Classifiers: 0.361000 Memcpy Instances: 7.063000 Kernel 1: 0.022000 Kernel 2: 80.304001 Copyback: 0.017000 Sum: 0.035000 It 11,Best ac:0.004518 0.551724 fi:0.673530. Ave ac:0.008339,0.008698 Initialization: 5.457000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.006000 Kernel 1: 0.022000 Kernel 2: 79.892998 Copyback: 0.017000 Sum: 0.041000 It 12,Best ac:0.003954 0.608696 fi:0.670914. Ave ac:0.009810,0.010976 Initialization: 5.710000 Memcpy Classifiers: 0.380000 Memcpy Instances: 7.662000 Kernel 1: 0.021000 Kernel 2: 79.574997 Copyback: 0.018000 Sum: 0.037000 It 13,Best ac:0.008192 0.517857 fi:0.670001. Ave ac:0.011435,0.012877 Initialization: 6.367000 Memcpy Classifiers: 0.341000 Memcpy Instances: 7.993000 Kernel 1: 0.023000 Kernel 2: 76.726997 Copyback: 0.017000 Sum: 0.036000 It 14,Best ac:0.003673 0.590909 fi:0.690575. Ave ac:0.013921,0.015610 Initialization: 5.457000 Memcpy Classifiers: 0.350000 Memcpy Instances: 7.266000 Kernel 1: 0.023000 Kernel 2: 73.135002 Copyback: 0.016000 Sum: 0.034000 It 15,Best ac:0.003671 0.684211 fi:0.595562. Ave ac:0.013573,0.014401 Initialization: 5.479000 Memcpy Classifiers: 0.282000 Memcpy Instances: 7.230000 Kernel 1: 0.023000 Kernel 2: 68.932999 Copyback: 0.017000 Sum: 0.033000 It 16,Best ac:0.004520 0.727273 fi:0.551304. Ave ac:0.013117,0.016338 Initialization: 5.445000 Memcpy Classifiers: 0.301000 Memcpy Instances: 7.772000 Kernel 1: 0.022000 Kernel 2: 67.257004 Copyback: 0.017000 Sum: 0.031000 It 17,Best ac:0.004237 0.600000 fi:0.610371. Ave ac:0.010199,0.013276 Initialization: 5.426000 Memcpy Classifiers: 0.340000 Memcpy Instances: 7.029000 Kernel 1: 0.022000 Kernel 2: 65.158997 Copyback: 0.017000 Sum: 0.022000 It 18,Best ac:0.005085 0.720000 fi:0.529106. Ave ac:0.015620,0.017911 Initialization: 5.758000 Memcpy Classifiers: 0.264000 Memcpy Instances: 7.270000 Kernel 1: 0.022000 Kernel 2: 63.624001 Copyback: 0.017000 Sum: 0.023000 It 19,Best ac:0.004236 0.576923 fi:0.618771. Ave ac:0.014181,0.020980 MDL Theory Length Weight: 6.4627490294 (12) Initialization: 5.457000 Memcpy Classifiers: 0.245000 Memcpy Instances: 7.800000 Kernel 1: 0.022000 Kernel 2: 62.661999 Copyback: 0.017000 Sum: 0.022000 It 20,Best ac:0.005083 0.580645 fi:0.634167. Ave ac:0.016685,0.021211 Initialization: 5.467000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.255000 Kernel 1: 0.023000 Kernel 2: 61.655998 Copyback: 0.018000 Sum: 0.023000 It 21,Best ac:0.002825 0.769231 fi:0.444577. Ave ac:0.018574,0.026683 Initialization: 5.460000 Memcpy Classifiers: 0.226000 Memcpy Instances: 7.274000 Kernel 1: 0.022000 Kernel 2: 61.428001 Copyback: 0.016000 Sum: 0.022000 It 22,Best ac:0.003672 0.650000 fi:0.563216. Ave ac:0.019012,0.030443 Initialization: 5.726000 Memcpy Classifiers: 0.283000 Memcpy Instances: 7.004000 Kernel 1: 0.023000 Kernel 2: 60.915001 Copyback: 0.018000 Sum: 0.021000 It 23,Best ac:0.003107 0.647059 fi:0.551135. Ave ac:0.025250,0.036954 Initialization: 5.610000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.235000 Kernel 1: 0.022000 Kernel 2: 59.077000 Copyback: 0.017000 Sum: 0.026000 It 24,Best ac:0.002826 0.588235 fi:0.640609. Ave ac:0.026429,0.037491 Initialization: 5.457000 Memcpy Classifiers: 0.263000 Memcpy Instances: 7.082000 Kernel 1: 0.023000 Kernel 2: 58.231998 Copyback: 0.017000 Sum: 0.022000 It 25,Best ac:0.004236 0.600000 fi:0.579579. Ave ac:0.019508,0.033415 Initialization: 5.875000 Memcpy Classifiers: 0.288000 Memcpy Instances: 7.051000 Kernel 1: 0.021000 Kernel 2: 57.494999 Copyback: 0.017000 Sum: 0.023000 It 26,Best ac:0.002824 0.588235 fi:0.610741. Ave ac:0.020574,0.034492 Initialization: 5.462000 Memcpy Classifiers: 0.227000 Memcpy Instances: 7.036000 Kernel 1: 0.023000 Kernel 2: 57.566002 Copyback: 0.017000 Sum: 0.024000 It 27,Best ac:0.003955 0.482759 fi:0.678607. Ave ac:0.022875,0.039033 Initialization: 5.881000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.020000 Kernel 1: 0.023000 Kernel 2: 58.691002 Copyback: 0.017000 Sum: 0.020000 It 28,Best ac:0.003390 0.600000 fi:0.546074. Ave ac:0.024629,0.037677 Initialization: 5.921000 Memcpy Classifiers: 0.247000 Memcpy Instances: 7.236000 Kernel 1: 0.021000 Kernel 2: 57.855999 Copyback: 0.017000 Sum: 0.022000 It 29,Best ac:0.003955 0.700000 fi:0.453622. Ave ac:0.027485,0.046020 Initialization: 5.431000 Memcpy Classifiers: 0.194000 Memcpy Instances: 7.019000 Kernel 1: 0.024000 Kernel 2: 57.120998 Copyback: 0.017000 Sum: 0.022000 It 30,Best ac:0.002826 0.625000 fi:0.577380. Ave ac:0.018947,0.039812 MDL Theory Length Weight: 5.8164741265 (10) Initialization: 5.461000 Memcpy Classifiers: 0.189000 Memcpy Instances: 7.296000 Kernel 1: 0.022000 Kernel 2: 56.557999 Copyback: 0.017000 Sum: 0.022000 It 31,Best ac:0.003672 0.565217 fi:0.622542. Ave ac:0.024048,0.046165 Initialization: 5.692000 Memcpy Classifiers: 0.205000 Memcpy Instances: 7.093000 Kernel 1: 0.023000 Kernel 2: 59.553001 Copyback: 0.017000 Sum: 0.022000 It 32,Best ac:0.003391 0.521739 fi:0.634585. Ave ac:0.022294,0.040285 Initialization: 5.431000 Memcpy Classifiers: 0.246000 Memcpy Instances: 7.252000 Kernel 1: 0.022000 Kernel 2: 58.828999 Copyback: 0.018000 Sum: 0.021000 It 33,Best ac:0.001978 0.875000 fi:0.559908. Ave ac:0.024992,0.042354 Initialization: 31.479000 Memcpy Instances: 354.160004 Memcpy Classifiers: 0.060000 Kernel 1: 0.022000 Kernel 2: 503.841003 Copyback: 0.015000 Sum: 0.015000 Memcpy Classifiers: 0.055000 Kernel 1: 0.015000 Kernel 2: 514.161011 Copyback: 0.015000 Sum: 0.003000 Memcpy Classifiers: 0.058000 Kernel 1: 0.014000 Kernel 2: 507.837006 Copyback: 0.016000 Sum: 0.004000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 507.532990 Copyback: 0.369000 Sum: 0.002000 Memcpy Classifiers: 0.060000 Kernel 1: 0.014000 Kernel 2: 512.817017 Copyback: 0.015000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 501.290985 Copyback: 0.014000 Sum: 0.001000 Memcpy Classifiers: 0.059000 Kernel 1: 0.014000 Kernel 2: 508.046997 Copyback: 0.015000 Sum: 0.002000 Memcpy Classifiers: 0.070000 Kernel 1: 0.013000 Kernel 2: 371.644989 Copyback: 0.015000 Sum: 0.001000 It 34,Best ac:0.043762 0.380172 fi:0.746160. Ave ac:0.020928,0.067708 Best acc 0.043762 0.380172 Phenotype: 0:Att PSSM_-2_2 is [<-2.826733]|Att PSSM_-1_7 is [<-2.244748]|Att PSSM_0_4 is [<-4.115240]|Att PSSM_0_12 is [<-4.092007]|Att PSSM_2_7 is [<-3.601698]|Att PSSM_4_2 is [<1.051353]|1 1:Att PSSM_-4_6 is [<3.614011]|Att PSSM_-1_7 is [<-2.724904]|Att PSSM_0_1 is [-2.004780,6.545958]|Att PSSM_0_4 is [<-4.031703]|Att PSSM_0_6 is [<-3.630828]|Att PSSM_0_7 is [<-3.071980]|Att PSSM_1_12 is [-6.163597,-3.899363]|Att PSSM_2_12 is [-6.054307,-1.147634]|1 2:Att PSSM_-3_12 is [-6.289272,0.674469]|Att PSSM_-1_6 is [<-1.659489]|Att PSSM_0_1 is [>-0.369742]|Att PSSM_0_6 is [-6.161881,-1.694929]|Att PSSM_0_12 is [<-3.959815]|Att PSSM_1_7 is [-6.713662,-2.901546]|Att PSSM_4_12 is [<-0.204386]|1 3:Att PSSM_-4_6 is [<3.248767]|Att PSSM_-2_16 is [-5.836001,1.836001]|Att PSSM_-1_7 is [-6.990885,-1.009115]|Att PSSM_-1_20 is [>-2.823103]|Att PSSM_0_7 is [-6.978699,-3.021301]|Att PSSM_0_11 is [>-6.361963]|Att PSSM_0_12 is [<-3.568460]|Att PSSM_0_15 is [<2.562648]|Att PSSM_1_4 is [<-3.238435]|Att PSSM_2_3 is [-5.537114,-1.316119]|Att PSSM_3_17 is [<3.777247]|1 4:Att PSSM_-3_4 is [-7.077252,-2.922748]|Att PSSM_-1_6 is [<-2.517798]|Att PSSM_0_2 is [<-3.651220]|Att PSSM_0_10 is [-4.907271,6.002353]|Att PSSM_0_15 is [<2.819927]|Att PSSM_1_12 is [-6.279360,-2.638186]|Att PSSM_1_19 is [<4.763351]|Att PSSM_2_7 is [<3.743635]|Att PSSM_4_10 is [-6.103951,4.103951]|Att PSSM_4_12 is [-6.733346,-1.266654]|1 5:Att PSSM_-2_12 is [<-3.601508]|Att PSSM_-2_14 is [>-5.995576]|Att PSSM_-1_4 is [<0.541651]|Att PSSM_0_1 is [>-1.638484]|Att PSSM_0_12 is [<-3.148926]|Att PSSM_2_10 is [-4.184752,4.379570]|Att PSSM_3_6 is [-5.560342,-0.439658]|1 6:Att PSSM_-4_4 is [<6.097836]|Att PSSM_-4_8 is [-3.163211,4.255099]|Att PSSM_-4_19 is [<5.539608]|Att PSSM_0_3 is [<-4.084264]|Att PSSM_0_12 is [-6.657949,-2.547903]|Att PSSM_1_4 is [<-1.132006]|Att PSSM_1_12 is [<0.124081]|Att PSSM_2_12 is [<-1.527637]|Att PSSM_3_7 is [<-1.521731]|1 7:Att PSSM_-1_18 is [-2.229030,4.044566]|Att PSSM_0_6 is [<-3.910733]|Att PSSM_0_19 is [>-6.172197]|Att PSSM_1_3 is [-5.378763,-0.621237]|Att PSSM_2_4 is [<6.745977]|Att PSSM_2_15 is [-6.063287,-1.936713]|Att PSSM_3_15 is [<-0.092006]|Att PSSM_4_6 is [<-1.684644]|Att PSSM_4_15 is [<5.733858]|1 8:Att PSSM_-3_6 is [<-0.623888]|Att PSSM_-2_12 is [-6.652101,-1.347899]|Att PSSM_-2_19 is [<9.229512]|Att PSSM_-1_12 is [<-2.260058]|Att PSSM_0_2 is [<-4.431364]|Att PSSM_0_11 is [-2.591698,6.625447]|1 9:Att PSSM_-4_7 is [-6.477625,-2.134063]|Att PSSM_-3_6 is [-6.744467,-1.255533]|Att PSSM_-1_12 is [-6.066355,0.483038]|Att PSSM_-1_16 is [<1.829534]|Att PSSM_0_5 is [-3.398975,7.324810]|Att PSSM_0_7 is [<-2.796873]|Att PSSM_0_12 is [-6.748800,-2.547549]|Att PSSM_1_7 is [<-2.508844]|Att PSSM_2_15 is [<3.394918]|1 10:Att PSSM_-3_12 is [<-2.641869]|Att PSSM_-1_10 is [>-3.776921]|Att PSSM_0_5 is [-1.964961,9.645618]|Att PSSM_0_9 is [<-3.042021]|Att PSSM_0_12 is [-6.570075,-3.063404]|1 11:Att PSSM_-4_12 is [<-0.667849]|Att PSSM_-1_3 is [-6.110655,-1.308789]|Att PSSM_0_12 is [<-3.078094]|Att PSSM_1_4 is [-6.790564,0.741890]|Att PSSM_1_6 is [<7.793702]|Att PSSM_3_2 is [<2.782348]|Att PSSM_3_5 is [-3.481514,9.446165]|Att PSSM_4_7 is [<-2.036654]|1 12:Att PSSM_0_12 is [<-3.114009]|Att PSSM_1_4 is [<3.628752]|Att PSSM_1_5 is [-1.815645,7.195055]|Att PSSM_1_12 is [<-1.615291]|Att PSSM_2_14 is [<4.301301]|Att PSSM_3_7 is [<-1.682778]|Att PSSM_3_12 is [-5.019551,5.905457]|Att PSSM_4_12 is [<-0.164856]|1 13:Att PSSM_0_1 is [>0.752899]|Att PSSM_0_7 is [-5.905313,-2.094687]|Att PSSM_0_9 is [-6.692197,-3.445094]|Att PSSM_1_7 is [<-1.480601]|Att PSSM_1_12 is [-5.380617,3.380617]|Att PSSM_2_12 is [<-0.875222]|Att PSSM_3_1 is [>-5.296593]|Att PSSM_3_12 is [<-0.904117]|Att PSSM_3_15 is [-6.186537,4.826929]|1 14:Att PSSM_-4_8 is [>-2.583916]|Att PSSM_0_2 is [<-4.899730]|Att PSSM_0_13 is [-1.885667,8.608938]|Att PSSM_1_5 is [-3.953885,5.060772]|1 15:Att PSSM_-3_10 is [-2.053456,4.528122]|Att PSSM_-2_12 is [<-2.780780]|Att PSSM_-1_7 is [-6.974055,-2.534625]|Att PSSM_0_7 is [<-3.845574]|Att PSSM_0_9 is [<-0.083597]|Att PSSM_3_15 is [<7.193493]|1 16:Att PSSM_-2_15 is [-5.323483,1.323482]|Att PSSM_-1_8 is [-6.401037,0.811906]|Att PSSM_0_2 is [<-3.835852]|Att PSSM_0_7 is [<-2.842499]|Att PSSM_0_13 is [0.805760,7.269203]|Att PSSM_1_15 is [<-0.787209]|Att PSSM_1_20 is [>-1.506441]|Att PSSM_3_12 is [<-0.906202]|Att PSSM_4_6 is [<2.493820]|1 17:Att PSSM_-2_13 is [<7.600601]|Att PSSM_0_12 is [<-3.356009]|Att PSSM_1_5 is [-0.030293,5.748878]|Att PSSM_2_12 is [<5.866869]|Att PSSM_3_9 is [-6.618666,3.772460]|Att PSSM_4_12 is [-5.823049,-0.112182]|1 18:Att PSSM_-1_5 is [>-2.199240]|Att PSSM_0_1 is [>-0.306343]|Att PSSM_0_7 is [<-3.400228]|Att PSSM_3_2 is [<-0.524170]|1 19:Att PSSM_-4_6 is [<-0.520005]|Att PSSM_0_5 is [-0.165541,10.165541]|Att PSSM_0_7 is [-6.625493,-2.597811]|Att PSSM_0_12 is [<-2.220110]|Att PSSM_0_14 is [<2.446528]|Att PSSM_1_14 is [-4.480323,6.920551]|Att PSSM_4_7 is [<-1.487696]|1 20:Att PSSM_-2_7 is [<-0.977902]|Att PSSM_-1_2 is [<-2.391423]|Att PSSM_-1_4 is [<5.326224]|Att PSSM_0_12 is [<-2.113394]|Att PSSM_0_15 is [<6.616935]|Att PSSM_1_12 is [-6.031208,-2.138034]|Att PSSM_2_15 is [<-1.209545]|Att PSSM_3_7 is [-6.291054,-1.995951]|Att PSSM_4_9 is [-6.016324,4.419739]|Att PSSM_4_12 is [-6.815587,-1.333501]|1 21:Att PSSM_0_12 is [<-3.849408]|Att PSSM_1_12 is [<-2.294352]|Att PSSM_1_13 is [<6.250171]|Att PSSM_1_15 is [-6.462738,2.141203]|Att PSSM_2_10 is [-6.859355,5.454582]|Att PSSM_2_18 is [<7.441295]|Att PSSM_3_4 is [-7.445597,-2.784756]|1 22:Att PSSM_-4_1 is [<5.892867]|Att PSSM_0_1 is [>3.021751]|Att PSSM_0_2 is [<-2.365832]|Att PSSM_0_12 is [<-1.913718]|Att PSSM_0_20 is [-1.503950,5.053775]|Att PSSM_2_3 is [<2.071191]|Att PSSM_3_7 is [<3.197905]|Att PSSM_4_7 is [-5.398719,-0.601281]|1 23:Att PSSM_-2_1 is [-3.123414,4.048744]|Att PSSM_0_2 is [<-4.401483]|Att PSSM_0_11 is [>-0.063859]|Att PSSM_1_11 is [-3.062800,5.508469]|Att PSSM_2_4 is [<4.180332]|Att PSSM_4_7 is [<-0.203806]|1 24:Att PSSM_-3_7 is [-5.045686,-0.516336]|Att PSSM_-1_7 is [<-0.237884]|Att PSSM_0_12 is [-6.891429,-2.314845]|Att PSSM_1_7 is [<-2.848624]|Att PSSM_1_15 is [-5.113978,2.299057]|Att PSSM_3_10 is [-4.297236,5.779689]|Att PSSM_3_12 is [<1.691726]|Att PSSM_3_13 is [<10.112853]|Att PSSM_4_9 is [-6.612100,6.759309]|Att PSSM_4_12 is [-5.150015,-0.391250]|Att PSSM_4_17 is [-1.306015,6.774193]|Att PSSM_4_18 is [<11.567866]|1 25:Att PSSM_-3_7 is [<-1.393046]|Att PSSM_0_2 is [<-2.902103]|Att PSSM_0_4 is [-7.495392,-2.504608]|Att PSSM_0_15 is [<4.944014]|Att PSSM_1_20 is [>-1.148271]|Att PSSM_3_12 is [-6.580234,-1.419766]|Att PSSM_3_20 is [-2.822091,4.215566]|1 26:Att PSSM_-2_3 is [-5.142376,5.098876]|Att PSSM_-2_12 is [-6.231627,-1.768372]|Att PSSM_-1_13 is [<8.410737]|Att PSSM_0_5 is [0.816694,8.234958]|Att PSSM_0_12 is [<-2.518165]|Att PSSM_1_12 is [<-1.284073]|1 27:Att PSSM_-4_4 is [-5.688465,2.244397]|Att PSSM_-4_7 is [-6.956985,-1.043015]|Att PSSM_-3_3 is [<4.360411]|Att PSSM_0_2 is [-5.259671,-2.676018]|Att PSSM_0_3 is [<-1.891239]|Att PSSM_0_7 is [<-1.962956]|Att PSSM_0_12 is [<3.610001]|Att PSSM_0_15 is [<0.263700]|Att PSSM_0_19 is [<8.455181]|Att PSSM_1_13 is [-2.672551,9.712207]|Att PSSM_1_19 is [<1.147095]|Att PSSM_2_11 is [-2.070529,5.545683]|Att PSSM_3_17 is [-4.783017,6.924476]|Att PSSM_4_7 is [-5.755306,-0.782258]|Att PSSM_4_10 is [<6.335829]|1 28:Att PSSM_-2_7 is [<-2.046818]|Att PSSM_0_6 is [>-6.580947]|Att PSSM_0_12 is [<-4.907205]|Att PSSM_0_20 is [-2.066797,6.920595]|1 29:Att PSSM_-4_12 is [-6.145805,-1.854195]|Att PSSM_-3_7 is [-4.984746,-2.412356]|Att PSSM_-1_4 is [-5.323766,-2.493367]|Att PSSM_0_12 is [-5.289307,-2.753908]|Att PSSM_0_13 is [>-2.613523]|Att PSSM_3_17 is [-5.582397,7.951738]|1 30:Att PSSM_-3_7 is [-5.054697,0.664235]|Att PSSM_-1_12 is [-4.441560,-1.047889]|Att PSSM_0_7 is [<3.562351]|Att PSSM_0_12 is [<-2.680629]|Att PSSM_0_14 is [-4.095768,1.173470]|Att PSSM_1_12 is [<-1.935603]|Att PSSM_2_7 is [<-1.322201]|1 31:Att PSSM_0_7 is [<-3.302441]|Att PSSM_0_20 is [>-2.639769]|Att PSSM_1_15 is [<-1.987051]|Att PSSM_2_12 is [<3.689954]|Att PSSM_3_14 is [>-3.394883]|Att PSSM_4_7 is [<-0.427734]|1 32:Att PSSM_-4_7 is [-6.900671,-1.099329]|Att PSSM_-3_7 is [<2.038537]|Att PSSM_-3_12 is [-6.171646,0.171646]|Att PSSM_-1_12 is [<-0.051934]|Att PSSM_0_2 is [-6.332347,-3.306808]|Att PSSM_0_5 is [-3.384711,2.024197]|Att PSSM_0_10 is [<5.189878]|Att PSSM_1_8 is [-6.803376,2.803376]|Att PSSM_1_9 is [>-4.181432]|Att PSSM_4_2 is [-6.977728,5.776585]|Att PSSM_4_12 is [<2.892712]|1 33:Att PSSM_-1_4 is [<-1.469519]|Att PSSM_0_4 is [<-1.278373]|Att PSSM_0_12 is [<-2.211593]|Att PSSM_1_18 is [-2.804809,10.149118]|Att PSSM_2_7 is [<-1.781331]|Att PSSM_2_9 is [<3.136177]|1 34:Att PSSM_-4_6 is [-6.582709,4.582709]|Att PSSM_-4_7 is [<1.339813]|Att PSSM_-3_12 is [-6.637195,-1.362805]|Att PSSM_-2_12 is [<-1.646469]|Att PSSM_-1_10 is [>0.262687]|Att PSSM_0_4 is [<1.373527]|Att PSSM_0_12 is [-6.444301,-1.555699]|Att PSSM_1_7 is [-6.047511,-1.570449]|Att PSSM_2_14 is [-5.864618,4.874626]|Att PSSM_3_12 is [-6.569052,2.653543]|Att PSSM_4_11 is [>-6.114555]|1 35:Att PSSM_-4_2 is [<0.584647]|Att PSSM_-4_12 is [<1.379921]|Att PSSM_-3_12 is [-6.314987,-1.648337]|Att PSSM_-3_15 is [-6.681710,4.681710]|Att PSSM_-2_2 is [-6.352892,-1.647108]|Att PSSM_-1_12 is [-6.717747,-1.884454]|Att PSSM_0_2 is [<-2.512761]|Att PSSM_0_7 is [-6.354108,-1.645892]|Att PSSM_0_15 is [-5.102018,2.864866]|Att PSSM_2_1 is [>-3.319847]|Att PSSM_2_11 is [-5.553590,4.435775]|Att PSSM_2_12 is [-5.001859,-1.644519]|Att PSSM_3_12 is [<3.588402]|1 36:Att PSSM_0_1 is [>0.375639]|Att PSSM_0_7 is [<-1.203017]|Att PSSM_0_9 is [<6.169665]|Att PSSM_0_12 is [<-2.197564]|Att PSSM_3_12 is [<-2.599142]|Att PSSM_3_17 is [-5.051287,3.178968]|1 37:Att PSSM_-3_5 is [<6.970654]|Att PSSM_-2_17 is [-3.459400,4.990273]|Att PSSM_-1_17 is [-5.966041,3.966041]|Att PSSM_0_7 is [-6.085618,-2.454753]|Att PSSM_0_8 is [<1.751957]|Att PSSM_1_11 is [>-2.136322]|Att PSSM_2_11 is [>-1.625837]|Att PSSM_3_7 is [<-0.622396]|Att PSSM_4_12 is [-6.305869,-1.477818]|1 38:Att PSSM_-1_18 is [-3.937471,11.604948]|Att PSSM_0_12 is [<-3.140431]|Att PSSM_1_10 is [>-2.543999]|Att PSSM_1_15 is [-5.569010,-0.040580]|Att PSSM_3_12 is [<2.722596]|1 39:Att PSSM_-2_2 is [>-6.068124]|Att PSSM_0_4 is [-7.784201,-2.177502]|Att PSSM_0_8 is [-1.864940,4.158847]|Att PSSM_0_12 is [<-1.033995]|Att PSSM_1_10 is [-2.965320,5.728832]|Att PSSM_1_12 is [<-1.240231]|1 40:Att PSSM_-2_10 is [>-2.940765]|Att PSSM_-1_3 is [-5.444920,-0.555080]|Att PSSM_0_7 is [<-2.351467]|Att PSSM_0_20 is [-2.315886,6.944368]|Att PSSM_1_12 is [-4.201287,-2.554988]|1 41:Default rule -> 0 Train accuracy : 0.788832 Train error : 0.211168 Train not classified : 0.000000 Train For each class: 0: accuracy : 145767 0: error : 18313 0: not classified : 0 1: accuracy : 39323 1: error : 31235 1: not classified : 0 Train Confusion Matrix. Row real class, Column predicted class 0 1 145767 18313 31235 39323 Performance of each classifier: Classifier 0: 1179/1321=89.250568% Classifier 1: 1262/1374=91.848617% Classifier 2: 1500/1718=87.310827% Classifier 3: 1348/1596=84.461153% Classifier 4: 1163/1386=83.910534% Classifier 5: 1088/1363=79.823918% Classifier 6: 1238/1535=80.651466% Classifier 7: 1103/1453=75.911906% Classifier 8: 1125/1409=79.843861% Classifier 9: 1371/1732=79.157044% Classifier 10: 1092/1465=74.539249% Classifier 11: 1156/1513=76.404494% Classifier 12: 940/1212=77.557756% Classifier 13: 1018/1374=74.090247% Classifier 14: 1071/1533=69.863014% Classifier 15: 1078/1541=69.954575% Classifier 16: 871/1235=70.526316% Classifier 17: 1000/1548=64.599483% Classifier 18: 1029/1565=65.750799% Classifier 19: 1017/1455=69.896907% Classifier 20: 853/1182=72.165821% Classifier 21: 1182/1920=61.562500% Classifier 22: 820/1151=71.242398% Classifier 23: 924/1457=63.417982% Classifier 24: 738/1133=65.136805% Classifier 25: 941/1487=63.281775% Classifier 26: 702/1108=63.357401% Classifier 27: 764/1260=60.634921% Classifier 28: 675/1229=54.922701% Classifier 29: 764/1313=58.187357% Classifier 30: 974/1619=60.160593% Classifier 31: 1818/3321=54.742547% Classifier 32: 610/1079=56.533828% Classifier 33: 623/1103=56.482321% Classifier 34: 575/950=60.526316% Classifier 35: 566/943=60.021209% Classifier 36: 728/1383=52.639190% Classifier 37: 681/1275=53.411765% Classifier 38: 522/989=52.780586% Classifier 39: 576/1148=50.174216% Classifier 40: 638/1258=50.715421% Classifier 41: 145767/177002=82.353307% Test accuracy : 0.791554 Test error : 0.208446 Test not classified : 0.000000 Test For each class: 0: accuracy : 14456 0: error : 1923 0: not classified : 0 1: accuracy : 3688 1: error : 2855 1: not classified : 0 Test Confusion Matrix. Row real class, Column predicted class 0 1 14456 1923 2855 3688 Performance of each classifier: Classifier 0: 147/169=86.982249% Classifier 1: 128/148=86.486486% Classifier 2: 146/173=84.393064% Classifier 3: 108/141=76.595745% Classifier 4: 111/138=80.434783% Classifier 5: 109/147=74.149660% Classifier 6: 126/157=80.254777% Classifier 7: 105/138=76.086957% Classifier 8: 141/166=84.939759% Classifier 9: 98/133=73.684211% Classifier 10: 92/136=67.647059% Classifier 11: 110/142=77.464789% Classifier 12: 91/114=79.824561% Classifier 13: 81/107=75.700935% Classifier 14: 102/159=64.150943% Classifier 15: 97/146=66.438356% Classifier 16: 93/123=75.609756% Classifier 17: 111/160=69.375000% Classifier 18: 88/128=68.750000% Classifier 19: 82/121=67.768595% Classifier 20: 67/99=67.676768% Classifier 21: 116/190=61.052632% Classifier 22: 59/95=62.105263% Classifier 23: 106/165=64.242424% Classifier 24: 64/100=64.000000% Classifier 25: 84/158=53.164557% Classifier 26: 63/111=56.756757% Classifier 27: 69/125=55.200000% Classifier 28: 88/139=63.309353% Classifier 29: 53/105=50.476190% Classifier 30: 68/140=48.571429% Classifier 31: 174/341=51.026393% Classifier 32: 63/111=56.756757% Classifier 33: 65/112=58.035714% Classifier 34: 44/92=47.826087% Classifier 35: 42/82=51.219512% Classifier 36: 63/141=44.680851% Classifier 37: 80/149=53.691275% Classifier 38: 48/83=57.831325% Classifier 39: 46/97=47.422680% Classifier 40: 60/130=46.153846% Classifier 41: 14456/17311=83.507596% Total time: 1068.63 1102.95