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 : 0.001000 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 252106701 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 : 0.001430 Coverage break for class 1 : 0.003325 Probability of irrelevant attribute set to 0.916667 Initial population average accuracy1:0.005910 accuracy2:0.292121 It 0,Best ac:0.002557 0.923077 fi:0.176403. Ave ac:0.007958,0.014061 Cov: 0.002770. It 1,Best ac:0.004049 0.904762 fi:0.194221. Ave ac:0.008023,0.014509 Cov: 0.004475. It 2,Best ac:0.001492 1.000000 fi:0.099836. Ave ac:0.007509,0.012371 Cov: 0.001492. It 3,Best ac:0.001278 1.000000 fi:0.099907. Ave ac:0.006331,0.010369 Cov: 0.001278. It 4,Best ac:0.002558 1.000000 fi:0.099480. Ave ac:0.005473,0.007841 Cov: 0.002558. It 5,Best ac:0.002344 1.000000 fi:0.099551. Ave ac:0.004207,0.006005 Cov: 0.002344. It 6,Best ac:0.002131 1.000000 fi:0.099623. Ave ac:0.003619,0.005202 Cov: 0.002131. It 7,Best ac:0.003409 1.000000 fi:0.099196. Ave ac:0.003101,0.003809 Cov: 0.003409. It 8,Best ac:0.002983 1.000000 fi:0.099339. Ave ac:0.003829,0.005181 Cov: 0.002983. It 9,Best ac:0.002770 1.000000 fi:0.099409. Ave ac:0.003373,0.004053 Cov: 0.002770. Iteration 10:MDL fitness activated Error 0.099409 TL 0.056443 MDL Theory Length Weight: 0.5870795313 (3) It 10,Best ac:0.001492 1.000000 fi:0.117316. Ave ac:0.003785,0.004019 Cov: 0.001492. It 11,Best ac:0.002131 1.000000 fi:0.119159. Ave ac:0.003695,0.004267 Cov: 0.002131. It 12,Best ac:0.001278 1.000000 fi:0.120947. Ave ac:0.002944,0.003669 Cov: 0.001278. It 13,Best ac:0.004475 1.000000 fi:0.118772. Ave ac:0.002841,0.003464 Cov: 0.004475. It 14,Best ac:0.001279 1.000000 fi:0.117387. Ave ac:0.002610,0.002867 Cov: 0.001279. It 15,Best ac:0.001917 1.000000 fi:0.121973. Ave ac:0.002614,0.003115 Cov: 0.001917. It 16,Best ac:0.004048 1.000000 fi:0.117674. Ave ac:0.002642,0.002395 Cov: 0.004048. It 17,Best ac:0.003197 1.000000 fi:0.119120. Ave ac:0.002736,0.002790 Cov: 0.003197. It 18,Best ac:0.001065 1.000000 fi:0.118938. Ave ac:0.002383,0.002200 Cov: 0.001065. It 19,Best ac:0.001492 1.000000 fi:0.118796. Ave ac:0.002541,0.002447 Cov: 0.001492. MDL Theory Length Weight: 0.5283715782 (13) It 20,Best ac:0.001492 1.000000 fi:0.116172. Ave ac:0.002491,0.002558 Cov: 0.001492. It 21,Best ac:0.001918 1.000000 fi:0.117443. Ave ac:0.001963,0.002085 Cov: 0.001918. It 22,Best ac:0.003623 1.000000 fi:0.115408. Ave ac:0.001924,0.001791 Cov: 0.003623. It 23,Best ac:0.001492 1.000000 fi:0.115389. Ave ac:0.002221,0.002335 Cov: 0.001492. It 24,Best ac:0.002344 1.000000 fi:0.115370. Ave ac:0.002541,0.002440 Cov: 0.002344. It 25,Best ac:0.002983 1.000000 fi:0.113323. Ave ac:0.002878,0.002513 Cov: 0.002983. It 26,Best ac:0.002131 1.000000 fi:0.111090. Ave ac:0.003055,0.003234 Cov: 0.002131. It 27,Best ac:0.003409 1.000000 fi:0.110663. Ave ac:0.003473,0.003567 Cov: 0.003409. It 28,Best ac:0.005115 1.000000 fi:0.112761. Ave ac:0.002624,0.002326 Cov: 0.005115. It 29,Best ac:0.002344 1.000000 fi:0.111951. Ave ac:0.002296,0.002255 Cov: 0.002344. It 30,Best ac:0.006819 1.000000 fi:0.112939. Ave ac:0.002769,0.003212 Cov: 0.006819. It 31,Best ac:0.002558 1.000000 fi:0.111454. Ave ac:0.002029,0.002505 Cov: 0.002558. It 32,Best ac:0.004049 1.000000 fi:0.110956. Ave ac:0.004214,0.003341 Cov: 0.004049. It 33,Best ac:0.001492 1.000000 fi:0.112236. Ave ac:0.002468,0.002793 Cov: 0.001492. It 34,Best ac:0.001108 0.977444 fi:0.141986. Ave ac:0.003677,0.003678 Cov: 0.001134. Best acc 0.001108 0.977444 Initial population average accuracy1:0.005899 accuracy2:0.288447 It 0,Best ac:0.001279 1.000000 fi:0.099907. Ave ac:0.007134,0.013030 Cov: 0.001279. It 1,Best ac:0.001065 0.833333 fi:0.266645. Ave ac:0.006782,0.011376 Cov: 0.001278. It 2,Best ac:0.001918 0.900000 fi:0.199694. Ave ac:0.006922,0.012228 Cov: 0.002131. It 3,Best ac:0.001705 1.000000 fi:0.099765. Ave ac:0.007547,0.013192 Cov: 0.001705. It 4,Best ac:0.002130 1.000000 fi:0.099623. Ave ac:0.007853,0.015735 Cov: 0.002130. It 5,Best ac:0.002558 1.000000 fi:0.099480. Ave ac:0.006366,0.011686 Cov: 0.002558. It 6,Best ac:0.002558 1.000000 fi:0.099480. Ave ac:0.006353,0.014422 Cov: 0.002558. It 7,Best ac:0.003197 1.000000 fi:0.099267. Ave ac:0.006581,0.012698 Cov: 0.003197. It 8,Best ac:0.001917 1.000000 fi:0.099694. Ave ac:0.005199,0.009667 Cov: 0.001917. It 9,Best ac:0.002344 1.000000 fi:0.099551. Ave ac:0.004466,0.007566 Cov: 0.002344. Iteration 10:MDL fitness activated Error 0.099551 TL 0.038308 MDL Theory Length Weight: 0.8662269800 (3) It 10,Best ac:0.001492 1.000000 fi:0.115554. Ave ac:0.004138,0.006967 Cov: 0.001492. It 11,Best ac:0.002770 1.000000 fi:0.120658. Ave ac:0.004161,0.009125 Cov: 0.002770. It 12,Best ac:0.003196 1.000000 fi:0.119684. Ave ac:0.003009,0.005191 Cov: 0.003196. It 13,Best ac:0.003197 1.000000 fi:0.120271. Ave ac:0.002616,0.003490 Cov: 0.003197. It 14,Best ac:0.004476 1.000000 fi:0.119274. Ave ac:0.003668,0.005618 Cov: 0.004476. It 15,Best ac:0.001918 1.000000 fi:0.119256. Ave ac:0.002817,0.002615 Cov: 0.001918. It 16,Best ac:0.001705 1.000000 fi:0.120943. Ave ac:0.002139,0.003293 Cov: 0.001705. It 17,Best ac:0.003623 1.000000 fi:0.117207. Ave ac:0.002920,0.003286 Cov: 0.003623. It 18,Best ac:0.002983 1.000000 fi:0.119236. Ave ac:0.002420,0.002405 Cov: 0.002983. It 19,Best ac:0.001279 1.000000 fi:0.118792. Ave ac:0.002196,0.003419 Cov: 0.001279. MDL Theory Length Weight: 0.7796042820 (13) It 20,Best ac:0.002983 1.000000 fi:0.117251. Ave ac:0.003271,0.003247 Cov: 0.002983. It 21,Best ac:0.003196 1.000000 fi:0.114508. Ave ac:0.003872,0.003386 Cov: 0.003196. It 22,Best ac:0.001492 1.000000 fi:0.114756. Ave ac:0.002032,0.002536 Cov: 0.001492. It 23,Best ac:0.001492 1.000000 fi:0.116583. Ave ac:0.003207,0.003669 Cov: 0.001492. It 24,Best ac:0.001704 1.000000 fi:0.116513. Ave ac:0.002312,0.002394 Cov: 0.001704. It 25,Best ac:0.002131 1.000000 fi:0.113687. Ave ac:0.003452,0.003509 Cov: 0.002131. It 26,Best ac:0.002984 1.000000 fi:0.115961. Ave ac:0.001859,0.002273 Cov: 0.002984. It 27,Best ac:0.002983 1.000000 fi:0.113515. Ave ac:0.003661,0.004654 Cov: 0.002983. It 28,Best ac:0.003196 1.000000 fi:0.115425. Ave ac:0.002577,0.002949 Cov: 0.003196. It 29,Best ac:0.003836 1.000000 fi:0.114437. Ave ac:0.003127,0.002525 Cov: 0.003836. It 30,Best ac:0.001705 1.000000 fi:0.114684. Ave ac:0.002734,0.002232 Cov: 0.001705. It 31,Best ac:0.001065 1.000000 fi:0.114087. Ave ac:0.003261,0.002397 Cov: 0.001065. It 32,Best ac:0.001704 1.000000 fi:0.110635. Ave ac:0.002194,0.001917 Cov: 0.001704. It 33,Best ac:0.001065 1.000000 fi:0.110848. Ave ac:0.003427,0.002824 Cov: 0.001065. It 34,Best ac:0.001291 0.977419 fi:0.138388. Ave ac:0.002808,0.002740 Cov: 0.001321. Best acc 0.001291 0.977419 Rule:Att PSSM_-1_2 is [<-5.884993]|Att PSSM_0_4 is [<1.100120]|Att PSSM_0_12 is [<-4.235684]|Att PSSM_1_2 is [<-2.497244]|Att PSSM_2_2 is [<-3.996841]|1 Accuracy : 0.700551 0 1 164073 7 70255 303 Removed 310 instances. 234328 Instances left. Acc of rule 0.001291-0.977419 Initial population average accuracy1:0.006312 accuracy2:0.275779 It 0,Best ac:0.000853 1.000000 fi:0.229497. Ave ac:0.008226,0.018661 Cov: 0.000853. It 1,Best ac:0.002561 1.000000 fi:0.099477. Ave ac:0.009065,0.018153 Cov: 0.002561. It 2,Best ac:0.001494 1.000000 fi:0.099834. Ave ac:0.006978,0.010574 Cov: 0.001494. It 3,Best ac:0.001707 1.000000 fi:0.099762. Ave ac:0.006587,0.009050 Cov: 0.001707. It 4,Best ac:0.002134 1.000000 fi:0.099620. Ave ac:0.006404,0.010674 Cov: 0.002134. It 5,Best ac:0.004908 1.000000 fi:0.098691. Ave ac:0.005641,0.008588 Cov: 0.004908. It 6,Best ac:0.002346 1.000000 fi:0.099549. Ave ac:0.005088,0.008184 Cov: 0.002346. It 7,Best ac:0.002988 1.000000 fi:0.099334. Ave ac:0.005468,0.011257 Cov: 0.002988. It 8,Best ac:0.003414 1.000000 fi:0.099191. Ave ac:0.005360,0.009392 Cov: 0.003414. It 9,Best ac:0.004053 1.000000 fi:0.098978. Ave ac:0.004540,0.006464 Cov: 0.004053. Iteration 10:MDL fitness activated Error 0.098978 TL 0.024500 MDL Theory Length Weight: 1.3466486593 (5) It 10,Best ac:0.001067 1.000000 fi:0.127545. Ave ac:0.003493,0.006778 Cov: 0.001067. It 11,Best ac:0.001493 1.000000 fi:0.125344. Ave ac:0.003339,0.004200 Cov: 0.001493. It 12,Best ac:0.002134 1.000000 fi:0.125874. Ave ac:0.003732,0.006701 Cov: 0.002134. It 13,Best ac:0.002347 1.000000 fi:0.125593. Ave ac:0.003554,0.004503 Cov: 0.002347. It 14,Best ac:0.001067 1.000000 fi:0.120623. Ave ac:0.002477,0.003727 Cov: 0.001067. It 15,Best ac:0.001493 1.000000 fi:0.114671. Ave ac:0.003899,0.004552 Cov: 0.001493. It 16,Best ac:0.002134 1.000000 fi:0.114457. Ave ac:0.002843,0.003155 Cov: 0.002134. It 17,Best ac:0.002774 1.000000 fi:0.121679. Ave ac:0.003109,0.004139 Cov: 0.002774. It 18,Best ac:0.001707 1.000000 fi:0.114600. Ave ac:0.002592,0.003632 Cov: 0.001707. It 19,Best ac:0.002347 1.000000 fi:0.121033. Ave ac:0.003609,0.004492 Cov: 0.002347. It 20,Best ac:0.001067 1.000000 fi:0.114814. Ave ac:0.003175,0.004234 Cov: 0.001067. It 21,Best ac:0.001067 1.000000 fi:0.119333. Ave ac:0.002697,0.003214 Cov: 0.001067. It 22,Best ac:0.001280 1.000000 fi:0.124697. Ave ac:0.003462,0.005842 Cov: 0.001280. It 23,Best ac:0.002347 1.000000 fi:0.121089. Ave ac:0.005143,0.011130 Cov: 0.002347. It 24,Best ac:0.004695 1.000000 fi:0.119691. Ave ac:0.003531,0.003980 Cov: 0.004695. It 25,Best ac:0.002134 1.000000 fi:0.119462. Ave ac:0.002987,0.003802 Cov: 0.002134. MDL Theory Length Weight: 1.2119837934 (10) It 26,Best ac:0.001707 1.000000 fi:0.113116. Ave ac:0.003666,0.004351 Cov: 0.001707. It 27,Best ac:0.001707 1.000000 fi:0.112886. Ave ac:0.003599,0.005877 Cov: 0.001707. It 28,Best ac:0.001707 1.000000 fi:0.112592. Ave ac:0.002671,0.003274 Cov: 0.001707. It 29,Best ac:0.001493 1.000000 fi:0.112957. Ave ac:0.004225,0.009655 Cov: 0.001493. It 30,Best ac:0.001494 1.000000 fi:0.112663. Ave ac:0.003286,0.005763 Cov: 0.001494. It 31,Best ac:0.002133 1.000000 fi:0.114787. Ave ac:0.004112,0.006443 Cov: 0.002133. It 32,Best ac:0.001494 1.000000 fi:0.114822. Ave ac:0.003573,0.004841 Cov: 0.001494. It 33,Best ac:0.001707 1.000000 fi:0.114751. Ave ac:0.002917,0.003389 Cov: 0.001707. It 34,Best ac:0.002415 0.962585 fi:0.166926. Ave ac:0.003474,0.005137 Cov: 0.002509. Best acc 0.002415 0.962585 Initial population average accuracy1:0.005659 accuracy2:0.283381 It 0,Best ac:0.001280 0.750000 fi:0.349905. Ave ac:0.007979,0.015842 Cov: 0.001707. It 1,Best ac:0.002561 0.857143 fi:0.242334. Ave ac:0.007772,0.014152 Cov: 0.002988. It 2,Best ac:0.001493 1.000000 fi:0.099834. Ave ac:0.007522,0.013758 Cov: 0.001493. It 3,Best ac:0.004268 0.909091 fi:0.189815. Ave ac:0.005891,0.008549 Cov: 0.004695. It 4,Best ac:0.001920 1.000000 fi:0.099691. Ave ac:0.007125,0.012445 Cov: 0.001920. It 5,Best ac:0.001280 1.000000 fi:0.099905. Ave ac:0.007122,0.012478 Cov: 0.001280. It 6,Best ac:0.001493 1.000000 fi:0.099834. Ave ac:0.006974,0.013123 Cov: 0.001493. It 7,Best ac:0.001920 1.000000 fi:0.099691. Ave ac:0.005858,0.014052 Cov: 0.001920. It 8,Best ac:0.002347 1.000000 fi:0.099548. Ave ac:0.006363,0.010956 Cov: 0.002347. It 9,Best ac:0.002986 1.000000 fi:0.099335. Ave ac:0.006186,0.011515 Cov: 0.002986. Iteration 10:MDL fitness activated Error 0.099335 TL 0.048194 MDL Theory Length Weight: 0.6870436814 (1) It 10,Best ac:0.001067 1.000000 fi:0.119585. Ave ac:0.004904,0.007619 Cov: 0.001067. It 11,Best ac:0.002347 1.000000 fi:0.118250. Ave ac:0.004797,0.008685 Cov: 0.002347. It 12,Best ac:0.001494 1.000000 fi:0.117206. Ave ac:0.003778,0.009409 Cov: 0.001494. It 13,Best ac:0.001067 1.000000 fi:0.114274. Ave ac:0.003892,0.005903 Cov: 0.001067. It 14,Best ac:0.001494 1.000000 fi:0.115353. Ave ac:0.003893,0.007370 Cov: 0.001494. It 15,Best ac:0.002134 1.000000 fi:0.113014. Ave ac:0.003592,0.004374 Cov: 0.002134. It 16,Best ac:0.001920 1.000000 fi:0.114021. Ave ac:0.003686,0.005496 Cov: 0.001920. It 17,Best ac:0.002347 1.000000 fi:0.112942. Ave ac:0.002815,0.003467 Cov: 0.002347. It 18,Best ac:0.002560 1.000000 fi:0.116618. Ave ac:0.003078,0.005053 Cov: 0.002560. It 19,Best ac:0.002561 1.000000 fi:0.116609. Ave ac:0.002311,0.002885 Cov: 0.002561. It 20,Best ac:0.001067 1.000000 fi:0.111124. Ave ac:0.002142,0.002540 Cov: 0.001067. It 21,Best ac:0.001067 1.000000 fi:0.110690. Ave ac:0.002624,0.003195 Cov: 0.001067. It 22,Best ac:0.002774 1.000000 fi:0.107978. Ave ac:0.003181,0.002882 Cov: 0.002774. It 23,Best ac:0.001067 1.000000 fi:0.115139. Ave ac:0.002228,0.002583 Cov: 0.001067. It 24,Best ac:0.001494 1.000000 fi:0.112368. Ave ac:0.002746,0.002843 Cov: 0.001494. It 25,Best ac:0.001707 1.000000 fi:0.110476. Ave ac:0.002428,0.003281 Cov: 0.001707. It 26,Best ac:0.001067 1.000000 fi:0.108550. Ave ac:0.003598,0.003761 Cov: 0.001067. It 27,Best ac:0.001707 1.000000 fi:0.112626. Ave ac:0.002650,0.002984 Cov: 0.001707. It 28,Best ac:0.001280 1.000000 fi:0.112930. Ave ac:0.002293,0.002171 Cov: 0.001280. It 29,Best ac:0.002774 1.000000 fi:0.112755. Ave ac:0.002972,0.002763 Cov: 0.002774. It 30,Best ac:0.001067 1.000000 fi:0.111124. Ave ac:0.002577,0.002444 Cov: 0.001067. It 31,Best ac:0.001920 1.000000 fi:0.113325. Ave ac:0.003049,0.002711 Cov: 0.001920. MDL Theory Length Weight: 0.6183393132 (10) It 32,Best ac:0.002987 1.000000 fi:0.111157. Ave ac:0.002686,0.002327 Cov: 0.002987. It 33,Best ac:0.004695 1.000000 fi:0.110187. Ave ac:0.002793,0.002321 Cov: 0.004695. It 34,Best ac:0.001233 0.966555 fi:0.152969. Ave ac:0.002832,0.002596 Cov: 0.001276. Best acc 0.001233 0.966555 Rule:Att PSSM_-1_10 is [0.844589,6.600446]|Att PSSM_-1_12 is [<-0.439262]|Att PSSM_0_7 is [<-4.094471]|Att PSSM_0_19 is [-6.847153,4.847153]|Att PSSM_0_20 is [0.652883,5.347117]|Att PSSM_1_15 is [<-4.740729]|Att PSSM_2_2 is [<0.845650]|Att PSSM_2_7 is [-5.838432,-0.761225]|Att PSSM_4_2 is [-4.896184,-1.103816]|1 Accuracy : 0.701741 0 1 164063 17 69966 592 Removed 299 instances. 234029 Instances left. Acc of rule 0.001233-0.966555 Initial population average accuracy1:0.006335 accuracy2:0.290738 It 0,Best ac:0.001068 1.000000 fi:0.099975. Ave ac:0.008110,0.013631 Cov: 0.001068. It 1,Best ac:0.000855 1.000000 fi:0.226193. Ave ac:0.008051,0.012786 Cov: 0.000855. It 2,Best ac:0.001709 0.888889 fi:0.210871. Ave ac:0.006470,0.010607 Cov: 0.001923. It 3,Best ac:0.002778 0.866667 fi:0.232735. Ave ac:0.005924,0.010077 Cov: 0.003205. It 4,Best ac:0.001282 1.000000 fi:0.099903. Ave ac:0.007594,0.011691 Cov: 0.001282. It 5,Best ac:0.002564 1.000000 fi:0.099473. Ave ac:0.006039,0.010475 Cov: 0.002564. It 6,Best ac:0.001282 1.000000 fi:0.099904. Ave ac:0.006329,0.010348 Cov: 0.001282. It 7,Best ac:0.002564 1.000000 fi:0.099474. Ave ac:0.005665,0.009326 Cov: 0.002564. It 8,Best ac:0.005127 1.000000 fi:0.098665. Ave ac:0.004543,0.006083 Cov: 0.005127. It 9,Best ac:0.002778 1.000000 fi:0.099401. Ave ac:0.004160,0.006155 Cov: 0.002778. Iteration 10:MDL fitness activated Error 0.099401 TL 0.034329 MDL Theory Length Weight: 0.9651956135 (2) It 10,Best ac:0.001068 1.000000 fi:0.127303. Ave ac:0.003931,0.005288 Cov: 0.001068. It 11,Best ac:0.001068 1.000000 fi:0.126059. Ave ac:0.004288,0.006159 Cov: 0.001068. It 12,Best ac:0.001709 1.000000 fi:0.125853. Ave ac:0.004168,0.008203 Cov: 0.001709. It 13,Best ac:0.001068 1.000000 fi:0.128702. Ave ac:0.003665,0.005988 Cov: 0.001068. It 14,Best ac:0.002991 1.000000 fi:0.127110. Ave ac:0.003613,0.005093 Cov: 0.002991. It 15,Best ac:0.004701 1.000000 fi:0.124254. Ave ac:0.002917,0.003467 Cov: 0.004701. It 16,Best ac:0.003846 1.000000 fi:0.126278. Ave ac:0.002869,0.002700 Cov: 0.003846. It 17,Best ac:0.001709 1.000000 fi:0.123939. Ave ac:0.002592,0.004954 Cov: 0.001709. It 18,Best ac:0.001068 1.000000 fi:0.119688. Ave ac:0.002094,0.002635 Cov: 0.001068. It 19,Best ac:0.001282 1.000000 fi:0.120091. Ave ac:0.002871,0.004810 Cov: 0.001282. It 20,Best ac:0.001282 1.000000 fi:0.124083. Ave ac:0.001966,0.002654 Cov: 0.001282. It 21,Best ac:0.001496 1.000000 fi:0.123374. Ave ac:0.001934,0.002263 Cov: 0.001496. It 22,Best ac:0.001068 1.000000 fi:0.121224. Ave ac:0.002451,0.002721 Cov: 0.001068. It 23,Best ac:0.002136 1.000000 fi:0.119330. Ave ac:0.002652,0.003870 Cov: 0.002136. It 24,Best ac:0.001282 1.000000 fi:0.122479. Ave ac:0.002590,0.004437 Cov: 0.001282. It 25,Best ac:0.002564 1.000000 fi:0.117420. Ave ac:0.003163,0.004085 Cov: 0.002564. It 26,Best ac:0.001282 1.000000 fi:0.117220. Ave ac:0.003075,0.002942 Cov: 0.001282. It 27,Best ac:0.001709 1.000000 fi:0.116212. Ave ac:0.001828,0.002247 Cov: 0.001709. It 28,Best ac:0.001709 1.000000 fi:0.121514. Ave ac:0.002282,0.002712 Cov: 0.001709. It 29,Best ac:0.001709 1.000000 fi:0.120901. Ave ac:0.002542,0.003810 Cov: 0.001709. It 30,Best ac:0.001709 1.000000 fi:0.120901. Ave ac:0.002424,0.002570 Cov: 0.001709. It 31,Best ac:0.001068 1.000000 fi:0.126843. Ave ac:0.002469,0.002427 Cov: 0.001068. It 32,Best ac:0.002350 1.000000 fi:0.115997. Ave ac:0.002949,0.003786 Cov: 0.002350. It 33,Best ac:0.002350 1.000000 fi:0.120247. Ave ac:0.002282,0.003121 Cov: 0.002350. It 34,Best ac:0.001273 0.937107 fi:0.196417. Ave ac:0.002546,0.003033 Cov: 0.001359. Best acc 0.001273 0.937107 Initial population average accuracy1:0.005791 accuracy2:0.275242 It 0,Best ac:0.001282 0.857143 fi:0.242760. Ave ac:0.006853,0.011568 Cov: 0.001496. It 1,Best ac:0.001282 1.000000 fi:0.099903. Ave ac:0.007285,0.013586 Cov: 0.001282. It 2,Best ac:0.001709 1.000000 fi:0.099760. Ave ac:0.005510,0.009047 Cov: 0.001709. It 3,Best ac:0.001495 1.000000 fi:0.099832. Ave ac:0.006865,0.011665 Cov: 0.001495. It 4,Best ac:0.002136 1.000000 fi:0.099616. Ave ac:0.006494,0.012662 Cov: 0.002136. It 5,Best ac:0.002991 1.000000 fi:0.099330. Ave ac:0.004471,0.006926 Cov: 0.002991. It 6,Best ac:0.003418 1.000000 fi:0.099186. Ave ac:0.004574,0.008177 Cov: 0.003418. It 7,Best ac:0.002350 1.000000 fi:0.099545. Ave ac:0.004356,0.008220 Cov: 0.002350. It 8,Best ac:0.002778 1.000000 fi:0.099401. Ave ac:0.003800,0.004411 Cov: 0.002778. It 9,Best ac:0.002777 1.000000 fi:0.099402. Ave ac:0.003527,0.005197 Cov: 0.002777. Iteration 10:MDL fitness activated Error 0.099402 TL 0.036499 MDL Theory Length Weight: 0.9077988689 (4) It 10,Best ac:0.002136 1.000000 fi:0.123347. Ave ac:0.003615,0.005696 Cov: 0.002136. It 11,Best ac:0.003846 1.000000 fi:0.122735. Ave ac:0.002829,0.003217 Cov: 0.003846. It 12,Best ac:0.001068 1.000000 fi:0.126884. Ave ac:0.002557,0.002730 Cov: 0.001068. It 13,Best ac:0.001068 1.000000 fi:0.127072. Ave ac:0.002211,0.002540 Cov: 0.001068. It 14,Best ac:0.001282 1.000000 fi:0.125691. Ave ac:0.002995,0.003119 Cov: 0.001282. It 15,Best ac:0.002564 1.000000 fi:0.120393. Ave ac:0.002371,0.003030 Cov: 0.002564. It 16,Best ac:0.001068 1.000000 fi:0.123841. Ave ac:0.002457,0.003376 Cov: 0.001068. It 17,Best ac:0.003419 1.000000 fi:0.122839. Ave ac:0.002700,0.002863 Cov: 0.003419. It 18,Best ac:0.002564 1.000000 fi:0.120867. Ave ac:0.002703,0.002934 Cov: 0.002564. It 19,Best ac:0.001923 1.000000 fi:0.122864. Ave ac:0.002621,0.004001 Cov: 0.001923. It 20,Best ac:0.001068 1.000000 fi:0.123122. Ave ac:0.002747,0.003684 Cov: 0.001068. It 21,Best ac:0.002564 1.000000 fi:0.120486. Ave ac:0.003610,0.003349 Cov: 0.002564. It 22,Best ac:0.002136 1.000000 fi:0.123123. Ave ac:0.002114,0.002270 Cov: 0.002136. It 23,Best ac:0.002777 1.000000 fi:0.123132. Ave ac:0.002055,0.003515 Cov: 0.002777. It 24,Best ac:0.002564 1.000000 fi:0.120832. Ave ac:0.002783,0.002560 Cov: 0.002564. MDL Theory Length Weight: 0.8170189820 (10) It 25,Best ac:0.001495 1.000000 fi:0.119170. Ave ac:0.002704,0.002660 Cov: 0.001495. It 26,Best ac:0.004060 1.000000 fi:0.116468. Ave ac:0.002351,0.001861 Cov: 0.004060. It 27,Best ac:0.001709 1.000000 fi:0.120394. Ave ac:0.002083,0.002189 Cov: 0.001709. It 28,Best ac:0.002350 1.000000 fi:0.117016. Ave ac:0.001511,0.001429 Cov: 0.002350. It 29,Best ac:0.002777 1.000000 fi:0.117014. Ave ac:0.002388,0.002300 Cov: 0.002777. It 30,Best ac:0.001923 1.000000 fi:0.118894. Ave ac:0.002156,0.001687 Cov: 0.001923. It 31,Best ac:0.001282 1.000000 fi:0.117627. Ave ac:0.001791,0.001801 Cov: 0.001282. It 32,Best ac:0.001495 1.000000 fi:0.118180. Ave ac:0.002426,0.002130 Cov: 0.001495. It 33,Best ac:0.002563 1.000000 fi:0.117769. Ave ac:0.001947,0.001628 Cov: 0.002563. It 34,Best ac:0.001671 0.942169 fi:0.181798. Ave ac:0.002755,0.002174 Cov: 0.001773. Best acc 0.001671 0.942169 Rule:Att PSSM_-3_14 is [>-6.898426]|Att PSSM_-1_2 is [<2.048136]|Att PSSM_-1_3 is [-6.502235,3.209589]|Att PSSM_-1_7 is [<-1.304207]|Att PSSM_0_2 is [<-4.543972]|Att PSSM_0_4 is [<-4.824392]|Att PSSM_1_10 is [0.918452,5.081548]|Att PSSM_1_15 is [<6.281999]|Att PSSM_2_5 is [-1.636823,3.636823]|Att PSSM_3_12 is [<-1.916570]|1 Accuracy : 0.703305 0 1 164039 41 69575 983 Removed 415 instances. 233614 Instances left. Acc of rule 0.001671-0.942169 Initial population average accuracy1:0.005415 accuracy2:0.285026 It 0,Best ac:0.001070 1.000000 fi:0.099973. Ave ac:0.006439,0.010694 Cov: 0.001070. It 1,Best ac:0.001926 1.000000 fi:0.099684. Ave ac:0.006823,0.011256 Cov: 0.001926. It 2,Best ac:0.001284 1.000000 fi:0.099901. Ave ac:0.006795,0.010011 Cov: 0.001284. It 3,Best ac:0.002568 1.000000 fi:0.099468. Ave ac:0.007074,0.010615 Cov: 0.002568. It 4,Best ac:0.001498 1.000000 fi:0.099829. Ave ac:0.006356,0.011721 Cov: 0.001498. It 5,Best ac:0.001498 1.000000 fi:0.099829. Ave ac:0.004928,0.007904 Cov: 0.001498. It 6,Best ac:0.002140 1.000000 fi:0.099612. Ave ac:0.004446,0.007077 Cov: 0.002140. It 7,Best ac:0.002568 1.000000 fi:0.099468. Ave ac:0.003440,0.005129 Cov: 0.002568. It 8,Best ac:0.003211 1.000000 fi:0.099252. Ave ac:0.003944,0.006693 Cov: 0.003211. It 9,Best ac:0.002354 1.000000 fi:0.099541. Ave ac:0.003780,0.006411 Cov: 0.002354. Iteration 10:MDL fitness activated Error 0.099541 TL 0.028002 MDL Theory Length Weight: 1.1849134363 (2) It 10,Best ac:0.001712 1.000000 fi:0.127537. Ave ac:0.003718,0.004853 Cov: 0.001712. It 11,Best ac:0.001712 1.000000 fi:0.122677. Ave ac:0.003634,0.005890 Cov: 0.001712. It 12,Best ac:0.003852 1.000000 fi:0.121669. Ave ac:0.003280,0.004349 Cov: 0.003852. It 13,Best ac:0.001926 1.000000 fi:0.132865. Ave ac:0.003396,0.005208 Cov: 0.001926. It 14,Best ac:0.001712 1.000000 fi:0.127147. Ave ac:0.003603,0.005055 Cov: 0.001712. It 15,Best ac:0.001926 1.000000 fi:0.122479. Ave ac:0.003723,0.006743 Cov: 0.001926. It 16,Best ac:0.001498 1.000000 fi:0.124702. Ave ac:0.003551,0.005903 Cov: 0.001498. It 17,Best ac:0.002354 1.000000 fi:0.127244. Ave ac:0.004115,0.006001 Cov: 0.002354. It 18,Best ac:0.001712 1.000000 fi:0.119076. Ave ac:0.003226,0.004547 Cov: 0.001712. It 19,Best ac:0.002354 1.000000 fi:0.122097. Ave ac:0.002930,0.004269 Cov: 0.002354. It 20,Best ac:0.002568 1.000000 fi:0.121801. Ave ac:0.002928,0.004888 Cov: 0.002568. It 21,Best ac:0.001926 1.000000 fi:0.124061. Ave ac:0.003068,0.004222 Cov: 0.001926. It 22,Best ac:0.001284 1.000000 fi:0.123980. Ave ac:0.003772,0.005336 Cov: 0.001284. It 23,Best ac:0.001712 1.000000 fi:0.116080. Ave ac:0.003899,0.005867 Cov: 0.001712. It 24,Best ac:0.001926 1.000000 fi:0.118147. Ave ac:0.002842,0.003858 Cov: 0.001926. It 25,Best ac:0.002568 1.000000 fi:0.117796. Ave ac:0.003326,0.004652 Cov: 0.002568. It 26,Best ac:0.001927 1.000000 fi:0.114679. Ave ac:0.003593,0.010572 Cov: 0.001927. It 27,Best ac:0.001070 1.000000 fi:0.114807. Ave ac:0.003374,0.004095 Cov: 0.001070. It 28,Best ac:0.001926 1.000000 fi:0.116337. Ave ac:0.002514,0.003423 Cov: 0.001926. It 29,Best ac:0.001927 1.000000 fi:0.119201. Ave ac:0.004016,0.007964 Cov: 0.001927. It 30,Best ac:0.001926 1.000000 fi:0.115718. Ave ac:0.001913,0.003479 Cov: 0.001926. It 31,Best ac:0.001498 1.000000 fi:0.114375. Ave ac:0.002591,0.003485 Cov: 0.001498. It 32,Best ac:0.002140 1.000000 fi:0.115226. Ave ac:0.002972,0.004691 Cov: 0.002140. It 33,Best ac:0.001926 1.000000 fi:0.112011. Ave ac:0.004012,0.009866 Cov: 0.001926. It 34,Best ac:0.001507 0.900256 fi:0.220991. Ave ac:0.003968,0.013007 Cov: 0.001674. Best acc 0.001507 0.900256 Initial population average accuracy1:0.006665 accuracy2:0.288393 It 0,Best ac:0.001070 1.000000 fi:0.099973. Ave ac:0.007097,0.014206 Cov: 0.001070. It 1,Best ac:0.002355 1.000000 fi:0.099540. Ave ac:0.008021,0.015500 Cov: 0.002355. It 2,Best ac:0.001070 1.000000 fi:0.099973. Ave ac:0.007869,0.016058 Cov: 0.001070. It 3,Best ac:0.001712 1.000000 fi:0.099757. Ave ac:0.006804,0.009998 Cov: 0.001712. It 4,Best ac:0.002141 1.000000 fi:0.099612. Ave ac:0.006001,0.011349 Cov: 0.002141. It 5,Best ac:0.002140 1.000000 fi:0.099613. Ave ac:0.005570,0.011377 Cov: 0.002140. It 6,Best ac:0.002140 1.000000 fi:0.099613. Ave ac:0.003688,0.005760 Cov: 0.002140. It 7,Best ac:0.002140 1.000000 fi:0.099613. Ave ac:0.003973,0.005505 Cov: 0.002140. It 8,Best ac:0.002354 1.000000 fi:0.099541. Ave ac:0.004444,0.008007 Cov: 0.002354. It 9,Best ac:0.001926 1.000000 fi:0.099684. Ave ac:0.003625,0.007042 Cov: 0.001926. Iteration 10:MDL fitness activated Error 0.099684 TL 0.020450 MDL Theory Length Weight: 1.6248684262 (9) It 10,Best ac:0.001498 1.000000 fi:0.130207. Ave ac:0.004111,0.010086 Cov: 0.001498. It 11,Best ac:0.001713 1.000000 fi:0.121136. Ave ac:0.004685,0.015989 Cov: 0.001713. It 12,Best ac:0.001712 1.000000 fi:0.121136. Ave ac:0.003568,0.010702 Cov: 0.001712. It 13,Best ac:0.001284 1.000000 fi:0.119471. Ave ac:0.004117,0.007411 Cov: 0.001284. It 14,Best ac:0.001070 1.000000 fi:0.123893. Ave ac:0.003827,0.007885 Cov: 0.001070. It 15,Best ac:0.001070 1.000000 fi:0.113986. Ave ac:0.003600,0.010366 Cov: 0.001070. It 16,Best ac:0.001498 1.000000 fi:0.116813. Ave ac:0.004113,0.016360 Cov: 0.001498. It 17,Best ac:0.001926 1.000000 fi:0.116823. Ave ac:0.002961,0.006175 Cov: 0.001926. It 18,Best ac:0.001070 1.000000 fi:0.120827. Ave ac:0.003369,0.010920 Cov: 0.001070. It 19,Best ac:0.001070 1.000000 fi:0.116626. Ave ac:0.002557,0.007952 Cov: 0.001070. It 20,Best ac:0.002354 1.000000 fi:0.116696. Ave ac:0.002824,0.008171 Cov: 0.002354. It 21,Best ac:0.001070 1.000000 fi:0.118265. Ave ac:0.006839,0.026611 Cov: 0.001070. It 22,Best ac:0.001712 1.000000 fi:0.116892. Ave ac:0.004217,0.013680 Cov: 0.001712. It 23,Best ac:0.001926 1.000000 fi:0.113528. Ave ac:0.004157,0.011343 Cov: 0.001926. It 24,Best ac:0.001070 1.000000 fi:0.118265. Ave ac:0.003450,0.007693 Cov: 0.001070. It 25,Best ac:0.001070 1.000000 fi:0.119971. Ave ac:0.003303,0.009190 Cov: 0.001070. It 26,Best ac:0.001070 1.000000 fi:0.114229. Ave ac:0.003344,0.009098 Cov: 0.001070. It 27,Best ac:0.001926 1.000000 fi:0.110406. Ave ac:0.006113,0.019684 Cov: 0.001926. It 28,Best ac:0.001070 1.000000 fi:0.111366. Ave ac:0.004264,0.016388 Cov: 0.001070. It 29,Best ac:0.001712 1.000000 fi:0.117314. Ave ac:0.004570,0.022442 Cov: 0.001712. It 30,Best ac:0.003424 1.000000 fi:0.111888. Ave ac:0.009207,0.030850 Cov: 0.003424. It 31,Best ac:0.001070 1.000000 fi:0.114184. Ave ac:0.007231,0.027750 Cov: 0.001070. It 32,Best ac:0.001926 1.000000 fi:0.111078. Ave ac:0.006978,0.021638 Cov: 0.001926. It 33,Best ac:0.001284 1.000000 fi:0.117037. Ave ac:0.006090,0.027832 Cov: 0.001284. It 34,Best ac:0.001545 0.882641 fi:0.248811. Ave ac:0.007662,0.029121 Cov: 0.001751. Best acc 0.001545 0.882641 Rule:Att PSSM_-3_17 is [<1.778641]|Att PSSM_0_1 is [>3.721713]|Att PSSM_0_9 is [<-4.332223]|Att PSSM_0_18 is [<10.553454]|Att PSSM_1_10 is [>-1.862303]|Att PSSM_4_5 is [-3.980870,2.708363]|Att PSSM_4_9 is [<9.144543]|1 Accuracy : 0.704639 0 1 164000 80 69223 1335 Removed 391 instances. 233223 Instances left. Acc of rule 0.001507-0.900256 Initial population average accuracy1:0.005934 accuracy2:0.267478 It 0,Best ac:0.000858 1.000000 fi:0.217806. Ave ac:0.009175,0.016382 Cov: 0.000858. It 1,Best ac:0.001286 1.000000 fi:0.099899. Ave ac:0.007018,0.011538 Cov: 0.001286. It 2,Best ac:0.001072 1.000000 fi:0.099971. Ave ac:0.005099,0.008200 Cov: 0.001072. It 3,Best ac:0.002144 0.909091 fi:0.190518. Ave ac:0.005638,0.009031 Cov: 0.002358. It 4,Best ac:0.001715 1.000000 fi:0.099754. Ave ac:0.005209,0.007808 Cov: 0.001715. It 5,Best ac:0.001715 1.000000 fi:0.099754. Ave ac:0.005770,0.007827 Cov: 0.001715. It 6,Best ac:0.001286 1.000000 fi:0.099899. Ave ac:0.005015,0.007738 Cov: 0.001286. It 7,Best ac:0.002144 1.000000 fi:0.099609. Ave ac:0.004854,0.006224 Cov: 0.002144. It 8,Best ac:0.001930 1.000000 fi:0.099681. Ave ac:0.004500,0.006622 Cov: 0.001930. It 9,Best ac:0.002358 1.000000 fi:0.099536. Ave ac:0.004241,0.005586 Cov: 0.002358. Iteration 10:MDL fitness activated Error 0.099536 TL 0.054094 MDL Theory Length Weight: 0.6133566976 (1) It 10,Best ac:0.001072 1.000000 fi:0.121111. Ave ac:0.003815,0.004962 Cov: 0.001072. It 11,Best ac:0.003644 1.000000 fi:0.115307. Ave ac:0.003304,0.004591 Cov: 0.003644. It 12,Best ac:0.002358 1.000000 fi:0.116941. Ave ac:0.003386,0.004294 Cov: 0.002358. It 13,Best ac:0.001715 1.000000 fi:0.117049. Ave ac:0.003080,0.003984 Cov: 0.001715. It 14,Best ac:0.001930 1.000000 fi:0.116756. Ave ac:0.003177,0.004189 Cov: 0.001930. It 15,Best ac:0.001929 1.000000 fi:0.116111. Ave ac:0.002892,0.003654 Cov: 0.001929. It 16,Best ac:0.001072 1.000000 fi:0.115940. Ave ac:0.002680,0.003094 Cov: 0.001072. It 17,Best ac:0.007288 1.000000 fi:0.111555. Ave ac:0.002937,0.003835 Cov: 0.007288. It 18,Best ac:0.002572 1.000000 fi:0.114439. Ave ac:0.002794,0.003003 Cov: 0.002572. It 19,Best ac:0.001929 1.000000 fi:0.116111. Ave ac:0.002574,0.003725 Cov: 0.001929. It 20,Best ac:0.003002 1.000000 fi:0.112792. Ave ac:0.002342,0.002512 Cov: 0.003002. It 21,Best ac:0.001501 1.000000 fi:0.115839. Ave ac:0.003236,0.003354 Cov: 0.001501. It 22,Best ac:0.001929 1.000000 fi:0.113727. Ave ac:0.002695,0.002850 Cov: 0.001929. It 23,Best ac:0.002787 1.000000 fi:0.114267. Ave ac:0.003006,0.004104 Cov: 0.002787. It 24,Best ac:0.001286 1.000000 fi:0.114628. Ave ac:0.003169,0.004016 Cov: 0.001286. It 25,Best ac:0.002787 1.000000 fi:0.113678. Ave ac:0.003109,0.003442 Cov: 0.002787. It 26,Best ac:0.001715 1.000000 fi:0.116544. Ave ac:0.003097,0.003490 Cov: 0.001715. MDL Theory Length Weight: 0.5520210279 (10) It 27,Best ac:0.001072 1.000000 fi:0.111531. Ave ac:0.002799,0.003716 Cov: 0.001072. It 28,Best ac:0.004503 1.000000 fi:0.110066. Ave ac:0.003139,0.003349 Cov: 0.004503. It 29,Best ac:0.002573 1.000000 fi:0.111590. Ave ac:0.002996,0.004186 Cov: 0.002573. It 30,Best ac:0.001930 1.000000 fi:0.112202. Ave ac:0.003723,0.004133 Cov: 0.001930. It 31,Best ac:0.001072 1.000000 fi:0.111639. Ave ac:0.003920,0.004067 Cov: 0.001072. It 32,Best ac:0.003216 1.000000 fi:0.110151. Ave ac:0.002810,0.003114 Cov: 0.003216. It 33,Best ac:0.004502 1.000000 fi:0.106911. Ave ac:0.002800,0.004317 Cov: 0.004502. It 34,Best ac:0.002290 0.943463 fi:0.173061. Ave ac:0.002962,0.002623 Cov: 0.002427. Best acc 0.002290 0.943463 Initial population average accuracy1:0.005458 accuracy2:0.288287 It 0,Best ac:0.001286 0.857143 fi:0.242756. Ave ac:0.007344,0.014150 Cov: 0.001501. It 1,Best ac:0.001501 0.875000 fi:0.224827. Ave ac:0.006679,0.011873 Cov: 0.001715. It 2,Best ac:0.001715 1.000000 fi:0.099754. Ave ac:0.006871,0.010857 Cov: 0.001715. It 3,Best ac:0.002787 1.000000 fi:0.099391. Ave ac:0.007250,0.011947 Cov: 0.002787. It 4,Best ac:0.001501 1.000000 fi:0.099826. Ave ac:0.006599,0.011859 Cov: 0.001501. It 5,Best ac:0.002787 1.000000 fi:0.099392. Ave ac:0.005177,0.007336 Cov: 0.002787. It 6,Best ac:0.002787 1.000000 fi:0.099392. Ave ac:0.005621,0.007818 Cov: 0.002787. It 7,Best ac:0.002787 1.000000 fi:0.099392. Ave ac:0.005438,0.008309 Cov: 0.002787. It 8,Best ac:0.003431 1.000000 fi:0.099174. Ave ac:0.004610,0.008231 Cov: 0.003431. It 9,Best ac:0.003859 1.000000 fi:0.099029. Ave ac:0.003523,0.004601 Cov: 0.003859. Iteration 10:MDL fitness activated Error 0.099029 TL 0.040555 MDL Theory Length Weight: 0.8139393286 (1) It 10,Best ac:0.002144 1.000000 fi:0.122911. Ave ac:0.003930,0.005014 Cov: 0.002144. It 11,Best ac:0.005789 1.000000 fi:0.122448. Ave ac:0.002999,0.003895 Cov: 0.005789. It 12,Best ac:0.002572 1.000000 fi:0.121780. Ave ac:0.002970,0.003763 Cov: 0.002572. It 13,Best ac:0.003215 1.000000 fi:0.114775. Ave ac:0.003573,0.004422 Cov: 0.003215. It 14,Best ac:0.003216 1.000000 fi:0.117784. Ave ac:0.003724,0.007052 Cov: 0.003216. It 15,Best ac:0.001715 1.000000 fi:0.120209. Ave ac:0.003004,0.004191 Cov: 0.001715. It 16,Best ac:0.001072 1.000000 fi:0.121331. Ave ac:0.003234,0.004286 Cov: 0.001072. It 17,Best ac:0.002144 1.000000 fi:0.116373. Ave ac:0.003108,0.004018 Cov: 0.002144. It 18,Best ac:0.004073 1.000000 fi:0.117741. Ave ac:0.003513,0.003902 Cov: 0.004073. It 19,Best ac:0.001286 1.000000 fi:0.114386. Ave ac:0.003651,0.004501 Cov: 0.001286. It 20,Best ac:0.001501 1.000000 fi:0.116590. Ave ac:0.002524,0.003803 Cov: 0.001501. It 21,Best ac:0.002358 1.000000 fi:0.114024. Ave ac:0.002864,0.004632 Cov: 0.002358. It 22,Best ac:0.001286 1.000000 fi:0.121429. Ave ac:0.003185,0.003818 Cov: 0.001286. It 23,Best ac:0.001072 1.000000 fi:0.114459. Ave ac:0.003642,0.007231 Cov: 0.001072. It 24,Best ac:0.001286 1.000000 fi:0.116897. Ave ac:0.003112,0.003433 Cov: 0.001286. It 25,Best ac:0.001072 1.000000 fi:0.118205. Ave ac:0.003333,0.003704 Cov: 0.001072. It 26,Best ac:0.002144 1.000000 fi:0.118860. Ave ac:0.002924,0.003998 Cov: 0.002144. It 27,Best ac:0.001286 1.000000 fi:0.114386. Ave ac:0.003179,0.003057 Cov: 0.001286. It 28,Best ac:0.001072 1.000000 fi:0.112903. Ave ac:0.002923,0.002622 Cov: 0.001072. It 29,Best ac:0.001072 1.000000 fi:0.112203. Ave ac:0.003072,0.005023 Cov: 0.001072. It 30,Best ac:0.001715 1.000000 fi:0.116664. Ave ac:0.003430,0.004013 Cov: 0.001715. It 31,Best ac:0.002144 1.000000 fi:0.111840. Ave ac:0.002822,0.002822 Cov: 0.002144. It 32,Best ac:0.001715 1.000000 fi:0.114325. Ave ac:0.002272,0.002843 Cov: 0.001715. It 33,Best ac:0.004717 1.000000 fi:0.113417. Ave ac:0.002495,0.003210 Cov: 0.004717. It 34,Best ac:0.001136 0.943060 fi:0.184183. Ave ac:0.002834,0.002445 Cov: 0.001205. Best acc 0.001136 0.943060 Rule:Att PSSM_-4_7 is [-6.397168,2.859094]|Att PSSM_-2_4 is [-7.793266,-4.239656]|Att PSSM_-1_12 is [<-3.026945]|Att PSSM_0_7 is [<-3.645617]|Att PSSM_0_9 is [<-4.983093]|Att PSSM_1_2 is [<-3.448022]|Att PSSM_1_19 is [<2.127663]|Att PSSM_3_13 is [-6.206103,9.705843]|Att PSSM_4_12 is [-6.781378,-1.218622]|1 Accuracy : 0.706778 0 1 163968 112 68689 1869 Removed 566 instances. 232657 Instances left. Acc of rule 0.002290-0.943463 Initial population average accuracy1:0.006935 accuracy2:0.281531 It 0,Best ac:0.001720 1.000000 fi:0.099749. Ave ac:0.009328,0.015455 Cov: 0.001720. It 1,Best ac:0.001075 1.000000 fi:0.099969. Ave ac:0.010073,0.015837 Cov: 0.001075. It 2,Best ac:0.001504 1.000000 fi:0.099822. Ave ac:0.007899,0.012292 Cov: 0.001504. It 3,Best ac:0.001719 1.000000 fi:0.099749. Ave ac:0.007378,0.015078 Cov: 0.001719. It 4,Best ac:0.002579 1.000000 fi:0.099457. Ave ac:0.004034,0.006675 Cov: 0.002579. It 5,Best ac:0.002794 1.000000 fi:0.099384. Ave ac:0.003881,0.009343 Cov: 0.002794. It 6,Best ac:0.002794 1.000000 fi:0.099384. Ave ac:0.002994,0.005430 Cov: 0.002794. It 7,Best ac:0.004728 1.000000 fi:0.098727. Ave ac:0.002581,0.003853 Cov: 0.004728. It 8,Best ac:0.003439 1.000000 fi:0.099165. Ave ac:0.003121,0.004241 Cov: 0.003439. It 9,Best ac:0.003438 1.000000 fi:0.099165. Ave ac:0.002689,0.003283 Cov: 0.003438. Iteration 10:MDL fitness activated Error 0.099165 TL 0.045582 MDL Theory Length Weight: 0.7251760908 (3) It 10,Best ac:0.002149 1.000000 fi:0.125442. Ave ac:0.002791,0.003823 Cov: 0.002149. It 11,Best ac:0.001289 1.000000 fi:0.125599. Ave ac:0.003075,0.003585 Cov: 0.001289. It 12,Best ac:0.001505 1.000000 fi:0.125526. Ave ac:0.002486,0.002637 Cov: 0.001505. It 13,Best ac:0.001504 1.000000 fi:0.122879. Ave ac:0.002422,0.002805 Cov: 0.001504. It 14,Best ac:0.001289 1.000000 fi:0.127342. Ave ac:0.002993,0.003139 Cov: 0.001289. It 15,Best ac:0.002794 1.000000 fi:0.125373. Ave ac:0.003045,0.003432 Cov: 0.002794. It 16,Best ac:0.001075 1.000000 fi:0.123026. Ave ac:0.003002,0.003483 Cov: 0.001075. It 17,Best ac:0.002149 1.000000 fi:0.124982. Ave ac:0.002583,0.002734 Cov: 0.002149. It 18,Best ac:0.001289 1.000000 fi:0.124255. Ave ac:0.002824,0.002813 Cov: 0.001289. It 19,Best ac:0.002149 1.000000 fi:0.124161. Ave ac:0.003126,0.003421 Cov: 0.002149. It 20,Best ac:0.001719 1.000000 fi:0.123706. Ave ac:0.002561,0.002681 Cov: 0.001719. It 21,Best ac:0.001719 1.000000 fi:0.126332. Ave ac:0.002683,0.002655 Cov: 0.001719. It 22,Best ac:0.002364 1.000000 fi:0.121253. Ave ac:0.003458,0.003760 Cov: 0.002364. It 23,Best ac:0.002365 1.000000 fi:0.122370. Ave ac:0.002949,0.002789 Cov: 0.002365. It 24,Best ac:0.001719 1.000000 fi:0.121769. Ave ac:0.003266,0.003132 Cov: 0.001719. It 25,Best ac:0.002149 1.000000 fi:0.121728. Ave ac:0.003323,0.002976 Cov: 0.002149. It 26,Best ac:0.003868 1.000000 fi:0.119520. Ave ac:0.003026,0.002662 Cov: 0.003868. It 27,Best ac:0.001719 1.000000 fi:0.119251. Ave ac:0.002254,0.002069 Cov: 0.001719. It 28,Best ac:0.001074 1.000000 fi:0.122367. Ave ac:0.002010,0.002261 Cov: 0.001074. It 29,Best ac:0.001075 1.000000 fi:0.121621. Ave ac:0.002644,0.002745 Cov: 0.001075. It 30,Best ac:0.001935 1.000000 fi:0.116489. Ave ac:0.002894,0.002857 Cov: 0.001935. It 31,Best ac:0.003008 1.000000 fi:0.116457. Ave ac:0.003005,0.003011 Cov: 0.003008. It 32,Best ac:0.001719 1.000000 fi:0.119575. Ave ac:0.002661,0.002152 Cov: 0.001719. It 33,Best ac:0.001075 1.000000 fi:0.118926. Ave ac:0.002377,0.002310 Cov: 0.001075. It 34,Best ac:0.001113 0.918440 fi:0.203460. Ave ac:0.001949,0.001728 Cov: 0.001212. Best acc 0.001113 0.918440 Initial population average accuracy1:0.006512 accuracy2:0.289994 It 0,Best ac:0.001289 1.000000 fi:0.099896. Ave ac:0.007041,0.011650 Cov: 0.001289. It 1,Best ac:0.001289 1.000000 fi:0.099896. Ave ac:0.006808,0.011361 Cov: 0.001289. It 2,Best ac:0.001289 1.000000 fi:0.099896. Ave ac:0.007441,0.014611 Cov: 0.001289. It 3,Best ac:0.001289 1.000000 fi:0.099896. Ave ac:0.007402,0.013830 Cov: 0.001289. It 4,Best ac:0.001504 1.000000 fi:0.099822. Ave ac:0.007642,0.011717 Cov: 0.001504. It 5,Best ac:0.002579 1.000000 fi:0.099457. Ave ac:0.006690,0.010214 Cov: 0.002579. It 6,Best ac:0.003439 1.000000 fi:0.099165. Ave ac:0.006150,0.008143 Cov: 0.003439. It 7,Best ac:0.002794 1.000000 fi:0.099384. Ave ac:0.005404,0.008628 Cov: 0.002794. It 8,Best ac:0.003439 1.000000 fi:0.099165. Ave ac:0.004363,0.007359 Cov: 0.003439. It 9,Best ac:0.002793 1.000000 fi:0.099384. Ave ac:0.003634,0.005549 Cov: 0.002793. Iteration 10:MDL fitness activated Error 0.099384 TL 0.036656 MDL Theory Length Weight: 0.9037644919 (4) It 10,Best ac:0.003439 1.000000 fi:0.126060. Ave ac:0.004575,0.006676 Cov: 0.003439. It 11,Best ac:0.002149 1.000000 fi:0.122052. Ave ac:0.003702,0.005527 Cov: 0.002149. It 12,Best ac:0.001289 1.000000 fi:0.122868. Ave ac:0.003480,0.004771 Cov: 0.001289. It 13,Best ac:0.001719 1.000000 fi:0.130917. Ave ac:0.003575,0.004052 Cov: 0.001719. It 14,Best ac:0.001934 1.000000 fi:0.128279. Ave ac:0.003121,0.004378 Cov: 0.001934. It 15,Best ac:0.001075 1.000000 fi:0.123505. Ave ac:0.003130,0.004280 Cov: 0.001075. It 16,Best ac:0.002364 1.000000 fi:0.121927. Ave ac:0.002609,0.003086 Cov: 0.002364. It 17,Best ac:0.004083 1.000000 fi:0.113557. Ave ac:0.002305,0.002853 Cov: 0.004083. It 18,Best ac:0.001289 1.000000 fi:0.121679. Ave ac:0.002673,0.003597 Cov: 0.001289. It 19,Best ac:0.002150 1.000000 fi:0.123260. Ave ac:0.002502,0.002939 Cov: 0.002150. It 20,Best ac:0.004083 1.000000 fi:0.120424. Ave ac:0.003077,0.003874 Cov: 0.004083. It 21,Best ac:0.001934 1.000000 fi:0.114725. Ave ac:0.002902,0.003145 Cov: 0.001934. It 22,Best ac:0.002149 1.000000 fi:0.124763. Ave ac:0.002414,0.002663 Cov: 0.002149. It 23,Best ac:0.001719 1.000000 fi:0.119671. Ave ac:0.002865,0.003053 Cov: 0.001719. It 24,Best ac:0.003224 1.000000 fi:0.119455. Ave ac:0.003260,0.004115 Cov: 0.003224. It 25,Best ac:0.002364 1.000000 fi:0.114842. Ave ac:0.003005,0.003347 Cov: 0.002364. It 26,Best ac:0.002364 1.000000 fi:0.120018. Ave ac:0.002677,0.003055 Cov: 0.002364. MDL Theory Length Weight: 0.8133880427 (10) It 27,Best ac:0.001934 1.000000 fi:0.115313. Ave ac:0.002604,0.003065 Cov: 0.001934. It 28,Best ac:0.001934 1.000000 fi:0.113219. Ave ac:0.002304,0.002683 Cov: 0.001934. It 29,Best ac:0.003224 1.000000 fi:0.118008. Ave ac:0.002834,0.002854 Cov: 0.003224. It 30,Best ac:0.001935 1.000000 fi:0.114891. Ave ac:0.003371,0.005447 Cov: 0.001935. It 31,Best ac:0.001290 1.000000 fi:0.113676. Ave ac:0.002750,0.003794 Cov: 0.001290. It 32,Best ac:0.001289 1.000000 fi:0.118482. Ave ac:0.003142,0.003755 Cov: 0.001289. It 33,Best ac:0.003009 1.000000 fi:0.114202. Ave ac:0.002991,0.003010 Cov: 0.003009. It 34,Best ac:0.001655 0.914489 fi:0.204025. Ave ac:0.002700,0.002554 Cov: 0.001810. Best acc 0.001655 0.914489 Rule:Att PSSM_-4_7 is [-4.931133,4.186485]|Att PSSM_-3_7 is [<0.718666]|Att PSSM_-2_12 is [<-2.297563]|Att PSSM_-1_2 is [-6.845981,-4.495284]|Att PSSM_0_2 is [-6.935885,-3.064115]|Att PSSM_0_4 is [-6.987864,-5.663593]|Att PSSM_0_10 is [>0.120640]|Att PSSM_1_8 is [<5.952869]|Att PSSM_2_2 is [<-1.102435]|Att PSSM_3_20 is [<4.724324]|1 Accuracy : 0.707784 0 1 163945 135 68430 2128 Removed 282 instances. 232375 Instances left. Acc of rule 0.001113-0.918440 Initial population average accuracy1:0.005858 accuracy2:0.281071 It 0,Best ac:0.002582 0.750000 fi:0.349454. Ave ac:0.007416,0.012088 Cov: 0.003443. It 1,Best ac:0.000861 1.000000 fi:0.209236. Ave ac:0.008191,0.016805 Cov: 0.000861. It 2,Best ac:0.001076 1.000000 fi:0.099967. Ave ac:0.007251,0.011860 Cov: 0.001076. It 3,Best ac:0.003657 0.944444 fi:0.154643. Ave ac:0.004968,0.008579 Cov: 0.003873. It 4,Best ac:0.001291 1.000000 fi:0.099894. Ave ac:0.004621,0.008090 Cov: 0.001291. It 5,Best ac:0.001506 1.000000 fi:0.099820. Ave ac:0.004236,0.006029 Cov: 0.001506. It 6,Best ac:0.001721 1.000000 fi:0.099747. Ave ac:0.003805,0.005478 Cov: 0.001721. It 7,Best ac:0.002152 1.000000 fi:0.099600. Ave ac:0.003606,0.005042 Cov: 0.002152. It 8,Best ac:0.002151 1.000000 fi:0.099601. Ave ac:0.003489,0.005257 Cov: 0.002151. It 9,Best ac:0.002582 1.000000 fi:0.099454. Ave ac:0.003805,0.005004 Cov: 0.002582. Iteration 10:MDL fitness activated Error 0.099454 TL 0.041601 MDL Theory Length Weight: 0.7968918565 (1) It 10,Best ac:0.001506 1.000000 fi:0.125728. Ave ac:0.003278,0.005297 Cov: 0.001506. It 11,Best ac:0.001291 1.000000 fi:0.113630. Ave ac:0.003521,0.004507 Cov: 0.001291. It 12,Best ac:0.001076 1.000000 fi:0.123564. Ave ac:0.003060,0.003443 Cov: 0.001076. It 13,Best ac:0.003657 1.000000 fi:0.119858. Ave ac:0.003170,0.004395 Cov: 0.003657. It 14,Best ac:0.001291 1.000000 fi:0.122102. Ave ac:0.003076,0.003579 Cov: 0.001291. It 15,Best ac:0.001721 1.000000 fi:0.119982. Ave ac:0.002971,0.003518 Cov: 0.001721. It 16,Best ac:0.001076 1.000000 fi:0.122963. Ave ac:0.002423,0.003029 Cov: 0.001076. It 17,Best ac:0.001722 1.000000 fi:0.119981. Ave ac:0.002955,0.003566 Cov: 0.001722. It 18,Best ac:0.001506 1.000000 fi:0.121642. Ave ac:0.002716,0.004072 Cov: 0.001506. It 19,Best ac:0.001506 1.000000 fi:0.118224. Ave ac:0.002532,0.003270 Cov: 0.001506. It 20,Best ac:0.001076 1.000000 fi:0.120201. Ave ac:0.002705,0.003198 Cov: 0.001076. MDL Theory Length Weight: 0.7172026709 (10) It 21,Best ac:0.001076 1.000000 fi:0.116530. Ave ac:0.002602,0.003038 Cov: 0.001076. It 22,Best ac:0.001291 1.000000 fi:0.116854. Ave ac:0.002382,0.003173 Cov: 0.001291. It 23,Best ac:0.001721 1.000000 fi:0.116810. Ave ac:0.003045,0.003590 Cov: 0.001721. It 24,Best ac:0.001076 1.000000 fi:0.113456. Ave ac:0.003504,0.004558 Cov: 0.001076. It 25,Best ac:0.004089 1.000000 fi:0.115203. Ave ac:0.003044,0.003819 Cov: 0.004089. It 26,Best ac:0.001076 1.000000 fi:0.112330. Ave ac:0.004315,0.005249 Cov: 0.001076. It 27,Best ac:0.001291 1.000000 fi:0.112019. Ave ac:0.002903,0.002910 Cov: 0.001291. It 28,Best ac:0.003657 1.000000 fi:0.115546. Ave ac:0.002527,0.003298 Cov: 0.003657. It 29,Best ac:0.002152 1.000000 fi:0.115652. Ave ac:0.003739,0.004797 Cov: 0.002152. It 30,Best ac:0.001076 1.000000 fi:0.117963. Ave ac:0.003206,0.003889 Cov: 0.001076. It 31,Best ac:0.001291 1.000000 fi:0.112256. Ave ac:0.003276,0.004775 Cov: 0.001291. It 32,Best ac:0.003442 1.000000 fi:0.114149. Ave ac:0.003450,0.004746 Cov: 0.003442. It 33,Best ac:0.001291 1.000000 fi:0.112019. Ave ac:0.002713,0.002985 Cov: 0.001291. It 34,Best ac:0.000990 0.898438 fi:0.219006. Ave ac:0.003056,0.004002 Cov: 0.001102. Best acc 0.000990 0.898438 Initial population average accuracy1:0.005890 accuracy2:0.281714 It 0,Best ac:0.001291 0.857143 fi:0.242751. Ave ac:0.006781,0.011516 Cov: 0.001506. It 1,Best ac:0.000861 1.000000 fi:0.209236. Ave ac:0.007786,0.013504 Cov: 0.000861. It 2,Best ac:0.002151 1.000000 fi:0.099601. Ave ac:0.005412,0.009837 Cov: 0.002151. It 3,Best ac:0.001506 1.000000 fi:0.099821. Ave ac:0.005937,0.013181 Cov: 0.001506. It 4,Best ac:0.001076 1.000000 fi:0.099967. Ave ac:0.004787,0.008924 Cov: 0.001076. It 5,Best ac:0.001291 1.000000 fi:0.099894. Ave ac:0.005006,0.007964 Cov: 0.001291. It 6,Best ac:0.001936 1.000000 fi:0.099674. Ave ac:0.004668,0.008656 Cov: 0.001936. It 7,Best ac:0.003657 1.000000 fi:0.099088. Ave ac:0.004598,0.007819 Cov: 0.003657. It 8,Best ac:0.006456 1.000000 fi:0.098665. Ave ac:0.004499,0.007826 Cov: 0.006456. It 9,Best ac:0.003228 1.000000 fi:0.099234. Ave ac:0.004488,0.008100 Cov: 0.003228. Iteration 10:MDL fitness activated Error 0.099234 TL 0.039710 MDL Theory Length Weight: 0.8329876896 (2) It 10,Best ac:0.001291 1.000000 fi:0.124252. Ave ac:0.004183,0.007870 Cov: 0.001291. It 11,Best ac:0.001076 1.000000 fi:0.121585. Ave ac:0.003542,0.005424 Cov: 0.001076. It 12,Best ac:0.001076 1.000000 fi:0.121137. Ave ac:0.004138,0.006567 Cov: 0.001076. It 13,Best ac:0.002798 1.000000 fi:0.116860. Ave ac:0.003730,0.006264 Cov: 0.002798. It 14,Best ac:0.001076 1.000000 fi:0.121410. Ave ac:0.003554,0.005801 Cov: 0.001076. It 15,Best ac:0.001291 1.000000 fi:0.119545. Ave ac:0.003535,0.006048 Cov: 0.001291. It 16,Best ac:0.001291 1.000000 fi:0.120770. Ave ac:0.004046,0.007084 Cov: 0.001291. It 17,Best ac:0.001076 1.000000 fi:0.120616. Ave ac:0.002830,0.004181 Cov: 0.001076. It 18,Best ac:0.001076 1.000000 fi:0.120292. Ave ac:0.003101,0.004501 Cov: 0.001076. It 19,Best ac:0.001506 1.000000 fi:0.119776. Ave ac:0.002985,0.003732 Cov: 0.001506. It 20,Best ac:0.001722 1.000000 fi:0.115981. Ave ac:0.002954,0.003477 Cov: 0.001722. It 21,Best ac:0.002582 1.000000 fi:0.115697. Ave ac:0.002802,0.003259 Cov: 0.002582. It 22,Best ac:0.001937 1.000000 fi:0.115917. Ave ac:0.002856,0.003995 Cov: 0.001937. It 23,Best ac:0.002152 1.000000 fi:0.117161. Ave ac:0.003322,0.004887 Cov: 0.002152. It 24,Best ac:0.004303 1.000000 fi:0.116999. Ave ac:0.003123,0.004240 Cov: 0.004303. It 25,Best ac:0.002582 1.000000 fi:0.114812. Ave ac:0.003336,0.005069 Cov: 0.002582. It 26,Best ac:0.001291 1.000000 fi:0.118781. Ave ac:0.003345,0.005415 Cov: 0.001291. It 27,Best ac:0.002582 1.000000 fi:0.114812. Ave ac:0.003326,0.004471 Cov: 0.002582. It 28,Best ac:0.002367 1.000000 fi:0.113830. Ave ac:0.004008,0.006600 Cov: 0.002367. It 29,Best ac:0.001936 1.000000 fi:0.115397. Ave ac:0.004198,0.005931 Cov: 0.001936. It 30,Best ac:0.001721 1.000000 fi:0.114584. Ave ac:0.003994,0.007772 Cov: 0.001721. It 31,Best ac:0.001291 1.000000 fi:0.115616. Ave ac:0.002684,0.003349 Cov: 0.001291. It 32,Best ac:0.001936 1.000000 fi:0.114005. Ave ac:0.003253,0.004115 Cov: 0.001936. It 33,Best ac:0.001936 1.000000 fi:0.114005. Ave ac:0.003528,0.005304 Cov: 0.001936. It 34,Best ac:0.000994 0.916667 fi:0.208112. Ave ac:0.003125,0.003539 Cov: 0.001084. Best acc 0.000994 0.916667 Rule:Att PSSM_-2_1 is [-0.237353,5.672588]|Att PSSM_-2_2 is [-4.241021,3.974237]|Att PSSM_-2_7 is [<-1.867379]|Att PSSM_-1_10 is [>-1.938263]|Att PSSM_-1_13 is [>-0.969198]|Att PSSM_0_12 is [-6.935720,-3.893117]|Att PSSM_1_12 is [-6.509104,-3.747057]|Att PSSM_2_12 is [<-2.257580]|Att PSSM_3_15 is [-6.154928,-1.845072]|1 Accuracy : 0.708679 0 1 163924 156 68199 2359 Removed 252 instances. 232123 Instances left. Acc of rule 0.000994-0.916667 Initial population average accuracy1:0.005346 accuracy2:0.286268 It 0,Best ac:0.001723 1.000000 fi:0.099745. Ave ac:0.007080,0.014363 Cov: 0.001723. It 1,Best ac:0.000862 1.000000 fi:0.206337. Ave ac:0.006345,0.011013 Cov: 0.000862. It 2,Best ac:0.003231 1.000000 fi:0.099230. Ave ac:0.006865,0.013489 Cov: 0.003231. It 3,Best ac:0.002585 0.923077 fi:0.176374. Ave ac:0.005772,0.009807 Cov: 0.002801. It 4,Best ac:0.001508 1.000000 fi:0.099819. Ave ac:0.005334,0.010251 Cov: 0.001508. It 5,Best ac:0.004523 1.000000 fi:0.098789. Ave ac:0.003897,0.005331 Cov: 0.004523. It 6,Best ac:0.001723 1.000000 fi:0.099745. Ave ac:0.005322,0.006975 Cov: 0.001723. It 7,Best ac:0.001508 1.000000 fi:0.099819. Ave ac:0.004321,0.005256 Cov: 0.001508. It 8,Best ac:0.003015 1.000000 fi:0.099304. Ave ac:0.004373,0.005647 Cov: 0.003015. It 9,Best ac:0.001939 1.000000 fi:0.099672. Ave ac:0.003961,0.004656 Cov: 0.001939. Iteration 10:MDL fitness activated Error 0.099672 TL 0.050316 MDL Theory Length Weight: 0.6603001418 (5) It 10,Best ac:0.004955 1.000000 fi:0.120937. Ave ac:0.003222,0.004650 Cov: 0.004955. It 11,Best ac:0.001077 1.000000 fi:0.121084. Ave ac:0.003257,0.005651 Cov: 0.001077. It 12,Best ac:0.001077 1.000000 fi:0.121084. Ave ac:0.003469,0.004493 Cov: 0.001077. It 13,Best ac:0.002369 1.000000 fi:0.117912. Ave ac:0.003273,0.003878 Cov: 0.002369. It 14,Best ac:0.001077 1.000000 fi:0.124602. Ave ac:0.002162,0.003092 Cov: 0.001077. It 15,Best ac:0.001293 1.000000 fi:0.117008. Ave ac:0.002615,0.002920 Cov: 0.001293. It 16,Best ac:0.003662 1.000000 fi:0.122081. Ave ac:0.002763,0.003489 Cov: 0.003662. It 17,Best ac:0.001508 1.000000 fi:0.116934. Ave ac:0.002585,0.002904 Cov: 0.001508. It 18,Best ac:0.002154 1.000000 fi:0.117985. Ave ac:0.002589,0.003398 Cov: 0.002154. It 19,Best ac:0.001077 1.000000 fi:0.120838. Ave ac:0.003088,0.002989 Cov: 0.001077. It 20,Best ac:0.001293 1.000000 fi:0.118280. Ave ac:0.002447,0.002619 Cov: 0.001293. It 21,Best ac:0.001508 1.000000 fi:0.119718. Ave ac:0.002314,0.002212 Cov: 0.001508. It 22,Best ac:0.001292 1.000000 fi:0.118762. Ave ac:0.002168,0.002549 Cov: 0.001292. It 23,Best ac:0.001293 1.000000 fi:0.116295. Ave ac:0.002505,0.003110 Cov: 0.001293. It 24,Best ac:0.002801 1.000000 fi:0.115949. Ave ac:0.002588,0.003269 Cov: 0.002801. It 25,Best ac:0.001077 1.000000 fi:0.116076. Ave ac:0.002155,0.002634 Cov: 0.001077. It 26,Best ac:0.001293 1.000000 fi:0.116002. Ave ac:0.002066,0.002139 Cov: 0.001293. It 27,Best ac:0.001938 1.000000 fi:0.117033. Ave ac:0.002143,0.002353 Cov: 0.001938. It 28,Best ac:0.001723 1.000000 fi:0.116612. Ave ac:0.002779,0.003448 Cov: 0.001723. It 29,Best ac:0.002154 1.000000 fi:0.114654. Ave ac:0.002807,0.002897 Cov: 0.002154. It 30,Best ac:0.001508 1.000000 fi:0.114875. Ave ac:0.002419,0.003287 Cov: 0.001508. It 31,Best ac:0.001077 1.000000 fi:0.113351. Ave ac:0.002561,0.002553 Cov: 0.001077. It 32,Best ac:0.001508 1.000000 fi:0.115857. Ave ac:0.003199,0.003691 Cov: 0.001508. It 33,Best ac:0.001293 1.000000 fi:0.114099. Ave ac:0.003196,0.003442 Cov: 0.001293. It 34,Best ac:0.001185 0.916667 fi:0.204737. Ave ac:0.002598,0.002591 Cov: 0.001292. Best acc 0.001185 0.916667 Initial population average accuracy1:0.006343 accuracy2:0.278605 It 0,Best ac:0.002154 0.909091 fi:0.190507. Ave ac:0.007315,0.014975 Cov: 0.002370. It 1,Best ac:0.001077 1.000000 fi:0.099966. Ave ac:0.008592,0.017395 Cov: 0.001077. It 2,Best ac:0.002154 1.000000 fi:0.099598. Ave ac:0.007026,0.016221 Cov: 0.002154. It 3,Best ac:0.001723 1.000000 fi:0.099745. Ave ac:0.006816,0.013542 Cov: 0.001723. It 4,Best ac:0.001292 1.000000 fi:0.099892. Ave ac:0.005145,0.009357 Cov: 0.001292. It 5,Best ac:0.002585 1.000000 fi:0.099451. Ave ac:0.005689,0.011152 Cov: 0.002585. It 6,Best ac:0.002154 1.000000 fi:0.099598. Ave ac:0.005720,0.008823 Cov: 0.002154. It 7,Best ac:0.002154 1.000000 fi:0.099598. Ave ac:0.005127,0.008021 Cov: 0.002154. It 8,Best ac:0.002154 1.000000 fi:0.099598. Ave ac:0.004734,0.008039 Cov: 0.002154. It 9,Best ac:0.004092 1.000000 fi:0.098936. Ave ac:0.003992,0.006308 Cov: 0.004092. Iteration 10:MDL fitness activated Error 0.098936 TL 0.036662 MDL Theory Length Weight: 0.8995235520 (1) It 10,Best ac:0.001077 1.000000 fi:0.121634. Ave ac:0.003561,0.006285 Cov: 0.001077. It 11,Best ac:0.001077 1.000000 fi:0.118069. Ave ac:0.003850,0.006371 Cov: 0.001077. It 12,Best ac:0.001292 1.000000 fi:0.118398. Ave ac:0.003625,0.005408 Cov: 0.001292. It 13,Best ac:0.001077 1.000000 fi:0.116055. Ave ac:0.002725,0.004761 Cov: 0.001077. It 14,Best ac:0.001939 1.000000 fi:0.119802. Ave ac:0.004403,0.007718 Cov: 0.001939. It 15,Best ac:0.001077 1.000000 fi:0.118494. Ave ac:0.004224,0.005994 Cov: 0.001077. It 16,Best ac:0.003662 1.000000 fi:0.114145. Ave ac:0.004905,0.007361 Cov: 0.003662. It 17,Best ac:0.002370 1.000000 fi:0.118230. Ave ac:0.004269,0.006271 Cov: 0.002370. It 18,Best ac:0.003015 1.000000 fi:0.120551. Ave ac:0.004030,0.007120 Cov: 0.003015. It 19,Best ac:0.001508 1.000000 fi:0.121762. Ave ac:0.004136,0.006171 Cov: 0.001508. It 20,Best ac:0.003231 1.000000 fi:0.122897. Ave ac:0.005088,0.008348 Cov: 0.003231. It 21,Best ac:0.001293 1.000000 fi:0.115982. Ave ac:0.004609,0.007748 Cov: 0.001293. It 22,Best ac:0.001293 1.000000 fi:0.118003. Ave ac:0.003897,0.004953 Cov: 0.001293. It 23,Best ac:0.003447 1.000000 fi:0.115202. Ave ac:0.004028,0.005612 Cov: 0.003447. It 24,Best ac:0.001077 1.000000 fi:0.120460. Ave ac:0.003383,0.006960 Cov: 0.001077. It 25,Best ac:0.001508 1.000000 fi:0.118325. Ave ac:0.003580,0.007393 Cov: 0.001508. MDL Theory Length Weight: 0.8095711968 (10) It 26,Best ac:0.002370 1.000000 fi:0.117534. Ave ac:0.003890,0.010889 Cov: 0.002370. It 27,Best ac:0.003231 1.000000 fi:0.113671. Ave ac:0.005078,0.011155 Cov: 0.003231. It 28,Best ac:0.001077 1.000000 fi:0.117394. Ave ac:0.003842,0.005348 Cov: 0.001077. It 29,Best ac:0.001293 1.000000 fi:0.118074. Ave ac:0.003782,0.005058 Cov: 0.001293. It 30,Best ac:0.002585 1.000000 fi:0.113006. Ave ac:0.003396,0.004758 Cov: 0.002585. It 31,Best ac:0.001508 1.000000 fi:0.117400. Ave ac:0.004031,0.005298 Cov: 0.001508. It 32,Best ac:0.001508 1.000000 fi:0.114918. Ave ac:0.004687,0.005934 Cov: 0.001508. It 33,Best ac:0.003446 1.000000 fi:0.116495. Ave ac:0.003039,0.005698 Cov: 0.003446. It 34,Best ac:0.002098 0.890311 fi:0.236285. Ave ac:0.003017,0.004479 Cov: 0.002357. Best acc 0.002098 0.890311 Rule:Att PSSM_-4_12 is [-5.244184,3.244184]|Att PSSM_-4_18 is [-7.781600,7.781600]|Att PSSM_-3_6 is [<3.600486]|Att PSSM_-2_6 is [-5.955320,-2.268254]|Att PSSM_-1_4 is [-6.223727,2.326992]|Att PSSM_-1_12 is [<-2.188913]|Att PSSM_0_5 is [-2.247022,9.225956]|Att PSSM_0_7 is [<-4.698780]|Att PSSM_1_13 is [>-1.180900]|Att PSSM_1_15 is [<4.065364]|Att PSSM_2_7 is [<-1.919185]|Att PSSM_4_5 is [<4.902165]|1 Accuracy : 0.709744 0 1 163899 181 67924 2634 Removed 300 instances. 231823 Instances left. Acc of rule 0.001185-0.916667 Initial population average accuracy1:0.005454 accuracy2:0.266435 It 0,Best ac:0.001078 1.000000 fi:0.099965. Ave ac:0.007476,0.012266 Cov: 0.001078. It 1,Best ac:0.001294 1.000000 fi:0.099890. Ave ac:0.007489,0.012914 Cov: 0.001294. It 2,Best ac:0.002804 0.866667 fi:0.232707. Ave ac:0.005940,0.011551 Cov: 0.003235. It 3,Best ac:0.001510 1.000000 fi:0.099817. Ave ac:0.005977,0.010630 Cov: 0.001510. It 4,Best ac:0.001726 1.000000 fi:0.099743. Ave ac:0.005360,0.011003 Cov: 0.001726. It 5,Best ac:0.000863 1.000000 fi:0.203417. Ave ac:0.003998,0.006723 Cov: 0.000863. It 6,Best ac:0.002157 1.000000 fi:0.099595. Ave ac:0.004506,0.008048 Cov: 0.002157. It 7,Best ac:0.002372 1.000000 fi:0.099522. Ave ac:0.003587,0.005969 Cov: 0.002372. It 8,Best ac:0.001726 1.000000 fi:0.099743. Ave ac:0.003766,0.006260 Cov: 0.001726. It 9,Best ac:0.002588 1.000000 fi:0.099447. Ave ac:0.003313,0.004651 Cov: 0.002588. Iteration 10:MDL fitness activated Error 0.099447 TL 0.040306 MDL Theory Length Weight: 0.8224341152 (1) It 10,Best ac:0.001510 1.000000 fi:0.117694. Ave ac:0.003983,0.006622 Cov: 0.001510. It 11,Best ac:0.002157 1.000000 fi:0.125454. Ave ac:0.003473,0.005548 Cov: 0.002157. It 12,Best ac:0.001294 1.000000 fi:0.115004. Ave ac:0.003732,0.006755 Cov: 0.001294. It 13,Best ac:0.002157 1.000000 fi:0.118859. Ave ac:0.003368,0.005394 Cov: 0.002157. It 14,Best ac:0.001725 1.000000 fi:0.116835. Ave ac:0.003773,0.005402 Cov: 0.001725. It 15,Best ac:0.002588 1.000000 fi:0.116423. Ave ac:0.004649,0.006312 Cov: 0.002588. It 16,Best ac:0.001079 1.000000 fi:0.117056. Ave ac:0.003037,0.004949 Cov: 0.001079. It 17,Best ac:0.001294 1.000000 fi:0.116982. Ave ac:0.004031,0.005213 Cov: 0.001294. It 18,Best ac:0.002372 1.000000 fi:0.116256. Ave ac:0.002656,0.003686 Cov: 0.002372. It 19,Best ac:0.001294 1.000000 fi:0.115282. Ave ac:0.004753,0.013330 Cov: 0.001294. It 20,Best ac:0.003019 1.000000 fi:0.118030. Ave ac:0.004086,0.007035 Cov: 0.003019. It 21,Best ac:0.001078 1.000000 fi:0.115077. Ave ac:0.004100,0.005988 Cov: 0.001078. MDL Theory Length Weight: 0.7401907037 (10) It 22,Best ac:0.001294 1.000000 fi:0.116650. Ave ac:0.004198,0.009311 Cov: 0.001294. It 23,Best ac:0.002804 1.000000 fi:0.111838. Ave ac:0.003361,0.005046 Cov: 0.002804. It 24,Best ac:0.001510 1.000000 fi:0.115017. Ave ac:0.002838,0.005485 Cov: 0.001510. It 25,Best ac:0.001294 1.000000 fi:0.115647. Ave ac:0.004157,0.005917 Cov: 0.001294. It 26,Best ac:0.001294 1.000000 fi:0.115717. Ave ac:0.003354,0.006118 Cov: 0.001294. It 27,Best ac:0.001079 1.000000 fi:0.112447. Ave ac:0.004043,0.006608 Cov: 0.001079. It 28,Best ac:0.001510 1.000000 fi:0.112351. Ave ac:0.003275,0.005724 Cov: 0.001510. It 29,Best ac:0.001726 1.000000 fi:0.114251. Ave ac:0.003404,0.010269 Cov: 0.001726. It 30,Best ac:0.001294 1.000000 fi:0.114780. Ave ac:0.002918,0.006176 Cov: 0.001294. It 31,Best ac:0.001078 1.000000 fi:0.110877. Ave ac:0.003115,0.004803 Cov: 0.001078. It 32,Best ac:0.001941 1.000000 fi:0.113356. Ave ac:0.002953,0.004768 Cov: 0.001941. It 33,Best ac:0.001294 1.000000 fi:0.110638. Ave ac:0.002379,0.005674 Cov: 0.001294. It 34,Best ac:0.001087 0.913043 fi:0.201422. Ave ac:0.002178,0.003744 Cov: 0.001191. Best acc 0.001087 0.913043 Initial population average accuracy1:0.005613 accuracy2:0.301340 It 0,Best ac:0.001079 1.000000 fi:0.099964. Ave ac:0.006339,0.012457 Cov: 0.001079. It 1,Best ac:0.000863 1.000000 fi:0.202831. Ave ac:0.005229,0.009339 Cov: 0.000863. It 2,Best ac:0.001510 1.000000 fi:0.099816. Ave ac:0.004849,0.007588 Cov: 0.001510. It 3,Best ac:0.001941 1.000000 fi:0.099669. Ave ac:0.004975,0.007422 Cov: 0.001941. It 4,Best ac:0.000863 1.000000 fi:0.202831. Ave ac:0.004770,0.007663 Cov: 0.000863. It 5,Best ac:0.001294 1.000000 fi:0.099891. Ave ac:0.004550,0.007243 Cov: 0.001294. It 6,Best ac:0.002588 1.000000 fi:0.099448. Ave ac:0.004176,0.006628 Cov: 0.002588. It 7,Best ac:0.001725 1.000000 fi:0.099743. Ave ac:0.003855,0.005992 Cov: 0.001725. It 8,Best ac:0.002157 1.000000 fi:0.099595. Ave ac:0.004122,0.008873 Cov: 0.002157. It 9,Best ac:0.004960 1.000000 fi:0.098665. Ave ac:0.004181,0.007405 Cov: 0.004960. Iteration 10:MDL fitness activated Error 0.098665 TL 0.027433 MDL Theory Length Weight: 1.1988533109 (1) It 10,Best ac:0.001294 1.000000 fi:0.135754. Ave ac:0.003382,0.007364 Cov: 0.001294. It 11,Best ac:0.003451 1.000000 fi:0.124974. Ave ac:0.004203,0.007925 Cov: 0.003451. It 12,Best ac:0.001726 1.000000 fi:0.135776. Ave ac:0.003744,0.008969 Cov: 0.001726. It 13,Best ac:0.001726 1.000000 fi:0.126392. Ave ac:0.004012,0.008036 Cov: 0.001726. It 14,Best ac:0.002372 1.000000 fi:0.123062. Ave ac:0.003850,0.005724 Cov: 0.002372. It 15,Best ac:0.001294 1.000000 fi:0.127880. Ave ac:0.002599,0.004381 Cov: 0.001294. It 16,Best ac:0.001510 1.000000 fi:0.128143. Ave ac:0.003354,0.007249 Cov: 0.001510. It 17,Best ac:0.002588 1.000000 fi:0.127425. Ave ac:0.002726,0.004631 Cov: 0.002588. It 18,Best ac:0.001294 1.000000 fi:0.128963. Ave ac:0.002848,0.005216 Cov: 0.001294. It 19,Best ac:0.001078 1.000000 fi:0.118654. Ave ac:0.002703,0.003167 Cov: 0.001078. It 20,Best ac:0.001510 1.000000 fi:0.127522. Ave ac:0.003479,0.005718 Cov: 0.001510. It 21,Best ac:0.001941 1.000000 fi:0.128836. Ave ac:0.002948,0.007578 Cov: 0.001941. It 22,Best ac:0.001726 1.000000 fi:0.119939. Ave ac:0.003317,0.004541 Cov: 0.001726. It 23,Best ac:0.001510 1.000000 fi:0.123383. Ave ac:0.002432,0.003336 Cov: 0.001510. It 24,Best ac:0.002588 1.000000 fi:0.121359. Ave ac:0.002814,0.006213 Cov: 0.002588. It 25,Best ac:0.001078 1.000000 fi:0.126614. Ave ac:0.002675,0.005438 Cov: 0.001078. It 26,Best ac:0.001078 1.000000 fi:0.121434. Ave ac:0.003098,0.007417 Cov: 0.001078. It 27,Best ac:0.001510 1.000000 fi:0.125719. Ave ac:0.002820,0.004459 Cov: 0.001510. It 28,Best ac:0.001941 1.000000 fi:0.117812. Ave ac:0.002964,0.006113 Cov: 0.001941. It 29,Best ac:0.001510 1.000000 fi:0.124965. Ave ac:0.002688,0.003936 Cov: 0.001510. It 30,Best ac:0.002588 1.000000 fi:0.122723. Ave ac:0.002163,0.003941 Cov: 0.002588. It 31,Best ac:0.001941 1.000000 fi:0.120973. Ave ac:0.002592,0.005788 Cov: 0.001941. It 32,Best ac:0.001725 1.000000 fi:0.118960. Ave ac:0.002713,0.004061 Cov: 0.001725. It 33,Best ac:0.001726 1.000000 fi:0.123309. Ave ac:0.002037,0.002643 Cov: 0.001726. It 34,Best ac:0.001411 0.883784 fi:0.246230. Ave ac:0.003163,0.004784 Cov: 0.001596. Best acc 0.001411 0.883784 Rule:Att PSSM_0_2 is [<-4.382332]|Att PSSM_0_13 is [-4.866951,4.866951]|Att PSSM_1_1 is [>3.393184]|Att PSSM_3_13 is [-4.779763,5.328904]|Att PSSM_3_14 is [-3.852971,7.852971]|Att PSSM_4_12 is [-6.006251,-3.200472]|1 Accuracy : 0.710716 0 1 163875 205 67672 2886 Removed 276 instances. 231547 Instances left. Acc of rule 0.001087-0.913043 Initial population average accuracy1:0.006068 accuracy2:0.279766 It 0,Best ac:0.000864 1.000000 fi:0.199885. Ave ac:0.007902,0.014280 Cov: 0.000864. It 1,Best ac:0.002159 0.909091 fi:0.190502. Ave ac:0.008792,0.015866 Cov: 0.002375. It 2,Best ac:0.001943 0.900000 fi:0.199666. Ave ac:0.007413,0.011697 Cov: 0.002159. It 3,Best ac:0.001512 1.000000 fi:0.099815. Ave ac:0.007283,0.010964 Cov: 0.001512. It 4,Best ac:0.001727 1.000000 fi:0.099740. Ave ac:0.006044,0.008703 Cov: 0.001727. It 5,Best ac:0.002160 1.000000 fi:0.099592. Ave ac:0.006299,0.010768 Cov: 0.002160. It 6,Best ac:0.003455 1.000000 fi:0.099147. Ave ac:0.004379,0.005364 Cov: 0.003455. It 7,Best ac:0.003456 1.000000 fi:0.099147. Ave ac:0.003266,0.004941 Cov: 0.003456. It 8,Best ac:0.002160 1.000000 fi:0.099592. Ave ac:0.004216,0.006021 Cov: 0.002160. It 9,Best ac:0.002807 1.000000 fi:0.099370. Ave ac:0.002937,0.003911 Cov: 0.002807. Iteration 10:MDL fitness activated Error 0.099370 TL 0.036445 MDL Theory Length Weight: 0.9088537536 (4) It 10,Best ac:0.001080 1.000000 fi:0.124419. Ave ac:0.002531,0.003390 Cov: 0.001080. It 11,Best ac:0.002159 1.000000 fi:0.130060. Ave ac:0.003739,0.005974 Cov: 0.002159. It 12,Best ac:0.001080 1.000000 fi:0.131450. Ave ac:0.003198,0.003752 Cov: 0.001080. It 13,Best ac:0.001296 1.000000 fi:0.124315. Ave ac:0.003190,0.004264 Cov: 0.001296. It 14,Best ac:0.001512 1.000000 fi:0.122309. Ave ac:0.003220,0.004621 Cov: 0.001512. It 15,Best ac:0.002159 1.000000 fi:0.126649. Ave ac:0.003062,0.003485 Cov: 0.002159. It 16,Best ac:0.001727 1.000000 fi:0.122665. Ave ac:0.002840,0.004315 Cov: 0.001727. It 17,Best ac:0.001296 1.000000 fi:0.122379. Ave ac:0.003257,0.004373 Cov: 0.001296. It 18,Best ac:0.001080 1.000000 fi:0.124213. Ave ac:0.003661,0.005062 Cov: 0.001080. It 19,Best ac:0.001512 1.000000 fi:0.127314. Ave ac:0.003326,0.003575 Cov: 0.001512. It 20,Best ac:0.001943 1.000000 fi:0.125288. Ave ac:0.003312,0.004246 Cov: 0.001943. It 21,Best ac:0.001727 1.000000 fi:0.121096. Ave ac:0.003033,0.003020 Cov: 0.001727. It 22,Best ac:0.001080 1.000000 fi:0.122636. Ave ac:0.002888,0.003102 Cov: 0.001080. It 23,Best ac:0.001296 1.000000 fi:0.123402. Ave ac:0.002633,0.003135 Cov: 0.001296. It 24,Best ac:0.001512 1.000000 fi:0.122740. Ave ac:0.003170,0.004650 Cov: 0.001512. It 25,Best ac:0.001728 1.000000 fi:0.122665. Ave ac:0.002940,0.003558 Cov: 0.001728. It 26,Best ac:0.001080 1.000000 fi:0.124283. Ave ac:0.002978,0.004042 Cov: 0.001080. It 27,Best ac:0.001295 1.000000 fi:0.122690. Ave ac:0.002736,0.003984 Cov: 0.001295. It 28,Best ac:0.001080 1.000000 fi:0.121235. Ave ac:0.002937,0.003607 Cov: 0.001080. It 29,Best ac:0.001296 1.000000 fi:0.121421. Ave ac:0.002031,0.002201 Cov: 0.001296. It 30,Best ac:0.002591 1.000000 fi:0.119135. Ave ac:0.002672,0.003610 Cov: 0.002591. It 31,Best ac:0.001295 1.000000 fi:0.121256. Ave ac:0.002723,0.003506 Cov: 0.001295. It 32,Best ac:0.003671 1.000000 fi:0.118937. Ave ac:0.002510,0.003080 Cov: 0.003671. It 33,Best ac:0.001079 1.000000 fi:0.118770. Ave ac:0.002676,0.003904 Cov: 0.001079. It 34,Best ac:0.001157 0.914676 fi:0.218180. Ave ac:0.003133,0.003616 Cov: 0.001265. Best acc 0.001157 0.914676 Initial population average accuracy1:0.005614 accuracy2:0.275021 It 0,Best ac:0.000864 1.000000 fi:0.200476. Ave ac:0.007111,0.012266 Cov: 0.000864. It 1,Best ac:0.001727 1.000000 fi:0.099740. Ave ac:0.007011,0.012101 Cov: 0.001727. It 2,Best ac:0.001080 1.000000 fi:0.099963. Ave ac:0.006964,0.012736 Cov: 0.001080. It 3,Best ac:0.001512 1.000000 fi:0.099815. Ave ac:0.006440,0.010487 Cov: 0.001512. It 4,Best ac:0.001727 1.000000 fi:0.099741. Ave ac:0.005461,0.008484 Cov: 0.001727. It 5,Best ac:0.002159 1.000000 fi:0.099592. Ave ac:0.005592,0.008523 Cov: 0.002159. It 6,Best ac:0.002159 1.000000 fi:0.099592. Ave ac:0.003434,0.004372 Cov: 0.002159. It 7,Best ac:0.001727 1.000000 fi:0.099741. Ave ac:0.002242,0.002660 Cov: 0.001727. It 8,Best ac:0.002807 1.000000 fi:0.099370. Ave ac:0.002505,0.002469 Cov: 0.002807. It 9,Best ac:0.002592 1.000000 fi:0.099444. Ave ac:0.002160,0.002171 Cov: 0.002592. Iteration 10:MDL fitness activated Error 0.099444 TL 0.038966 MDL Theory Length Weight: 0.8506815063 (2) It 10,Best ac:0.001943 1.000000 fi:0.121002. Ave ac:0.001054,0.001144 Cov: 0.001943. It 11,Best ac:0.001295 1.000000 fi:0.130367. Ave ac:0.002011,0.002474 Cov: 0.001295. It 12,Best ac:0.001511 1.000000 fi:0.128305. Ave ac:0.001839,0.002556 Cov: 0.001511. It 13,Best ac:0.001512 1.000000 fi:0.130440. Ave ac:0.002189,0.002591 Cov: 0.001512. It 14,Best ac:0.001512 1.000000 fi:0.126585. Ave ac:0.002526,0.002817 Cov: 0.001512. It 15,Best ac:0.002160 1.000000 fi:0.128469. Ave ac:0.003100,0.002667 Cov: 0.002160. It 16,Best ac:0.004320 1.000000 fi:0.126800. Ave ac:0.002400,0.002619 Cov: 0.004320. It 17,Best ac:0.001512 1.000000 fi:0.126585. Ave ac:0.001851,0.002421 Cov: 0.001512. It 18,Best ac:0.001080 1.000000 fi:0.120821. Ave ac:0.002787,0.002614 Cov: 0.001080. It 19,Best ac:0.001512 1.000000 fi:0.118800. Ave ac:0.002067,0.002427 Cov: 0.001512. It 20,Best ac:0.002160 1.000000 fi:0.123192. Ave ac:0.002629,0.002726 Cov: 0.002160. It 21,Best ac:0.001296 1.000000 fi:0.122814. Ave ac:0.003214,0.002962 Cov: 0.001296. It 22,Best ac:0.002375 1.000000 fi:0.123013. Ave ac:0.002769,0.002547 Cov: 0.002375. It 23,Best ac:0.002159 1.000000 fi:0.121579. Ave ac:0.002236,0.002381 Cov: 0.002159. It 24,Best ac:0.001728 1.000000 fi:0.123674. Ave ac:0.001927,0.001881 Cov: 0.001728. It 25,Best ac:0.001943 1.000000 fi:0.120362. Ave ac:0.002631,0.002163 Cov: 0.001943. It 26,Best ac:0.001943 1.000000 fi:0.120842. Ave ac:0.001613,0.002015 Cov: 0.001943. It 27,Best ac:0.001080 1.000000 fi:0.120659. Ave ac:0.001718,0.001649 Cov: 0.001080. It 28,Best ac:0.002375 1.000000 fi:0.122802. Ave ac:0.002216,0.002170 Cov: 0.002375. MDL Theory Length Weight: 0.7656133556 (10) It 29,Best ac:0.002807 1.000000 fi:0.118077. Ave ac:0.002052,0.002036 Cov: 0.002807. It 30,Best ac:0.003671 1.000000 fi:0.120369. Ave ac:0.001919,0.002398 Cov: 0.003671. It 31,Best ac:0.001512 1.000000 fi:0.117997. Ave ac:0.001791,0.002330 Cov: 0.001512. It 32,Best ac:0.001296 1.000000 fi:0.116975. Ave ac:0.002967,0.002669 Cov: 0.001296. It 33,Best ac:0.003671 1.000000 fi:0.120434. Ave ac:0.002604,0.003108 Cov: 0.003671. It 34,Best ac:0.001529 0.885000 fi:0.240809. Ave ac:0.002946,0.003583 Cov: 0.001728. Best acc 0.001529 0.885000 Rule:Att PSSM_-3_17 is [-5.763508,6.012270]|Att PSSM_-2_2 is [<3.720765]|Att PSSM_-2_7 is [<-0.207031]|Att PSSM_-1_4 is [-7.569850,-2.698037]|Att PSSM_0_6 is [<-3.451722]|Att PSSM_0_20 is [>-1.969566]|Att PSSM_1_4 is [-7.916642,0.300900]|Att PSSM_2_2 is [<-3.512961]|Att PSSM_2_7 is [<-0.548488]|Att PSSM_3_6 is [-6.029358,-3.126388]|Att PSSM_4_6 is [-5.870061,-2.047385]|Att PSSM_4_12 is [-6.009967,4.612099]|1 Accuracy : 0.711752 0 1 163850 230 67404 3154 Removed 293 instances. 231254 Instances left. Acc of rule 0.001157-0.914676 Initial population average accuracy1:0.006220 accuracy2:0.269447 It 0,Best ac:0.003676 0.894737 fi:0.204331. Ave ac:0.008155,0.014200 Cov: 0.004108. It 1,Best ac:0.000865 1.000000 fi:0.196917. Ave ac:0.009030,0.015192 Cov: 0.000865. It 2,Best ac:0.001081 0.833333 fi:0.266628. Ave ac:0.006902,0.012005 Cov: 0.001297. It 3,Best ac:0.001081 1.000000 fi:0.099961. Ave ac:0.007518,0.010629 Cov: 0.001081. It 4,Best ac:0.001297 1.000000 fi:0.099887. Ave ac:0.007802,0.011366 Cov: 0.001297. It 5,Best ac:0.001946 1.000000 fi:0.099664. Ave ac:0.006176,0.009249 Cov: 0.001946. It 6,Best ac:0.001297 1.000000 fi:0.099887. Ave ac:0.005008,0.007456 Cov: 0.001297. It 7,Best ac:0.002378 1.000000 fi:0.099515. Ave ac:0.004122,0.005829 Cov: 0.002378. It 8,Best ac:0.002595 1.000000 fi:0.099440. Ave ac:0.003446,0.004737 Cov: 0.002595. It 9,Best ac:0.003892 1.000000 fi:0.098994. Ave ac:0.003285,0.004772 Cov: 0.003892. Iteration 10:MDL fitness activated Error 0.098994 TL 0.038973 MDL Theory Length Weight: 0.8466909884 (1) It 10,Best ac:0.002811 1.000000 fi:0.124421. Ave ac:0.002720,0.003556 Cov: 0.002811. It 11,Best ac:0.001297 1.000000 fi:0.124536. Ave ac:0.002454,0.003176 Cov: 0.001297. It 12,Best ac:0.005622 1.000000 fi:0.125045. Ave ac:0.002512,0.002664 Cov: 0.005622. It 13,Best ac:0.001946 1.000000 fi:0.124363. Ave ac:0.001729,0.002135 Cov: 0.001946. It 14,Best ac:0.001513 1.000000 fi:0.123001. Ave ac:0.002744,0.003377 Cov: 0.001513. It 15,Best ac:0.001081 1.000000 fi:0.122530. Ave ac:0.002089,0.003163 Cov: 0.001081. It 16,Best ac:0.001514 1.000000 fi:0.121201. Ave ac:0.002585,0.003672 Cov: 0.001514. It 17,Best ac:0.001081 1.000000 fi:0.127672. Ave ac:0.002685,0.002889 Cov: 0.001081. It 18,Best ac:0.001514 1.000000 fi:0.122615. Ave ac:0.002890,0.003802 Cov: 0.001514. It 19,Best ac:0.002162 1.000000 fi:0.121267. Ave ac:0.002566,0.003092 Cov: 0.002162. It 20,Best ac:0.003027 1.000000 fi:0.123169. Ave ac:0.002563,0.002483 Cov: 0.003027. It 21,Best ac:0.002378 1.000000 fi:0.125281. Ave ac:0.002257,0.002363 Cov: 0.002378. It 22,Best ac:0.001297 1.000000 fi:0.122516. Ave ac:0.002418,0.003310 Cov: 0.001297. It 23,Best ac:0.002595 1.000000 fi:0.120179. Ave ac:0.002244,0.002851 Cov: 0.002595. It 24,Best ac:0.001730 1.000000 fi:0.120121. Ave ac:0.002792,0.002720 Cov: 0.001730. It 25,Best ac:0.003459 1.000000 fi:0.117969. Ave ac:0.003047,0.003410 Cov: 0.003459. It 26,Best ac:0.001297 1.000000 fi:0.122482. Ave ac:0.002264,0.003058 Cov: 0.001297. It 27,Best ac:0.003459 1.000000 fi:0.119091. Ave ac:0.003145,0.002819 Cov: 0.003459. It 28,Best ac:0.002162 1.000000 fi:0.117833. Ave ac:0.002025,0.001919 Cov: 0.002162. It 29,Best ac:0.001297 1.000000 fi:0.121463. Ave ac:0.002103,0.002623 Cov: 0.001297. It 30,Best ac:0.002811 1.000000 fi:0.114122. Ave ac:0.002747,0.003564 Cov: 0.002811. It 31,Best ac:0.001946 1.000000 fi:0.118263. Ave ac:0.002502,0.002871 Cov: 0.001946. It 32,Best ac:0.001514 1.000000 fi:0.116370. Ave ac:0.002791,0.002440 Cov: 0.001514. It 33,Best ac:0.001081 1.000000 fi:0.118083. Ave ac:0.002271,0.002879 Cov: 0.001081. It 34,Best ac:0.001033 0.898496 fi:0.228209. Ave ac:0.002689,0.002836 Cov: 0.001150. Best acc 0.001033 0.898496 Initial population average accuracy1:0.006074 accuracy2:0.279946 It 0,Best ac:0.001081 1.000000 fi:0.099961. Ave ac:0.007626,0.012471 Cov: 0.001081. It 1,Best ac:0.003243 0.833333 fi:0.265884. Ave ac:0.008161,0.015859 Cov: 0.003892. It 2,Best ac:0.001297 1.000000 fi:0.099887. Ave ac:0.007703,0.013501 Cov: 0.001297. It 3,Best ac:0.001730 1.000000 fi:0.099738. Ave ac:0.005803,0.010090 Cov: 0.001730. It 4,Best ac:0.001946 1.000000 fi:0.099664. Ave ac:0.004449,0.007773 Cov: 0.001946. It 5,Best ac:0.001297 1.000000 fi:0.099887. Ave ac:0.004313,0.008030 Cov: 0.001297. It 6,Best ac:0.002595 1.000000 fi:0.099440. Ave ac:0.003984,0.007681 Cov: 0.002595. It 7,Best ac:0.002811 1.000000 fi:0.099366. Ave ac:0.003728,0.007438 Cov: 0.002811. It 8,Best ac:0.001946 1.000000 fi:0.099664. Ave ac:0.003437,0.005069 Cov: 0.001946. It 9,Best ac:0.003243 1.000000 fi:0.099217. Ave ac:0.003743,0.006328 Cov: 0.003243. Iteration 10:MDL fitness activated Error 0.099217 TL 0.052347 MDL Theory Length Weight: 0.6317971041 (1) It 10,Best ac:0.001297 1.000000 fi:0.126520. Ave ac:0.002493,0.003977 Cov: 0.001297. It 11,Best ac:0.001297 1.000000 fi:0.125979. Ave ac:0.002136,0.003268 Cov: 0.001297. It 12,Best ac:0.002378 1.000000 fi:0.119080. Ave ac:0.003020,0.005621 Cov: 0.002378. It 13,Best ac:0.001081 1.000000 fi:0.125307. Ave ac:0.002387,0.004232 Cov: 0.001081. It 14,Best ac:0.001946 1.000000 fi:0.119756. Ave ac:0.003238,0.006537 Cov: 0.001946. It 15,Best ac:0.001081 1.000000 fi:0.126594. Ave ac:0.003514,0.006450 Cov: 0.001081. It 16,Best ac:0.001729 1.000000 fi:0.121495. Ave ac:0.002668,0.005468 Cov: 0.001729. It 17,Best ac:0.001297 1.000000 fi:0.122926. Ave ac:0.003341,0.005784 Cov: 0.001297. It 18,Best ac:0.002162 1.000000 fi:0.122896. Ave ac:0.003933,0.006176 Cov: 0.002162. It 19,Best ac:0.001514 1.000000 fi:0.121017. Ave ac:0.003957,0.006756 Cov: 0.001514. It 20,Best ac:0.001081 1.000000 fi:0.117587. Ave ac:0.003958,0.007584 Cov: 0.001081. It 21,Best ac:0.001081 1.000000 fi:0.118033. Ave ac:0.003177,0.005350 Cov: 0.001081. It 22,Best ac:0.001297 1.000000 fi:0.117061. Ave ac:0.002643,0.004471 Cov: 0.001297. It 23,Best ac:0.003243 1.000000 fi:0.114443. Ave ac:0.002677,0.005163 Cov: 0.003243. It 24,Best ac:0.001297 1.000000 fi:0.117979. Ave ac:0.002778,0.004987 Cov: 0.001297. It 25,Best ac:0.001514 1.000000 fi:0.117310. Ave ac:0.003261,0.004346 Cov: 0.001514. It 26,Best ac:0.002378 1.000000 fi:0.113403. Ave ac:0.002592,0.002840 Cov: 0.002378. It 27,Best ac:0.001297 1.000000 fi:0.115734. Ave ac:0.002176,0.002428 Cov: 0.001297. It 28,Best ac:0.001514 1.000000 fi:0.115222. Ave ac:0.002480,0.002935 Cov: 0.001514. It 29,Best ac:0.001297 1.000000 fi:0.117512. Ave ac:0.002200,0.002131 Cov: 0.001297. It 30,Best ac:0.001297 1.000000 fi:0.117157. Ave ac:0.002370,0.002803 Cov: 0.001297. It 31,Best ac:0.001946 1.000000 fi:0.117442. Ave ac:0.002447,0.002915 Cov: 0.001946. It 32,Best ac:0.001297 1.000000 fi:0.115297. Ave ac:0.002097,0.002825 Cov: 0.001297. It 33,Best ac:0.001297 1.000000 fi:0.115270. Ave ac:0.002375,0.002626 Cov: 0.001297. It 34,Best ac:0.001021 0.870849 fi:0.246240. Ave ac:0.003039,0.004630 Cov: 0.001172. Best acc 0.001021 0.870849 Rule:Att PSSM_-3_5 is [<10.411113]|Att PSSM_-2_7 is [-5.073116,-2.243007]|Att PSSM_-2_12 is [<1.077127]|Att PSSM_-1_7 is [<-1.076141]|Att PSSM_0_2 is [<-3.573612]|Att PSSM_0_4 is [<-4.715315]|Att PSSM_1_5 is [-0.344759,6.793915]|Att PSSM_1_7 is [-6.372127,-0.556311]|Att PSSM_2_6 is [-3.075433,-1.759197]|1 Accuracy : 0.712655 0 1 163823 257 67165 3393 Removed 266 instances. 230988 Instances left. Acc of rule 0.001033-0.898496 Initial population average accuracy1:0.006349 accuracy2:0.273718 It 0,Best ac:0.001299 0.857143 fi:0.242743. Ave ac:0.007015,0.013348 Cov: 0.001515. It 1,Best ac:0.001299 1.000000 fi:0.099885. Ave ac:0.006972,0.011622 Cov: 0.001299. It 2,Best ac:0.000866 1.000000 fi:0.193927. Ave ac:0.006013,0.010533 Cov: 0.000866. It 3,Best ac:0.003030 1.000000 fi:0.099288. Ave ac:0.005839,0.011069 Cov: 0.003030. It 4,Best ac:0.001082 1.000000 fi:0.099960. Ave ac:0.004846,0.006844 Cov: 0.001082. It 5,Best ac:0.003895 1.000000 fi:0.098990. Ave ac:0.004436,0.006613 Cov: 0.003895. It 6,Best ac:0.004978 1.000000 fi:0.098665. Ave ac:0.003535,0.004614 Cov: 0.004978. It 7,Best ac:0.002597 1.000000 fi:0.099437. Ave ac:0.002624,0.004208 Cov: 0.002597. It 8,Best ac:0.003246 1.000000 fi:0.099214. Ave ac:0.003082,0.004202 Cov: 0.003246. It 9,Best ac:0.002381 1.000000 fi:0.099512. Ave ac:0.002589,0.003613 Cov: 0.002381. Iteration 10:MDL fitness activated Error 0.099512 TL 0.047451 MDL Theory Length Weight: 0.6990514367 (4) It 10,Best ac:0.001299 1.000000 fi:0.119179. Ave ac:0.003116,0.004023 Cov: 0.001299. It 11,Best ac:0.001082 1.000000 fi:0.123271. Ave ac:0.002337,0.003051 Cov: 0.001082. It 12,Best ac:0.001298 1.000000 fi:0.122805. Ave ac:0.001760,0.002172 Cov: 0.001298. It 13,Best ac:0.001299 1.000000 fi:0.121208. Ave ac:0.002416,0.002730 Cov: 0.001299. It 14,Best ac:0.001298 1.000000 fi:0.125238. Ave ac:0.002516,0.002819 Cov: 0.001298. It 15,Best ac:0.001082 1.000000 fi:0.121697. Ave ac:0.002812,0.003238 Cov: 0.001082. It 16,Best ac:0.002381 1.000000 fi:0.122684. Ave ac:0.002055,0.002533 Cov: 0.002381. It 17,Best ac:0.002164 1.000000 fi:0.120358. Ave ac:0.002251,0.002529 Cov: 0.002164. It 18,Best ac:0.001732 1.000000 fi:0.119030. Ave ac:0.002710,0.003340 Cov: 0.001732. It 19,Best ac:0.001082 1.000000 fi:0.121283. Ave ac:0.002949,0.003673 Cov: 0.001082. It 20,Best ac:0.001515 1.000000 fi:0.115259. Ave ac:0.002429,0.002903 Cov: 0.001515. It 21,Best ac:0.001082 1.000000 fi:0.119254. Ave ac:0.003735,0.004969 Cov: 0.001082. It 22,Best ac:0.001515 1.000000 fi:0.118825. Ave ac:0.003242,0.003734 Cov: 0.001515. It 23,Best ac:0.001515 1.000000 fi:0.118825. Ave ac:0.002570,0.003203 Cov: 0.001515. It 24,Best ac:0.001082 1.000000 fi:0.121267. Ave ac:0.002715,0.004165 Cov: 0.001082. It 25,Best ac:0.001082 1.000000 fi:0.117449. Ave ac:0.003452,0.005664 Cov: 0.001082. It 26,Best ac:0.001948 1.000000 fi:0.118889. Ave ac:0.003491,0.004920 Cov: 0.001948. It 27,Best ac:0.002598 1.000000 fi:0.121041. Ave ac:0.003310,0.005342 Cov: 0.002598. It 28,Best ac:0.003897 1.000000 fi:0.117440. Ave ac:0.002989,0.004763 Cov: 0.003897. It 29,Best ac:0.001082 1.000000 fi:0.120566. Ave ac:0.002935,0.004582 Cov: 0.001082. MDL Theory Length Weight: 0.6291462931 (10) It 30,Best ac:0.001082 1.000000 fi:0.117545. Ave ac:0.003226,0.004268 Cov: 0.001082. It 31,Best ac:0.001515 1.000000 fi:0.113714. Ave ac:0.002516,0.003357 Cov: 0.001515. It 32,Best ac:0.004330 1.000000 fi:0.117249. Ave ac:0.002740,0.003725 Cov: 0.004330. It 33,Best ac:0.001082 1.000000 fi:0.119137. Ave ac:0.002527,0.003348 Cov: 0.001082. It 34,Best ac:0.001056 0.859155 fi:0.264975. Ave ac:0.003127,0.005141 Cov: 0.001230. Best acc 0.001056 0.859155 Initial population average accuracy1:0.007098 accuracy2:0.295138 It 0,Best ac:0.002165 0.833333 fi:0.266253. Ave ac:0.008439,0.015729 Cov: 0.002598. It 1,Best ac:0.003031 0.823529 fi:0.275758. Ave ac:0.007230,0.013758 Cov: 0.003680. It 2,Best ac:0.000866 1.000000 fi:0.193927. Ave ac:0.007281,0.013838 Cov: 0.000866. It 3,Best ac:0.001298 1.000000 fi:0.099886. Ave ac:0.005842,0.010952 Cov: 0.001298. It 4,Best ac:0.001299 1.000000 fi:0.099885. Ave ac:0.004795,0.008796 Cov: 0.001299. It 5,Best ac:0.001732 1.000000 fi:0.099736. Ave ac:0.003474,0.005812 Cov: 0.001732. It 6,Best ac:0.001515 1.000000 fi:0.099811. Ave ac:0.004214,0.008427 Cov: 0.001515. It 7,Best ac:0.001299 1.000000 fi:0.099886. Ave ac:0.003601,0.006364 Cov: 0.001299. It 8,Best ac:0.002814 1.000000 fi:0.099362. Ave ac:0.003237,0.004909 Cov: 0.002814. It 9,Best ac:0.003031 1.000000 fi:0.099288. Ave ac:0.003176,0.004196 Cov: 0.003031. Iteration 10:MDL fitness activated Error 0.099288 TL 0.049553 MDL Theory Length Weight: 0.6678917210 (1) It 10,Best ac:0.001515 1.000000 fi:0.122353. Ave ac:0.003079,0.006060 Cov: 0.001515. It 11,Best ac:0.001082 1.000000 fi:0.117026. Ave ac:0.003008,0.004432 Cov: 0.001082. It 12,Best ac:0.001082 1.000000 fi:0.117945. Ave ac:0.003680,0.006813 Cov: 0.001082. It 13,Best ac:0.002165 1.000000 fi:0.111582. Ave ac:0.003585,0.006387 Cov: 0.002165. It 14,Best ac:0.002381 1.000000 fi:0.113453. Ave ac:0.003181,0.005423 Cov: 0.002381. It 15,Best ac:0.002164 1.000000 fi:0.118627. Ave ac:0.002955,0.004447 Cov: 0.002164. It 16,Best ac:0.002597 1.000000 fi:0.111971. Ave ac:0.002863,0.005095 Cov: 0.002597. It 17,Best ac:0.002381 1.000000 fi:0.111247. Ave ac:0.003348,0.005649 Cov: 0.002381. It 18,Best ac:0.001732 1.000000 fi:0.113440. Ave ac:0.002853,0.005584 Cov: 0.001732. It 19,Best ac:0.002165 1.000000 fi:0.116916. Ave ac:0.003016,0.006695 Cov: 0.002165. It 20,Best ac:0.001082 1.000000 fi:0.112566. Ave ac:0.003691,0.006705 Cov: 0.001082. It 21,Best ac:0.001299 1.000000 fi:0.113347. Ave ac:0.003172,0.005110 Cov: 0.001299. It 22,Best ac:0.001082 1.000000 fi:0.112567. Ave ac:0.002686,0.004917 Cov: 0.001082. It 23,Best ac:0.001515 1.000000 fi:0.112795. Ave ac:0.003606,0.006744 Cov: 0.001515. It 24,Best ac:0.001299 1.000000 fi:0.110511. Ave ac:0.002674,0.004107 Cov: 0.001299. It 25,Best ac:0.001515 1.000000 fi:0.110436. Ave ac:0.002817,0.004070 Cov: 0.001515. It 26,Best ac:0.001082 1.000000 fi:0.113325. Ave ac:0.002762,0.004193 Cov: 0.001082. It 27,Best ac:0.003030 1.000000 fi:0.109305. Ave ac:0.003813,0.006978 Cov: 0.003030. It 28,Best ac:0.001082 1.000000 fi:0.113325. Ave ac:0.002068,0.004363 Cov: 0.001082. It 29,Best ac:0.002381 1.000000 fi:0.108841. Ave ac:0.003126,0.005622 Cov: 0.002381. It 30,Best ac:0.001948 1.000000 fi:0.106985. Ave ac:0.003326,0.005460 Cov: 0.001948. It 31,Best ac:0.002381 1.000000 fi:0.108186. Ave ac:0.003268,0.006481 Cov: 0.002381. It 32,Best ac:0.001948 1.000000 fi:0.108346. Ave ac:0.003065,0.005673 Cov: 0.001948. It 33,Best ac:0.002598 1.000000 fi:0.107583. Ave ac:0.003529,0.006072 Cov: 0.002598. It 34,Best ac:0.001030 0.933333 fi:0.190770. Ave ac:0.003116,0.006710 Cov: 0.001104. Best acc 0.001030 0.933333 Rule:Att PSSM_-2_9 is [-6.186430,9.506226]|Att PSSM_-1_3 is [-6.281946,5.633281]|Att PSSM_-1_7 is [-6.018407,-1.981593]|Att PSSM_0_10 is [>-0.506627]|Att PSSM_0_12 is [<-4.781510]|Att PSSM_0_15 is [<-1.859712]|Att PSSM_0_16 is [-5.801938,-1.654387]|Att PSSM_1_2 is [-6.452166,-4.815093]|Att PSSM_1_7 is [-5.183463,4.997298]|Att PSSM_1_20 is [>-0.480159]|Att PSSM_3_5 is [<7.654283]|Att PSSM_4_2 is [<5.201688]|Att PSSM_4_12 is [<-1.743427]|1 Accuracy : 0.713597 0 1 163806 274 66927 3631 Removed 255 instances. 230733 Instances left. Acc of rule 0.001030-0.933333 Initial population average accuracy1:0.006592 accuracy2:0.261755 It 0,Best ac:0.001517 1.000000 fi:0.099809. Ave ac:0.007251,0.011559 Cov: 0.001517. It 1,Best ac:0.001517 1.000000 fi:0.099809. Ave ac:0.007039,0.011090 Cov: 0.001517. It 2,Best ac:0.001084 1.000000 fi:0.099959. Ave ac:0.005918,0.008770 Cov: 0.001084. It 3,Best ac:0.001517 1.000000 fi:0.099809. Ave ac:0.006689,0.011927 Cov: 0.001517. It 4,Best ac:0.002167 1.000000 fi:0.099584. Ave ac:0.006147,0.010523 Cov: 0.002167. It 5,Best ac:0.001733 1.000000 fi:0.099734. Ave ac:0.006182,0.011078 Cov: 0.001733. It 6,Best ac:0.001300 1.000000 fi:0.099884. Ave ac:0.005073,0.009500 Cov: 0.001300. It 7,Best ac:0.002167 1.000000 fi:0.099584. Ave ac:0.004986,0.008524 Cov: 0.002167. It 8,Best ac:0.002600 1.000000 fi:0.099434. Ave ac:0.004761,0.007758 Cov: 0.002600. It 9,Best ac:0.001950 1.000000 fi:0.099659. Ave ac:0.004289,0.005919 Cov: 0.001950. Iteration 10:MDL fitness activated Error 0.099659 TL 0.030010 MDL Theory Length Weight: 1.1069697028 (2) It 10,Best ac:0.001084 1.000000 fi:0.118964. Ave ac:0.003975,0.005743 Cov: 0.001084. It 11,Best ac:0.001084 1.000000 fi:0.138298. Ave ac:0.004390,0.007285 Cov: 0.001084. It 12,Best ac:0.003684 1.000000 fi:0.139098. Ave ac:0.004084,0.006505 Cov: 0.003684. It 13,Best ac:0.001084 1.000000 fi:0.132856. Ave ac:0.004508,0.007338 Cov: 0.001084. It 14,Best ac:0.001083 1.000000 fi:0.132893. Ave ac:0.004760,0.007891 Cov: 0.001083. It 15,Best ac:0.001300 1.000000 fi:0.130145. Ave ac:0.004455,0.006195 Cov: 0.001300. It 16,Best ac:0.001300 1.000000 fi:0.127491. Ave ac:0.004555,0.006351 Cov: 0.001300. It 17,Best ac:0.001084 1.000000 fi:0.129625. Ave ac:0.004109,0.005896 Cov: 0.001084. It 18,Best ac:0.001734 1.000000 fi:0.129140. Ave ac:0.003896,0.005380 Cov: 0.001734. It 19,Best ac:0.001517 1.000000 fi:0.126579. Ave ac:0.004042,0.009235 Cov: 0.001517. MDL Theory Length Weight: 0.9962727325 (12) It 20,Best ac:0.001733 1.000000 fi:0.123007. Ave ac:0.003743,0.005277 Cov: 0.001733. It 21,Best ac:0.002601 1.000000 fi:0.124429. Ave ac:0.003011,0.004170 Cov: 0.002601. It 22,Best ac:0.001733 1.000000 fi:0.115468. Ave ac:0.003381,0.004696 Cov: 0.001733. It 23,Best ac:0.003901 1.000000 fi:0.122853. Ave ac:0.004402,0.006670 Cov: 0.003901. It 24,Best ac:0.001083 1.000000 fi:0.116620. Ave ac:0.004312,0.009837 Cov: 0.001083. It 25,Best ac:0.001517 1.000000 fi:0.121391. Ave ac:0.004743,0.008872 Cov: 0.001517. It 26,Best ac:0.001733 1.000000 fi:0.119392. Ave ac:0.003632,0.005251 Cov: 0.001733. It 27,Best ac:0.001083 1.000000 fi:0.118754. Ave ac:0.003364,0.004651 Cov: 0.001083. It 28,Best ac:0.001734 1.000000 fi:0.123357. Ave ac:0.002686,0.004286 Cov: 0.001734. It 29,Best ac:0.002384 1.000000 fi:0.121235. Ave ac:0.004097,0.009134 Cov: 0.002384. It 30,Best ac:0.001300 1.000000 fi:0.116545. Ave ac:0.003712,0.006040 Cov: 0.001300. It 31,Best ac:0.002167 1.000000 fi:0.115304. Ave ac:0.004275,0.007944 Cov: 0.002167. It 32,Best ac:0.001300 1.000000 fi:0.119039. Ave ac:0.004541,0.010061 Cov: 0.001300. It 33,Best ac:0.002384 1.000000 fi:0.115229. Ave ac:0.003602,0.007337 Cov: 0.002384. It 34,Best ac:0.001188 0.869841 fi:0.254622. Ave ac:0.004150,0.007670 Cov: 0.001365. Best acc 0.001188 0.869841 Initial population average accuracy1:0.006245 accuracy2:0.277351 It 0,Best ac:0.000867 1.000000 fi:0.190915. Ave ac:0.007144,0.010655 Cov: 0.000867. It 1,Best ac:0.001083 1.000000 fi:0.099959. Ave ac:0.007567,0.012578 Cov: 0.001083. It 2,Best ac:0.001733 1.000000 fi:0.099734. Ave ac:0.005811,0.009810 Cov: 0.001733. It 3,Best ac:0.003034 0.933333 fi:0.165951. Ave ac:0.005300,0.009208 Cov: 0.003250. It 4,Best ac:0.002818 1.000000 fi:0.099359. Ave ac:0.005397,0.010020 Cov: 0.002818. It 5,Best ac:0.001300 1.000000 fi:0.099884. Ave ac:0.003524,0.005879 Cov: 0.001300. It 6,Best ac:0.001950 1.000000 fi:0.099659. Ave ac:0.004360,0.006410 Cov: 0.001950. It 7,Best ac:0.001950 1.000000 fi:0.099659. Ave ac:0.003515,0.004728 Cov: 0.001950. It 8,Best ac:0.002167 1.000000 fi:0.099584. Ave ac:0.003610,0.005510 Cov: 0.002167. It 9,Best ac:0.003901 1.000000 fi:0.098984. Ave ac:0.003293,0.004646 Cov: 0.003901. Iteration 10:MDL fitness activated Error 0.098984 TL 0.038991 MDL Theory Length Weight: 0.8462217336 (1) It 10,Best ac:0.002601 1.000000 fi:0.125966. Ave ac:0.003305,0.004246 Cov: 0.002601. It 11,Best ac:0.001517 1.000000 fi:0.129745. Ave ac:0.002623,0.003181 Cov: 0.001517. It 12,Best ac:0.001734 1.000000 fi:0.127667. Ave ac:0.002572,0.002983 Cov: 0.001734. It 13,Best ac:0.001084 1.000000 fi:0.129172. Ave ac:0.002925,0.003209 Cov: 0.001084. It 14,Best ac:0.001517 1.000000 fi:0.130047. Ave ac:0.002948,0.003235 Cov: 0.001517. It 15,Best ac:0.002601 1.000000 fi:0.131748. Ave ac:0.002945,0.003331 Cov: 0.002601. It 16,Best ac:0.003684 1.000000 fi:0.126701. Ave ac:0.002825,0.002791 Cov: 0.003684. It 17,Best ac:0.002384 1.000000 fi:0.125998. Ave ac:0.003469,0.003763 Cov: 0.002384. It 18,Best ac:0.001950 1.000000 fi:0.116592. Ave ac:0.003182,0.004060 Cov: 0.001950. It 19,Best ac:0.001083 1.000000 fi:0.120698. Ave ac:0.002418,0.002570 Cov: 0.001083. It 20,Best ac:0.001300 1.000000 fi:0.120587. Ave ac:0.002613,0.003755 Cov: 0.001300. It 21,Best ac:0.001733 1.000000 fi:0.124506. Ave ac:0.002966,0.003719 Cov: 0.001733. It 22,Best ac:0.001734 1.000000 fi:0.118972. Ave ac:0.002948,0.003480 Cov: 0.001734. It 23,Best ac:0.001517 1.000000 fi:0.121283. Ave ac:0.003234,0.004605 Cov: 0.001517. It 24,Best ac:0.002167 1.000000 fi:0.116517. Ave ac:0.002621,0.003215 Cov: 0.002167. It 25,Best ac:0.001083 1.000000 fi:0.118394. Ave ac:0.002467,0.003280 Cov: 0.001083. It 26,Best ac:0.002167 1.000000 fi:0.120043. Ave ac:0.003175,0.003380 Cov: 0.002167. It 27,Best ac:0.001733 1.000000 fi:0.123863. Ave ac:0.003325,0.004137 Cov: 0.001733. It 28,Best ac:0.003251 1.000000 fi:0.114655. Ave ac:0.003430,0.004824 Cov: 0.003251. It 29,Best ac:0.002167 1.000000 fi:0.118822. Ave ac:0.003299,0.005653 Cov: 0.002167. It 30,Best ac:0.001734 1.000000 fi:0.119281. Ave ac:0.003548,0.004870 Cov: 0.001734. It 31,Best ac:0.001951 1.000000 fi:0.118239. Ave ac:0.002987,0.003674 Cov: 0.001951. It 32,Best ac:0.001300 1.000000 fi:0.116217. Ave ac:0.002874,0.002847 Cov: 0.001300. It 33,Best ac:0.003250 1.000000 fi:0.119348. Ave ac:0.002921,0.003263 Cov: 0.003250. It 34,Best ac:0.001612 0.909535 fi:0.217019. Ave ac:0.002987,0.003276 Cov: 0.001773. Best acc 0.001612 0.909535 Rule:Att PSSM_-3_6 is [<-2.034327]|Att PSSM_-2_7 is [<-4.973979]|Att PSSM_-2_12 is [<3.407359]|Att PSSM_-2_20 is [>-5.583024]|Att PSSM_-1_12 is [<-1.021152]|Att PSSM_0_2 is [<-4.424003]|Att PSSM_0_15 is [<-0.724081]|Att PSSM_1_3 is [-5.645967,2.768150]|Att PSSM_2_5 is [-6.242027,7.401986]|Att PSSM_2_15 is [<2.796208]|Att PSSM_4_2 is [<-0.294661]|1 Accuracy : 0.715025 0 1 163769 311 66555 4003 Removed 409 instances. 230324 Instances left. Acc of rule 0.001612-0.909535 Initial population average accuracy1:0.007101 accuracy2:0.265887 It 0,Best ac:0.001737 0.800000 fi:0.299731. Ave ac:0.008941,0.015395 Cov: 0.002171. It 1,Best ac:0.001086 1.000000 fi:0.099957. Ave ac:0.008278,0.012947 Cov: 0.001086. It 2,Best ac:0.002388 0.916667 fi:0.182838. Ave ac:0.006951,0.012291 Cov: 0.002605. It 3,Best ac:0.000868 1.000000 fi:0.186660. Ave ac:0.006380,0.011346 Cov: 0.000868. It 4,Best ac:0.001303 1.000000 fi:0.099881. Ave ac:0.005981,0.012214 Cov: 0.001303. It 5,Best ac:0.001954 1.000000 fi:0.099655. Ave ac:0.005010,0.009456 Cov: 0.001954. It 6,Best ac:0.001302 1.000000 fi:0.099881. Ave ac:0.004467,0.008764 Cov: 0.001302. It 7,Best ac:0.001520 1.000000 fi:0.099806. Ave ac:0.004322,0.008300 Cov: 0.001520. It 8,Best ac:0.001737 1.000000 fi:0.099731. Ave ac:0.004218,0.007521 Cov: 0.001737. It 9,Best ac:0.001520 1.000000 fi:0.099806. Ave ac:0.004184,0.007113 Cov: 0.001520. Iteration 10:MDL fitness activated Error 0.099806 TL 0.039607 MDL Theory Length Weight: 0.8399682478 (5) It 10,Best ac:0.002171 1.000000 fi:0.126334. Ave ac:0.004246,0.008493 Cov: 0.002171. It 11,Best ac:0.001303 1.000000 fi:0.131037. Ave ac:0.003137,0.004818 Cov: 0.001303. It 12,Best ac:0.001085 1.000000 fi:0.121836. Ave ac:0.003319,0.005245 Cov: 0.001085. It 13,Best ac:0.001086 1.000000 fi:0.125762. Ave ac:0.002397,0.003208 Cov: 0.001086. It 14,Best ac:0.001737 1.000000 fi:0.118013. Ave ac:0.002949,0.004880 Cov: 0.001737. It 15,Best ac:0.001520 1.000000 fi:0.126347. Ave ac:0.003328,0.005155 Cov: 0.001520. It 16,Best ac:0.001954 1.000000 fi:0.115232. Ave ac:0.002812,0.004278 Cov: 0.001954. It 17,Best ac:0.001520 1.000000 fi:0.119295. Ave ac:0.002873,0.004106 Cov: 0.001520. It 18,Best ac:0.001302 1.000000 fi:0.115329. Ave ac:0.003233,0.008546 Cov: 0.001302. It 19,Best ac:0.001085 1.000000 fi:0.120349. Ave ac:0.002442,0.003349 Cov: 0.001085. It 20,Best ac:0.001086 1.000000 fi:0.119446. Ave ac:0.002876,0.004322 Cov: 0.001086. It 21,Best ac:0.001737 1.000000 fi:0.116332. Ave ac:0.002989,0.004239 Cov: 0.001737. It 22,Best ac:0.001302 1.000000 fi:0.115329. Ave ac:0.003459,0.005377 Cov: 0.001302. It 23,Best ac:0.001085 1.000000 fi:0.116909. Ave ac:0.002270,0.003020 Cov: 0.001085. It 24,Best ac:0.001519 1.000000 fi:0.116407. Ave ac:0.002653,0.004964 Cov: 0.001519. It 25,Best ac:0.001086 1.000000 fi:0.123772. Ave ac:0.003010,0.005172 Cov: 0.001086. MDL Theory Length Weight: 0.7559714231 (10) It 26,Best ac:0.001303 1.000000 fi:0.113578. Ave ac:0.004059,0.005995 Cov: 0.001303. It 27,Best ac:0.001086 1.000000 fi:0.115603. Ave ac:0.002935,0.003791 Cov: 0.001086. It 28,Best ac:0.001085 1.000000 fi:0.115658. Ave ac:0.003018,0.003957 Cov: 0.001085. It 29,Best ac:0.002171 1.000000 fi:0.113939. Ave ac:0.002267,0.002941 Cov: 0.002171. It 30,Best ac:0.002387 1.000000 fi:0.108884. Ave ac:0.002568,0.004305 Cov: 0.002387. It 31,Best ac:0.001303 1.000000 fi:0.118768. Ave ac:0.001889,0.003676 Cov: 0.001303. It 32,Best ac:0.001303 1.000000 fi:0.115050. Ave ac:0.003487,0.005569 Cov: 0.001303. It 33,Best ac:0.002822 1.000000 fi:0.111692. Ave ac:0.003838,0.005669 Cov: 0.002822. It 34,Best ac:0.001259 0.840580 fi:0.278093. Ave ac:0.004331,0.006665 Cov: 0.001498. Best acc 0.001259 0.840580 Initial population average accuracy1:0.006553 accuracy2:0.279632 It 0,Best ac:0.001520 1.000000 fi:0.099806. Ave ac:0.007340,0.011910 Cov: 0.001520. It 1,Best ac:0.001954 1.000000 fi:0.099655. Ave ac:0.007611,0.011579 Cov: 0.001954. It 2,Best ac:0.002605 1.000000 fi:0.099429. Ave ac:0.007202,0.011129 Cov: 0.002605. It 3,Best ac:0.001520 1.000000 fi:0.099806. Ave ac:0.006070,0.011184 Cov: 0.001520. It 4,Best ac:0.002388 1.000000 fi:0.099505. Ave ac:0.004694,0.007747 Cov: 0.002388. It 5,Best ac:0.001954 1.000000 fi:0.099655. Ave ac:0.005084,0.007639 Cov: 0.001954. It 6,Best ac:0.001736 1.000000 fi:0.099731. Ave ac:0.004100,0.005836 Cov: 0.001736. It 7,Best ac:0.002605 1.000000 fi:0.099429. Ave ac:0.003789,0.006116 Cov: 0.002605. It 8,Best ac:0.003907 1.000000 fi:0.098977. Ave ac:0.003609,0.005636 Cov: 0.003907. It 9,Best ac:0.001303 1.000000 fi:0.099881. Ave ac:0.003404,0.005846 Cov: 0.001303. Iteration 10:MDL fitness activated Error 0.099881 TL 0.047742 MDL Theory Length Weight: 0.6973698698 (2) It 10,Best ac:0.002171 1.000000 fi:0.121947. Ave ac:0.003467,0.006200 Cov: 0.002171. It 11,Best ac:0.001520 1.000000 fi:0.120817. Ave ac:0.003291,0.005354 Cov: 0.001520. It 12,Best ac:0.001302 1.000000 fi:0.120823. Ave ac:0.002979,0.003994 Cov: 0.001302. It 13,Best ac:0.004125 1.000000 fi:0.119362. Ave ac:0.003562,0.006531 Cov: 0.004125. It 14,Best ac:0.003040 1.000000 fi:0.114372. Ave ac:0.003355,0.005950 Cov: 0.003040. It 15,Best ac:0.003473 1.000000 fi:0.118803. Ave ac:0.003205,0.004518 Cov: 0.003473. It 16,Best ac:0.001303 1.000000 fi:0.119660. Ave ac:0.003069,0.003682 Cov: 0.001303. It 17,Best ac:0.001736 1.000000 fi:0.115607. Ave ac:0.003112,0.004022 Cov: 0.001736. It 18,Best ac:0.001303 1.000000 fi:0.115609. Ave ac:0.003864,0.005874 Cov: 0.001303. It 19,Best ac:0.002605 1.000000 fi:0.115157. Ave ac:0.003520,0.005316 Cov: 0.002605. It 20,Best ac:0.002171 1.000000 fi:0.119471. Ave ac:0.003145,0.003302 Cov: 0.002171. It 21,Best ac:0.001519 1.000000 fi:0.115653. Ave ac:0.002518,0.007403 Cov: 0.001519. It 22,Best ac:0.001303 1.000000 fi:0.115467. Ave ac:0.002368,0.004208 Cov: 0.001303. It 23,Best ac:0.001085 1.000000 fi:0.117363. Ave ac:0.002376,0.002800 Cov: 0.001085. MDL Theory Length Weight: 0.6276328828 (10) It 24,Best ac:0.002605 1.000000 fi:0.113718. Ave ac:0.003021,0.003004 Cov: 0.002605. It 25,Best ac:0.003039 1.000000 fi:0.113568. Ave ac:0.001985,0.002271 Cov: 0.003039. It 26,Best ac:0.001954 1.000000 fi:0.113938. Ave ac:0.002539,0.004581 Cov: 0.001954. It 27,Best ac:0.001736 1.000000 fi:0.113993. Ave ac:0.002724,0.003241 Cov: 0.001736. It 28,Best ac:0.004992 1.000000 fi:0.112741. Ave ac:0.002729,0.003016 Cov: 0.004992. It 29,Best ac:0.001302 1.000000 fi:0.113064. Ave ac:0.002073,0.002440 Cov: 0.001302. It 30,Best ac:0.001519 1.000000 fi:0.115503. Ave ac:0.002696,0.003134 Cov: 0.001519. It 31,Best ac:0.001736 1.000000 fi:0.112126. Ave ac:0.002287,0.003410 Cov: 0.001736. It 32,Best ac:0.001954 1.000000 fi:0.113652. Ave ac:0.002053,0.003135 Cov: 0.001954. It 33,Best ac:0.002822 1.000000 fi:0.111307. Ave ac:0.003282,0.003447 Cov: 0.002822. It 34,Best ac:0.001107 0.888502 fi:0.228755. Ave ac:0.002691,0.003318 Cov: 0.001246. Best acc 0.001107 0.888502 Rule:Att PSSM_-4_14 is [-5.685514,6.841821]|Att PSSM_-2_2 is [<-3.166854]|Att PSSM_-2_10 is [0.838672,5.259480]|Att PSSM_0_5 is [-0.537810,5.031624]|Att PSSM_0_12 is [-6.015508,-3.678797]|Att PSSM_1_12 is [-6.470513,-3.250135]|Att PSSM_2_7 is [-5.486186,-0.513814]|Att PSSM_4_6 is [<4.326333]|1 Accuracy : 0.715975 0 1 163737 343 66300 4258 Removed 287 instances. 230037 Instances left. Acc of rule 0.001107-0.888502 Initial population average accuracy1:0.006017 accuracy2:0.278223 It 0,Best ac:0.000869 1.000000 fi:0.183593. Ave ac:0.008115,0.013970 Cov: 0.000869. It 1,Best ac:0.001739 0.888889 fi:0.210839. Ave ac:0.006900,0.011464 Cov: 0.001957. It 2,Best ac:0.001087 1.000000 fi:0.099955. Ave ac:0.006497,0.011970 Cov: 0.001087. It 3,Best ac:0.001957 1.000000 fi:0.099653. Ave ac:0.005748,0.009945 Cov: 0.001957. It 4,Best ac:0.001521 1.000000 fi:0.099804. Ave ac:0.006518,0.011948 Cov: 0.001521. It 5,Best ac:0.001739 1.000000 fi:0.099728. Ave ac:0.006558,0.012402 Cov: 0.001739. It 6,Best ac:0.001739 1.000000 fi:0.099728. Ave ac:0.004770,0.010649 Cov: 0.001739. It 7,Best ac:0.001304 1.000000 fi:0.099880. Ave ac:0.005647,0.012071 Cov: 0.001304. It 8,Best ac:0.002391 1.000000 fi:0.099501. Ave ac:0.004853,0.009318 Cov: 0.002391. It 9,Best ac:0.002391 1.000000 fi:0.099501. Ave ac:0.004131,0.006903 Cov: 0.002391. Iteration 10:MDL fitness activated Error 0.099501 TL 0.025468 MDL Theory Length Weight: 1.3022908568 (2) It 10,Best ac:0.001304 1.000000 fi:0.128132. Ave ac:0.003810,0.006231 Cov: 0.001304. It 11,Best ac:0.001739 1.000000 fi:0.134402. Ave ac:0.003787,0.007267 Cov: 0.001739. It 12,Best ac:0.001739 1.000000 fi:0.129669. Ave ac:0.004574,0.009553 Cov: 0.001739. It 13,Best ac:0.002609 1.000000 fi:0.131361. Ave ac:0.004164,0.007930 Cov: 0.002609. It 14,Best ac:0.003261 1.000000 fi:0.129139. Ave ac:0.003550,0.005107 Cov: 0.003261. It 15,Best ac:0.001087 1.000000 fi:0.128831. Ave ac:0.003646,0.005466 Cov: 0.001087. It 16,Best ac:0.001087 1.000000 fi:0.122193. Ave ac:0.003679,0.008579 Cov: 0.001087. It 17,Best ac:0.001956 1.000000 fi:0.132335. Ave ac:0.004603,0.008186 Cov: 0.001956. It 18,Best ac:0.001304 1.000000 fi:0.129207. Ave ac:0.004415,0.008622 Cov: 0.001304. It 19,Best ac:0.001087 1.000000 fi:0.137735. Ave ac:0.003443,0.005316 Cov: 0.001087. It 20,Best ac:0.001304 1.000000 fi:0.130988. Ave ac:0.002880,0.004163 Cov: 0.001304. It 21,Best ac:0.001087 1.000000 fi:0.122193. Ave ac:0.003438,0.004615 Cov: 0.001087. It 22,Best ac:0.003695 1.000000 fi:0.125379. Ave ac:0.003005,0.003999 Cov: 0.003695. It 23,Best ac:0.001304 1.000000 fi:0.133130. Ave ac:0.003566,0.005600 Cov: 0.001304. It 24,Best ac:0.001087 1.000000 fi:0.128296. Ave ac:0.003637,0.004036 Cov: 0.001087. It 25,Best ac:0.001739 1.000000 fi:0.123912. Ave ac:0.002766,0.003210 Cov: 0.001739. MDL Theory Length Weight: 1.1720617711 (10) It 26,Best ac:0.001087 1.000000 fi:0.121775. Ave ac:0.002461,0.002814 Cov: 0.001087. It 27,Best ac:0.001087 1.000000 fi:0.125462. Ave ac:0.002496,0.002775 Cov: 0.001087. It 28,Best ac:0.001739 1.000000 fi:0.121548. Ave ac:0.002043,0.003009 Cov: 0.001739. It 29,Best ac:0.001087 1.000000 fi:0.126350. Ave ac:0.002654,0.004142 Cov: 0.001087. It 30,Best ac:0.001087 1.000000 fi:0.125462. Ave ac:0.002976,0.003773 Cov: 0.001087. It 31,Best ac:0.001087 1.000000 fi:0.125383. Ave ac:0.002976,0.005256 Cov: 0.001087. It 32,Best ac:0.001087 1.000000 fi:0.124171. Ave ac:0.004637,0.006744 Cov: 0.001087. It 33,Best ac:0.001739 1.000000 fi:0.123578. Ave ac:0.004274,0.005243 Cov: 0.001739. It 34,Best ac:0.001043 0.888889 fi:0.247632. Ave ac:0.003652,0.005318 Cov: 0.001174. Best acc 0.001043 0.888889 Initial population average accuracy1:0.007179 accuracy2:0.277298 It 0,Best ac:0.000869 1.000000 fi:0.183593. Ave ac:0.008646,0.014094 Cov: 0.000869. It 1,Best ac:0.000869 1.000000 fi:0.183593. Ave ac:0.008890,0.012624 Cov: 0.000869. It 2,Best ac:0.000870 1.000000 fi:0.183593. Ave ac:0.007808,0.013263 Cov: 0.000870. It 3,Best ac:0.001304 1.000000 fi:0.099880. Ave ac:0.006506,0.010327 Cov: 0.001304. It 4,Best ac:0.001739 1.000000 fi:0.099728. Ave ac:0.005620,0.007311 Cov: 0.001739. It 5,Best ac:0.001521 1.000000 fi:0.099804. Ave ac:0.004840,0.007344 Cov: 0.001521. It 6,Best ac:0.002608 1.000000 fi:0.099426. Ave ac:0.004782,0.006801 Cov: 0.002608. It 7,Best ac:0.002608 1.000000 fi:0.099426. Ave ac:0.004139,0.007150 Cov: 0.002608. It 8,Best ac:0.003260 1.000000 fi:0.099199. Ave ac:0.003553,0.005199 Cov: 0.003260. It 9,Best ac:0.002173 1.000000 fi:0.099577. Ave ac:0.003999,0.006108 Cov: 0.002173. Iteration 10:MDL fitness activated Error 0.099577 TL 0.031361 MDL Theory Length Weight: 1.0583894516 (2) It 10,Best ac:0.003043 1.000000 fi:0.123201. Ave ac:0.002769,0.005156 Cov: 0.003043. It 11,Best ac:0.001739 1.000000 fi:0.125174. Ave ac:0.003866,0.006325 Cov: 0.001739. It 12,Best ac:0.001087 1.000000 fi:0.124338. Ave ac:0.003270,0.004619 Cov: 0.001087. It 13,Best ac:0.001087 1.000000 fi:0.122450. Ave ac:0.002931,0.006315 Cov: 0.001087. It 14,Best ac:0.001521 1.000000 fi:0.123170. Ave ac:0.003221,0.004136 Cov: 0.001521. It 15,Best ac:0.001304 1.000000 fi:0.125568. Ave ac:0.003421,0.005240 Cov: 0.001304. It 16,Best ac:0.001087 1.000000 fi:0.125772. Ave ac:0.002822,0.004473 Cov: 0.001087. It 17,Best ac:0.001304 1.000000 fi:0.124134. Ave ac:0.002870,0.004023 Cov: 0.001304. It 18,Best ac:0.001304 1.000000 fi:0.134705. Ave ac:0.003532,0.005941 Cov: 0.001304. It 19,Best ac:0.003260 1.000000 fi:0.117164. Ave ac:0.002882,0.003531 Cov: 0.003260. It 20,Best ac:0.001739 1.000000 fi:0.120759. Ave ac:0.003348,0.006198 Cov: 0.001739. It 21,Best ac:0.001739 1.000000 fi:0.128354. Ave ac:0.002551,0.003283 Cov: 0.001739. It 22,Best ac:0.001521 1.000000 fi:0.125250. Ave ac:0.002046,0.002701 Cov: 0.001521. It 23,Best ac:0.001521 1.000000 fi:0.123692. Ave ac:0.003256,0.003929 Cov: 0.001521. It 24,Best ac:0.002173 1.000000 fi:0.122912. Ave ac:0.002288,0.003376 Cov: 0.002173. It 25,Best ac:0.001522 1.000000 fi:0.121212. Ave ac:0.002339,0.003053 Cov: 0.001522. It 26,Best ac:0.001087 1.000000 fi:0.126925. Ave ac:0.002172,0.004864 Cov: 0.001087. It 27,Best ac:0.001304 1.000000 fi:0.121287. Ave ac:0.003137,0.007138 Cov: 0.001304. It 28,Best ac:0.004782 1.000000 fi:0.120227. Ave ac:0.003262,0.004691 Cov: 0.004782. MDL Theory Length Weight: 0.9525505065 (10) It 29,Best ac:0.001956 1.000000 fi:0.122274. Ave ac:0.002189,0.002095 Cov: 0.001956. It 30,Best ac:0.001087 1.000000 fi:0.119705. Ave ac:0.003084,0.005544 Cov: 0.001087. It 31,Best ac:0.004564 1.000000 fi:0.116581. Ave ac:0.002490,0.004924 Cov: 0.004564. It 32,Best ac:0.002174 1.000000 fi:0.117633. Ave ac:0.002350,0.004263 Cov: 0.002174. It 33,Best ac:0.001739 1.000000 fi:0.118323. Ave ac:0.003626,0.006412 Cov: 0.001739. It 34,Best ac:0.001278 0.896341 fi:0.229699. Ave ac:0.002710,0.004409 Cov: 0.001426. Best acc 0.001278 0.896341 Rule:Att PSSM_-3_7 is [<-1.296946]|Att PSSM_-2_5 is [-6.090763,4.616516]|Att PSSM_0_12 is [-6.690107,-4.674245]|Att PSSM_2_4 is [-6.577929,2.708571]|Att PSSM_2_15 is [-6.710949,-1.289051]|Att PSSM_3_12 is [<-2.740369]|Att PSSM_4_1 is [>0.215797]|Att PSSM_4_7 is [-5.912382,-2.087618]|1 Accuracy : 0.717083 0 1 163703 377 66006 4552 Removed 328 instances. 229709 Instances left. Acc of rule 0.001278-0.896341 Initial population average accuracy1:0.005967 accuracy2:0.291910 It 0,Best ac:0.001306 0.857143 fi:0.242735. Ave ac:0.006647,0.011626 Cov: 0.001524. It 1,Best ac:0.001524 1.000000 fi:0.099802. Ave ac:0.006443,0.010281 Cov: 0.001524. It 2,Best ac:0.001524 1.000000 fi:0.099802. Ave ac:0.006137,0.009389 Cov: 0.001524. It 3,Best ac:0.001306 1.000000 fi:0.099878. Ave ac:0.005162,0.007811 Cov: 0.001306. It 4,Best ac:0.001088 1.000000 fi:0.099954. Ave ac:0.004264,0.005594 Cov: 0.001088. It 5,Best ac:0.001959 1.000000 fi:0.099650. Ave ac:0.004985,0.007260 Cov: 0.001959. It 6,Best ac:0.001524 1.000000 fi:0.099802. Ave ac:0.004355,0.007221 Cov: 0.001524. It 7,Best ac:0.002612 1.000000 fi:0.099422. Ave ac:0.004453,0.006782 Cov: 0.002612. It 8,Best ac:0.002394 1.000000 fi:0.099498. Ave ac:0.003660,0.005667 Cov: 0.002394. It 9,Best ac:0.002612 1.000000 fi:0.099422. Ave ac:0.003626,0.004782 Cov: 0.002612. Iteration 10:MDL fitness activated Error 0.099422 TL 0.040132 MDL Theory Length Weight: 0.8257955133 (3) It 10,Best ac:0.001306 1.000000 fi:0.125129. Ave ac:0.002733,0.003747 Cov: 0.001306. It 11,Best ac:0.002612 1.000000 fi:0.126906. Ave ac:0.003118,0.004120 Cov: 0.002612. It 12,Best ac:0.001741 1.000000 fi:0.124977. Ave ac:0.002110,0.002558 Cov: 0.001741. It 13,Best ac:0.001524 1.000000 fi:0.122142. Ave ac:0.002480,0.003358 Cov: 0.001524. It 14,Best ac:0.002177 1.000000 fi:0.127737. Ave ac:0.002730,0.004082 Cov: 0.002177. It 15,Best ac:0.001306 1.000000 fi:0.122865. Ave ac:0.003511,0.006363 Cov: 0.001306. It 16,Best ac:0.001088 1.000000 fi:0.121285. Ave ac:0.002844,0.003625 Cov: 0.001088. It 17,Best ac:0.001306 1.000000 fi:0.121178. Ave ac:0.003829,0.005077 Cov: 0.001306. It 18,Best ac:0.001741 1.000000 fi:0.127032. Ave ac:0.002933,0.004006 Cov: 0.001741. It 19,Best ac:0.001959 1.000000 fi:0.120907. Ave ac:0.003044,0.004012 Cov: 0.001959. It 20,Best ac:0.001959 1.000000 fi:0.121291. Ave ac:0.003056,0.004293 Cov: 0.001959. It 21,Best ac:0.001741 1.000000 fi:0.119435. Ave ac:0.002628,0.003918 Cov: 0.001741. It 22,Best ac:0.001306 1.000000 fi:0.121008. Ave ac:0.003200,0.004065 Cov: 0.001306. It 23,Best ac:0.001088 1.000000 fi:0.120545. Ave ac:0.002716,0.003938 Cov: 0.001088. It 24,Best ac:0.001524 1.000000 fi:0.121105. Ave ac:0.002736,0.004250 Cov: 0.001524. It 25,Best ac:0.001306 1.000000 fi:0.122022. Ave ac:0.002812,0.005198 Cov: 0.001306. It 26,Best ac:0.001088 1.000000 fi:0.123128. Ave ac:0.003572,0.007647 Cov: 0.001088. It 27,Best ac:0.002612 1.000000 fi:0.121678. Ave ac:0.002514,0.003968 Cov: 0.002612. It 28,Best ac:0.001741 1.000000 fi:0.115941. Ave ac:0.003742,0.005422 Cov: 0.001741. It 29,Best ac:0.002829 1.000000 fi:0.118105. Ave ac:0.002527,0.003159 Cov: 0.002829. It 30,Best ac:0.001088 1.000000 fi:0.114286. Ave ac:0.002772,0.003097 Cov: 0.001088. It 31,Best ac:0.001524 1.000000 fi:0.116017. Ave ac:0.002412,0.003365 Cov: 0.001524. It 32,Best ac:0.001741 1.000000 fi:0.119811. Ave ac:0.002387,0.003131 Cov: 0.001741. It 33,Best ac:0.001306 1.000000 fi:0.112767. Ave ac:0.003184,0.004125 Cov: 0.001306. It 34,Best ac:0.001084 0.879859 fi:0.246470. Ave ac:0.002334,0.002464 Cov: 0.001232. Best acc 0.001084 0.879859 Initial population average accuracy1:0.006700 accuracy2:0.268769 It 0,Best ac:0.002177 1.000000 fi:0.099574. Ave ac:0.008287,0.015525 Cov: 0.002177. It 1,Best ac:0.000871 1.000000 fi:0.179882. Ave ac:0.006265,0.010805 Cov: 0.000871. It 2,Best ac:0.000871 1.000000 fi:0.179882. Ave ac:0.005515,0.009528 Cov: 0.000871. It 3,Best ac:0.002612 0.923077 fi:0.176345. Ave ac:0.004939,0.011819 Cov: 0.002830. It 4,Best ac:0.001741 1.000000 fi:0.099726. Ave ac:0.003811,0.005802 Cov: 0.001741. It 5,Best ac:0.002177 1.000000 fi:0.099574. Ave ac:0.002880,0.004149 Cov: 0.002177. It 6,Best ac:0.001306 1.000000 fi:0.099878. Ave ac:0.002374,0.002915 Cov: 0.001306. It 7,Best ac:0.001306 1.000000 fi:0.099878. Ave ac:0.003372,0.004193 Cov: 0.001306. It 8,Best ac:0.002176 1.000000 fi:0.099574. Ave ac:0.003385,0.004137 Cov: 0.002176. It 9,Best ac:0.002612 1.000000 fi:0.099422. Ave ac:0.002811,0.003307 Cov: 0.002612. Iteration 10:MDL fitness activated Error 0.099422 TL 0.032130 MDL Theory Length Weight: 1.0314377340 (1) It 10,Best ac:0.001523 1.000000 fi:0.144565. Ave ac:0.002572,0.002645 Cov: 0.001523. It 11,Best ac:0.001524 1.000000 fi:0.131809. Ave ac:0.003354,0.004079 Cov: 0.001524. It 12,Best ac:0.001306 1.000000 fi:0.136344. Ave ac:0.003154,0.003634 Cov: 0.001306. It 13,Best ac:0.001306 1.000000 fi:0.133567. Ave ac:0.002754,0.002759 Cov: 0.001306. It 14,Best ac:0.002177 1.000000 fi:0.129475. Ave ac:0.003169,0.003394 Cov: 0.002177. It 15,Best ac:0.001959 1.000000 fi:0.126754. Ave ac:0.003032,0.002858 Cov: 0.001959. It 16,Best ac:0.001088 1.000000 fi:0.134871. Ave ac:0.002582,0.002946 Cov: 0.001088. It 17,Best ac:0.001741 1.000000 fi:0.131148. Ave ac:0.002506,0.003329 Cov: 0.001741. It 18,Best ac:0.001306 1.000000 fi:0.124619. Ave ac:0.002724,0.004002 Cov: 0.001306. It 19,Best ac:0.001088 1.000000 fi:0.125804. Ave ac:0.002972,0.004089 Cov: 0.001088. It 20,Best ac:0.001741 1.000000 fi:0.127876. Ave ac:0.002982,0.004113 Cov: 0.001741. It 21,Best ac:0.001306 1.000000 fi:0.126832. Ave ac:0.002894,0.003783 Cov: 0.001306. It 22,Best ac:0.003265 1.000000 fi:0.125237. Ave ac:0.003398,0.003729 Cov: 0.003265. It 23,Best ac:0.001088 1.000000 fi:0.123686. Ave ac:0.003751,0.004024 Cov: 0.001088. It 24,Best ac:0.001524 1.000000 fi:0.126661. Ave ac:0.002265,0.002435 Cov: 0.001524. It 25,Best ac:0.001741 1.000000 fi:0.124277. Ave ac:0.002801,0.002466 Cov: 0.001741. It 26,Best ac:0.001088 1.000000 fi:0.123924. Ave ac:0.002321,0.003099 Cov: 0.001088. It 27,Best ac:0.002830 1.000000 fi:0.124736. Ave ac:0.002833,0.003418 Cov: 0.002830. It 28,Best ac:0.001741 1.000000 fi:0.123164. Ave ac:0.003234,0.004044 Cov: 0.001741. It 29,Best ac:0.005224 1.000000 fi:0.123063. Ave ac:0.003117,0.004227 Cov: 0.005224. It 30,Best ac:0.002612 1.000000 fi:0.118418. Ave ac:0.003038,0.003798 Cov: 0.002612. It 31,Best ac:0.001088 1.000000 fi:0.123680. Ave ac:0.002814,0.003626 Cov: 0.001088. It 32,Best ac:0.001741 1.000000 fi:0.119204. Ave ac:0.003969,0.004234 Cov: 0.001741. It 33,Best ac:0.002394 1.000000 fi:0.123671. Ave ac:0.003097,0.003737 Cov: 0.002394. It 34,Best ac:0.001202 0.857143 fi:0.267444. Ave ac:0.003169,0.003320 Cov: 0.001402. Best acc 0.001202 0.857143 Rule:Att PSSM_-4_7 is [<3.405356]|Att PSSM_-4_15 is [<0.183838]|Att PSSM_-2_15 is [-6.350169,-0.496368]|Att PSSM_-2_16 is [-4.298895,5.009746]|Att PSSM_-2_20 is [-3.927435,3.839976]|Att PSSM_0_1 is [>0.941633]|Att PSSM_0_12 is [-6.588568,-3.417390]|Att PSSM_0_18 is [<9.121066]|Att PSSM_1_20 is [>-2.082232]|Att PSSM_3_11 is [>-0.169681]|Att PSSM_3_18 is [-6.584765,10.747902]|Att PSSM_3_19 is [-1.859215,9.249700]|Att PSSM_4_3 is [<-1.568554]|1 Accuracy : 0.718000 0 1 163669 411 65757 4801 Removed 283 instances. 229426 Instances left. Acc of rule 0.001084-0.879859 Initial population average accuracy1:0.004980 accuracy2:0.272499 It 0,Best ac:0.001308 1.000000 fi:0.099876. Ave ac:0.006899,0.012090 Cov: 0.001308. It 1,Best ac:0.001090 0.833333 fi:0.266619. Ave ac:0.006706,0.011303 Cov: 0.001308. It 2,Best ac:0.001525 1.000000 fi:0.099800. Ave ac:0.006692,0.010908 Cov: 0.001525. It 3,Best ac:0.001743 1.000000 fi:0.099723. Ave ac:0.005724,0.009472 Cov: 0.001743. It 4,Best ac:0.002180 1.000000 fi:0.099571. Ave ac:0.005107,0.008159 Cov: 0.002180. It 5,Best ac:0.001744 1.000000 fi:0.099723. Ave ac:0.004559,0.007985 Cov: 0.001744. It 6,Best ac:0.001526 1.000000 fi:0.099800. Ave ac:0.003741,0.004910 Cov: 0.001526. It 7,Best ac:0.002615 1.000000 fi:0.099419. Ave ac:0.003921,0.005935 Cov: 0.002615. It 8,Best ac:0.001526 1.000000 fi:0.099800. Ave ac:0.004295,0.006854 Cov: 0.001526. It 9,Best ac:0.002398 1.000000 fi:0.099494. Ave ac:0.004168,0.006757 Cov: 0.002398. Iteration 10:MDL fitness activated Error 0.099494 TL 0.033983 MDL Theory Length Weight: 0.9759160677 (3) It 10,Best ac:0.001090 1.000000 fi:0.124339. Ave ac:0.004429,0.006159 Cov: 0.001090. It 11,Best ac:0.001526 1.000000 fi:0.142272. Ave ac:0.004491,0.006117 Cov: 0.001526. It 12,Best ac:0.002833 1.000000 fi:0.125628. Ave ac:0.003775,0.005086 Cov: 0.002833. It 13,Best ac:0.001525 1.000000 fi:0.126479. Ave ac:0.003843,0.006024 Cov: 0.001525. It 14,Best ac:0.001308 1.000000 fi:0.129276. Ave ac:0.003245,0.005085 Cov: 0.001308. It 15,Best ac:0.001744 1.000000 fi:0.125320. Ave ac:0.003311,0.004141 Cov: 0.001744. It 16,Best ac:0.001526 1.000000 fi:0.126648. Ave ac:0.003175,0.004494 Cov: 0.001526. It 17,Best ac:0.001743 1.000000 fi:0.128974. Ave ac:0.003186,0.003498 Cov: 0.001743. It 18,Best ac:0.001962 1.000000 fi:0.128053. Ave ac:0.003264,0.004182 Cov: 0.001962. It 19,Best ac:0.001307 1.000000 fi:0.125473. Ave ac:0.003413,0.004056 Cov: 0.001307. MDL Theory Length Weight: 0.8783244609 (13) It 20,Best ac:0.002398 1.000000 fi:0.124456. Ave ac:0.003483,0.004784 Cov: 0.002398. It 21,Best ac:0.001090 1.000000 fi:0.126278. Ave ac:0.002917,0.004214 Cov: 0.001090. It 22,Best ac:0.001308 1.000000 fi:0.122188. Ave ac:0.002813,0.003300 Cov: 0.001308. It 23,Best ac:0.003487 1.000000 fi:0.131276. Ave ac:0.002261,0.002460 Cov: 0.003487. It 24,Best ac:0.001090 1.000000 fi:0.128104. Ave ac:0.002425,0.002880 Cov: 0.001090. It 25,Best ac:0.001307 1.000000 fi:0.120195. Ave ac:0.002589,0.002783 Cov: 0.001307. It 26,Best ac:0.002180 1.000000 fi:0.127691. Ave ac:0.002146,0.002334 Cov: 0.002180. It 27,Best ac:0.001743 1.000000 fi:0.122919. Ave ac:0.002224,0.002989 Cov: 0.001743. It 28,Best ac:0.001525 1.000000 fi:0.121748. Ave ac:0.002987,0.003640 Cov: 0.001525. It 29,Best ac:0.001525 1.000000 fi:0.123250. Ave ac:0.002461,0.003277 Cov: 0.001525. It 30,Best ac:0.001308 1.000000 fi:0.122765. Ave ac:0.002201,0.002814 Cov: 0.001308. It 31,Best ac:0.001525 1.000000 fi:0.122112. Ave ac:0.002648,0.003340 Cov: 0.001525. It 32,Best ac:0.001090 1.000000 fi:0.119623. Ave ac:0.003391,0.004373 Cov: 0.001090. It 33,Best ac:0.001090 1.000000 fi:0.122989. Ave ac:0.002983,0.003942 Cov: 0.001090. It 34,Best ac:0.002162 0.885714 fi:0.251361. Ave ac:0.002502,0.002714 Cov: 0.002441. Best acc 0.002162 0.885714 Initial population average accuracy1:0.006651 accuracy2:0.262817 It 0,Best ac:0.002616 0.923077 fi:0.176341. Ave ac:0.008990,0.014998 Cov: 0.002833. It 1,Best ac:0.001090 1.000000 fi:0.099952. Ave ac:0.009313,0.015059 Cov: 0.001090. It 2,Best ac:0.001090 1.000000 fi:0.099952. Ave ac:0.008711,0.012985 Cov: 0.001090. It 3,Best ac:0.002179 1.000000 fi:0.099571. Ave ac:0.008757,0.014558 Cov: 0.002179. It 4,Best ac:0.002615 1.000000 fi:0.099418. Ave ac:0.007264,0.010632 Cov: 0.002615. It 5,Best ac:0.002397 1.000000 fi:0.099494. Ave ac:0.006893,0.013131 Cov: 0.002397. It 6,Best ac:0.001743 1.000000 fi:0.099723. Ave ac:0.005737,0.010274 Cov: 0.001743. It 7,Best ac:0.001744 1.000000 fi:0.099723. Ave ac:0.006633,0.013018 Cov: 0.001744. It 8,Best ac:0.001526 1.000000 fi:0.099800. Ave ac:0.005347,0.007112 Cov: 0.001526. It 9,Best ac:0.001744 1.000000 fi:0.099723. Ave ac:0.005962,0.011111 Cov: 0.001744. Iteration 10:MDL fitness activated Error 0.099723 TL 0.031432 MDL Theory Length Weight: 1.0575452580 (6) It 10,Best ac:0.001090 1.000000 fi:0.125099. Ave ac:0.004897,0.009332 Cov: 0.001090. It 11,Best ac:0.002179 1.000000 fi:0.133996. Ave ac:0.004985,0.007003 Cov: 0.002179. It 12,Best ac:0.001308 1.000000 fi:0.118570. Ave ac:0.004538,0.006973 Cov: 0.001308. It 13,Best ac:0.003269 1.000000 fi:0.123579. Ave ac:0.004877,0.008289 Cov: 0.003269. It 14,Best ac:0.001090 1.000000 fi:0.127816. Ave ac:0.004396,0.007253 Cov: 0.001090. It 15,Best ac:0.001743 1.000000 fi:0.128921. Ave ac:0.003814,0.006468 Cov: 0.001743. It 16,Best ac:0.001526 1.000000 fi:0.124851. Ave ac:0.003461,0.006230 Cov: 0.001526. It 17,Best ac:0.001307 1.000000 fi:0.126188. Ave ac:0.003046,0.005091 Cov: 0.001307. It 18,Best ac:0.001525 1.000000 fi:0.122961. Ave ac:0.003344,0.005897 Cov: 0.001525. It 19,Best ac:0.002180 1.000000 fi:0.126276. Ave ac:0.002882,0.004570 Cov: 0.002180. It 20,Best ac:0.002180 1.000000 fi:0.126972. Ave ac:0.002975,0.003660 Cov: 0.002180. It 21,Best ac:0.001525 1.000000 fi:0.127961. Ave ac:0.003723,0.005315 Cov: 0.001525. MDL Theory Length Weight: 0.9517907322 (10) It 22,Best ac:0.002615 1.000000 fi:0.121763. Ave ac:0.004186,0.006501 Cov: 0.002615. It 23,Best ac:0.001307 1.000000 fi:0.120721. Ave ac:0.003425,0.005099 Cov: 0.001307. It 24,Best ac:0.001090 1.000000 fi:0.118476. Ave ac:0.003171,0.005343 Cov: 0.001090. It 25,Best ac:0.003051 1.000000 fi:0.122462. Ave ac:0.002972,0.003436 Cov: 0.003051. It 26,Best ac:0.001307 1.000000 fi:0.119902. Ave ac:0.003085,0.005279 Cov: 0.001307. It 27,Best ac:0.001307 1.000000 fi:0.119902. Ave ac:0.002786,0.003843 Cov: 0.001307. It 28,Best ac:0.002616 1.000000 fi:0.119765. Ave ac:0.002088,0.003286 Cov: 0.002616. It 29,Best ac:0.001089 1.000000 fi:0.119867. Ave ac:0.003164,0.004412 Cov: 0.001089. It 30,Best ac:0.002398 1.000000 fi:0.118793. Ave ac:0.002736,0.004819 Cov: 0.002398. It 31,Best ac:0.002397 1.000000 fi:0.118125. Ave ac:0.003452,0.005302 Cov: 0.002397. It 32,Best ac:0.001308 1.000000 fi:0.118120. Ave ac:0.003096,0.005420 Cov: 0.001308. It 33,Best ac:0.001961 1.000000 fi:0.117891. Ave ac:0.002903,0.005062 Cov: 0.001961. It 34,Best ac:0.000963 0.853282 fi:0.267434. Ave ac:0.002953,0.005562 Cov: 0.001129. Best acc 0.000963 0.853282 Rule:Att PSSM_-2_3 is [<-2.628523]|Att PSSM_-1_2 is [<-2.045702]|Att PSSM_-1_15 is [<0.501824]|Att PSSM_0_7 is [<-3.849718]|Att PSSM_1_2 is [<3.104339]|Att PSSM_1_4 is [<1.024193]|Att PSSM_1_6 is [<4.558238]|Att PSSM_1_7 is [-6.155298,-2.701495]|Att PSSM_1_12 is [-6.632462,-1.367538]|Att PSSM_2_1 is [-2.978014,3.810720]|Att PSSM_2_12 is [<-2.073260]|Att PSSM_4_9 is [-6.735868,2.863718]|Att PSSM_4_12 is [-6.740574,-1.259426]|Att PSSM_4_18 is [<7.584828]|1 Accuracy : 0.719841 0 1 163605 475 65261 5297 Removed 560 instances. 228866 Instances left. Acc of rule 0.002162-0.885714 Initial population average accuracy1:0.006114 accuracy2:0.272047 It 0,Best ac:0.001092 0.833333 fi:0.266616. Ave ac:0.007394,0.013242 Cov: 0.001311. It 1,Best ac:0.001747 0.888889 fi:0.210830. Ave ac:0.007869,0.013006 Cov: 0.001966. It 2,Best ac:0.000874 1.000000 fi:0.170455. Ave ac:0.006888,0.010416 Cov: 0.000874. It 3,Best ac:0.001092 1.000000 fi:0.099949. Ave ac:0.007579,0.012115 Cov: 0.001092. It 4,Best ac:0.001529 1.000000 fi:0.099795. Ave ac:0.006756,0.009861 Cov: 0.001529. It 5,Best ac:0.001311 1.000000 fi:0.099872. Ave ac:0.006156,0.009622 Cov: 0.001311. It 6,Best ac:0.002403 1.000000 fi:0.099488. Ave ac:0.005009,0.006827 Cov: 0.002403. It 7,Best ac:0.002184 1.000000 fi:0.099565. Ave ac:0.004797,0.006778 Cov: 0.002184. It 8,Best ac:0.001529 1.000000 fi:0.099795. Ave ac:0.003795,0.005188 Cov: 0.001529. It 9,Best ac:0.001747 1.000000 fi:0.099719. Ave ac:0.003454,0.006332 Cov: 0.001747. Iteration 10:MDL fitness activated Error 0.099719 TL 0.028993 MDL Theory Length Weight: 1.1464847895 (4) It 10,Best ac:0.001092 1.000000 fi:0.127937. Ave ac:0.002966,0.005447 Cov: 0.001092. It 11,Best ac:0.001311 1.000000 fi:0.123164. Ave ac:0.003995,0.008071 Cov: 0.001311. It 12,Best ac:0.001966 1.000000 fi:0.142782. Ave ac:0.003436,0.007433 Cov: 0.001966. It 13,Best ac:0.001311 1.000000 fi:0.126369. Ave ac:0.004203,0.007968 Cov: 0.001311. It 14,Best ac:0.001311 1.000000 fi:0.130207. Ave ac:0.002969,0.004935 Cov: 0.001311. It 15,Best ac:0.001311 1.000000 fi:0.129368. Ave ac:0.003154,0.005281 Cov: 0.001311. It 16,Best ac:0.001529 1.000000 fi:0.128701. Ave ac:0.003423,0.010143 Cov: 0.001529. It 17,Best ac:0.001092 1.000000 fi:0.133146. Ave ac:0.003043,0.004541 Cov: 0.001092. It 18,Best ac:0.001092 1.000000 fi:0.130742. Ave ac:0.002826,0.003771 Cov: 0.001092. It 19,Best ac:0.003714 1.000000 fi:0.138084. Ave ac:0.002437,0.003325 Cov: 0.003714. It 20,Best ac:0.001092 1.000000 fi:0.138134. Ave ac:0.002973,0.003800 Cov: 0.001092. MDL Theory Length Weight: 1.0318363105 (10) It 21,Best ac:0.001311 1.000000 fi:0.136414. Ave ac:0.002907,0.004106 Cov: 0.001311. It 22,Best ac:0.001311 1.000000 fi:0.120744. Ave ac:0.003225,0.003975 Cov: 0.001311. It 23,Best ac:0.002622 1.000000 fi:0.128051. Ave ac:0.002471,0.003473 Cov: 0.002622. It 24,Best ac:0.001092 1.000000 fi:0.120912. Ave ac:0.002846,0.003619 Cov: 0.001092. It 25,Best ac:0.001092 1.000000 fi:0.122233. Ave ac:0.003108,0.004774 Cov: 0.001092. It 26,Best ac:0.001311 1.000000 fi:0.126376. Ave ac:0.002619,0.004135 Cov: 0.001311. It 27,Best ac:0.001529 1.000000 fi:0.134082. Ave ac:0.002859,0.004291 Cov: 0.001529. It 28,Best ac:0.003714 1.000000 fi:0.129981. Ave ac:0.002838,0.004568 Cov: 0.003714. It 29,Best ac:0.001092 1.000000 fi:0.134150. Ave ac:0.003752,0.004646 Cov: 0.001092. It 30,Best ac:0.001311 1.000000 fi:0.125645. Ave ac:0.002867,0.003369 Cov: 0.001311. It 31,Best ac:0.001311 1.000000 fi:0.123720. Ave ac:0.003455,0.003943 Cov: 0.001311. MDL Theory Length Weight: 0.9286526795 (10) It 32,Best ac:0.003059 1.000000 fi:0.118042. Ave ac:0.003649,0.005358 Cov: 0.003059. It 33,Best ac:0.001747 1.000000 fi:0.129864. Ave ac:0.002844,0.004514 Cov: 0.001747. It 34,Best ac:0.001455 0.883289 fi:0.255740. Ave ac:0.003321,0.004974 Cov: 0.001647. Best acc 0.001455 0.883289 Initial population average accuracy1:0.006218 accuracy2:0.275218 It 0,Best ac:0.001311 0.857143 fi:0.242729. Ave ac:0.006364,0.010438 Cov: 0.001529. It 1,Best ac:0.001092 1.000000 fi:0.099949. Ave ac:0.006974,0.012110 Cov: 0.001092. It 2,Best ac:0.001311 1.000000 fi:0.099872. Ave ac:0.006302,0.009376 Cov: 0.001311. It 3,Best ac:0.000874 1.000000 fi:0.171090. Ave ac:0.005325,0.008411 Cov: 0.000874. It 4,Best ac:0.001311 1.000000 fi:0.099872. Ave ac:0.004989,0.008587 Cov: 0.001311. It 5,Best ac:0.001748 1.000000 fi:0.099719. Ave ac:0.005389,0.008452 Cov: 0.001748. It 6,Best ac:0.001748 1.000000 fi:0.099719. Ave ac:0.004213,0.006369 Cov: 0.001748. It 7,Best ac:0.001529 1.000000 fi:0.099795. Ave ac:0.004009,0.006916 Cov: 0.001529. It 8,Best ac:0.002184 1.000000 fi:0.099565. Ave ac:0.003935,0.007083 Cov: 0.002184. It 9,Best ac:0.001966 1.000000 fi:0.099642. Ave ac:0.004736,0.007621 Cov: 0.001966. Iteration 10:MDL fitness activated Error 0.099642 TL 0.032636 MDL Theory Length Weight: 1.0177150752 (2) It 10,Best ac:0.001092 1.000000 fi:0.130942. Ave ac:0.005567,0.008205 Cov: 0.001092. It 11,Best ac:0.003058 1.000000 fi:0.127938. Ave ac:0.005406,0.007566 Cov: 0.003058. It 12,Best ac:0.001966 1.000000 fi:0.139080. Ave ac:0.003978,0.006020 Cov: 0.001966. It 13,Best ac:0.001311 1.000000 fi:0.129206. Ave ac:0.004028,0.006024 Cov: 0.001311. It 14,Best ac:0.003714 1.000000 fi:0.126002. Ave ac:0.004225,0.006256 Cov: 0.003714. It 15,Best ac:0.001529 1.000000 fi:0.128342. Ave ac:0.004153,0.006275 Cov: 0.001529. It 16,Best ac:0.001966 1.000000 fi:0.127136. Ave ac:0.004346,0.006388 Cov: 0.001966. It 17,Best ac:0.001311 1.000000 fi:0.142130. Ave ac:0.004783,0.008374 Cov: 0.001311. It 18,Best ac:0.002403 1.000000 fi:0.122375. Ave ac:0.003539,0.005031 Cov: 0.002403. It 19,Best ac:0.002621 1.000000 fi:0.124912. Ave ac:0.003101,0.004471 Cov: 0.002621. It 20,Best ac:0.001092 1.000000 fi:0.126861. Ave ac:0.003712,0.005187 Cov: 0.001092. It 21,Best ac:0.001092 1.000000 fi:0.125425. Ave ac:0.003897,0.005882 Cov: 0.001092. It 22,Best ac:0.001311 1.000000 fi:0.126925. Ave ac:0.004133,0.006474 Cov: 0.001311. It 23,Best ac:0.001529 1.000000 fi:0.125271. Ave ac:0.003556,0.004485 Cov: 0.001529. It 24,Best ac:0.001747 1.000000 fi:0.123778. Ave ac:0.003813,0.005368 Cov: 0.001747. It 25,Best ac:0.001529 1.000000 fi:0.124499. Ave ac:0.002880,0.003552 Cov: 0.001529. It 26,Best ac:0.002621 1.000000 fi:0.125000. Ave ac:0.003464,0.004872 Cov: 0.002621. It 27,Best ac:0.001748 1.000000 fi:0.123500. Ave ac:0.002407,0.002989 Cov: 0.001748. MDL Theory Length Weight: 0.9159435677 (10) It 28,Best ac:0.001092 1.000000 fi:0.123227. Ave ac:0.003133,0.003981 Cov: 0.001092. It 29,Best ac:0.001311 1.000000 fi:0.120302. Ave ac:0.002947,0.003801 Cov: 0.001311. It 30,Best ac:0.002403 1.000000 fi:0.119907. Ave ac:0.002926,0.003375 Cov: 0.002403. It 31,Best ac:0.002840 1.000000 fi:0.119145. Ave ac:0.002988,0.003858 Cov: 0.002840. It 32,Best ac:0.002403 1.000000 fi:0.121422. Ave ac:0.003043,0.004773 Cov: 0.002403. It 33,Best ac:0.001748 1.000000 fi:0.119359. Ave ac:0.002991,0.004820 Cov: 0.001748. It 34,Best ac:0.001590 0.870813 fi:0.254585. Ave ac:0.003822,0.008135 Cov: 0.001826. Best acc 0.001590 0.870813 Rule:Att PSSM_-1_4 is [-7.743435,-0.256565]|Att PSSM_-1_12 is [<1.679963]|Att PSSM_0_2 is [<-3.402318]|Att PSSM_0_4 is [-7.361867,-3.258291]|Att PSSM_0_12 is [-6.513700,4.542015]|Att PSSM_1_7 is [<-0.797403]|Att PSSM_1_15 is [-6.482290,-2.176219]|Att PSSM_2_7 is [-6.040522,-2.706176]|Att PSSM_2_11 is [-3.848900,4.908572]|Att PSSM_3_3 is [-6.443552,4.443552]|Att PSSM_3_4 is [>-7.256234]|Att PSSM_3_12 is [-5.275158,-3.908505]|Att PSSM_4_5 is [-3.011659,6.398251]|Att PSSM_4_12 is [<-1.454706]|1 Accuracy : 0.721072 0 1 163561 519 64928 5630 Removed 377 instances. 228489 Instances left. Acc of rule 0.001455-0.883289 Initial population average accuracy1:0.005333 accuracy2:0.274909 It 0,Best ac:0.000875 1.000000 fi:0.166623. Ave ac:0.006734,0.010788 Cov: 0.000875. It 1,Best ac:0.001094 0.833333 fi:0.266614. Ave ac:0.005757,0.009112 Cov: 0.001313. It 2,Best ac:0.000875 1.000000 fi:0.166623. Ave ac:0.005853,0.008675 Cov: 0.000875. It 3,Best ac:0.001969 1.000000 fi:0.099638. Ave ac:0.005518,0.008276 Cov: 0.001969. It 4,Best ac:0.000875 1.000000 fi:0.166623. Ave ac:0.004317,0.007254 Cov: 0.000875. It 5,Best ac:0.001094 1.000000 fi:0.099947. Ave ac:0.004098,0.006405 Cov: 0.001094. It 6,Best ac:0.002188 1.000000 fi:0.099561. Ave ac:0.004267,0.006698 Cov: 0.002188. It 7,Best ac:0.001751 1.000000 fi:0.099716. Ave ac:0.003908,0.007298 Cov: 0.001751. It 8,Best ac:0.001751 1.000000 fi:0.099715. Ave ac:0.003892,0.006383 Cov: 0.001751. It 9,Best ac:0.002407 1.000000 fi:0.099484. Ave ac:0.003534,0.004753 Cov: 0.002407. Iteration 10:MDL fitness activated Error 0.099484 TL 0.043431 MDL Theory Length Weight: 0.7635355151 (1) It 10,Best ac:0.001313 1.000000 fi:0.122346. Ave ac:0.003312,0.005164 Cov: 0.001313. It 11,Best ac:0.001313 1.000000 fi:0.126811. Ave ac:0.003109,0.006311 Cov: 0.001313. It 12,Best ac:0.002188 1.000000 fi:0.127244. Ave ac:0.003319,0.005245 Cov: 0.002188. It 13,Best ac:0.003063 1.000000 fi:0.119881. Ave ac:0.002593,0.003423 Cov: 0.003063. It 14,Best ac:0.001751 1.000000 fi:0.129618. Ave ac:0.002100,0.003017 Cov: 0.001751. It 15,Best ac:0.001313 1.000000 fi:0.119742. Ave ac:0.002485,0.003285 Cov: 0.001313. It 16,Best ac:0.001094 1.000000 fi:0.129317. Ave ac:0.002585,0.004005 Cov: 0.001094. It 17,Best ac:0.001094 1.000000 fi:0.120505. Ave ac:0.002538,0.004646 Cov: 0.001094. It 18,Best ac:0.001094 1.000000 fi:0.124207. Ave ac:0.002303,0.003341 Cov: 0.001094. It 19,Best ac:0.001313 1.000000 fi:0.123799. Ave ac:0.002496,0.006150 Cov: 0.001313. It 20,Best ac:0.001970 1.000000 fi:0.123041. Ave ac:0.002694,0.003383 Cov: 0.001970. It 21,Best ac:0.001751 1.000000 fi:0.127711. Ave ac:0.002526,0.003625 Cov: 0.001751. It 22,Best ac:0.001969 1.000000 fi:0.124361. Ave ac:0.002793,0.003594 Cov: 0.001969. It 23,Best ac:0.001313 1.000000 fi:0.119732. Ave ac:0.003191,0.005471 Cov: 0.001313. It 24,Best ac:0.001094 1.000000 fi:0.124550. Ave ac:0.003485,0.004446 Cov: 0.001094. It 25,Best ac:0.001094 1.000000 fi:0.124670. Ave ac:0.002699,0.004014 Cov: 0.001094. It 26,Best ac:0.001094 1.000000 fi:0.114963. Ave ac:0.002949,0.004362 Cov: 0.001094. It 27,Best ac:0.001313 1.000000 fi:0.126793. Ave ac:0.003433,0.004550 Cov: 0.001313. It 28,Best ac:0.001094 1.000000 fi:0.122459. Ave ac:0.003190,0.003832 Cov: 0.001094. It 29,Best ac:0.002845 1.000000 fi:0.120606. Ave ac:0.003021,0.004288 Cov: 0.002845. It 30,Best ac:0.002626 1.000000 fi:0.120564. Ave ac:0.002578,0.003188 Cov: 0.002626. It 31,Best ac:0.001751 1.000000 fi:0.121865. Ave ac:0.002774,0.003856 Cov: 0.001751. It 32,Best ac:0.002845 1.000000 fi:0.120605. Ave ac:0.003169,0.004167 Cov: 0.002845. It 33,Best ac:0.003720 1.000000 fi:0.117503. Ave ac:0.003027,0.003679 Cov: 0.003720. It 34,Best ac:0.001589 0.834483 fi:0.292777. Ave ac:0.002753,0.003045 Cov: 0.001904. Best acc 0.001589 0.834483 Initial population average accuracy1:0.005286 accuracy2:0.286612 It 0,Best ac:0.000875 1.000000 fi:0.165981. Ave ac:0.006408,0.010232 Cov: 0.000875. It 1,Best ac:0.000875 1.000000 fi:0.166623. Ave ac:0.005817,0.009378 Cov: 0.000875. It 2,Best ac:0.000875 1.000000 fi:0.166623. Ave ac:0.005197,0.007858 Cov: 0.000875. It 3,Best ac:0.000875 1.000000 fi:0.166623. Ave ac:0.005822,0.010378 Cov: 0.000875. It 4,Best ac:0.001313 1.000000 fi:0.099870. Ave ac:0.005214,0.008251 Cov: 0.001313. It 5,Best ac:0.003064 1.000000 fi:0.099251. Ave ac:0.005495,0.009116 Cov: 0.003064. It 6,Best ac:0.002189 1.000000 fi:0.099561. Ave ac:0.003475,0.005510 Cov: 0.002189. It 7,Best ac:0.002626 1.000000 fi:0.099406. Ave ac:0.003780,0.005732 Cov: 0.002626. It 8,Best ac:0.002188 1.000000 fi:0.099561. Ave ac:0.003388,0.004648 Cov: 0.002188. It 9,Best ac:0.002188 1.000000 fi:0.099561. Ave ac:0.003195,0.004917 Cov: 0.002188. Iteration 10:MDL fitness activated Error 0.099561 TL 0.038439 MDL Theory Length Weight: 0.8633643636 (5) It 10,Best ac:0.001532 1.000000 fi:0.122826. Ave ac:0.003729,0.007039 Cov: 0.001532. It 11,Best ac:0.001313 1.000000 fi:0.123776. Ave ac:0.004282,0.006587 Cov: 0.001313. It 12,Best ac:0.002407 1.000000 fi:0.121052. Ave ac:0.003331,0.005004 Cov: 0.002407. It 13,Best ac:0.002188 1.000000 fi:0.120901. Ave ac:0.004282,0.008877 Cov: 0.002188. It 14,Best ac:0.001094 1.000000 fi:0.115240. Ave ac:0.003100,0.005327 Cov: 0.001094. It 15,Best ac:0.001313 1.000000 fi:0.122865. Ave ac:0.002415,0.003450 Cov: 0.001313. It 16,Best ac:0.003283 1.000000 fi:0.120443. Ave ac:0.002617,0.003906 Cov: 0.003283. It 17,Best ac:0.001532 1.000000 fi:0.117518. Ave ac:0.002438,0.003433 Cov: 0.001532. It 18,Best ac:0.001313 1.000000 fi:0.121296. Ave ac:0.001982,0.002192 Cov: 0.001313. It 19,Best ac:0.003063 1.000000 fi:0.120185. Ave ac:0.002806,0.002789 Cov: 0.003063. It 20,Best ac:0.001532 1.000000 fi:0.120748. Ave ac:0.002292,0.002506 Cov: 0.001532. It 21,Best ac:0.001750 1.000000 fi:0.117744. Ave ac:0.003038,0.004453 Cov: 0.001750. It 22,Best ac:0.003063 1.000000 fi:0.116414. Ave ac:0.002728,0.002907 Cov: 0.003063. It 23,Best ac:0.001094 1.000000 fi:0.123075. Ave ac:0.002665,0.003220 Cov: 0.001094. MDL Theory Length Weight: 0.7770279272 (10) It 24,Best ac:0.002408 1.000000 fi:0.115251. Ave ac:0.003479,0.003830 Cov: 0.002408. It 25,Best ac:0.002626 1.000000 fi:0.118496. Ave ac:0.001797,0.002147 Cov: 0.002626. It 26,Best ac:0.002626 1.000000 fi:0.117063. Ave ac:0.002797,0.003035 Cov: 0.002626. It 27,Best ac:0.003063 1.000000 fi:0.118458. Ave ac:0.002438,0.002605 Cov: 0.003063. It 28,Best ac:0.001532 1.000000 fi:0.113950. Ave ac:0.002566,0.002620 Cov: 0.001532. It 29,Best ac:0.002189 1.000000 fi:0.115534. Ave ac:0.002875,0.004179 Cov: 0.002189. It 30,Best ac:0.001532 1.000000 fi:0.115745. Ave ac:0.002539,0.002619 Cov: 0.001532. It 31,Best ac:0.002188 1.000000 fi:0.115514. Ave ac:0.002353,0.003339 Cov: 0.002188. It 32,Best ac:0.001313 1.000000 fi:0.116641. Ave ac:0.002669,0.004230 Cov: 0.001313. It 33,Best ac:0.001094 1.000000 fi:0.115789. Ave ac:0.003262,0.004592 Cov: 0.001094. It 34,Best ac:0.001125 0.901754 fi:0.221050. Ave ac:0.002490,0.004290 Cov: 0.001247. Best acc 0.001125 0.901754 Rule:Att PSSM_-4_8 is [>-2.143184]|Att PSSM_-2_11 is [>-4.501307]|Att PSSM_-2_13 is [-6.626031,7.136373]|Att PSSM_-1_16 is [-4.724926,4.464472]|Att PSSM_0_2 is [<-3.421648]|Att PSSM_0_4 is [<-1.145597]|Att PSSM_0_7 is [<-4.727874]|Att PSSM_1_5 is [-2.993897,10.993897]|Att PSSM_1_12 is [-6.970762,-2.125001]|Att PSSM_1_14 is [-4.817755,4.740159]|Att PSSM_2_2 is [-6.938246,-3.061754]|1 Accuracy : 0.722048 0 1 163533 547 64671 5887 Removed 285 instances. 228204 Instances left. Acc of rule 0.001125-0.901754 Initial population average accuracy1:0.006728 accuracy2:0.276538 It 0,Best ac:0.001096 0.833333 fi:0.266613. Ave ac:0.007502,0.011567 Cov: 0.001315. It 1,Best ac:0.001534 0.875000 fi:0.224791. Ave ac:0.006097,0.011168 Cov: 0.001753. It 2,Best ac:0.001534 1.000000 fi:0.099790. Ave ac:0.006153,0.010880 Cov: 0.001534. It 3,Best ac:0.001314 1.000000 fi:0.099868. Ave ac:0.005253,0.008342 Cov: 0.001314. It 4,Best ac:0.001752 1.000000 fi:0.099713. Ave ac:0.005167,0.010294 Cov: 0.001752. It 5,Best ac:0.001096 1.000000 fi:0.099946. Ave ac:0.005140,0.008846 Cov: 0.001096. It 6,Best ac:0.001096 1.000000 fi:0.099946. Ave ac:0.005402,0.009945 Cov: 0.001096. It 7,Best ac:0.002411 1.000000 fi:0.099480. Ave ac:0.004710,0.009516 Cov: 0.002411. It 8,Best ac:0.002629 1.000000 fi:0.099402. Ave ac:0.004590,0.010720 Cov: 0.002629. It 9,Best ac:0.001753 1.000000 fi:0.099713. Ave ac:0.003598,0.006291 Cov: 0.001753. Iteration 10:MDL fitness activated Error 0.099713 TL 0.039467 MDL Theory Length Weight: 0.8421665515 (2) It 10,Best ac:0.001315 1.000000 fi:0.120956. Ave ac:0.003464,0.007028 Cov: 0.001315. It 11,Best ac:0.001096 1.000000 fi:0.123434. Ave ac:0.004068,0.006893 Cov: 0.001096. It 12,Best ac:0.002191 1.000000 fi:0.122649. Ave ac:0.003839,0.005137 Cov: 0.002191. It 13,Best ac:0.002411 1.000000 fi:0.124789. Ave ac:0.003143,0.006715 Cov: 0.002411. It 14,Best ac:0.001096 1.000000 fi:0.123268. Ave ac:0.004273,0.008885 Cov: 0.001096. It 15,Best ac:0.001533 1.000000 fi:0.119676. Ave ac:0.003764,0.005645 Cov: 0.001533. It 16,Best ac:0.001972 1.000000 fi:0.122772. Ave ac:0.003456,0.007031 Cov: 0.001972. It 17,Best ac:0.001095 1.000000 fi:0.123038. Ave ac:0.003185,0.007091 Cov: 0.001095. It 18,Best ac:0.001096 1.000000 fi:0.120968. Ave ac:0.002864,0.003945 Cov: 0.001096. It 19,Best ac:0.001972 1.000000 fi:0.118998. Ave ac:0.002387,0.003855 Cov: 0.001972. It 20,Best ac:0.001096 1.000000 fi:0.120264. Ave ac:0.003106,0.004416 Cov: 0.001096. It 21,Best ac:0.001096 1.000000 fi:0.121029. Ave ac:0.002911,0.005046 Cov: 0.001096. It 22,Best ac:0.001972 1.000000 fi:0.120616. Ave ac:0.002549,0.003016 Cov: 0.001972. It 23,Best ac:0.002191 1.000000 fi:0.120313. Ave ac:0.003005,0.003869 Cov: 0.002191. It 24,Best ac:0.001972 1.000000 fi:0.116845. Ave ac:0.002861,0.004357 Cov: 0.001972. It 25,Best ac:0.002192 1.000000 fi:0.121168. Ave ac:0.002919,0.004106 Cov: 0.002192. It 26,Best ac:0.001972 1.000000 fi:0.120470. Ave ac:0.002955,0.004731 Cov: 0.001972. It 27,Best ac:0.001972 1.000000 fi:0.125191. Ave ac:0.002984,0.003176 Cov: 0.001972. It 28,Best ac:0.001096 1.000000 fi:0.118469. Ave ac:0.002214,0.002891 Cov: 0.001096. It 29,Best ac:0.001534 1.000000 fi:0.120620. Ave ac:0.002548,0.003316 Cov: 0.001534. It 30,Best ac:0.001096 1.000000 fi:0.120264. Ave ac:0.002265,0.002378 Cov: 0.001096. It 31,Best ac:0.001096 1.000000 fi:0.121813. Ave ac:0.002465,0.002774 Cov: 0.001096. It 32,Best ac:0.001315 1.000000 fi:0.118391. Ave ac:0.002830,0.003559 Cov: 0.001315. It 33,Best ac:0.003725 1.000000 fi:0.116223. Ave ac:0.002709,0.003160 Cov: 0.003725. It 34,Best ac:0.001109 0.878472 fi:0.245862. Ave ac:0.002017,0.002068 Cov: 0.001262. Best acc 0.001109 0.878472 Initial population average accuracy1:0.005788 accuracy2:0.275019 It 0,Best ac:0.001753 0.727273 fi:0.372440. Ave ac:0.006880,0.011566 Cov: 0.002410. It 1,Best ac:0.000876 1.000000 fi:0.163403. Ave ac:0.008007,0.013618 Cov: 0.000876. It 2,Best ac:0.001096 1.000000 fi:0.099946. Ave ac:0.008426,0.014666 Cov: 0.001096. It 3,Best ac:0.000876 1.000000 fi:0.163403. Ave ac:0.008571,0.013309 Cov: 0.000876. It 4,Best ac:0.001534 1.000000 fi:0.099790. Ave ac:0.007747,0.011505 Cov: 0.001534. It 5,Best ac:0.001753 1.000000 fi:0.099713. Ave ac:0.005276,0.008880 Cov: 0.001753. It 6,Best ac:0.001315 1.000000 fi:0.099868. Ave ac:0.004301,0.006994 Cov: 0.001315. It 7,Best ac:0.002848 1.000000 fi:0.099325. Ave ac:0.004318,0.007887 Cov: 0.002848. It 8,Best ac:0.001972 1.000000 fi:0.099636. Ave ac:0.003415,0.005470 Cov: 0.001972. It 9,Best ac:0.002848 1.000000 fi:0.099325. Ave ac:0.003196,0.004966 Cov: 0.002848. Iteration 10:MDL fitness activated Error 0.099325 TL 0.031009 MDL Theory Length Weight: 1.0677061767 (3) It 10,Best ac:0.001315 1.000000 fi:0.128257. Ave ac:0.004169,0.006096 Cov: 0.001315. It 11,Best ac:0.001753 1.000000 fi:0.136986. Ave ac:0.004151,0.005899 Cov: 0.001753. It 12,Best ac:0.002192 1.000000 fi:0.124659. Ave ac:0.004812,0.008452 Cov: 0.002192. It 13,Best ac:0.001095 1.000000 fi:0.133046. Ave ac:0.003770,0.004699 Cov: 0.001095. It 14,Best ac:0.001096 1.000000 fi:0.130991. Ave ac:0.003731,0.005599 Cov: 0.001096. It 15,Best ac:0.002191 1.000000 fi:0.128054. Ave ac:0.003526,0.008106 Cov: 0.002191. It 16,Best ac:0.001533 1.000000 fi:0.140505. Ave ac:0.003855,0.007501 Cov: 0.001533. It 17,Best ac:0.002410 1.000000 fi:0.124582. Ave ac:0.003554,0.005207 Cov: 0.002410. It 18,Best ac:0.001315 1.000000 fi:0.128544. Ave ac:0.004200,0.008517 Cov: 0.001315. It 19,Best ac:0.002410 1.000000 fi:0.124161. Ave ac:0.004377,0.010618 Cov: 0.002410. It 20,Best ac:0.001314 1.000000 fi:0.125181. Ave ac:0.003072,0.004534 Cov: 0.001314. It 21,Best ac:0.001095 1.000000 fi:0.126236. Ave ac:0.003638,0.005998 Cov: 0.001095. It 22,Best ac:0.001972 1.000000 fi:0.122791. Ave ac:0.003401,0.005224 Cov: 0.001972. It 23,Best ac:0.001534 1.000000 fi:0.119443. Ave ac:0.002756,0.004028 Cov: 0.001534. It 24,Best ac:0.001096 1.000000 fi:0.120577. Ave ac:0.003037,0.004129 Cov: 0.001096. It 25,Best ac:0.001315 1.000000 fi:0.126864. Ave ac:0.003287,0.004340 Cov: 0.001315. It 26,Best ac:0.002192 1.000000 fi:0.123834. Ave ac:0.002540,0.003735 Cov: 0.002192. It 27,Best ac:0.001095 1.000000 fi:0.130991. Ave ac:0.002928,0.004211 Cov: 0.001095. It 28,Best ac:0.001972 1.000000 fi:0.120267. Ave ac:0.003324,0.005084 Cov: 0.001972. It 29,Best ac:0.001534 1.000000 fi:0.124130. Ave ac:0.003286,0.008143 Cov: 0.001534. It 30,Best ac:0.001314 1.000000 fi:0.120467. Ave ac:0.003672,0.004754 Cov: 0.001314. It 31,Best ac:0.001972 1.000000 fi:0.124982. Ave ac:0.002800,0.004075 Cov: 0.001972. It 32,Best ac:0.001096 1.000000 fi:0.126236. Ave ac:0.003020,0.004072 Cov: 0.001096. MDL Theory Length Weight: 0.9609355590 (10) It 33,Best ac:0.001753 1.000000 fi:0.118252. Ave ac:0.003230,0.004953 Cov: 0.001753. It 34,Best ac:0.001323 0.841226 fi:0.281502. Ave ac:0.002317,0.002962 Cov: 0.001573. Best acc 0.001323 0.841226 Rule:Att PSSM_-2_2 is [-6.918876,-3.081124]|Att PSSM_-2_5 is [-2.390514,10.390514]|Att PSSM_-1_12 is [<-0.253222]|Att PSSM_0_9 is [-6.810487,-0.673262]|Att PSSM_0_12 is [<-3.012829]|Att PSSM_0_16 is [<5.593823]|Att PSSM_0_20 is [-0.615104,6.204459]|Att PSSM_2_14 is [<3.328048]|Att PSSM_3_1 is [0.928048,6.083166]|Att PSSM_3_4 is [<-0.409923]|Att PSSM_3_14 is [<7.493488]|1 Accuracy : 0.722978 0 1 163498 582 64418 6140 Removed 288 instances. 227916 Instances left. Acc of rule 0.001109-0.878472 Initial population average accuracy1:0.006201 accuracy2:0.271424 It 0,Best ac:0.000878 1.000000 fi:0.159506. Ave ac:0.006851,0.010748 Cov: 0.000878. It 1,Best ac:0.001755 1.000000 fi:0.099710. Ave ac:0.006374,0.010778 Cov: 0.001755. It 2,Best ac:0.001536 0.875000 fi:0.224788. Ave ac:0.005434,0.009225 Cov: 0.001755. It 3,Best ac:0.000878 1.000000 fi:0.159506. Ave ac:0.004479,0.007224 Cov: 0.000878. It 4,Best ac:0.001097 1.000000 fi:0.099944. Ave ac:0.004673,0.007487 Cov: 0.001097. It 5,Best ac:0.001536 1.000000 fi:0.099788. Ave ac:0.003774,0.006946 Cov: 0.001536. It 6,Best ac:0.001755 1.000000 fi:0.099710. Ave ac:0.004501,0.007377 Cov: 0.001755. It 7,Best ac:0.001536 1.000000 fi:0.099788. Ave ac:0.003509,0.005434 Cov: 0.001536. It 8,Best ac:0.001974 1.000000 fi:0.099633. Ave ac:0.003159,0.004989 Cov: 0.001974. It 9,Best ac:0.001535 1.000000 fi:0.099789. Ave ac:0.003317,0.005431 Cov: 0.001535. Iteration 10:MDL fitness activated Error 0.099789 TL 0.043188 MDL Theory Length Weight: 0.7701885927 (2) It 10,Best ac:0.001316 1.000000 fi:0.125947. Ave ac:0.003289,0.004984 Cov: 0.001316. It 11,Best ac:0.001974 1.000000 fi:0.123479. Ave ac:0.003433,0.005330 Cov: 0.001974. It 12,Best ac:0.001097 1.000000 fi:0.130055. Ave ac:0.003504,0.006160 Cov: 0.001097. It 13,Best ac:0.001316 1.000000 fi:0.146504. Ave ac:0.002774,0.004255 Cov: 0.001316. It 14,Best ac:0.001316 1.000000 fi:0.123553. Ave ac:0.002644,0.004549 Cov: 0.001316. It 15,Best ac:0.002413 1.000000 fi:0.124877. Ave ac:0.003503,0.005778 Cov: 0.002413. It 16,Best ac:0.001316 1.000000 fi:0.127289. Ave ac:0.002535,0.004666 Cov: 0.001316. It 17,Best ac:0.001316 1.000000 fi:0.125153. Ave ac:0.003208,0.004836 Cov: 0.001316. It 18,Best ac:0.003072 1.000000 fi:0.127567. Ave ac:0.002523,0.003459 Cov: 0.003072. It 19,Best ac:0.002193 1.000000 fi:0.124206. Ave ac:0.002622,0.003162 Cov: 0.002193. It 20,Best ac:0.001097 1.000000 fi:0.123460. Ave ac:0.002507,0.004487 Cov: 0.001097. It 21,Best ac:0.002852 1.000000 fi:0.123940. Ave ac:0.002534,0.003823 Cov: 0.002852. It 22,Best ac:0.001097 1.000000 fi:0.125232. Ave ac:0.002784,0.004164 Cov: 0.001097. It 23,Best ac:0.001974 1.000000 fi:0.126376. Ave ac:0.003122,0.004366 Cov: 0.001974. It 24,Best ac:0.001097 1.000000 fi:0.119460. Ave ac:0.002767,0.004232 Cov: 0.001097. It 25,Best ac:0.001535 1.000000 fi:0.122889. Ave ac:0.002965,0.003965 Cov: 0.001535. It 26,Best ac:0.001755 1.000000 fi:0.122373. Ave ac:0.002753,0.003514 Cov: 0.001755. It 27,Best ac:0.001535 1.000000 fi:0.125076. Ave ac:0.002670,0.003169 Cov: 0.001535. It 28,Best ac:0.001755 1.000000 fi:0.118549. Ave ac:0.002761,0.003148 Cov: 0.001755. It 29,Best ac:0.001316 1.000000 fi:0.121251. Ave ac:0.002768,0.003806 Cov: 0.001316. It 30,Best ac:0.001316 1.000000 fi:0.120204. Ave ac:0.002820,0.003234 Cov: 0.001316. It 31,Best ac:0.001316 1.000000 fi:0.121231. Ave ac:0.002497,0.002659 Cov: 0.001316. It 32,Best ac:0.001097 1.000000 fi:0.124055. Ave ac:0.002549,0.003462 Cov: 0.001097. It 33,Best ac:0.001097 1.000000 fi:0.119841. Ave ac:0.003196,0.004665 Cov: 0.001097. It 34,Best ac:0.000965 0.839695 fi:0.292028. Ave ac:0.003348,0.003949 Cov: 0.001150. Best acc 0.000965 0.839695 Initial population average accuracy1:0.006186 accuracy2:0.267128 It 0,Best ac:0.000878 1.000000 fi:0.159506. Ave ac:0.006589,0.013370 Cov: 0.000878. It 1,Best ac:0.001316 0.750000 fi:0.349866. Ave ac:0.007003,0.013222 Cov: 0.001755. It 2,Best ac:0.001316 1.000000 fi:0.099867. Ave ac:0.006060,0.010082 Cov: 0.001316. It 3,Best ac:0.001097 1.000000 fi:0.099944. Ave ac:0.005333,0.010127 Cov: 0.001097. It 4,Best ac:0.001755 1.000000 fi:0.099710. Ave ac:0.005509,0.009122 Cov: 0.001755. It 5,Best ac:0.001975 1.000000 fi:0.099633. Ave ac:0.005255,0.011298 Cov: 0.001975. It 6,Best ac:0.001755 1.000000 fi:0.099711. Ave ac:0.005515,0.010800 Cov: 0.001755. It 7,Best ac:0.001536 1.000000 fi:0.099788. Ave ac:0.004480,0.006972 Cov: 0.001536. It 8,Best ac:0.001536 1.000000 fi:0.099788. Ave ac:0.004603,0.006853 Cov: 0.001536. It 9,Best ac:0.002413 1.000000 fi:0.099477. Ave ac:0.004367,0.007444 Cov: 0.002413. Iteration 10:MDL fitness activated Error 0.099477 TL 0.048361 MDL Theory Length Weight: 0.6856562717 (1) It 10,Best ac:0.001316 1.000000 fi:0.118359. Ave ac:0.004273,0.006054 Cov: 0.001316. It 11,Best ac:0.001755 1.000000 fi:0.121911. Ave ac:0.003877,0.005501 Cov: 0.001755. It 12,Best ac:0.001097 1.000000 fi:0.117534. Ave ac:0.003459,0.004778 Cov: 0.001097. It 13,Best ac:0.001536 1.000000 fi:0.120695. Ave ac:0.003897,0.005387 Cov: 0.001536. It 14,Best ac:0.001097 1.000000 fi:0.120643. Ave ac:0.003576,0.004707 Cov: 0.001097. It 15,Best ac:0.001316 1.000000 fi:0.117803. Ave ac:0.003032,0.004301 Cov: 0.001316. It 16,Best ac:0.001316 1.000000 fi:0.119698. Ave ac:0.002767,0.003768 Cov: 0.001316. It 17,Best ac:0.001755 1.000000 fi:0.124590. Ave ac:0.002405,0.004123 Cov: 0.001755. It 18,Best ac:0.001975 1.000000 fi:0.117236. Ave ac:0.001990,0.002124 Cov: 0.001975. It 19,Best ac:0.001975 1.000000 fi:0.116453. Ave ac:0.002528,0.003194 Cov: 0.001975. It 20,Best ac:0.001974 1.000000 fi:0.116846. Ave ac:0.002938,0.004181 Cov: 0.001974. It 21,Best ac:0.001975 1.000000 fi:0.117979. Ave ac:0.002899,0.003552 Cov: 0.001975. It 22,Best ac:0.002193 1.000000 fi:0.117145. Ave ac:0.002836,0.003347 Cov: 0.002193. It 23,Best ac:0.001975 1.000000 fi:0.117979. Ave ac:0.002315,0.002702 Cov: 0.001975. It 24,Best ac:0.001316 1.000000 fi:0.120169. Ave ac:0.002401,0.003749 Cov: 0.001316. It 25,Best ac:0.001316 1.000000 fi:0.122795. Ave ac:0.002546,0.003538 Cov: 0.001316. It 26,Best ac:0.001097 1.000000 fi:0.119638. Ave ac:0.002236,0.002512 Cov: 0.001097. It 27,Best ac:0.003291 1.000000 fi:0.115985. Ave ac:0.002412,0.002766 Cov: 0.003291. It 28,Best ac:0.002852 1.000000 fi:0.117711. Ave ac:0.001942,0.002641 Cov: 0.002852. It 29,Best ac:0.001535 1.000000 fi:0.117984. Ave ac:0.002411,0.004554 Cov: 0.001535. It 30,Best ac:0.001097 1.000000 fi:0.115752. Ave ac:0.002866,0.006061 Cov: 0.001097. It 31,Best ac:0.002413 1.000000 fi:0.115915. Ave ac:0.002766,0.003691 Cov: 0.002413. It 32,Best ac:0.001975 1.000000 fi:0.115989. Ave ac:0.002226,0.003187 Cov: 0.001975. It 33,Best ac:0.001316 1.000000 fi:0.115108. Ave ac:0.003468,0.004579 Cov: 0.001316. It 34,Best ac:0.001057 0.879562 fi:0.239270. Ave ac:0.002926,0.003183 Cov: 0.001202. Best acc 0.001057 0.879562 Rule:Att PSSM_-2_7 is [<6.835689]|Att PSSM_-1_12 is [-6.448949,-3.489485]|Att PSSM_0_4 is [<-3.961696]|Att PSSM_0_7 is [<-3.985413]|Att PSSM_0_8 is [-2.204872,2.200079]|Att PSSM_0_12 is [<-1.240629]|Att PSSM_0_16 is [-5.561277,2.848120]|Att PSSM_1_3 is [<-1.173523]|Att PSSM_1_5 is [>-2.886619]|1 Accuracy : 0.723864 0 1 163465 615 64177 6381 Removed 274 instances. 227642 Instances left. Acc of rule 0.001057-0.879562 Initial population average accuracy1:0.005892 accuracy2:0.247413 It 0,Best ac:0.002636 0.857143 fi:0.242252. Ave ac:0.008599,0.016844 Cov: 0.003076. It 1,Best ac:0.001098 1.000000 fi:0.099943. Ave ac:0.007682,0.015271 Cov: 0.001098. It 2,Best ac:0.001098 1.000000 fi:0.099943. Ave ac:0.005495,0.009611 Cov: 0.001098. It 3,Best ac:0.001098 1.000000 fi:0.099943. Ave ac:0.004543,0.006930 Cov: 0.001098. It 4,Best ac:0.001757 1.000000 fi:0.099709. Ave ac:0.004125,0.006177 Cov: 0.001757. It 5,Best ac:0.001098 1.000000 fi:0.099943. Ave ac:0.004431,0.006894 Cov: 0.001098. It 6,Best ac:0.001537 1.000000 fi:0.099786. Ave ac:0.004028,0.006434 Cov: 0.001537. It 7,Best ac:0.001537 1.000000 fi:0.099786. Ave ac:0.004317,0.006772 Cov: 0.001537. It 8,Best ac:0.002855 1.000000 fi:0.099318. Ave ac:0.004184,0.006788 Cov: 0.002855. It 9,Best ac:0.001977 1.000000 fi:0.099630. Ave ac:0.003407,0.004569 Cov: 0.001977. Iteration 10:MDL fitness activated Error 0.099630 TL 0.034254 MDL Theory Length Weight: 0.9695308596 (2) It 10,Best ac:0.001098 1.000000 fi:0.120621. Ave ac:0.003200,0.005267 Cov: 0.001098. It 11,Best ac:0.001098 1.000000 fi:0.132954. Ave ac:0.003956,0.006629 Cov: 0.001098. It 12,Best ac:0.001537 1.000000 fi:0.120465. Ave ac:0.003353,0.006139 Cov: 0.001537. It 13,Best ac:0.001098 1.000000 fi:0.119989. Ave ac:0.003375,0.004972 Cov: 0.001098. It 14,Best ac:0.001537 1.000000 fi:0.112861. Ave ac:0.003295,0.005662 Cov: 0.001537. It 15,Best ac:0.001757 1.000000 fi:0.113661. Ave ac:0.004002,0.007880 Cov: 0.001757. It 16,Best ac:0.001538 1.000000 fi:0.115548. Ave ac:0.003546,0.007432 Cov: 0.001538. It 17,Best ac:0.001977 1.000000 fi:0.115374. Ave ac:0.002712,0.003752 Cov: 0.001977. It 18,Best ac:0.002197 1.000000 fi:0.115961. Ave ac:0.003209,0.012475 Cov: 0.002197. It 19,Best ac:0.001098 1.000000 fi:0.123519. Ave ac:0.002741,0.012582 Cov: 0.001098. It 20,Best ac:0.001098 1.000000 fi:0.115705. Ave ac:0.004635,0.013410 Cov: 0.001098. It 21,Best ac:0.001977 1.000000 fi:0.112844. Ave ac:0.004443,0.012114 Cov: 0.001977. It 22,Best ac:0.001098 1.000000 fi:0.122858. Ave ac:0.002104,0.004437 Cov: 0.001098. It 23,Best ac:0.002416 1.000000 fi:0.108807. Ave ac:0.002792,0.006260 Cov: 0.002416. It 24,Best ac:0.000879 1.000000 fi:0.168897. Ave ac:0.003468,0.011449 Cov: 0.000879. It 25,Best ac:0.001757 1.000000 fi:0.110295. Ave ac:0.002939,0.010369 Cov: 0.001757. It 26,Best ac:0.001098 1.000000 fi:0.111792. Ave ac:0.003786,0.014640 Cov: 0.001098. It 27,Best ac:0.001318 1.000000 fi:0.108219. Ave ac:0.002821,0.011588 Cov: 0.001318. It 28,Best ac:0.001757 1.000000 fi:0.111309. Ave ac:0.003675,0.013791 Cov: 0.001757. It 29,Best ac:0.003074 1.000000 fi:0.111563. Ave ac:0.005011,0.016865 Cov: 0.003074. It 30,Best ac:0.001318 1.000000 fi:0.111713. Ave ac:0.003256,0.011015 Cov: 0.001318. It 31,Best ac:0.002636 1.000000 fi:0.109514. Ave ac:0.003795,0.014147 Cov: 0.002636. It 32,Best ac:0.001098 1.000000 fi:0.115938. Ave ac:0.002393,0.009031 Cov: 0.001098. It 33,Best ac:0.001098 1.000000 fi:0.114694. Ave ac:0.004544,0.017831 Cov: 0.001098. It 34,Best ac:0.001046 0.871795 fi:0.245928. Ave ac:0.003646,0.014973 Cov: 0.001199. Best acc 0.001046 0.871795 Initial population average accuracy1:0.005969 accuracy2:0.276194 It 0,Best ac:0.001757 1.000000 fi:0.099708. Ave ac:0.008585,0.016979 Cov: 0.001757. It 1,Best ac:0.001537 0.875000 fi:0.224787. Ave ac:0.006109,0.011145 Cov: 0.001757. It 2,Best ac:0.002196 1.000000 fi:0.099552. Ave ac:0.005936,0.010357 Cov: 0.002196. It 3,Best ac:0.002196 1.000000 fi:0.099552. Ave ac:0.005710,0.009503 Cov: 0.002196. It 4,Best ac:0.001537 1.000000 fi:0.099787. Ave ac:0.006254,0.011311 Cov: 0.001537. It 5,Best ac:0.003294 1.000000 fi:0.099162. Ave ac:0.005411,0.008700 Cov: 0.003294. It 6,Best ac:0.001318 1.000000 fi:0.099865. Ave ac:0.004640,0.007026 Cov: 0.001318. It 7,Best ac:0.001757 1.000000 fi:0.099708. Ave ac:0.003880,0.005675 Cov: 0.001757. It 8,Best ac:0.001537 1.000000 fi:0.099786. Ave ac:0.003592,0.004974 Cov: 0.001537. It 9,Best ac:0.002855 1.000000 fi:0.099317. Ave ac:0.003357,0.005333 Cov: 0.002855. Iteration 10:MDL fitness activated Error 0.099317 TL 0.026392 MDL Theory Length Weight: 1.2543818023 (5) It 10,Best ac:0.001098 1.000000 fi:0.147383. Ave ac:0.003173,0.003981 Cov: 0.001098. It 11,Best ac:0.001098 1.000000 fi:0.144522. Ave ac:0.003213,0.004595 Cov: 0.001098. It 12,Best ac:0.001757 1.000000 fi:0.140962. Ave ac:0.002935,0.004707 Cov: 0.001757. It 13,Best ac:0.001098 1.000000 fi:0.154537. Ave ac:0.002788,0.003095 Cov: 0.001098. It 14,Best ac:0.001098 1.000000 fi:0.129116. Ave ac:0.003100,0.004004 Cov: 0.001098. It 15,Best ac:0.001537 1.000000 fi:0.128463. Ave ac:0.003128,0.004033 Cov: 0.001537. It 16,Best ac:0.001318 1.000000 fi:0.137278. Ave ac:0.003377,0.005029 Cov: 0.001318. It 17,Best ac:0.002636 1.000000 fi:0.132501. Ave ac:0.003131,0.004581 Cov: 0.002636. It 18,Best ac:0.001098 1.000000 fi:0.147764. Ave ac:0.002806,0.006073 Cov: 0.001098. It 19,Best ac:0.001537 1.000000 fi:0.134568. Ave ac:0.003564,0.006114 Cov: 0.001537. It 20,Best ac:0.001757 1.000000 fi:0.130605. Ave ac:0.003358,0.005512 Cov: 0.001757. It 21,Best ac:0.001098 1.000000 fi:0.130356. Ave ac:0.003163,0.004244 Cov: 0.001098. It 22,Best ac:0.001318 1.000000 fi:0.132755. Ave ac:0.002934,0.006382 Cov: 0.001318. It 23,Best ac:0.001318 1.000000 fi:0.131868. Ave ac:0.003552,0.005143 Cov: 0.001318. It 24,Best ac:0.001318 1.000000 fi:0.132909. Ave ac:0.002450,0.005800 Cov: 0.001318. MDL Theory Length Weight: 1.1289436221 (10) It 25,Best ac:0.001098 1.000000 fi:0.125434. Ave ac:0.002330,0.005431 Cov: 0.001098. It 26,Best ac:0.002197 1.000000 fi:0.125551. Ave ac:0.003289,0.006712 Cov: 0.002197. It 27,Best ac:0.001537 1.000000 fi:0.127594. Ave ac:0.002749,0.004350 Cov: 0.001537. It 28,Best ac:0.001318 1.000000 fi:0.124964. Ave ac:0.002650,0.003826 Cov: 0.001318. It 29,Best ac:0.001537 1.000000 fi:0.138337. Ave ac:0.003049,0.005382 Cov: 0.001537. It 30,Best ac:0.001757 1.000000 fi:0.125200. Ave ac:0.003776,0.006611 Cov: 0.001757. It 31,Best ac:0.001098 1.000000 fi:0.123230. Ave ac:0.003689,0.007182 Cov: 0.001098. It 32,Best ac:0.001318 1.000000 fi:0.128273. Ave ac:0.003534,0.006520 Cov: 0.001318. It 33,Best ac:0.001098 1.000000 fi:0.124593. Ave ac:0.003360,0.007351 Cov: 0.001098. It 34,Best ac:0.001138 0.811912 fi:0.311304. Ave ac:0.003681,0.006936 Cov: 0.001401. Best acc 0.001138 0.811912 Rule:Att PSSM_-3_16 is [-5.698795,-0.488837]|Att PSSM_0_1 is [>5.486795]|Att PSSM_0_13 is [-4.950040,5.776255]|Att PSSM_3_9 is [<-3.777654]|Att PSSM_4_2 is [<-0.842693]|1 Accuracy : 0.724729 0 1 163430 650 63939 6619 Removed 273 instances. 227369 Instances left. Acc of rule 0.001046-0.871795 Initial population average accuracy1:0.004578 accuracy2:0.273188 It 0,Best ac:0.000880 1.000000 fi:0.153592. Ave ac:0.005493,0.010621 Cov: 0.000880. It 1,Best ac:0.000880 1.000000 fi:0.153592. Ave ac:0.005695,0.011251 Cov: 0.000880. It 2,Best ac:0.001320 1.000000 fi:0.099863. Ave ac:0.006343,0.012955 Cov: 0.001320. It 3,Best ac:0.001320 1.000000 fi:0.099863. Ave ac:0.006766,0.011879 Cov: 0.001320. It 4,Best ac:0.000880 1.000000 fi:0.153592. Ave ac:0.006241,0.009690 Cov: 0.000880. It 5,Best ac:0.001539 1.000000 fi:0.099785. Ave ac:0.006539,0.011506 Cov: 0.001539. It 6,Best ac:0.001759 1.000000 fi:0.099706. Ave ac:0.004794,0.010327 Cov: 0.001759. It 7,Best ac:0.001539 1.000000 fi:0.099785. Ave ac:0.003838,0.006646 Cov: 0.001539. It 8,Best ac:0.004617 1.000000 fi:0.098686. Ave ac:0.003765,0.005880 Cov: 0.004617. It 9,Best ac:0.002419 1.000000 fi:0.099471. Ave ac:0.003417,0.005273 Cov: 0.002419. Iteration 10:MDL fitness activated Error 0.099471 TL 0.048785 MDL Theory Length Weight: 0.6796577760 (2) It 10,Best ac:0.001320 1.000000 fi:0.125816. Ave ac:0.003509,0.005069 Cov: 0.001320. It 11,Best ac:0.003518 1.000000 fi:0.120287. Ave ac:0.003713,0.005993 Cov: 0.003518. It 12,Best ac:0.001100 1.000000 fi:0.127567. Ave ac:0.003469,0.005340 Cov: 0.001100. It 13,Best ac:0.001319 1.000000 fi:0.118044. Ave ac:0.002678,0.003585 Cov: 0.001319. It 14,Best ac:0.001320 1.000000 fi:0.123886. Ave ac:0.003485,0.005904 Cov: 0.001320. It 15,Best ac:0.002199 1.000000 fi:0.116475. Ave ac:0.003659,0.005735 Cov: 0.002199. It 16,Best ac:0.001539 1.000000 fi:0.116927. Ave ac:0.003942,0.006449 Cov: 0.001539. It 17,Best ac:0.001539 1.000000 fi:0.116258. Ave ac:0.003291,0.004746 Cov: 0.001539. It 18,Best ac:0.001759 1.000000 fi:0.117819. Ave ac:0.002943,0.004452 Cov: 0.001759. It 19,Best ac:0.001759 1.000000 fi:0.117382. Ave ac:0.002844,0.005671 Cov: 0.001759. It 20,Best ac:0.001100 1.000000 fi:0.117256. Ave ac:0.003031,0.004987 Cov: 0.001100. It 21,Best ac:0.001099 1.000000 fi:0.114151. Ave ac:0.002919,0.005890 Cov: 0.001099. It 22,Best ac:0.001979 1.000000 fi:0.117809. Ave ac:0.003146,0.005665 Cov: 0.001979. It 23,Best ac:0.002639 1.000000 fi:0.112911. Ave ac:0.003141,0.006418 Cov: 0.002639. It 24,Best ac:0.002859 1.000000 fi:0.114055. Ave ac:0.004380,0.008669 Cov: 0.002859. It 25,Best ac:0.001099 1.000000 fi:0.114151. Ave ac:0.003725,0.007922 Cov: 0.001099. It 26,Best ac:0.003079 1.000000 fi:0.112567. Ave ac:0.004017,0.005753 Cov: 0.003079. It 27,Best ac:0.001100 1.000000 fi:0.114151. Ave ac:0.003318,0.008675 Cov: 0.001100. It 28,Best ac:0.001319 1.000000 fi:0.117953. Ave ac:0.003527,0.005474 Cov: 0.001319. It 29,Best ac:0.004399 1.000000 fi:0.110207. Ave ac:0.003600,0.004703 Cov: 0.004399. It 30,Best ac:0.001099 1.000000 fi:0.113558. Ave ac:0.003458,0.006480 Cov: 0.001099. It 31,Best ac:0.002199 1.000000 fi:0.116097. Ave ac:0.002978,0.004695 Cov: 0.002199. It 32,Best ac:0.003299 1.000000 fi:0.112273. Ave ac:0.003307,0.005766 Cov: 0.003299. It 33,Best ac:0.001320 1.000000 fi:0.113831. Ave ac:0.003016,0.004595 Cov: 0.001320. It 34,Best ac:0.000963 0.855469 fi:0.267757. Ave ac:0.003228,0.006480 Cov: 0.001126. Best acc 0.000963 0.855469 Initial population average accuracy1:0.005664 accuracy2:0.262427 It 0,Best ac:0.009455 0.767857 fi:0.330808. Ave ac:0.007487,0.011621 Cov: 0.012313. It 1,Best ac:0.000880 1.000000 fi:0.153592. Ave ac:0.007655,0.012505 Cov: 0.000880. It 2,Best ac:0.001099 1.000000 fi:0.099941. Ave ac:0.006978,0.013700 Cov: 0.001099. It 3,Best ac:0.000880 1.000000 fi:0.152929. Ave ac:0.006918,0.012810 Cov: 0.000880. It 4,Best ac:0.001319 1.000000 fi:0.099863. Ave ac:0.006602,0.009733 Cov: 0.001319. It 5,Best ac:0.001979 1.000000 fi:0.099627. Ave ac:0.006879,0.009510 Cov: 0.001979. It 6,Best ac:0.001979 1.000000 fi:0.099628. Ave ac:0.005817,0.009034 Cov: 0.001979. It 7,Best ac:0.001320 1.000000 fi:0.099863. Ave ac:0.005144,0.008007 Cov: 0.001320. It 8,Best ac:0.001979 1.000000 fi:0.099628. Ave ac:0.005078,0.008818 Cov: 0.001979. It 9,Best ac:0.002199 1.000000 fi:0.099549. Ave ac:0.004838,0.007741 Cov: 0.002199. Iteration 10:MDL fitness activated Error 0.099549 TL 0.024265 MDL Theory Length Weight: 1.3675074703 (1) It 10,Best ac:0.001759 1.000000 fi:0.148594. Ave ac:0.005203,0.010740 Cov: 0.001759. It 11,Best ac:0.001320 1.000000 fi:0.143258. Ave ac:0.004958,0.008997 Cov: 0.001320. It 12,Best ac:0.001759 1.000000 fi:0.157605. Ave ac:0.004471,0.006007 Cov: 0.001759. It 13,Best ac:0.002199 1.000000 fi:0.131658. Ave ac:0.004201,0.007482 Cov: 0.002199. It 14,Best ac:0.001099 1.000000 fi:0.137706. Ave ac:0.003656,0.005604 Cov: 0.001099. It 15,Best ac:0.002200 1.000000 fi:0.128147. Ave ac:0.003198,0.004107 Cov: 0.002200. It 16,Best ac:0.001540 1.000000 fi:0.139014. Ave ac:0.002860,0.005053 Cov: 0.001540. It 17,Best ac:0.001319 1.000000 fi:0.137747. Ave ac:0.003297,0.005281 Cov: 0.001319. It 18,Best ac:0.001099 1.000000 fi:0.130237. Ave ac:0.002816,0.003987 Cov: 0.001099. It 19,Best ac:0.001100 1.000000 fi:0.143063. Ave ac:0.002377,0.004965 Cov: 0.001100. It 20,Best ac:0.001539 1.000000 fi:0.138680. Ave ac:0.002826,0.004080 Cov: 0.001539. It 21,Best ac:0.001320 1.000000 fi:0.133431. Ave ac:0.003190,0.004440 Cov: 0.001320. It 22,Best ac:0.001320 1.000000 fi:0.130949. Ave ac:0.002615,0.003418 Cov: 0.001320. It 23,Best ac:0.002419 1.000000 fi:0.129454. Ave ac:0.003029,0.004973 Cov: 0.002419. It 24,Best ac:0.002419 1.000000 fi:0.128928. Ave ac:0.002858,0.004439 Cov: 0.002419. MDL Theory Length Weight: 1.2307567232 (10) It 25,Best ac:0.002859 1.000000 fi:0.122640. Ave ac:0.002444,0.004215 Cov: 0.002859. It 26,Best ac:0.001759 1.000000 fi:0.127646. Ave ac:0.003302,0.003496 Cov: 0.001759. It 27,Best ac:0.002859 1.000000 fi:0.124441. Ave ac:0.002249,0.002812 Cov: 0.002859. It 28,Best ac:0.001319 1.000000 fi:0.126710. Ave ac:0.002580,0.003416 Cov: 0.001319. It 29,Best ac:0.001100 1.000000 fi:0.127207. Ave ac:0.002770,0.002881 Cov: 0.001100. It 30,Best ac:0.001099 1.000000 fi:0.134136. Ave ac:0.002161,0.002273 Cov: 0.001099. It 31,Best ac:0.002199 1.000000 fi:0.122875. Ave ac:0.002356,0.002657 Cov: 0.002199. It 32,Best ac:0.001979 1.000000 fi:0.126343. Ave ac:0.002337,0.003302 Cov: 0.001979. It 33,Best ac:0.002419 1.000000 fi:0.126186. Ave ac:0.003075,0.002880 Cov: 0.002419. It 34,Best ac:0.001187 0.843750 fi:0.286049. Ave ac:0.002426,0.002689 Cov: 0.001407. Best acc 0.001187 0.843750 Rule:Att PSSM_-4_7 is [<-0.320086]|Att PSSM_-4_15 is [<4.314135]|Att PSSM_0_6 is [<-4.311666]|Att PSSM_0_10 is [-1.972836,7.972836]|Att PSSM_1_4 is [<-3.764793]|Att PSSM_1_9 is [-5.646173,6.056098]|Att PSSM_1_17 is [<2.281002]|Att PSSM_2_2 is [<7.134391]|Att PSSM_3_11 is [>-2.140576]|Att PSSM_3_19 is [<2.470503]|Att PSSM_4_12 is [<-2.394946]|Att PSSM_4_15 is [<1.050103]|Att PSSM_4_17 is [-5.163591,0.354160]|1 Accuracy : 0.725505 0 1 163393 687 63720 6838 Removed 256 instances. 227113 Instances left. Acc of rule 0.000963-0.855469 Initial population average accuracy1:0.006296 accuracy2:0.251371 It 0,Best ac:0.000881 0.800000 fi:0.350270. Ave ac:0.009355,0.015680 Cov: 0.001101. It 1,Best ac:0.001101 0.833333 fi:0.266607. Ave ac:0.009755,0.016812 Cov: 0.001321. It 2,Best ac:0.001101 1.000000 fi:0.099940. Ave ac:0.009249,0.015002 Cov: 0.001101. It 3,Best ac:0.000881 1.000000 fi:0.150270. Ave ac:0.009456,0.015832 Cov: 0.000881. It 4,Best ac:0.001321 1.000000 fi:0.099861. Ave ac:0.009722,0.016891 Cov: 0.001321. It 5,Best ac:0.001761 1.000000 fi:0.099704. Ave ac:0.009216,0.014894 Cov: 0.001761. It 6,Best ac:0.001761 1.000000 fi:0.099704. Ave ac:0.006882,0.011313 Cov: 0.001761. It 7,Best ac:0.000881 1.000000 fi:0.150270. Ave ac:0.007271,0.012478 Cov: 0.000881. It 8,Best ac:0.001761 1.000000 fi:0.099704. Ave ac:0.006458,0.010750 Cov: 0.001761. It 9,Best ac:0.002202 1.000000 fi:0.099546. Ave ac:0.005917,0.009965 Cov: 0.002202. Iteration 10:MDL fitness activated Error 0.099546 TL 0.036446 MDL Theory Length Weight: 0.9104521713 (1) It 10,Best ac:0.001321 1.000000 fi:0.143800. Ave ac:0.005823,0.010966 Cov: 0.001321. It 11,Best ac:0.001101 1.000000 fi:0.123661. Ave ac:0.004261,0.006905 Cov: 0.001101. It 12,Best ac:0.001101 1.000000 fi:0.129100. Ave ac:0.004376,0.007732 Cov: 0.001101. It 13,Best ac:0.001101 1.000000 fi:0.125741. Ave ac:0.004478,0.008933 Cov: 0.001101. It 14,Best ac:0.003082 1.000000 fi:0.125944. Ave ac:0.004386,0.008156 Cov: 0.003082. It 15,Best ac:0.001101 1.000000 fi:0.120564. Ave ac:0.004022,0.007756 Cov: 0.001101. It 16,Best ac:0.001321 1.000000 fi:0.126003. Ave ac:0.004848,0.008686 Cov: 0.001321. It 17,Best ac:0.003082 1.000000 fi:0.128384. Ave ac:0.004199,0.006627 Cov: 0.003082. It 18,Best ac:0.003083 1.000000 fi:0.121764. Ave ac:0.003222,0.006020 Cov: 0.003083. It 19,Best ac:0.001101 1.000000 fi:0.126082. Ave ac:0.004503,0.007730 Cov: 0.001101. It 20,Best ac:0.003302 1.000000 fi:0.120510. Ave ac:0.003429,0.005596 Cov: 0.003302. It 21,Best ac:0.001101 1.000000 fi:0.124573. Ave ac:0.003197,0.005562 Cov: 0.001101. It 22,Best ac:0.001541 1.000000 fi:0.120824. Ave ac:0.004169,0.007516 Cov: 0.001541. It 23,Best ac:0.001101 1.000000 fi:0.127562. Ave ac:0.003627,0.006947 Cov: 0.001101. It 24,Best ac:0.001101 1.000000 fi:0.123247. Ave ac:0.002926,0.003603 Cov: 0.001101. It 25,Best ac:0.001321 1.000000 fi:0.124494. Ave ac:0.002965,0.005017 Cov: 0.001321. It 26,Best ac:0.001761 1.000000 fi:0.119807. Ave ac:0.002788,0.004521 Cov: 0.001761. It 27,Best ac:0.001761 1.000000 fi:0.122819. Ave ac:0.003250,0.005393 Cov: 0.001761. It 28,Best ac:0.001321 1.000000 fi:0.119692. Ave ac:0.003149,0.005594 Cov: 0.001321. It 29,Best ac:0.002202 1.000000 fi:0.120588. Ave ac:0.003117,0.004614 Cov: 0.002202. It 30,Best ac:0.001541 1.000000 fi:0.121272. Ave ac:0.004059,0.006530 Cov: 0.001541. It 31,Best ac:0.001321 1.000000 fi:0.123168. Ave ac:0.003009,0.003973 Cov: 0.001321. It 32,Best ac:0.001541 1.000000 fi:0.121361. Ave ac:0.003146,0.003858 Cov: 0.001541. It 33,Best ac:0.001321 1.000000 fi:0.124175. Ave ac:0.002609,0.003841 Cov: 0.001321. It 34,Best ac:0.001748 0.853763 fi:0.279694. Ave ac:0.003289,0.004719 Cov: 0.002047. Best acc 0.001748 0.853763 Initial population average accuracy1:0.005810 accuracy2:0.265666 It 0,Best ac:0.001761 0.800000 fi:0.299704. Ave ac:0.006309,0.011242 Cov: 0.002202. It 1,Best ac:0.001541 1.000000 fi:0.099782. Ave ac:0.005376,0.010433 Cov: 0.001541. It 2,Best ac:0.001541 1.000000 fi:0.099783. Ave ac:0.005573,0.010933 Cov: 0.001541. It 3,Best ac:0.001101 1.000000 fi:0.099940. Ave ac:0.003799,0.006006 Cov: 0.001101. It 4,Best ac:0.001982 1.000000 fi:0.099625. Ave ac:0.003906,0.008101 Cov: 0.001982. It 5,Best ac:0.001101 1.000000 fi:0.099940. Ave ac:0.004323,0.007428 Cov: 0.001101. It 6,Best ac:0.001541 1.000000 fi:0.099782. Ave ac:0.003919,0.006323 Cov: 0.001541. It 7,Best ac:0.001761 1.000000 fi:0.099704. Ave ac:0.003763,0.006423 Cov: 0.001761. It 8,Best ac:0.002862 1.000000 fi:0.099311. Ave ac:0.003254,0.004898 Cov: 0.002862. It 9,Best ac:0.001542 1.000000 fi:0.099782. Ave ac:0.002997,0.005812 Cov: 0.001542. Iteration 10:MDL fitness activated Error 0.099782 TL 0.035906 MDL Theory Length Weight: 0.9263256477 (2) It 10,Best ac:0.001762 1.000000 fi:0.131190. Ave ac:0.003399,0.005859 Cov: 0.001762. It 11,Best ac:0.001981 1.000000 fi:0.130783. Ave ac:0.002847,0.003695 Cov: 0.001981. It 12,Best ac:0.002641 1.000000 fi:0.131661. Ave ac:0.003162,0.004735 Cov: 0.002641. It 13,Best ac:0.001321 1.000000 fi:0.129749. Ave ac:0.002871,0.004036 Cov: 0.001321. It 14,Best ac:0.001101 1.000000 fi:0.124194. Ave ac:0.003167,0.003752 Cov: 0.001101. It 15,Best ac:0.001541 1.000000 fi:0.133874. Ave ac:0.002659,0.002844 Cov: 0.001541. It 16,Best ac:0.001981 1.000000 fi:0.128491. Ave ac:0.003295,0.003290 Cov: 0.001981. It 17,Best ac:0.001982 1.000000 fi:0.128490. Ave ac:0.002913,0.003262 Cov: 0.001982. It 18,Best ac:0.001761 1.000000 fi:0.131254. Ave ac:0.003228,0.004993 Cov: 0.001761. It 19,Best ac:0.001762 1.000000 fi:0.125806. Ave ac:0.002373,0.003467 Cov: 0.001762. It 20,Best ac:0.001101 1.000000 fi:0.124195. Ave ac:0.002173,0.002619 Cov: 0.001101. It 21,Best ac:0.001101 1.000000 fi:0.129827. Ave ac:0.002177,0.002078 Cov: 0.001101. It 22,Best ac:0.001761 1.000000 fi:0.130231. Ave ac:0.001982,0.002747 Cov: 0.001761. It 23,Best ac:0.003082 1.000000 fi:0.119603. Ave ac:0.002559,0.002661 Cov: 0.003082. It 24,Best ac:0.001982 1.000000 fi:0.124836. Ave ac:0.002469,0.002573 Cov: 0.001982. It 25,Best ac:0.003082 1.000000 fi:0.124917. Ave ac:0.002821,0.002575 Cov: 0.003082. It 26,Best ac:0.001541 1.000000 fi:0.125930. Ave ac:0.002414,0.002238 Cov: 0.001541. It 27,Best ac:0.002862 1.000000 fi:0.119683. Ave ac:0.002000,0.002097 Cov: 0.002862. It 28,Best ac:0.001761 1.000000 fi:0.123117. Ave ac:0.002192,0.002085 Cov: 0.001761. It 29,Best ac:0.003082 1.000000 fi:0.122905. Ave ac:0.002030,0.002758 Cov: 0.003082. It 30,Best ac:0.001761 1.000000 fi:0.127722. Ave ac:0.001939,0.002083 Cov: 0.001761. It 31,Best ac:0.003523 1.000000 fi:0.124376. Ave ac:0.002501,0.002637 Cov: 0.003523. It 32,Best ac:0.002422 1.000000 fi:0.128679. Ave ac:0.002425,0.002434 Cov: 0.002422. MDL Theory Length Weight: 0.8336930829 (10) It 33,Best ac:0.003743 1.000000 fi:0.117330. Ave ac:0.003023,0.002980 Cov: 0.003743. It 34,Best ac:0.001017 0.909449 fi:0.221290. Ave ac:0.002117,0.001911 Cov: 0.001118. Best acc 0.001017 0.909449 Rule:Att PSSM_-4_5 is [-5.184003,6.011846]|Att PSSM_-4_6 is [<0.647201]|Att PSSM_-4_18 is [<-1.081823]|Att PSSM_-3_10 is [1.581751,7.457090]|Att PSSM_-2_12 is [<-1.157651]|Att PSSM_-2_14 is [-2.771115,1.169131]|Att PSSM_-1_2 is [-6.354170,-3.315331]|Att PSSM_-1_7 is [<3.864902]|Att PSSM_0_12 is [-4.595359,-2.018771]|Att PSSM_1_5 is [<3.142197]|Att PSSM_1_12 is [<-2.496370]|1 Accuracy : 0.726391 0 1 163370 710 63489 7069 Removed 254 instances. 226859 Instances left. Acc of rule 0.001017-0.909449 Initial population average accuracy1:0.006801 accuracy2:0.258222 It 0,Best ac:0.001322 0.857143 fi:0.242717. Ave ac:0.008330,0.013710 Cov: 0.001543. It 1,Best ac:0.001543 0.777778 fi:0.322002. Ave ac:0.007768,0.013402 Cov: 0.001984. It 2,Best ac:0.000882 1.000000 fi:0.147594. Ave ac:0.008194,0.014911 Cov: 0.000882. It 3,Best ac:0.001984 0.900000 fi:0.199623. Ave ac:0.007401,0.011735 Cov: 0.002204. It 4,Best ac:0.001102 1.000000 fi:0.099938. Ave ac:0.007123,0.011812 Cov: 0.001102. It 5,Best ac:0.001102 1.000000 fi:0.099939. Ave ac:0.005728,0.009768 Cov: 0.001102. It 6,Best ac:0.001322 1.000000 fi:0.099860. Ave ac:0.005495,0.009848 Cov: 0.001322. It 7,Best ac:0.001543 1.000000 fi:0.099781. Ave ac:0.005727,0.008765 Cov: 0.001543. It 8,Best ac:0.001543 1.000000 fi:0.099780. Ave ac:0.005379,0.007419 Cov: 0.001543. It 9,Best ac:0.001322 1.000000 fi:0.099860. Ave ac:0.004126,0.007063 Cov: 0.001322. Iteration 10:MDL fitness activated Error 0.099860 TL 0.022642 MDL Theory Length Weight: 1.4701173354 (2) It 10,Best ac:0.001102 1.000000 fi:0.131168. Ave ac:0.004025,0.008556 Cov: 0.001102. It 11,Best ac:0.001543 1.000000 fi:0.139486. Ave ac:0.002879,0.006022 Cov: 0.001543. It 12,Best ac:0.001102 1.000000 fi:0.130739. Ave ac:0.003499,0.006184 Cov: 0.001102. It 13,Best ac:0.001322 1.000000 fi:0.131491. Ave ac:0.003303,0.006047 Cov: 0.001322. It 14,Best ac:0.002865 1.000000 fi:0.129626. Ave ac:0.003605,0.006216 Cov: 0.002865. It 15,Best ac:0.001102 1.000000 fi:0.130222. Ave ac:0.002751,0.004256 Cov: 0.001102. It 16,Best ac:0.001102 1.000000 fi:0.137015. Ave ac:0.002803,0.008284 Cov: 0.001102. It 17,Best ac:0.001763 1.000000 fi:0.132243. Ave ac:0.002689,0.004405 Cov: 0.001763. It 18,Best ac:0.001322 1.000000 fi:0.136306. Ave ac:0.003142,0.005685 Cov: 0.001322. It 19,Best ac:0.001102 1.000000 fi:0.128442. Ave ac:0.003300,0.005484 Cov: 0.001102. It 20,Best ac:0.001983 1.000000 fi:0.133122. Ave ac:0.003615,0.005222 Cov: 0.001983. It 21,Best ac:0.001322 1.000000 fi:0.130143. Ave ac:0.003001,0.005309 Cov: 0.001322. It 22,Best ac:0.001102 1.000000 fi:0.131767. Ave ac:0.003374,0.004851 Cov: 0.001102. It 23,Best ac:0.001322 1.000000 fi:0.133979. Ave ac:0.003252,0.006091 Cov: 0.001322. It 24,Best ac:0.001322 1.000000 fi:0.129857. Ave ac:0.003172,0.008267 Cov: 0.001322. It 25,Best ac:0.002425 1.000000 fi:0.128144. Ave ac:0.003227,0.007089 Cov: 0.002425. It 26,Best ac:0.001102 1.000000 fi:0.131356. Ave ac:0.002363,0.004490 Cov: 0.001102. It 27,Best ac:0.001764 1.000000 fi:0.125498. Ave ac:0.003582,0.005862 Cov: 0.001764. It 28,Best ac:0.001543 1.000000 fi:0.121445. Ave ac:0.003562,0.006405 Cov: 0.001543. It 29,Best ac:0.001543 1.000000 fi:0.122367. Ave ac:0.002683,0.004291 Cov: 0.001543. It 30,Best ac:0.004408 1.000000 fi:0.127433. Ave ac:0.003451,0.005854 Cov: 0.004408. It 31,Best ac:0.001102 1.000000 fi:0.121603. Ave ac:0.002528,0.005719 Cov: 0.001102. It 32,Best ac:0.001102 1.000000 fi:0.128640. Ave ac:0.002910,0.005365 Cov: 0.001102. It 33,Best ac:0.001102 1.000000 fi:0.122525. Ave ac:0.003835,0.010454 Cov: 0.001102. It 34,Best ac:0.000957 0.834615 fi:0.295308. Ave ac:0.003025,0.005573 Cov: 0.001146. Best acc 0.000957 0.834615 Initial population average accuracy1:0.006179 accuracy2:0.275034 It 0,Best ac:0.001102 1.000000 fi:0.099939. Ave ac:0.007680,0.013813 Cov: 0.001102. It 1,Best ac:0.001763 0.800000 fi:0.299702. Ave ac:0.007377,0.015738 Cov: 0.002204. It 2,Best ac:0.000882 1.000000 fi:0.147594. Ave ac:0.005627,0.011055 Cov: 0.000882. It 3,Best ac:0.001543 1.000000 fi:0.099781. Ave ac:0.004580,0.007497 Cov: 0.001543. It 4,Best ac:0.003746 1.000000 fi:0.098991. Ave ac:0.005170,0.008729 Cov: 0.003746. It 5,Best ac:0.001984 1.000000 fi:0.099623. Ave ac:0.004719,0.007130 Cov: 0.001984. It 6,Best ac:0.001984 1.000000 fi:0.099623. Ave ac:0.004724,0.009421 Cov: 0.001984. It 7,Best ac:0.001102 1.000000 fi:0.099938. Ave ac:0.004090,0.008490 Cov: 0.001102. It 8,Best ac:0.001763 1.000000 fi:0.099702. Ave ac:0.003533,0.006628 Cov: 0.001763. It 9,Best ac:0.001763 1.000000 fi:0.099702. Ave ac:0.003846,0.007569 Cov: 0.001763. Iteration 10:MDL fitness activated Error 0.099702 TL 0.038256 MDL Theory Length Weight: 0.8687267417 (6) It 10,Best ac:0.001763 1.000000 fi:0.123812. Ave ac:0.003984,0.011632 Cov: 0.001763. It 11,Best ac:0.006612 1.000000 fi:0.129098. Ave ac:0.004148,0.009485 Cov: 0.006612. It 12,Best ac:0.001543 1.000000 fi:0.127691. Ave ac:0.004468,0.009018 Cov: 0.001543. It 13,Best ac:0.001763 1.000000 fi:0.131253. Ave ac:0.003601,0.006482 Cov: 0.001763. It 14,Best ac:0.002865 1.000000 fi:0.130098. Ave ac:0.003858,0.006563 Cov: 0.002865. It 15,Best ac:0.001543 1.000000 fi:0.132483. Ave ac:0.003242,0.005575 Cov: 0.001543. It 16,Best ac:0.001102 1.000000 fi:0.123228. Ave ac:0.003332,0.005552 Cov: 0.001102. It 17,Best ac:0.001102 1.000000 fi:0.120399. Ave ac:0.002807,0.004363 Cov: 0.001102. It 18,Best ac:0.001543 1.000000 fi:0.129726. Ave ac:0.003065,0.003631 Cov: 0.001543. It 19,Best ac:0.004408 1.000000 fi:0.121344. Ave ac:0.003066,0.003545 Cov: 0.004408. It 20,Best ac:0.001763 1.000000 fi:0.133111. Ave ac:0.002868,0.002735 Cov: 0.001763. It 21,Best ac:0.001543 1.000000 fi:0.115799. Ave ac:0.003366,0.003939 Cov: 0.001543. It 22,Best ac:0.001984 1.000000 fi:0.125075. Ave ac:0.003163,0.004609 Cov: 0.001984. It 23,Best ac:0.001543 1.000000 fi:0.127020. Ave ac:0.003567,0.004380 Cov: 0.001543. It 24,Best ac:0.001984 1.000000 fi:0.120251. Ave ac:0.002901,0.003099 Cov: 0.001984. It 25,Best ac:0.001102 1.000000 fi:0.126141. Ave ac:0.002363,0.002250 Cov: 0.001102. It 26,Best ac:0.001763 1.000000 fi:0.124018. Ave ac:0.002234,0.002219 Cov: 0.001763. It 27,Best ac:0.001322 1.000000 fi:0.120514. Ave ac:0.003157,0.004299 Cov: 0.001322. It 28,Best ac:0.001543 1.000000 fi:0.125221. Ave ac:0.002471,0.002543 Cov: 0.001543. It 29,Best ac:0.002425 1.000000 fi:0.120018. Ave ac:0.002679,0.002480 Cov: 0.002425. It 30,Best ac:0.001543 1.000000 fi:0.115798. Ave ac:0.002421,0.003064 Cov: 0.001543. It 31,Best ac:0.001322 1.000000 fi:0.120001. Ave ac:0.002279,0.002684 Cov: 0.001322. It 32,Best ac:0.003527 1.000000 fi:0.123169. Ave ac:0.002626,0.002797 Cov: 0.003527. It 33,Best ac:0.001984 1.000000 fi:0.112535. Ave ac:0.003107,0.003395 Cov: 0.001984. It 34,Best ac:0.001468 0.869452 fi:0.258426. Ave ac:0.002558,0.003140 Cov: 0.001688. Best acc 0.001468 0.869452 Rule:Att PSSM_-4_10 is [<-1.709152]|Att PSSM_-2_12 is [<-0.010988]|Att PSSM_-2_17 is [-3.070559,7.451204]|Att PSSM_-1_2 is [-6.165465,-3.980475]|Att PSSM_0_2 is [-6.823567,-3.086010]|Att PSSM_0_5 is [-0.330761,6.330761]|Att PSSM_0_6 is [<-2.140845]|Att PSSM_3_6 is [<0.972176]|Att PSSM_4_4 is [<0.722879]|Att PSSM_4_15 is [<1.338236]|1 Accuracy : 0.727597 0 1 163320 760 63156 7402 Removed 383 instances. 226476 Instances left. Acc of rule 0.001468-0.869452 Initial population average accuracy1:0.005989 accuracy2:0.272568 It 0,Best ac:0.001987 1.000000 fi:0.099619. Ave ac:0.007982,0.012295 Cov: 0.001987. It 1,Best ac:0.001546 0.875000 fi:0.224778. Ave ac:0.007281,0.013778 Cov: 0.001766. It 2,Best ac:0.001766 1.000000 fi:0.099698. Ave ac:0.005778,0.009614 Cov: 0.001766. It 3,Best ac:0.002208 1.000000 fi:0.099539. Ave ac:0.005501,0.009423 Cov: 0.002208. It 4,Best ac:0.001545 1.000000 fi:0.099778. Ave ac:0.004992,0.009578 Cov: 0.001545. It 5,Best ac:0.002208 1.000000 fi:0.099539. Ave ac:0.007541,0.014324 Cov: 0.002208. It 6,Best ac:0.001987 1.000000 fi:0.099619. Ave ac:0.004646,0.007723 Cov: 0.001987. It 7,Best ac:0.002208 1.000000 fi:0.099539. Ave ac:0.004141,0.010699 Cov: 0.002208. It 8,Best ac:0.003091 1.000000 fi:0.099221. Ave ac:0.004178,0.008376 Cov: 0.003091. It 9,Best ac:0.003312 1.000000 fi:0.099142. Ave ac:0.003655,0.008025 Cov: 0.003312. Iteration 10:MDL fitness activated Error 0.099142 TL 0.034970 MDL Theory Length Weight: 0.9450241130 (1) It 10,Best ac:0.001987 1.000000 fi:0.118416. Ave ac:0.002964,0.004955 Cov: 0.001987. It 11,Best ac:0.001987 1.000000 fi:0.129706. Ave ac:0.003226,0.005563 Cov: 0.001987. It 12,Best ac:0.002429 1.000000 fi:0.128242. Ave ac:0.002537,0.004177 Cov: 0.002429. It 13,Best ac:0.000883 1.000000 fi:0.160323. Ave ac:0.002743,0.008961 Cov: 0.000883. It 14,Best ac:0.002208 1.000000 fi:0.118509. Ave ac:0.003780,0.007917 Cov: 0.002208. It 15,Best ac:0.002208 1.000000 fi:0.120022. Ave ac:0.003622,0.006355 Cov: 0.002208. It 16,Best ac:0.001325 1.000000 fi:0.116420. Ave ac:0.003392,0.009969 Cov: 0.001325. It 17,Best ac:0.001987 1.000000 fi:0.119133. Ave ac:0.002734,0.005134 Cov: 0.001987. It 18,Best ac:0.001325 1.000000 fi:0.130377. Ave ac:0.002479,0.004997 Cov: 0.001325. It 19,Best ac:0.002429 1.000000 fi:0.116138. Ave ac:0.002531,0.003335 Cov: 0.002429. It 20,Best ac:0.001104 1.000000 fi:0.117800. Ave ac:0.002053,0.004676 Cov: 0.001104. It 21,Best ac:0.001545 1.000000 fi:0.123847. Ave ac:0.002941,0.004511 Cov: 0.001545. It 22,Best ac:0.002870 1.000000 fi:0.112007. Ave ac:0.003223,0.005598 Cov: 0.002870. It 23,Best ac:0.001987 1.000000 fi:0.117879. Ave ac:0.002461,0.003874 Cov: 0.001987. It 24,Best ac:0.001325 1.000000 fi:0.122493. Ave ac:0.003358,0.006153 Cov: 0.001325. It 25,Best ac:0.001104 1.000000 fi:0.115647. Ave ac:0.003755,0.012616 Cov: 0.001104. It 26,Best ac:0.001325 1.000000 fi:0.119349. Ave ac:0.002946,0.007349 Cov: 0.001325. It 27,Best ac:0.001325 1.000000 fi:0.116420. Ave ac:0.003983,0.013737 Cov: 0.001325. It 28,Best ac:0.001545 1.000000 fi:0.115488. Ave ac:0.004203,0.007633 Cov: 0.001545. It 29,Best ac:0.001325 1.000000 fi:0.119396. Ave ac:0.002391,0.004194 Cov: 0.001325. It 30,Best ac:0.001104 1.000000 fi:0.122263. Ave ac:0.004398,0.011134 Cov: 0.001104. It 31,Best ac:0.001104 1.000000 fi:0.115744. Ave ac:0.003810,0.009380 Cov: 0.001104. MDL Theory Length Weight: 0.8505217017 (10) It 32,Best ac:0.002428 1.000000 fi:0.111874. Ave ac:0.003830,0.005459 Cov: 0.002428. It 33,Best ac:0.001104 1.000000 fi:0.115455. Ave ac:0.003472,0.004865 Cov: 0.001104. It 34,Best ac:0.001144 0.857616 fi:0.265796. Ave ac:0.003791,0.007145 Cov: 0.001333. Best acc 0.001144 0.857616 Initial population average accuracy1:0.005765 accuracy2:0.258261 It 0,Best ac:0.001987 0.818182 fi:0.281437. Ave ac:0.007803,0.013707 Cov: 0.002429. It 1,Best ac:0.001325 1.000000 fi:0.099857. Ave ac:0.007252,0.013068 Cov: 0.001325. It 2,Best ac:0.001104 1.000000 fi:0.099936. Ave ac:0.006263,0.010109 Cov: 0.001104. It 3,Best ac:0.001766 1.000000 fi:0.099698. Ave ac:0.005471,0.008758 Cov: 0.001766. It 4,Best ac:0.001325 1.000000 fi:0.099857. Ave ac:0.005275,0.010393 Cov: 0.001325. It 5,Best ac:0.001325 1.000000 fi:0.099857. Ave ac:0.005502,0.008604 Cov: 0.001325. It 6,Best ac:0.002428 1.000000 fi:0.099460. Ave ac:0.004668,0.006502 Cov: 0.002428. It 7,Best ac:0.002208 1.000000 fi:0.099539. Ave ac:0.004151,0.009468 Cov: 0.002208. It 8,Best ac:0.001987 1.000000 fi:0.099619. Ave ac:0.003509,0.005559 Cov: 0.001987. It 9,Best ac:0.002650 1.000000 fi:0.099380. Ave ac:0.003689,0.005545 Cov: 0.002650. Iteration 10:MDL fitness activated Error 0.099380 TL 0.030275 MDL Theory Length Weight: 1.0942061383 (1) It 10,Best ac:0.001545 1.000000 fi:0.130760. Ave ac:0.003791,0.005905 Cov: 0.001545. It 11,Best ac:0.001545 1.000000 fi:0.128137. Ave ac:0.003979,0.005198 Cov: 0.001545. It 12,Best ac:0.001104 1.000000 fi:0.131238. Ave ac:0.003351,0.004250 Cov: 0.001104. It 13,Best ac:0.001104 1.000000 fi:0.142049. Ave ac:0.002930,0.004053 Cov: 0.001104. It 14,Best ac:0.001546 1.000000 fi:0.134229. Ave ac:0.002949,0.003396 Cov: 0.001546. It 15,Best ac:0.001545 1.000000 fi:0.139419. Ave ac:0.002537,0.003689 Cov: 0.001545. It 16,Best ac:0.001546 1.000000 fi:0.133296. Ave ac:0.001999,0.002572 Cov: 0.001546. It 17,Best ac:0.004194 1.000000 fi:0.134069. Ave ac:0.002717,0.003356 Cov: 0.004194. It 18,Best ac:0.002208 1.000000 fi:0.129188. Ave ac:0.002394,0.003727 Cov: 0.002208. It 19,Best ac:0.001325 1.000000 fi:0.131513. Ave ac:0.002915,0.005336 Cov: 0.001325. It 20,Best ac:0.003533 1.000000 fi:0.132891. Ave ac:0.003320,0.005296 Cov: 0.003533. MDL Theory Length Weight: 0.9847855245 (10) It 21,Best ac:0.002208 1.000000 fi:0.126778. Ave ac:0.003015,0.005363 Cov: 0.002208. It 22,Best ac:0.001546 1.000000 fi:0.127264. Ave ac:0.002815,0.003735 Cov: 0.001546. It 23,Best ac:0.001325 1.000000 fi:0.129423. Ave ac:0.003095,0.004554 Cov: 0.001325. It 24,Best ac:0.001104 1.000000 fi:0.130838. Ave ac:0.002882,0.003955 Cov: 0.001104. It 25,Best ac:0.002428 1.000000 fi:0.131591. Ave ac:0.002632,0.003440 Cov: 0.002428. It 26,Best ac:0.001546 1.000000 fi:0.128514. Ave ac:0.002082,0.003191 Cov: 0.001546. It 27,Best ac:0.001325 1.000000 fi:0.125321. Ave ac:0.002361,0.004236 Cov: 0.001325. It 28,Best ac:0.001545 1.000000 fi:0.125040. Ave ac:0.002536,0.003723 Cov: 0.001545. It 29,Best ac:0.001766 1.000000 fi:0.126575. Ave ac:0.003043,0.003646 Cov: 0.001766. It 30,Best ac:0.001325 1.000000 fi:0.127095. Ave ac:0.003165,0.005938 Cov: 0.001325. It 31,Best ac:0.001325 1.000000 fi:0.126764. Ave ac:0.003040,0.005390 Cov: 0.001325. It 32,Best ac:0.003091 1.000000 fi:0.126460. Ave ac:0.003049,0.004165 Cov: 0.003091. It 33,Best ac:0.001104 1.000000 fi:0.127500. Ave ac:0.002516,0.003247 Cov: 0.001104. It 34,Best ac:0.001311 0.831933 fi:0.298099. Ave ac:0.002830,0.004732 Cov: 0.001576. Best acc 0.001311 0.831933 Rule:Att PSSM_-3_5 is [-1.888330,7.341281]|Att PSSM_-3_7 is [<-1.740643]|Att PSSM_-3_20 is [>0.344425]|Att PSSM_-1_4 is [<2.533788]|Att PSSM_-1_7 is [<-0.239685]|Att PSSM_0_12 is [<-4.071732]|Att PSSM_1_2 is [-6.269305,6.930583]|Att PSSM_2_18 is [<3.165074]|Att PSSM_4_2 is [<4.003340]|Att PSSM_4_6 is [-6.139074,-1.860925]|1 Accuracy : 0.728518 0 1 163277 803 62897 7661 Removed 302 instances. 226174 Instances left. Acc of rule 0.001144-0.857616 Initial population average accuracy1:0.006715 accuracy2:0.269764 It 0,Best ac:0.001105 1.000000 fi:0.099935. Ave ac:0.007797,0.012834 Cov: 0.001105. It 1,Best ac:0.000884 1.000000 fi:0.139463. Ave ac:0.008266,0.014596 Cov: 0.000884. It 2,Best ac:0.001990 0.818182 fi:0.281434. Ave ac:0.007178,0.012614 Cov: 0.002432. It 3,Best ac:0.001326 1.000000 fi:0.099855. Ave ac:0.006191,0.011052 Cov: 0.001326. It 4,Best ac:0.001105 1.000000 fi:0.099935. Ave ac:0.004792,0.008915 Cov: 0.001105. It 5,Best ac:0.001990 1.000000 fi:0.099616. Ave ac:0.004652,0.009715 Cov: 0.001990. It 6,Best ac:0.002210 1.000000 fi:0.099536. Ave ac:0.004390,0.009245 Cov: 0.002210. It 7,Best ac:0.001327 1.000000 fi:0.099855. Ave ac:0.004745,0.008568 Cov: 0.001327. It 8,Best ac:0.001990 1.000000 fi:0.099615. Ave ac:0.004309,0.007241 Cov: 0.001990. It 9,Best ac:0.001769 1.000000 fi:0.099696. Ave ac:0.003437,0.005826 Cov: 0.001769. Iteration 10:MDL fitness activated Error 0.099696 TL 0.026030 MDL Theory Length Weight: 1.2766991518 (4) It 10,Best ac:0.001326 1.000000 fi:0.148147. Ave ac:0.003618,0.006293 Cov: 0.001326. It 11,Best ac:0.001105 1.000000 fi:0.132437. Ave ac:0.004233,0.007372 Cov: 0.001105. It 12,Best ac:0.001769 1.000000 fi:0.133542. Ave ac:0.004287,0.008267 Cov: 0.001769. It 13,Best ac:0.001105 1.000000 fi:0.133331. Ave ac:0.004390,0.006460 Cov: 0.001105. It 14,Best ac:0.001327 1.000000 fi:0.141183. Ave ac:0.004305,0.007107 Cov: 0.001327. It 15,Best ac:0.001547 1.000000 fi:0.127996. Ave ac:0.004898,0.009110 Cov: 0.001547. It 16,Best ac:0.001105 1.000000 fi:0.130063. Ave ac:0.004936,0.007391 Cov: 0.001105. It 17,Best ac:0.001548 1.000000 fi:0.119835. Ave ac:0.004616,0.007968 Cov: 0.001548. It 18,Best ac:0.001548 1.000000 fi:0.132787. Ave ac:0.004304,0.009404 Cov: 0.001548. It 19,Best ac:0.001768 1.000000 fi:0.118703. Ave ac:0.003943,0.013031 Cov: 0.001768. It 20,Best ac:0.001326 1.000000 fi:0.123904. Ave ac:0.003674,0.007920 Cov: 0.001326. It 21,Best ac:0.001768 1.000000 fi:0.132588. Ave ac:0.003842,0.008535 Cov: 0.001768. It 22,Best ac:0.001768 1.000000 fi:0.126750. Ave ac:0.004410,0.009241 Cov: 0.001768. It 23,Best ac:0.001548 1.000000 fi:0.124120. Ave ac:0.004337,0.008154 Cov: 0.001548. It 24,Best ac:0.001327 1.000000 fi:0.123848. Ave ac:0.003490,0.004972 Cov: 0.001327. It 25,Best ac:0.001547 1.000000 fi:0.124753. Ave ac:0.003452,0.005435 Cov: 0.001547. It 26,Best ac:0.001105 1.000000 fi:0.128587. Ave ac:0.004336,0.008358 Cov: 0.001105. It 27,Best ac:0.001547 1.000000 fi:0.132791. Ave ac:0.004302,0.007312 Cov: 0.001547. It 28,Best ac:0.001105 1.000000 fi:0.128016. Ave ac:0.003128,0.005322 Cov: 0.001105. MDL Theory Length Weight: 1.1490292366 (10) It 29,Best ac:0.001327 1.000000 fi:0.121449. Ave ac:0.003536,0.007793 Cov: 0.001327. It 30,Best ac:0.001326 1.000000 fi:0.124853. Ave ac:0.002604,0.003325 Cov: 0.001326. It 31,Best ac:0.001990 1.000000 fi:0.123747. Ave ac:0.003319,0.008873 Cov: 0.001990. It 32,Best ac:0.002874 1.000000 fi:0.116406. Ave ac:0.003625,0.005987 Cov: 0.002874. It 33,Best ac:0.001547 1.000000 fi:0.119329. Ave ac:0.002566,0.004123 Cov: 0.001547. It 34,Best ac:0.000937 0.828125 fi:0.300499. Ave ac:0.003354,0.006549 Cov: 0.001132. Best acc 0.000937 0.828125 Initial population average accuracy1:0.006119 accuracy2:0.259994 It 0,Best ac:0.001105 1.000000 fi:0.099935. Ave ac:0.008126,0.014400 Cov: 0.001105. It 1,Best ac:0.001326 0.857143 fi:0.242712. Ave ac:0.008435,0.016167 Cov: 0.001547. It 2,Best ac:0.000884 1.000000 fi:0.139463. Ave ac:0.007199,0.015187 Cov: 0.000884. It 3,Best ac:0.001327 1.000000 fi:0.099855. Ave ac:0.007666,0.012477 Cov: 0.001327. It 4,Best ac:0.001548 1.000000 fi:0.099775. Ave ac:0.004866,0.008112 Cov: 0.001548. It 5,Best ac:0.001548 1.000000 fi:0.099775. Ave ac:0.005449,0.008971 Cov: 0.001548. It 6,Best ac:0.001105 1.000000 fi:0.099935. Ave ac:0.004343,0.007899 Cov: 0.001105. It 7,Best ac:0.002211 1.000000 fi:0.099536. Ave ac:0.004735,0.007168 Cov: 0.002211. It 8,Best ac:0.003316 1.000000 fi:0.099137. Ave ac:0.005027,0.007891 Cov: 0.003316. It 9,Best ac:0.001769 1.000000 fi:0.099696. Ave ac:0.004734,0.008001 Cov: 0.001769. Iteration 10:MDL fitness activated Error 0.099696 TL 0.050829 MDL Theory Length Weight: 0.6538026237 (2) It 10,Best ac:0.001326 1.000000 fi:0.121371. Ave ac:0.004171,0.008181 Cov: 0.001326. It 11,Best ac:0.001105 1.000000 fi:0.121451. Ave ac:0.004323,0.006815 Cov: 0.001105. It 12,Best ac:0.003537 1.000000 fi:0.118641. Ave ac:0.003523,0.006676 Cov: 0.003537. It 13,Best ac:0.001769 1.000000 fi:0.119569. Ave ac:0.003286,0.006604 Cov: 0.001769. It 14,Best ac:0.001989 1.000000 fi:0.123499. Ave ac:0.003130,0.004391 Cov: 0.001989. It 15,Best ac:0.003759 1.000000 fi:0.119679. Ave ac:0.003598,0.005308 Cov: 0.003759. It 16,Best ac:0.001769 1.000000 fi:0.119569. Ave ac:0.003211,0.004941 Cov: 0.001769. It 17,Best ac:0.002210 1.000000 fi:0.117789. Ave ac:0.003454,0.004790 Cov: 0.002210. It 18,Best ac:0.001105 1.000000 fi:0.119185. Ave ac:0.002748,0.004245 Cov: 0.001105. It 19,Best ac:0.001548 1.000000 fi:0.118028. Ave ac:0.003164,0.005005 Cov: 0.001548. It 20,Best ac:0.001105 1.000000 fi:0.121558. Ave ac:0.002927,0.005066 Cov: 0.001105. It 21,Best ac:0.001105 1.000000 fi:0.125844. Ave ac:0.003207,0.003868 Cov: 0.001105. It 22,Best ac:0.001990 1.000000 fi:0.121625. Ave ac:0.003675,0.004574 Cov: 0.001990. It 23,Best ac:0.004421 1.000000 fi:0.118322. Ave ac:0.003300,0.004373 Cov: 0.004421. It 24,Best ac:0.001989 1.000000 fi:0.120260. Ave ac:0.003511,0.004923 Cov: 0.001989. It 25,Best ac:0.001327 1.000000 fi:0.119359. Ave ac:0.003055,0.003655 Cov: 0.001327. It 26,Best ac:0.001547 1.000000 fi:0.118028. Ave ac:0.003418,0.004708 Cov: 0.001547. MDL Theory Length Weight: 0.5884223614 (10) It 27,Best ac:0.001769 1.000000 fi:0.113898. Ave ac:0.003536,0.006149 Cov: 0.001769. It 28,Best ac:0.001768 1.000000 fi:0.112718. Ave ac:0.003042,0.004258 Cov: 0.001768. It 29,Best ac:0.001547 1.000000 fi:0.115015. Ave ac:0.002622,0.003369 Cov: 0.001547. It 30,Best ac:0.001769 1.000000 fi:0.116350. Ave ac:0.002649,0.003309 Cov: 0.001769. It 31,Best ac:0.001105 1.000000 fi:0.121152. Ave ac:0.002526,0.003199 Cov: 0.001105. It 32,Best ac:0.001105 1.000000 fi:0.112821. Ave ac:0.002168,0.003556 Cov: 0.001105. It 33,Best ac:0.001326 1.000000 fi:0.115808. Ave ac:0.002962,0.003779 Cov: 0.001326. It 34,Best ac:0.001079 0.841379 fi:0.281323. Ave ac:0.002934,0.004061 Cov: 0.001282. Best acc 0.001079 0.841379 Rule:Att PSSM_-4_13 is [-3.924178,5.554826]|Att PSSM_-3_5 is [-3.352790,5.762465]|Att PSSM_-3_7 is [-5.738733,-1.027988]|Att PSSM_-1_12 is [<-1.625818]|Att PSSM_0_2 is [<-3.045576]|Att PSSM_0_4 is [-5.920827,-4.436834]|Att PSSM_0_12 is [-6.461675,5.000754]|Att PSSM_1_7 is [-6.058390,-2.852860]|Att PSSM_2_5 is [-6.921342,9.896694]|Att PSSM_3_10 is [-5.755580,5.944310]|Att PSSM_3_12 is [-5.421350,-0.026864]|Att PSSM_3_17 is [<0.046981]|Att PSSM_4_12 is [-6.330682,2.198881]|1 Accuracy : 0.729362 0 1 163231 849 62653 7905 Removed 290 instances. 225884 Instances left. Acc of rule 0.001079-0.841379 Initial population average accuracy1:0.005938 accuracy2:0.278054 It 0,Best ac:0.000664 1.000000 fi:0.352021. Ave ac:0.007523,0.012834 Cov: 0.000664. It 1,Best ac:0.001771 0.800000 fi:0.299693. Ave ac:0.007203,0.012626 Cov: 0.002213. It 2,Best ac:0.002878 0.928571 fi:0.170721. Ave ac:0.006364,0.010376 Cov: 0.003099. It 3,Best ac:0.002214 1.000000 fi:0.099533. Ave ac:0.006004,0.011399 Cov: 0.002214. It 4,Best ac:0.001107 1.000000 fi:0.099933. Ave ac:0.005309,0.009450 Cov: 0.001107. It 5,Best ac:0.001107 1.000000 fi:0.099934. Ave ac:0.004242,0.007480 Cov: 0.001107. It 6,Best ac:0.001328 1.000000 fi:0.099853. Ave ac:0.004795,0.008114 Cov: 0.001328. It 7,Best ac:0.000886 1.000000 fi:0.136029. Ave ac:0.004465,0.007665 Cov: 0.000886. It 8,Best ac:0.002877 1.000000 fi:0.099293. Ave ac:0.003929,0.007148 Cov: 0.002877. It 9,Best ac:0.002656 1.000000 fi:0.099373. Ave ac:0.004034,0.006116 Cov: 0.002656. Iteration 10:MDL fitness activated Error 0.099373 TL 0.039797 MDL Theory Length Weight: 0.8323284702 (2) It 10,Best ac:0.001550 1.000000 fi:0.119353. Ave ac:0.004060,0.007376 Cov: 0.001550. It 11,Best ac:0.001771 1.000000 fi:0.124611. Ave ac:0.003476,0.006649 Cov: 0.001771. It 12,Best ac:0.001107 1.000000 fi:0.121305. Ave ac:0.003669,0.005625 Cov: 0.001107. It 13,Best ac:0.001328 1.000000 fi:0.119249. Ave ac:0.003943,0.008513 Cov: 0.001328. It 14,Best ac:0.002656 1.000000 fi:0.120837. Ave ac:0.004562,0.010764 Cov: 0.002656. It 15,Best ac:0.001107 1.000000 fi:0.120592. Ave ac:0.003309,0.005983 Cov: 0.001107. It 16,Best ac:0.001107 1.000000 fi:0.123783. Ave ac:0.004857,0.009138 Cov: 0.001107. It 17,Best ac:0.001550 1.000000 fi:0.124766. Ave ac:0.003379,0.005311 Cov: 0.001550. It 18,Best ac:0.001771 1.000000 fi:0.125336. Ave ac:0.003076,0.004629 Cov: 0.001771. It 19,Best ac:0.001107 1.000000 fi:0.119329. Ave ac:0.004117,0.008669 Cov: 0.001107. It 20,Best ac:0.001771 1.000000 fi:0.121738. Ave ac:0.003213,0.004692 Cov: 0.001771. It 21,Best ac:0.001328 1.000000 fi:0.123898. Ave ac:0.004038,0.006528 Cov: 0.001328. It 22,Best ac:0.001549 1.000000 fi:0.121880. Ave ac:0.002703,0.004464 Cov: 0.001549. MDL Theory Length Weight: 0.7490956232 (10) It 23,Best ac:0.001107 1.000000 fi:0.115241. Ave ac:0.003089,0.003586 Cov: 0.001107. It 24,Best ac:0.002657 1.000000 fi:0.116919. Ave ac:0.002513,0.003268 Cov: 0.002657. It 25,Best ac:0.001107 1.000000 fi:0.114269. Ave ac:0.002310,0.003862 Cov: 0.001107. It 26,Best ac:0.001328 1.000000 fi:0.112587. Ave ac:0.003001,0.004586 Cov: 0.001328. It 27,Best ac:0.001328 1.000000 fi:0.117181. Ave ac:0.002699,0.004351 Cov: 0.001328. It 28,Best ac:0.001328 1.000000 fi:0.114026. Ave ac:0.002511,0.004309 Cov: 0.001328. It 29,Best ac:0.001328 1.000000 fi:0.114805. Ave ac:0.002718,0.005307 Cov: 0.001328. It 30,Best ac:0.002435 1.000000 fi:0.113562. Ave ac:0.003427,0.012748 Cov: 0.002435. It 31,Best ac:0.004870 1.000000 fi:0.117023. Ave ac:0.001830,0.002598 Cov: 0.004870. It 32,Best ac:0.001328 1.000000 fi:0.115787. Ave ac:0.003242,0.005106 Cov: 0.001328. It 33,Best ac:0.002435 1.000000 fi:0.112714. Ave ac:0.003311,0.005251 Cov: 0.002435. It 34,Best ac:0.001253 0.815562 fi:0.307459. Ave ac:0.003058,0.003943 Cov: 0.001536. Best acc 0.001253 0.815562 Initial population average accuracy1:0.006357 accuracy2:0.264094 It 0,Best ac:0.000886 1.000000 fi:0.136029. Ave ac:0.007226,0.013249 Cov: 0.000886. It 1,Best ac:0.001107 1.000000 fi:0.099933. Ave ac:0.005327,0.007986 Cov: 0.001107. It 2,Best ac:0.000885 1.000000 fi:0.136029. Ave ac:0.005406,0.010113 Cov: 0.000885. It 3,Best ac:0.001328 1.000000 fi:0.099853. Ave ac:0.006127,0.011599 Cov: 0.001328. It 4,Best ac:0.001771 1.000000 fi:0.099693. Ave ac:0.005310,0.009390 Cov: 0.001771. It 5,Best ac:0.003320 1.000000 fi:0.099133. Ave ac:0.005017,0.008549 Cov: 0.003320. It 6,Best ac:0.001328 1.000000 fi:0.099853. Ave ac:0.004060,0.007896 Cov: 0.001328. It 7,Best ac:0.001549 1.000000 fi:0.099773. Ave ac:0.004913,0.010653 Cov: 0.001549. It 8,Best ac:0.001107 1.000000 fi:0.099933. Ave ac:0.004278,0.007045 Cov: 0.001107. It 9,Best ac:0.001992 1.000000 fi:0.099613. Ave ac:0.003273,0.004396 Cov: 0.001992. Iteration 10:MDL fitness activated Error 0.099613 TL 0.056149 MDL Theory Length Weight: 0.5913614392 (5) It 10,Best ac:0.001550 1.000000 fi:0.124531. Ave ac:0.003014,0.003928 Cov: 0.001550. It 11,Best ac:0.001107 1.000000 fi:0.120953. Ave ac:0.002352,0.003181 Cov: 0.001107. It 12,Best ac:0.001107 1.000000 fi:0.115095. Ave ac:0.002767,0.003723 Cov: 0.001107. It 13,Best ac:0.001992 1.000000 fi:0.119149. Ave ac:0.002684,0.003761 Cov: 0.001992. It 14,Best ac:0.001771 1.000000 fi:0.119529. Ave ac:0.003163,0.005779 Cov: 0.001771. It 15,Best ac:0.001992 1.000000 fi:0.117604. Ave ac:0.004044,0.005984 Cov: 0.001992. It 16,Best ac:0.002435 1.000000 fi:0.117740. Ave ac:0.003511,0.005955 Cov: 0.002435. It 17,Best ac:0.002213 1.000000 fi:0.116425. Ave ac:0.002961,0.006075 Cov: 0.002213. It 18,Best ac:0.001328 1.000000 fi:0.113822. Ave ac:0.002529,0.004250 Cov: 0.001328. It 19,Best ac:0.002435 1.000000 fi:0.113491. Ave ac:0.002130,0.003566 Cov: 0.002435. It 20,Best ac:0.002214 1.000000 fi:0.116287. Ave ac:0.001161,0.001525 Cov: 0.002214. It 21,Best ac:0.001549 1.000000 fi:0.115975. Ave ac:0.002126,0.002688 Cov: 0.001549. It 22,Best ac:0.001107 1.000000 fi:0.115268. Ave ac:0.002201,0.003111 Cov: 0.001107. It 23,Best ac:0.001328 1.000000 fi:0.113774. Ave ac:0.002246,0.004211 Cov: 0.001328. It 24,Best ac:0.001328 1.000000 fi:0.112741. Ave ac:0.003047,0.005389 Cov: 0.001328. It 25,Best ac:0.001992 1.000000 fi:0.123977. Ave ac:0.002952,0.005151 Cov: 0.001992. It 26,Best ac:0.001107 1.000000 fi:0.112821. Ave ac:0.004046,0.006533 Cov: 0.001107. It 27,Best ac:0.001992 1.000000 fi:0.112500. Ave ac:0.003854,0.006185 Cov: 0.001992. It 28,Best ac:0.001992 1.000000 fi:0.112667. Ave ac:0.002139,0.002819 Cov: 0.001992. It 29,Best ac:0.001107 1.000000 fi:0.115081. Ave ac:0.002224,0.003059 Cov: 0.001107. It 30,Best ac:0.002655 1.000000 fi:0.111908. Ave ac:0.002732,0.004521 Cov: 0.002655. It 31,Best ac:0.001107 1.000000 fi:0.112979. Ave ac:0.002913,0.003594 Cov: 0.001107. It 32,Best ac:0.001550 1.000000 fi:0.107683. Ave ac:0.003665,0.005552 Cov: 0.001550. It 33,Best ac:0.001107 1.000000 fi:0.115110. Ave ac:0.002948,0.004273 Cov: 0.001107. It 34,Best ac:0.001297 0.798365 fi:0.319618. Ave ac:0.003805,0.005884 Cov: 0.001625. Best acc 0.001297 0.798365 Rule:Att PSSM_-4_10 is [-6.262856,-1.737143]|Att PSSM_-2_15 is [<1.356339]|Att PSSM_0_5 is [>0.273664]|Att PSSM_0_12 is [<-3.147878]|Att PSSM_1_6 is [-5.994820,-0.005180]|Att PSSM_1_13 is [-2.466969,5.461622]|Att PSSM_4_4 is [<7.737476]|Att PSSM_4_6 is [-6.862778,-1.673496]|Att PSSM_4_7 is [<-0.840515]|Att PSSM_4_12 is [-5.897552,-2.773124]|1 Accuracy : 0.730295 0 1 163167 913 62370 8188 Removed 347 instances. 225537 Instances left. Acc of rule 0.001253-0.815562 Initial population average accuracy1:0.005687 accuracy2:0.267304 It 0,Best ac:0.001774 0.888889 fi:0.210801. Ave ac:0.006865,0.014098 Cov: 0.001996. It 1,Best ac:0.001330 0.857143 fi:0.242708. Ave ac:0.006291,0.011861 Cov: 0.001552. It 2,Best ac:0.000887 1.000000 fi:0.131872. Ave ac:0.006414,0.012091 Cov: 0.000887. It 3,Best ac:0.000887 1.000000 fi:0.131872. Ave ac:0.005933,0.010343 Cov: 0.000887. It 4,Best ac:0.000887 1.000000 fi:0.131872. Ave ac:0.005645,0.009941 Cov: 0.000887. It 5,Best ac:0.000887 1.000000 fi:0.131872. Ave ac:0.004831,0.008998 Cov: 0.000887. It 6,Best ac:0.001108 1.000000 fi:0.099932. Ave ac:0.003620,0.004833 Cov: 0.001108. It 7,Best ac:0.001773 1.000000 fi:0.099690. Ave ac:0.004054,0.005136 Cov: 0.001773. It 8,Best ac:0.001552 1.000000 fi:0.099770. Ave ac:0.003333,0.004300 Cov: 0.001552. It 9,Best ac:0.001330 1.000000 fi:0.099851. Ave ac:0.003279,0.004328 Cov: 0.001330. Iteration 10:MDL fitness activated Error 0.099851 TL 0.030455 MDL Theory Length Weight: 1.0928901909 (3) It 10,Best ac:0.001109 1.000000 fi:0.135388. Ave ac:0.002467,0.003603 Cov: 0.001109. It 11,Best ac:0.001551 1.000000 fi:0.128695. Ave ac:0.002747,0.003746 Cov: 0.001551. It 12,Best ac:0.001551 1.000000 fi:0.129477. Ave ac:0.002692,0.004072 Cov: 0.001551. It 13,Best ac:0.001108 1.000000 fi:0.126325. Ave ac:0.002714,0.004057 Cov: 0.001108. It 14,Best ac:0.001552 1.000000 fi:0.131735. Ave ac:0.002675,0.004131 Cov: 0.001552. It 15,Best ac:0.001108 1.000000 fi:0.119667. Ave ac:0.003225,0.005538 Cov: 0.001108. It 16,Best ac:0.001108 1.000000 fi:0.119667. Ave ac:0.003192,0.004527 Cov: 0.001108. It 17,Best ac:0.001108 1.000000 fi:0.119667. Ave ac:0.003806,0.005640 Cov: 0.001108. It 18,Best ac:0.001552 1.000000 fi:0.127131. Ave ac:0.003393,0.005878 Cov: 0.001552. It 19,Best ac:0.001552 1.000000 fi:0.123016. Ave ac:0.003244,0.005255 Cov: 0.001552. It 20,Best ac:0.001109 1.000000 fi:0.123592. Ave ac:0.003170,0.003986 Cov: 0.001109. It 21,Best ac:0.001552 1.000000 fi:0.121757. Ave ac:0.002967,0.004787 Cov: 0.001552. It 22,Best ac:0.001108 1.000000 fi:0.129179. Ave ac:0.002778,0.004614 Cov: 0.001108. It 23,Best ac:0.001330 1.000000 fi:0.123097. Ave ac:0.002903,0.004090 Cov: 0.001330. It 24,Best ac:0.001330 1.000000 fi:0.127878. Ave ac:0.002596,0.003762 Cov: 0.001330. MDL Theory Length Weight: 0.9836011718 (10) It 25,Best ac:0.001996 1.000000 fi:0.122227. Ave ac:0.002579,0.003850 Cov: 0.001996. It 26,Best ac:0.003103 1.000000 fi:0.123175. Ave ac:0.003276,0.004951 Cov: 0.003103. It 27,Best ac:0.001108 1.000000 fi:0.123243. Ave ac:0.002571,0.003901 Cov: 0.001108. It 28,Best ac:0.002660 1.000000 fi:0.121986. Ave ac:0.002763,0.004208 Cov: 0.002660. It 29,Best ac:0.001330 1.000000 fi:0.123604. Ave ac:0.002619,0.003105 Cov: 0.001330. It 30,Best ac:0.002882 1.000000 fi:0.124213. Ave ac:0.002348,0.003171 Cov: 0.002882. It 31,Best ac:0.002216 1.000000 fi:0.119318. Ave ac:0.003002,0.003286 Cov: 0.002216. It 32,Best ac:0.002882 1.000000 fi:0.124005. Ave ac:0.002462,0.002998 Cov: 0.002882. It 33,Best ac:0.001552 1.000000 fi:0.119827. Ave ac:0.002812,0.003838 Cov: 0.001552. It 34,Best ac:0.001038 0.841727 fi:0.286289. Ave ac:0.002375,0.003379 Cov: 0.001233. Best acc 0.001038 0.841727 Initial population average accuracy1:0.006240 accuracy2:0.262901 It 0,Best ac:0.001108 1.000000 fi:0.099931. Ave ac:0.006800,0.013703 Cov: 0.001108. It 1,Best ac:0.003325 0.789474 fi:0.309653. Ave ac:0.006836,0.014435 Cov: 0.004212. It 2,Best ac:0.000887 1.000000 fi:0.131872. Ave ac:0.007180,0.013739 Cov: 0.000887. It 3,Best ac:0.001330 0.857143 fi:0.242708. Ave ac:0.005209,0.011187 Cov: 0.001552. It 4,Best ac:0.001774 1.000000 fi:0.099690. Ave ac:0.005055,0.011166 Cov: 0.001774. It 5,Best ac:0.000887 1.000000 fi:0.131872. Ave ac:0.004606,0.010491 Cov: 0.000887. It 6,Best ac:0.002438 1.000000 fi:0.099449. Ave ac:0.004414,0.008171 Cov: 0.002438. It 7,Best ac:0.001774 1.000000 fi:0.099690. Ave ac:0.003730,0.005334 Cov: 0.001774. It 8,Best ac:0.001773 1.000000 fi:0.099690. Ave ac:0.003885,0.007394 Cov: 0.001773. It 9,Best ac:0.002438 1.000000 fi:0.099449. Ave ac:0.003841,0.005840 Cov: 0.002438. Iteration 10:MDL fitness activated Error 0.099449 TL 0.037552 MDL Theory Length Weight: 0.8827750270 (4) It 10,Best ac:0.001109 1.000000 fi:0.127657. Ave ac:0.003249,0.004149 Cov: 0.001109. It 11,Best ac:0.002217 1.000000 fi:0.132974. Ave ac:0.003309,0.005619 Cov: 0.002217. It 12,Best ac:0.001552 1.000000 fi:0.127256. Ave ac:0.003213,0.004638 Cov: 0.001552. It 13,Best ac:0.003990 1.000000 fi:0.133314. Ave ac:0.002944,0.004258 Cov: 0.003990. It 14,Best ac:0.001330 1.000000 fi:0.127336. Ave ac:0.003784,0.006013 Cov: 0.001330. It 15,Best ac:0.001995 1.000000 fi:0.126030. Ave ac:0.003710,0.005301 Cov: 0.001995. It 16,Best ac:0.001109 1.000000 fi:0.120268. Ave ac:0.003390,0.005228 Cov: 0.001109. It 17,Best ac:0.002217 1.000000 fi:0.128754. Ave ac:0.003727,0.005843 Cov: 0.002217. It 18,Best ac:0.001109 1.000000 fi:0.129334. Ave ac:0.002526,0.004041 Cov: 0.001109. It 19,Best ac:0.001552 1.000000 fi:0.125999. Ave ac:0.003529,0.005347 Cov: 0.001552. It 20,Best ac:0.001995 1.000000 fi:0.127160. Ave ac:0.003556,0.005300 Cov: 0.001995. It 21,Best ac:0.001996 1.000000 fi:0.128337. Ave ac:0.002729,0.004479 Cov: 0.001996. It 22,Best ac:0.002660 1.000000 fi:0.125777. Ave ac:0.002661,0.003818 Cov: 0.002660. It 23,Best ac:0.001773 1.000000 fi:0.121113. Ave ac:0.003071,0.005041 Cov: 0.001773. It 24,Best ac:0.001330 1.000000 fi:0.129968. Ave ac:0.003532,0.004417 Cov: 0.001330. It 25,Best ac:0.001109 1.000000 fi:0.123584. Ave ac:0.003466,0.003827 Cov: 0.001109. MDL Theory Length Weight: 0.7944975243 (10) It 26,Best ac:0.001109 1.000000 fi:0.123753. Ave ac:0.003341,0.003479 Cov: 0.001109. It 27,Best ac:0.002660 1.000000 fi:0.122729. Ave ac:0.002750,0.003401 Cov: 0.002660. It 28,Best ac:0.001108 1.000000 fi:0.124197. Ave ac:0.002667,0.003194 Cov: 0.001108. It 29,Best ac:0.001773 1.000000 fi:0.116038. Ave ac:0.002988,0.003366 Cov: 0.001773. It 30,Best ac:0.002217 1.000000 fi:0.123652. Ave ac:0.002157,0.002967 Cov: 0.002217. It 31,Best ac:0.002882 1.000000 fi:0.120959. Ave ac:0.002297,0.002507 Cov: 0.002882. It 32,Best ac:0.001108 1.000000 fi:0.121267. Ave ac:0.001598,0.001903 Cov: 0.001108. It 33,Best ac:0.001995 1.000000 fi:0.120624. Ave ac:0.002896,0.002862 Cov: 0.001995. It 34,Best ac:0.000918 0.838057 fi:0.290489. Ave ac:0.002500,0.002713 Cov: 0.001095. Best acc 0.000918 0.838057 Rule:Att PSSM_-4_8 is [-4.966043,7.074718]|Att PSSM_-3_4 is [<3.589460]|Att PSSM_0_6 is [<-2.119241]|Att PSSM_0_7 is [<-3.016407]|Att PSSM_0_20 is [>3.017351]|Att PSSM_1_7 is [<-3.029512]|Att PSSM_2_2 is [<-3.927978]|Att PSSM_3_2 is [<-2.081478]|Att PSSM_3_6 is [>-6.879287]|Att PSSM_3_17 is [<3.704632]|1 Accuracy : 0.731105 0 1 163123 957 62136 8422 Removed 278 instances. 225259 Instances left. Acc of rule 0.001038-0.841727 Initial population average accuracy1:0.007100 accuracy2:0.270976 It 0,Best ac:0.002220 0.769231 fi:0.330295. Ave ac:0.007814,0.014302 Cov: 0.002886. It 1,Best ac:0.001776 0.888889 fi:0.210798. Ave ac:0.007587,0.014827 Cov: 0.001998. It 2,Best ac:0.001332 1.000000 fi:0.099849. Ave ac:0.005824,0.009022 Cov: 0.001332. It 3,Best ac:0.001997 1.000000 fi:0.099607. Ave ac:0.004411,0.007125 Cov: 0.001997. It 4,Best ac:0.001776 1.000000 fi:0.099688. Ave ac:0.004445,0.007094 Cov: 0.001776. It 5,Best ac:0.001332 1.000000 fi:0.099849. Ave ac:0.004254,0.005803 Cov: 0.001332. It 6,Best ac:0.001776 1.000000 fi:0.099688. Ave ac:0.003608,0.004969 Cov: 0.001776. It 7,Best ac:0.002664 1.000000 fi:0.099364. Ave ac:0.003768,0.006605 Cov: 0.002664. It 8,Best ac:0.002220 1.000000 fi:0.099526. Ave ac:0.003233,0.006369 Cov: 0.002220. It 9,Best ac:0.002886 1.000000 fi:0.099283. Ave ac:0.003566,0.005656 Cov: 0.002886. Iteration 10:MDL fitness activated Error 0.099283 TL 0.048249 MDL Theory Length Weight: 0.6859121039 (1) It 10,Best ac:0.001554 1.000000 fi:0.117784. Ave ac:0.002811,0.005011 Cov: 0.001554. It 11,Best ac:0.001332 1.000000 fi:0.119757. Ave ac:0.003360,0.005349 Cov: 0.001332. It 12,Best ac:0.001554 1.000000 fi:0.115312. Ave ac:0.003111,0.004203 Cov: 0.001554. It 13,Best ac:0.001997 1.000000 fi:0.119788. Ave ac:0.003753,0.005690 Cov: 0.001997. It 14,Best ac:0.001997 1.000000 fi:0.123757. Ave ac:0.003958,0.006877 Cov: 0.001997. It 15,Best ac:0.001332 1.000000 fi:0.123312. Ave ac:0.003609,0.007495 Cov: 0.001332. It 16,Best ac:0.001110 1.000000 fi:0.124465. Ave ac:0.003109,0.004454 Cov: 0.001110. It 17,Best ac:0.001110 1.000000 fi:0.115473. Ave ac:0.003152,0.005084 Cov: 0.001110. It 18,Best ac:0.001775 1.000000 fi:0.119037. Ave ac:0.003168,0.005372 Cov: 0.001775. It 19,Best ac:0.001775 1.000000 fi:0.118003. Ave ac:0.003250,0.005408 Cov: 0.001775. It 20,Best ac:0.001554 1.000000 fi:0.115424. Ave ac:0.003140,0.005057 Cov: 0.001554. It 21,Best ac:0.001332 1.000000 fi:0.121467. Ave ac:0.002635,0.004638 Cov: 0.001332. MDL Theory Length Weight: 0.6173208935 (10) It 22,Best ac:0.001110 1.000000 fi:0.116889. Ave ac:0.003326,0.005101 Cov: 0.001110. It 23,Best ac:0.001110 1.000000 fi:0.115109. Ave ac:0.002307,0.003623 Cov: 0.001110. It 24,Best ac:0.001776 1.000000 fi:0.115181. Ave ac:0.002385,0.004289 Cov: 0.001776. It 25,Best ac:0.003996 1.000000 fi:0.111950. Ave ac:0.002851,0.003763 Cov: 0.003996. It 26,Best ac:0.001110 1.000000 fi:0.112373. Ave ac:0.002106,0.003188 Cov: 0.001110. It 27,Best ac:0.001553 1.000000 fi:0.113090. Ave ac:0.002935,0.003969 Cov: 0.001553. It 28,Best ac:0.002442 1.000000 fi:0.113567. Ave ac:0.002719,0.004135 Cov: 0.002442. It 29,Best ac:0.001110 1.000000 fi:0.113240. Ave ac:0.002358,0.004022 Cov: 0.001110. It 30,Best ac:0.001775 1.000000 fi:0.112449. Ave ac:0.002536,0.003029 Cov: 0.001775. It 31,Best ac:0.001997 1.000000 fi:0.107899. Ave ac:0.002813,0.003357 Cov: 0.001997. It 32,Best ac:0.001332 1.000000 fi:0.119130. Ave ac:0.001586,0.002370 Cov: 0.001332. It 33,Best ac:0.001110 1.000000 fi:0.112691. Ave ac:0.001744,0.002113 Cov: 0.001110. It 34,Best ac:0.000977 0.839695 fi:0.277026. Ave ac:0.002068,0.002235 Cov: 0.001163. Best acc 0.000977 0.839695 Initial population average accuracy1:0.005346 accuracy2:0.274466 It 0,Best ac:0.000888 0.800000 fi:0.329078. Ave ac:0.006444,0.012813 Cov: 0.001110. It 1,Best ac:0.001110 1.000000 fi:0.099930. Ave ac:0.007050,0.012350 Cov: 0.001110. It 2,Best ac:0.000888 1.000000 fi:0.128377. Ave ac:0.006379,0.011723 Cov: 0.000888. It 3,Best ac:0.001332 1.000000 fi:0.099849. Ave ac:0.005123,0.008947 Cov: 0.001332. It 4,Best ac:0.001332 1.000000 fi:0.099849. Ave ac:0.004012,0.006015 Cov: 0.001332. It 5,Best ac:0.001554 1.000000 fi:0.099769. Ave ac:0.004491,0.008710 Cov: 0.001554. It 6,Best ac:0.002442 1.000000 fi:0.099445. Ave ac:0.004925,0.007340 Cov: 0.002442. It 7,Best ac:0.002442 1.000000 fi:0.099446. Ave ac:0.005126,0.007610 Cov: 0.002442. It 8,Best ac:0.001332 1.000000 fi:0.099849. Ave ac:0.004555,0.008056 Cov: 0.001332. It 9,Best ac:0.001998 1.000000 fi:0.099607. Ave ac:0.003018,0.004581 Cov: 0.001998. Iteration 10:MDL fitness activated Error 0.099607 TL 0.035987 MDL Theory Length Weight: 0.9226158203 (4) It 10,Best ac:0.001775 1.000000 fi:0.124753. Ave ac:0.002783,0.007306 Cov: 0.001775. It 11,Best ac:0.001110 1.000000 fi:0.127428. Ave ac:0.002943,0.007065 Cov: 0.001110. It 12,Best ac:0.001332 1.000000 fi:0.126246. Ave ac:0.003411,0.008054 Cov: 0.001332. It 13,Best ac:0.001110 1.000000 fi:0.125834. Ave ac:0.003515,0.006923 Cov: 0.001110. It 14,Best ac:0.001553 1.000000 fi:0.122674. Ave ac:0.002763,0.004252 Cov: 0.001553. It 15,Best ac:0.002442 1.000000 fi:0.124635. Ave ac:0.003872,0.008576 Cov: 0.002442. It 16,Best ac:0.001776 1.000000 fi:0.122961. Ave ac:0.002813,0.004161 Cov: 0.001776. It 17,Best ac:0.001554 1.000000 fi:0.124117. Ave ac:0.002264,0.003004 Cov: 0.001554. It 18,Best ac:0.002219 1.000000 fi:0.122432. Ave ac:0.003000,0.004667 Cov: 0.002219. It 19,Best ac:0.001998 1.000000 fi:0.122410. Ave ac:0.003014,0.004600 Cov: 0.001998. It 20,Best ac:0.003330 1.000000 fi:0.117780. Ave ac:0.003237,0.005406 Cov: 0.003330. It 21,Best ac:0.001775 1.000000 fi:0.119434. Ave ac:0.002566,0.003612 Cov: 0.001775. It 22,Best ac:0.001998 1.000000 fi:0.122427. Ave ac:0.002977,0.004597 Cov: 0.001998. It 23,Best ac:0.003108 1.000000 fi:0.120205. Ave ac:0.002609,0.004941 Cov: 0.003108. It 24,Best ac:0.001332 1.000000 fi:0.120556. Ave ac:0.002720,0.003311 Cov: 0.001332. It 25,Best ac:0.001554 1.000000 fi:0.119631. Ave ac:0.003108,0.005911 Cov: 0.001554. It 26,Best ac:0.002664 1.000000 fi:0.118851. Ave ac:0.003444,0.005664 Cov: 0.002664. It 27,Best ac:0.001776 1.000000 fi:0.118591. Ave ac:0.003658,0.007924 Cov: 0.001776. It 28,Best ac:0.001332 1.000000 fi:0.120556. Ave ac:0.002881,0.004243 Cov: 0.001332. It 29,Best ac:0.002442 1.000000 fi:0.118349. Ave ac:0.002278,0.003110 Cov: 0.002442. MDL Theory Length Weight: 0.8303542382 (10) It 30,Best ac:0.001110 1.000000 fi:0.115476. Ave ac:0.003364,0.003976 Cov: 0.001110. It 31,Best ac:0.001110 1.000000 fi:0.125269. Ave ac:0.002093,0.002411 Cov: 0.001110. It 32,Best ac:0.001110 1.000000 fi:0.118121. Ave ac:0.003111,0.004601 Cov: 0.001110. It 33,Best ac:0.002219 1.000000 fi:0.117478. Ave ac:0.002680,0.003149 Cov: 0.002219. It 34,Best ac:0.001092 0.860140 fi:0.271958. Ave ac:0.003188,0.004872 Cov: 0.001270. Best acc 0.001092 0.860140 Rule:Att PSSM_-4_7 is [-5.236255,3.236255]|Att PSSM_-4_11 is [-6.606390,3.488661]|Att PSSM_-3_7 is [<1.532806]|Att PSSM_-3_13 is [-3.244379,3.244379]|Att PSSM_-1_7 is [<-1.088423]|Att PSSM_0_1 is [>2.000620]|Att PSSM_0_7 is [<-2.059654]|Att PSSM_1_2 is [-6.277725,0.277725]|Att PSSM_1_7 is [-5.439274,-0.560726]|Att PSSM_1_17 is [-3.775072,-0.224928]|Att PSSM_3_12 is [-6.017015,-1.713837]|Att PSSM_4_12 is [<-0.966026]|1 Accuracy : 0.731983 0 1 163083 997 61890 8668 Removed 286 instances. 224973 Instances left. Acc of rule 0.001092-0.860140 Initial population average accuracy1:0.006204 accuracy2:0.264439 It 0,Best ac:0.001556 1.000000 fi:0.099766. Ave ac:0.007036,0.010394 Cov: 0.001556. It 1,Best ac:0.001556 0.777778 fi:0.321988. Ave ac:0.007590,0.011187 Cov: 0.002001. It 2,Best ac:0.004223 0.904762 fi:0.194031. Ave ac:0.006751,0.010008 Cov: 0.004668. It 3,Best ac:0.001111 1.000000 fi:0.099928. Ave ac:0.005472,0.008783 Cov: 0.001111. It 4,Best ac:0.001111 1.000000 fi:0.099928. Ave ac:0.005654,0.008958 Cov: 0.001111. It 5,Best ac:0.001778 1.000000 fi:0.099685. Ave ac:0.006498,0.009681 Cov: 0.001778. It 6,Best ac:0.002223 1.000000 fi:0.099523. Ave ac:0.005203,0.008743 Cov: 0.002223. It 7,Best ac:0.002444 1.000000 fi:0.099442. Ave ac:0.005214,0.007591 Cov: 0.002444. It 8,Best ac:0.001333 1.000000 fi:0.099847. Ave ac:0.005628,0.008320 Cov: 0.001333. It 9,Best ac:0.001778 1.000000 fi:0.099685. Ave ac:0.004141,0.007511 Cov: 0.001778. Iteration 10:MDL fitness activated Error 0.099685 TL 0.036168 MDL Theory Length Weight: 0.9187341015 (3) It 10,Best ac:0.002000 1.000000 fi:0.122017. Ave ac:0.004350,0.007003 Cov: 0.002000. It 11,Best ac:0.001778 1.000000 fi:0.129551. Ave ac:0.004167,0.007402 Cov: 0.001778. It 12,Best ac:0.002000 1.000000 fi:0.131351. Ave ac:0.004330,0.007024 Cov: 0.002000. It 13,Best ac:0.001556 1.000000 fi:0.124062. Ave ac:0.003332,0.005579 Cov: 0.001556. It 14,Best ac:0.001334 1.000000 fi:0.122881. Ave ac:0.002922,0.005276 Cov: 0.001334. It 15,Best ac:0.001556 1.000000 fi:0.126823. Ave ac:0.003279,0.005311 Cov: 0.001556. It 16,Best ac:0.002222 1.000000 fi:0.115618. Ave ac:0.003727,0.005075 Cov: 0.002222. It 17,Best ac:0.001111 1.000000 fi:0.119053. Ave ac:0.003423,0.004811 Cov: 0.001111. It 18,Best ac:0.001111 1.000000 fi:0.127729. Ave ac:0.002635,0.004182 Cov: 0.001111. It 19,Best ac:0.001111 1.000000 fi:0.125249. Ave ac:0.003215,0.004882 Cov: 0.001111. It 20,Best ac:0.001333 1.000000 fi:0.122882. Ave ac:0.002861,0.004314 Cov: 0.001333. It 21,Best ac:0.003333 1.000000 fi:0.123702. Ave ac:0.003316,0.004986 Cov: 0.003333. It 22,Best ac:0.001556 1.000000 fi:0.122801. Ave ac:0.003365,0.005890 Cov: 0.001556. It 23,Best ac:0.001778 1.000000 fi:0.115780. Ave ac:0.003196,0.004759 Cov: 0.001778. It 24,Best ac:0.002445 1.000000 fi:0.121709. Ave ac:0.002826,0.003753 Cov: 0.002445. It 25,Best ac:0.001556 1.000000 fi:0.119557. Ave ac:0.002684,0.005293 Cov: 0.001556. MDL Theory Length Weight: 0.8268606914 (10) It 26,Best ac:0.001111 1.000000 fi:0.118712. Ave ac:0.003013,0.004751 Cov: 0.001111. It 27,Best ac:0.001556 1.000000 fi:0.118549. Ave ac:0.002628,0.003180 Cov: 0.001556. It 28,Best ac:0.001111 1.000000 fi:0.113551. Ave ac:0.002975,0.004473 Cov: 0.001111. It 29,Best ac:0.001778 1.000000 fi:0.120819. Ave ac:0.003067,0.005159 Cov: 0.001778. It 30,Best ac:0.002223 1.000000 fi:0.117020. Ave ac:0.002897,0.004365 Cov: 0.002223. It 31,Best ac:0.002000 1.000000 fi:0.121782. Ave ac:0.002935,0.004114 Cov: 0.002000. It 32,Best ac:0.001778 1.000000 fi:0.124969. Ave ac:0.002546,0.003456 Cov: 0.001778. It 33,Best ac:0.003112 1.000000 fi:0.114764. Ave ac:0.003973,0.005270 Cov: 0.003112. It 34,Best ac:0.001796 0.816162 fi:0.300889. Ave ac:0.002872,0.004085 Cov: 0.002200. Best acc 0.001796 0.816162 Initial population average accuracy1:0.005911 accuracy2:0.279394 It 0,Best ac:0.001111 0.833333 fi:0.266595. Ave ac:0.006053,0.013137 Cov: 0.001334. It 1,Best ac:0.003333 0.833333 fi:0.265785. Ave ac:0.006625,0.013297 Cov: 0.004000. It 2,Best ac:0.001111 1.000000 fi:0.099928. Ave ac:0.006157,0.012254 Cov: 0.001111. It 3,Best ac:0.000889 1.000000 fi:0.125560. Ave ac:0.006328,0.010836 Cov: 0.000889. It 4,Best ac:0.001112 1.000000 fi:0.099928. Ave ac:0.005747,0.011934 Cov: 0.001112. It 5,Best ac:0.001778 1.000000 fi:0.099685. Ave ac:0.005695,0.009182 Cov: 0.001778. It 6,Best ac:0.001778 1.000000 fi:0.099685. Ave ac:0.004580,0.007593 Cov: 0.001778. It 7,Best ac:0.001556 1.000000 fi:0.099766. Ave ac:0.004860,0.007221 Cov: 0.001556. It 8,Best ac:0.001556 1.000000 fi:0.099766. Ave ac:0.004466,0.007300 Cov: 0.001556. It 9,Best ac:0.002667 1.000000 fi:0.099361. Ave ac:0.003970,0.006518 Cov: 0.002667. Iteration 10:MDL fitness activated Error 0.099361 TL 0.020541 MDL Theory Length Weight: 1.6124308020 (1) It 10,Best ac:0.003333 1.000000 fi:0.148027. Ave ac:0.003971,0.006287 Cov: 0.003333. It 11,Best ac:0.001112 1.000000 fi:0.154519. Ave ac:0.003732,0.006224 Cov: 0.001112. It 12,Best ac:0.001111 1.000000 fi:0.144330. Ave ac:0.003437,0.004902 Cov: 0.001111. It 13,Best ac:0.001333 1.000000 fi:0.144249. Ave ac:0.003644,0.006878 Cov: 0.001333. It 14,Best ac:0.004223 1.000000 fi:0.137088. Ave ac:0.003790,0.006881 Cov: 0.004223. It 15,Best ac:0.001556 1.000000 fi:0.143465. Ave ac:0.003595,0.005152 Cov: 0.001556. It 16,Best ac:0.001333 1.000000 fi:0.136070. Ave ac:0.003637,0.006123 Cov: 0.001333. It 17,Best ac:0.001111 1.000000 fi:0.136151. Ave ac:0.003332,0.011174 Cov: 0.001111. It 18,Best ac:0.001334 1.000000 fi:0.136847. Ave ac:0.002891,0.004157 Cov: 0.001334. It 19,Best ac:0.001111 1.000000 fi:0.134472. Ave ac:0.002489,0.003379 Cov: 0.001111. It 20,Best ac:0.001333 1.000000 fi:0.140886. Ave ac:0.001774,0.002335 Cov: 0.001333. It 21,Best ac:0.001556 1.000000 fi:0.137098. Ave ac:0.002048,0.003120 Cov: 0.001556. It 22,Best ac:0.002444 1.000000 fi:0.140277. Ave ac:0.002123,0.003119 Cov: 0.002444. It 23,Best ac:0.001111 1.000000 fi:0.134042. Ave ac:0.002108,0.003500 Cov: 0.001111. It 24,Best ac:0.001334 1.000000 fi:0.152356. Ave ac:0.002721,0.003960 Cov: 0.001334. It 25,Best ac:0.001778 1.000000 fi:0.133799. Ave ac:0.002847,0.003784 Cov: 0.001778. It 26,Best ac:0.003556 1.000000 fi:0.130516. Ave ac:0.003535,0.006621 Cov: 0.003556. It 27,Best ac:0.001111 1.000000 fi:0.141824. Ave ac:0.002308,0.004072 Cov: 0.001111. It 28,Best ac:0.001111 1.000000 fi:0.137638. Ave ac:0.002947,0.004322 Cov: 0.001111. It 29,Best ac:0.001334 1.000000 fi:0.137974. Ave ac:0.003312,0.006080 Cov: 0.001334. It 30,Best ac:0.003111 1.000000 fi:0.132792. Ave ac:0.003030,0.005605 Cov: 0.003111. It 31,Best ac:0.001556 1.000000 fi:0.136088. Ave ac:0.002478,0.004657 Cov: 0.001556. It 32,Best ac:0.002444 1.000000 fi:0.128205. Ave ac:0.002280,0.004134 Cov: 0.002444. It 33,Best ac:0.001333 1.000000 fi:0.131326. Ave ac:0.002556,0.003947 Cov: 0.001333. It 34,Best ac:0.001151 0.811912 fi:0.330627. Ave ac:0.002196,0.002917 Cov: 0.001418. Best acc 0.001151 0.811912 Rule:Att PSSM_-2_6 is [<-0.524941]|Att PSSM_-1_12 is [<0.254489]|Att PSSM_0_7 is [<-4.905376]|Att PSSM_1_15 is [<-2.649560]|Att PSSM_2_5 is [>-0.267516]|Att PSSM_2_9 is [<-2.091002]|1 Accuracy : 0.733317 0 1 162992 1088 61486 9072 Removed 495 instances. 224478 Instances left. Acc of rule 0.001796-0.816162 Initial population average accuracy1:0.006763 accuracy2:0.264822 It 0,Best ac:0.001336 1.000000 fi:0.099844. Ave ac:0.006935,0.012747 Cov: 0.001336. It 1,Best ac:0.000891 1.000000 fi:0.119873. Ave ac:0.006726,0.011025 Cov: 0.000891. It 2,Best ac:0.002227 0.909091 fi:0.190427. Ave ac:0.005142,0.008169 Cov: 0.002450. It 3,Best ac:0.003563 1.000000 fi:0.099029. Ave ac:0.005024,0.007327 Cov: 0.003563. It 4,Best ac:0.001336 1.000000 fi:0.099844. Ave ac:0.004499,0.006783 Cov: 0.001336. It 5,Best ac:0.001782 1.000000 fi:0.099681. Ave ac:0.004568,0.007399 Cov: 0.001782. It 6,Best ac:0.001114 1.000000 fi:0.099926. Ave ac:0.003965,0.007708 Cov: 0.001114. It 7,Best ac:0.002227 1.000000 fi:0.099518. Ave ac:0.004082,0.006507 Cov: 0.002227. It 8,Best ac:0.001336 1.000000 fi:0.099844. Ave ac:0.004028,0.007346 Cov: 0.001336. It 9,Best ac:0.002005 1.000000 fi:0.099600. Ave ac:0.004034,0.006207 Cov: 0.002005. Iteration 10:MDL fitness activated Error 0.099600 TL 0.055564 MDL Theory Length Weight: 0.5975035961 (7) It 10,Best ac:0.001336 1.000000 fi:0.115686. Ave ac:0.004441,0.006566 Cov: 0.001336. It 11,Best ac:0.002450 1.000000 fi:0.121021. Ave ac:0.003915,0.008059 Cov: 0.002450. It 12,Best ac:0.001559 1.000000 fi:0.118478. Ave ac:0.004183,0.007908 Cov: 0.001559. It 13,Best ac:0.001337 1.000000 fi:0.119744. Ave ac:0.003607,0.005907 Cov: 0.001337. It 14,Best ac:0.001114 1.000000 fi:0.120634. Ave ac:0.003356,0.005528 Cov: 0.001114. It 15,Best ac:0.001114 1.000000 fi:0.122809. Ave ac:0.003374,0.005591 Cov: 0.001114. It 16,Best ac:0.001114 1.000000 fi:0.113642. Ave ac:0.002780,0.003634 Cov: 0.001114. It 17,Best ac:0.002450 1.000000 fi:0.118468. Ave ac:0.002770,0.004196 Cov: 0.002450. It 18,Best ac:0.001782 1.000000 fi:0.120234. Ave ac:0.002960,0.003696 Cov: 0.001782. It 19,Best ac:0.002450 1.000000 fi:0.119129. Ave ac:0.002800,0.003871 Cov: 0.002450. It 20,Best ac:0.001559 1.000000 fi:0.117183. Ave ac:0.002467,0.003308 Cov: 0.001559. It 21,Best ac:0.001336 1.000000 fi:0.115790. Ave ac:0.002417,0.003736 Cov: 0.001336. It 22,Best ac:0.001559 1.000000 fi:0.120939. Ave ac:0.002168,0.002649 Cov: 0.001559. It 23,Best ac:0.002673 1.000000 fi:0.115510. Ave ac:0.001992,0.002485 Cov: 0.002673. It 24,Best ac:0.002673 1.000000 fi:0.116269. Ave ac:0.002255,0.003047 Cov: 0.002673. It 25,Best ac:0.002005 1.000000 fi:0.115755. Ave ac:0.002367,0.003438 Cov: 0.002005. MDL Theory Length Weight: 0.5377532365 (10) It 26,Best ac:0.002005 1.000000 fi:0.111944. Ave ac:0.002684,0.005086 Cov: 0.002005. It 27,Best ac:0.002673 1.000000 fi:0.112728. Ave ac:0.002514,0.004313 Cov: 0.002673. It 28,Best ac:0.002227 1.000000 fi:0.110044. Ave ac:0.002713,0.003100 Cov: 0.002227. It 29,Best ac:0.002450 1.000000 fi:0.109962. Ave ac:0.002728,0.003159 Cov: 0.002450. It 30,Best ac:0.002228 1.000000 fi:0.113709. Ave ac:0.002472,0.003359 Cov: 0.002228. It 31,Best ac:0.002228 1.000000 fi:0.112734. Ave ac:0.002476,0.003422 Cov: 0.002228. It 32,Best ac:0.001559 1.000000 fi:0.111504. Ave ac:0.002628,0.002902 Cov: 0.001559. It 33,Best ac:0.002450 1.000000 fi:0.109963. Ave ac:0.002399,0.003219 Cov: 0.002450. It 34,Best ac:0.001060 0.846975 fi:0.270606. Ave ac:0.002234,0.002860 Cov: 0.001252. Best acc 0.001060 0.846975 Initial population average accuracy1:0.006153 accuracy2:0.266407 It 0,Best ac:0.001114 1.000000 fi:0.099925. Ave ac:0.006667,0.012383 Cov: 0.001114. It 1,Best ac:0.001114 0.833333 fi:0.266592. Ave ac:0.006873,0.011008 Cov: 0.001336. It 2,Best ac:0.000891 1.000000 fi:0.119157. Ave ac:0.006294,0.012078 Cov: 0.000891. It 3,Best ac:0.001782 1.000000 fi:0.099681. Ave ac:0.005705,0.011172 Cov: 0.001782. It 4,Best ac:0.001337 1.000000 fi:0.099844. Ave ac:0.005168,0.009693 Cov: 0.001337. It 5,Best ac:0.002005 1.000000 fi:0.099599. Ave ac:0.004335,0.006423 Cov: 0.002005. It 6,Best ac:0.001336 1.000000 fi:0.099844. Ave ac:0.005118,0.007948 Cov: 0.001336. It 7,Best ac:0.001337 1.000000 fi:0.099844. Ave ac:0.004719,0.008856 Cov: 0.001337. It 8,Best ac:0.002227 1.000000 fi:0.099518. Ave ac:0.004557,0.008191 Cov: 0.002227. It 9,Best ac:0.002004 1.000000 fi:0.099600. Ave ac:0.004174,0.007476 Cov: 0.002004. Iteration 10:MDL fitness activated Error 0.099600 TL 0.035990 MDL Theory Length Weight: 0.9224838102 (2) It 10,Best ac:0.001336 1.000000 fi:0.132558. Ave ac:0.003365,0.004889 Cov: 0.001336. It 11,Best ac:0.001337 1.000000 fi:0.123512. Ave ac:0.002916,0.005814 Cov: 0.001337. It 12,Best ac:0.001114 1.000000 fi:0.132360. Ave ac:0.003598,0.006466 Cov: 0.001114. It 13,Best ac:0.001114 1.000000 fi:0.131287. Ave ac:0.003473,0.006050 Cov: 0.001114. It 14,Best ac:0.001114 1.000000 fi:0.129119. Ave ac:0.003469,0.005023 Cov: 0.001114. It 15,Best ac:0.001114 1.000000 fi:0.129527. Ave ac:0.003750,0.005945 Cov: 0.001114. It 16,Best ac:0.001336 1.000000 fi:0.132532. Ave ac:0.002981,0.005472 Cov: 0.001336. It 17,Best ac:0.001336 1.000000 fi:0.131020. Ave ac:0.003873,0.007986 Cov: 0.001336. It 18,Best ac:0.001114 1.000000 fi:0.124757. Ave ac:0.003659,0.006964 Cov: 0.001114. It 19,Best ac:0.001114 1.000000 fi:0.127167. Ave ac:0.003020,0.004631 Cov: 0.001114. It 20,Best ac:0.001337 1.000000 fi:0.128378. Ave ac:0.002936,0.004587 Cov: 0.001337. MDL Theory Length Weight: 0.8302354291 (10) It 21,Best ac:0.001336 1.000000 fi:0.124361. Ave ac:0.003042,0.005306 Cov: 0.001336. It 22,Best ac:0.001337 1.000000 fi:0.122635. Ave ac:0.003206,0.004973 Cov: 0.001337. It 23,Best ac:0.002005 1.000000 fi:0.117663. Ave ac:0.002852,0.005651 Cov: 0.002005. It 24,Best ac:0.001114 1.000000 fi:0.123396. Ave ac:0.002869,0.005143 Cov: 0.001114. It 25,Best ac:0.001114 1.000000 fi:0.122585. Ave ac:0.003043,0.005342 Cov: 0.001114. It 26,Best ac:0.001337 1.000000 fi:0.123479. Ave ac:0.002767,0.004432 Cov: 0.001337. It 27,Best ac:0.002673 1.000000 fi:0.117419. Ave ac:0.002800,0.003914 Cov: 0.002673. It 28,Best ac:0.001559 1.000000 fi:0.122554. Ave ac:0.002035,0.002893 Cov: 0.001559. It 29,Best ac:0.001114 1.000000 fi:0.121227. Ave ac:0.002051,0.003033 Cov: 0.001114. It 30,Best ac:0.001114 1.000000 fi:0.118871. Ave ac:0.002691,0.004619 Cov: 0.001114. It 31,Best ac:0.001114 1.000000 fi:0.125650. Ave ac:0.002649,0.004930 Cov: 0.001114. It 32,Best ac:0.001559 1.000000 fi:0.118978. Ave ac:0.003156,0.004453 Cov: 0.001559. It 33,Best ac:0.002450 1.000000 fi:0.121687. Ave ac:0.003980,0.008859 Cov: 0.002450. It 34,Best ac:0.001042 0.806897 fi:0.320974. Ave ac:0.004170,0.007823 Cov: 0.001292. Best acc 0.001042 0.806897 Rule:Att PSSM_-4_8 is [>-2.660958]|Att PSSM_-4_18 is [<12.761565]|Att PSSM_-2_7 is [-5.462812,-2.663555]|Att PSSM_-1_12 is [<-1.732235]|Att PSSM_0_5 is [-1.174970,9.174971]|Att PSSM_0_12 is [<-3.975547]|Att PSSM_0_19 is [<2.389434]|Att PSSM_1_4 is [<-0.417532]|Att PSSM_2_15 is [<-2.023891]|Att PSSM_3_3 is [<3.161654]|Att PSSM_4_10 is [<2.343822]|Att PSSM_4_12 is [<0.771850]|1 Accuracy : 0.734148 0 1 162949 1131 61248 9310 Removed 281 instances. 224197 Instances left. Acc of rule 0.001060-0.846975 Initial population average accuracy1:0.005461 accuracy2:0.264457 It 0,Best ac:0.001339 0.857143 fi:0.242699. Ave ac:0.006993,0.012155 Cov: 0.001562. It 1,Best ac:0.000892 1.000000 fi:0.116281. Ave ac:0.006239,0.009768 Cov: 0.000892. It 2,Best ac:0.001115 0.833333 fi:0.266591. Ave ac:0.005973,0.009642 Cov: 0.001338. It 3,Best ac:0.001115 1.000000 fi:0.099924. Ave ac:0.006631,0.012790 Cov: 0.001115. It 4,Best ac:0.002007 1.000000 fi:0.099597. Ave ac:0.004186,0.007659 Cov: 0.002007. It 5,Best ac:0.001338 1.000000 fi:0.099842. Ave ac:0.004767,0.008074 Cov: 0.001338. It 6,Best ac:0.001115 1.000000 fi:0.099924. Ave ac:0.005089,0.008808 Cov: 0.001115. It 7,Best ac:0.002230 1.000000 fi:0.099515. Ave ac:0.004727,0.008120 Cov: 0.002230. It 8,Best ac:0.002453 1.000000 fi:0.099433. Ave ac:0.003152,0.004619 Cov: 0.002453. It 9,Best ac:0.002453 1.000000 fi:0.099433. Ave ac:0.003547,0.005081 Cov: 0.002453. Iteration 10:MDL fitness activated Error 0.099433 TL 0.050370 MDL Theory Length Weight: 0.6580168928 (2) It 10,Best ac:0.001115 1.000000 fi:0.121549. Ave ac:0.002789,0.004090 Cov: 0.001115. It 11,Best ac:0.002453 1.000000 fi:0.121032. Ave ac:0.003207,0.004654 Cov: 0.002453. It 12,Best ac:0.001115 1.000000 fi:0.122754. Ave ac:0.003304,0.009251 Cov: 0.001115. It 13,Best ac:0.002453 1.000000 fi:0.115762. Ave ac:0.003157,0.004195 Cov: 0.002453. It 14,Best ac:0.001115 1.000000 fi:0.120549. Ave ac:0.002708,0.004539 Cov: 0.001115. It 15,Best ac:0.001115 1.000000 fi:0.116864. Ave ac:0.002708,0.005576 Cov: 0.001115. It 16,Best ac:0.001561 1.000000 fi:0.115859. Ave ac:0.002395,0.004116 Cov: 0.001561. It 17,Best ac:0.001338 1.000000 fi:0.117212. Ave ac:0.003146,0.004487 Cov: 0.001338. It 18,Best ac:0.001338 1.000000 fi:0.120559. Ave ac:0.002779,0.004054 Cov: 0.001338. It 19,Best ac:0.002676 1.000000 fi:0.121578. Ave ac:0.002751,0.003567 Cov: 0.002676. It 20,Best ac:0.002007 1.000000 fi:0.118173. Ave ac:0.002467,0.003791 Cov: 0.002007. It 21,Best ac:0.002676 1.000000 fi:0.121578. Ave ac:0.002525,0.003872 Cov: 0.002676. It 22,Best ac:0.001115 1.000000 fi:0.115810. Ave ac:0.002821,0.005146 Cov: 0.001115. MDL Theory Length Weight: 0.5922152035 (10) It 23,Best ac:0.002676 1.000000 fi:0.115450. Ave ac:0.003013,0.004487 Cov: 0.002676. It 24,Best ac:0.001115 1.000000 fi:0.112894. Ave ac:0.002586,0.003812 Cov: 0.001115. It 25,Best ac:0.001115 1.000000 fi:0.116159. Ave ac:0.003059,0.005684 Cov: 0.001115. It 26,Best ac:0.001115 1.000000 fi:0.116001. Ave ac:0.002430,0.003462 Cov: 0.001115. It 27,Best ac:0.001115 1.000000 fi:0.112894. Ave ac:0.003044,0.004763 Cov: 0.001115. It 28,Best ac:0.001115 1.000000 fi:0.114931. Ave ac:0.003076,0.004366 Cov: 0.001115. It 29,Best ac:0.001338 1.000000 fi:0.116437. Ave ac:0.002455,0.003031 Cov: 0.001338. It 30,Best ac:0.001115 1.000000 fi:0.114413. Ave ac:0.003178,0.004535 Cov: 0.001115. It 31,Best ac:0.003791 1.000000 fi:0.111992. Ave ac:0.002884,0.003975 Cov: 0.003791. It 32,Best ac:0.001561 1.000000 fi:0.112730. Ave ac:0.002756,0.003528 Cov: 0.001561. It 33,Best ac:0.001784 1.000000 fi:0.114350. Ave ac:0.002715,0.002787 Cov: 0.001784. It 34,Best ac:0.001097 0.857143 fi:0.259383. Ave ac:0.002617,0.002697 Cov: 0.001280. Best acc 0.001097 0.857143 Initial population average accuracy1:0.005990 accuracy2:0.261743 It 0,Best ac:0.001338 0.857143 fi:0.242699. Ave ac:0.008143,0.015031 Cov: 0.001561. It 1,Best ac:0.001338 0.857143 fi:0.242699. Ave ac:0.006397,0.011956 Cov: 0.001561. It 2,Best ac:0.000892 1.000000 fi:0.116281. Ave ac:0.005937,0.012571 Cov: 0.000892. It 3,Best ac:0.001784 1.000000 fi:0.099678. Ave ac:0.006258,0.013894 Cov: 0.001784. It 4,Best ac:0.001561 1.000000 fi:0.099760. Ave ac:0.006786,0.012793 Cov: 0.001561. It 5,Best ac:0.001338 1.000000 fi:0.099842. Ave ac:0.004843,0.010240 Cov: 0.001338. It 6,Best ac:0.002007 1.000000 fi:0.099597. Ave ac:0.004317,0.008100 Cov: 0.002007. It 7,Best ac:0.001784 1.000000 fi:0.099678. Ave ac:0.003767,0.004886 Cov: 0.001784. It 8,Best ac:0.002676 1.000000 fi:0.099351. Ave ac:0.002777,0.003808 Cov: 0.002676. It 9,Best ac:0.001785 1.000000 fi:0.099678. Ave ac:0.002464,0.003871 Cov: 0.001785. Iteration 10:MDL fitness activated Error 0.099678 TL 0.041537 MDL Theory Length Weight: 0.7999114469 (2) It 10,Best ac:0.001338 1.000000 fi:0.125893. Ave ac:0.002313,0.002816 Cov: 0.001338. It 11,Best ac:0.001338 1.000000 fi:0.125435. Ave ac:0.002598,0.003186 Cov: 0.001338. It 12,Best ac:0.001784 1.000000 fi:0.122631. Ave ac:0.002467,0.003458 Cov: 0.001784. It 13,Best ac:0.001784 1.000000 fi:0.122488. Ave ac:0.002635,0.004825 Cov: 0.001784. It 14,Best ac:0.001115 1.000000 fi:0.120249. Ave ac:0.002771,0.004104 Cov: 0.001115. It 15,Best ac:0.001561 1.000000 fi:0.121750. Ave ac:0.002565,0.003022 Cov: 0.001561. It 16,Best ac:0.001338 1.000000 fi:0.125311. Ave ac:0.002543,0.004575 Cov: 0.001338. It 17,Best ac:0.001338 1.000000 fi:0.123790. Ave ac:0.002646,0.004177 Cov: 0.001338. It 18,Best ac:0.001338 1.000000 fi:0.119086. Ave ac:0.002924,0.005131 Cov: 0.001338. It 19,Best ac:0.001115 1.000000 fi:0.121336. Ave ac:0.002083,0.002647 Cov: 0.001115. It 20,Best ac:0.001338 1.000000 fi:0.120084. Ave ac:0.001971,0.002648 Cov: 0.001338. It 21,Best ac:0.001115 1.000000 fi:0.120249. Ave ac:0.002328,0.003095 Cov: 0.001115. It 22,Best ac:0.001115 1.000000 fi:0.125353. Ave ac:0.002090,0.002483 Cov: 0.001115. It 23,Best ac:0.001338 1.000000 fi:0.126998. Ave ac:0.002093,0.002576 Cov: 0.001338. It 24,Best ac:0.002007 1.000000 fi:0.121377. Ave ac:0.002332,0.003167 Cov: 0.002007. It 25,Best ac:0.002007 1.000000 fi:0.123314. Ave ac:0.002108,0.002728 Cov: 0.002007. It 26,Best ac:0.002230 1.000000 fi:0.120032. Ave ac:0.002222,0.002890 Cov: 0.002230. It 27,Best ac:0.001338 1.000000 fi:0.127124. Ave ac:0.003022,0.004170 Cov: 0.001338. MDL Theory Length Weight: 0.7199203022 (10) It 28,Best ac:0.001338 1.000000 fi:0.119296. Ave ac:0.002531,0.004001 Cov: 0.001338. It 29,Best ac:0.001115 1.000000 fi:0.122186. Ave ac:0.003066,0.004472 Cov: 0.001115. It 30,Best ac:0.001561 1.000000 fi:0.118081. Ave ac:0.002774,0.004050 Cov: 0.001561. It 31,Best ac:0.001115 1.000000 fi:0.119859. Ave ac:0.002508,0.003468 Cov: 0.001115. It 32,Best ac:0.001784 1.000000 fi:0.118736. Ave ac:0.002841,0.003933 Cov: 0.001784. It 33,Best ac:0.001115 1.000000 fi:0.116393. Ave ac:0.003021,0.005480 Cov: 0.001115. It 34,Best ac:0.001378 0.792308 fi:0.329605. Ave ac:0.002359,0.003238 Cov: 0.001740. Best acc 0.001378 0.792308 Rule:Att PSSM_-2_3 is [<-1.597294]|Att PSSM_-2_4 is [<-4.039563]|Att PSSM_-1_15 is [<2.980273]|Att PSSM_-1_20 is [2.707681,5.589058]|Att PSSM_0_5 is [-3.260721,4.675825]|Att PSSM_0_12 is [<-2.389816]|Att PSSM_0_13 is [-4.466035,4.466035]|Att PSSM_1_12 is [<-2.200687]|1 Accuracy : 0.735022 0 1 162908 1172 61002 9556 Removed 287 instances. 223910 Instances left. Acc of rule 0.001097-0.857143 Initial population average accuracy1:0.006273 accuracy2:0.255967 It 0,Best ac:0.002010 0.900000 fi:0.199593. Ave ac:0.007701,0.013568 Cov: 0.002233. It 1,Best ac:0.001340 0.857143 fi:0.242697. Ave ac:0.007831,0.014357 Cov: 0.001563. It 2,Best ac:0.000893 1.000000 fi:0.112659. Ave ac:0.007211,0.012167 Cov: 0.000893. It 3,Best ac:0.001340 1.000000 fi:0.099840. Ave ac:0.007386,0.012131 Cov: 0.001340. It 4,Best ac:0.001340 1.000000 fi:0.099840. Ave ac:0.004629,0.007458 Cov: 0.001340. It 5,Best ac:0.002233 1.000000 fi:0.099511. Ave ac:0.003837,0.006086 Cov: 0.002233. It 6,Best ac:0.001563 1.000000 fi:0.099758. Ave ac:0.003741,0.007490 Cov: 0.001563. It 7,Best ac:0.000893 1.000000 fi:0.112659. Ave ac:0.003597,0.005289 Cov: 0.000893. It 8,Best ac:0.001563 1.000000 fi:0.099758. Ave ac:0.003892,0.006096 Cov: 0.001563. It 9,Best ac:0.002010 1.000000 fi:0.099593. Ave ac:0.004000,0.006293 Cov: 0.002010. Iteration 10:MDL fitness activated Error 0.099593 TL 0.050865 MDL Theory Length Weight: 0.6526646725 (5) It 10,Best ac:0.002456 1.000000 fi:0.126916. Ave ac:0.003344,0.005473 Cov: 0.002456. It 11,Best ac:0.001117 1.000000 fi:0.118143. Ave ac:0.004038,0.006667 Cov: 0.001117. It 12,Best ac:0.002010 1.000000 fi:0.116662. Ave ac:0.003175,0.005667 Cov: 0.002010. It 13,Best ac:0.001340 1.000000 fi:0.115365. Ave ac:0.003909,0.006859 Cov: 0.001340. It 14,Best ac:0.001787 1.000000 fi:0.116948. Ave ac:0.004082,0.007319 Cov: 0.001787. It 15,Best ac:0.001117 1.000000 fi:0.125764. Ave ac:0.003910,0.006793 Cov: 0.001117. It 16,Best ac:0.001563 1.000000 fi:0.118098. Ave ac:0.004104,0.006308 Cov: 0.001563. It 17,Best ac:0.001116 1.000000 fi:0.123772. Ave ac:0.002865,0.004495 Cov: 0.001116. It 18,Best ac:0.002009 1.000000 fi:0.116781. Ave ac:0.003801,0.005689 Cov: 0.002009. It 19,Best ac:0.002010 1.000000 fi:0.116632. Ave ac:0.003221,0.004317 Cov: 0.002010. It 20,Best ac:0.001340 1.000000 fi:0.112325. Ave ac:0.003462,0.004492 Cov: 0.001340. It 21,Best ac:0.002010 1.000000 fi:0.115367. Ave ac:0.002703,0.003739 Cov: 0.002010. It 22,Best ac:0.001787 1.000000 fi:0.114701. Ave ac:0.003356,0.006576 Cov: 0.001787. It 23,Best ac:0.001786 1.000000 fi:0.113329. Ave ac:0.002741,0.003675 Cov: 0.001786. It 24,Best ac:0.001117 1.000000 fi:0.117743. Ave ac:0.002896,0.004465 Cov: 0.001117. It 25,Best ac:0.001116 1.000000 fi:0.115472. Ave ac:0.002735,0.003632 Cov: 0.001116. It 26,Best ac:0.001117 1.000000 fi:0.114204. Ave ac:0.003236,0.004607 Cov: 0.001117. It 27,Best ac:0.002903 1.000000 fi:0.114626. Ave ac:0.003023,0.003662 Cov: 0.002903. It 28,Best ac:0.001563 1.000000 fi:0.116478. Ave ac:0.002971,0.003685 Cov: 0.001563. It 29,Best ac:0.002456 1.000000 fi:0.111914. Ave ac:0.002741,0.004236 Cov: 0.002456. It 30,Best ac:0.002680 1.000000 fi:0.113128. Ave ac:0.002589,0.003379 Cov: 0.002680. It 31,Best ac:0.001116 1.000000 fi:0.116068. Ave ac:0.002435,0.003046 Cov: 0.001116. It 32,Best ac:0.001117 1.000000 fi:0.114061. Ave ac:0.002840,0.003615 Cov: 0.001117. It 33,Best ac:0.001563 1.000000 fi:0.116738. Ave ac:0.002416,0.003292 Cov: 0.001563. It 34,Best ac:0.000911 0.825911 fi:0.292883. Ave ac:0.003016,0.004039 Cov: 0.001103. Best acc 0.000911 0.825911 Initial population average accuracy1:0.005656 accuracy2:0.266281 It 0,Best ac:0.002233 0.833333 fi:0.266178. Ave ac:0.006741,0.012569 Cov: 0.002680. It 1,Best ac:0.000893 0.800000 fi:0.312659. Ave ac:0.006733,0.010876 Cov: 0.001117. It 2,Best ac:0.000893 1.000000 fi:0.112659. Ave ac:0.007809,0.012328 Cov: 0.000893. It 3,Best ac:0.000893 1.000000 fi:0.112659. Ave ac:0.007513,0.013358 Cov: 0.000893. It 4,Best ac:0.000893 1.000000 fi:0.112659. Ave ac:0.007539,0.013069 Cov: 0.000893. It 5,Best ac:0.001340 1.000000 fi:0.099840. Ave ac:0.004845,0.007930 Cov: 0.001340. It 6,Best ac:0.001563 1.000000 fi:0.099758. Ave ac:0.004248,0.007305 Cov: 0.001563. It 7,Best ac:0.001563 1.000000 fi:0.099758. Ave ac:0.003252,0.005690 Cov: 0.001563. It 8,Best ac:0.002680 1.000000 fi:0.099347. Ave ac:0.003855,0.006248 Cov: 0.002680. It 9,Best ac:0.001563 1.000000 fi:0.099758. Ave ac:0.003688,0.005700 Cov: 0.001563. Iteration 10:MDL fitness activated Error 0.099758 TL 0.041696 MDL Theory Length Weight: 0.7975088791 (2) It 10,Best ac:0.001117 1.000000 fi:0.126545. Ave ac:0.003446,0.005335 Cov: 0.001117. It 11,Best ac:0.001563 1.000000 fi:0.130976. Ave ac:0.003392,0.006018 Cov: 0.001563. It 12,Best ac:0.002010 1.000000 fi:0.129048. Ave ac:0.002254,0.002984 Cov: 0.002010. It 13,Best ac:0.001116 1.000000 fi:0.131140. Ave ac:0.002621,0.004240 Cov: 0.001116. It 14,Best ac:0.001117 1.000000 fi:0.130242. Ave ac:0.002846,0.004511 Cov: 0.001117. It 15,Best ac:0.001563 1.000000 fi:0.124701. Ave ac:0.002785,0.004340 Cov: 0.001563. It 16,Best ac:0.001340 1.000000 fi:0.126996. Ave ac:0.002953,0.005070 Cov: 0.001340. It 17,Best ac:0.001563 1.000000 fi:0.122404. Ave ac:0.002734,0.004847 Cov: 0.001563. It 18,Best ac:0.001340 1.000000 fi:0.127584. Ave ac:0.003385,0.006296 Cov: 0.001340. It 19,Best ac:0.002233 1.000000 fi:0.120147. Ave ac:0.003226,0.005183 Cov: 0.002233. It 20,Best ac:0.001340 1.000000 fi:0.129477. Ave ac:0.003292,0.004933 Cov: 0.001340. It 21,Best ac:0.002680 1.000000 fi:0.124877. Ave ac:0.003000,0.005666 Cov: 0.002680. It 22,Best ac:0.001563 1.000000 fi:0.128814. Ave ac:0.002753,0.003808 Cov: 0.001563. It 23,Best ac:0.001563 1.000000 fi:0.125280. Ave ac:0.002289,0.003343 Cov: 0.001563. It 24,Best ac:0.001787 1.000000 fi:0.122923. Ave ac:0.002451,0.002910 Cov: 0.001787. It 25,Best ac:0.002903 1.000000 fi:0.124580. Ave ac:0.002671,0.003415 Cov: 0.002903. It 26,Best ac:0.002456 1.000000 fi:0.120321. Ave ac:0.002238,0.003362 Cov: 0.002456. It 27,Best ac:0.001340 1.000000 fi:0.122975. Ave ac:0.002278,0.003313 Cov: 0.001340. It 28,Best ac:0.001786 1.000000 fi:0.125089. Ave ac:0.002527,0.003934 Cov: 0.001786. MDL Theory Length Weight: 0.7177579912 (10) It 29,Best ac:0.001563 1.000000 fi:0.118173. Ave ac:0.001930,0.002450 Cov: 0.001563. It 30,Best ac:0.001116 1.000000 fi:0.123185. Ave ac:0.002197,0.003009 Cov: 0.001116. It 31,Best ac:0.001340 1.000000 fi:0.124431. Ave ac:0.002293,0.002861 Cov: 0.001340. It 32,Best ac:0.001340 1.000000 fi:0.125935. Ave ac:0.002721,0.004872 Cov: 0.001340. It 33,Best ac:0.002902 1.000000 fi:0.118954. Ave ac:0.002973,0.003553 Cov: 0.002902. It 34,Best ac:0.001237 0.795977 fi:0.331437. Ave ac:0.002126,0.002697 Cov: 0.001554. Best acc 0.001237 0.795977 Rule:Att PSSM_-4_7 is [<-0.031869]|Att PSSM_-2_5 is [-1.440499,10.906442]|Att PSSM_-1_14 is [-3.838359,4.144387]|Att PSSM_0_4 is [<-3.053717]|Att PSSM_0_7 is [<-3.753017]|Att PSSM_0_12 is [<-1.562042]|Att PSSM_0_16 is [>-3.766040]|Att PSSM_0_20 is [0.164117,4.454291]|Att PSSM_1_12 is [<-2.546854]|Att PSSM_1_14 is [>-6.261506]|Att PSSM_4_12 is [-6.014060,7.927489]|1 Accuracy : 0.735708 0 1 162865 1215 60798 9760 Removed 247 instances. 223663 Instances left. Acc of rule 0.000911-0.825911 Initial population average accuracy1:0.005820 accuracy2:0.251928 It 0,Best ac:0.001789 0.888889 fi:0.210785. Ave ac:0.007010,0.012480 Cov: 0.002012. It 1,Best ac:0.001341 1.000000 fi:0.099839. Ave ac:0.006654,0.010585 Cov: 0.001341. It 2,Best ac:0.001565 1.000000 fi:0.099756. Ave ac:0.005617,0.009035 Cov: 0.001565. It 3,Best ac:0.001565 0.875000 fi:0.224756. Ave ac:0.005237,0.009563 Cov: 0.001789. It 4,Best ac:0.001565 1.000000 fi:0.099756. Ave ac:0.005649,0.009579 Cov: 0.001565. It 5,Best ac:0.002012 1.000000 fi:0.099591. Ave ac:0.005098,0.008777 Cov: 0.002012. It 6,Best ac:0.002235 1.000000 fi:0.099509. Ave ac:0.004531,0.007218 Cov: 0.002235. It 7,Best ac:0.002235 1.000000 fi:0.099509. Ave ac:0.004315,0.006493 Cov: 0.002235. It 8,Best ac:0.002906 1.000000 fi:0.099261. Ave ac:0.003764,0.005784 Cov: 0.002906. It 9,Best ac:0.001341 1.000000 fi:0.099839. Ave ac:0.003239,0.004570 Cov: 0.001341. Iteration 10:MDL fitness activated Error 0.099839 TL 0.044249 MDL Theory Length Weight: 0.7520980396 (2) It 10,Best ac:0.001788 1.000000 fi:0.120485. Ave ac:0.003784,0.006097 Cov: 0.001788. It 11,Best ac:0.002236 1.000000 fi:0.123322. Ave ac:0.004405,0.007077 Cov: 0.002236. It 12,Best ac:0.001118 1.000000 fi:0.120171. Ave ac:0.004673,0.007665 Cov: 0.001118. It 13,Best ac:0.001788 1.000000 fi:0.117336. Ave ac:0.004655,0.007169 Cov: 0.001788. It 14,Best ac:0.001789 1.000000 fi:0.118492. Ave ac:0.004158,0.006644 Cov: 0.001789. It 15,Best ac:0.001341 1.000000 fi:0.119007. Ave ac:0.003197,0.006439 Cov: 0.001341. It 16,Best ac:0.001118 1.000000 fi:0.118739. Ave ac:0.003074,0.005124 Cov: 0.001118. It 17,Best ac:0.002682 1.000000 fi:0.119142. Ave ac:0.003498,0.005849 Cov: 0.002682. It 18,Best ac:0.002012 1.000000 fi:0.113425. Ave ac:0.002703,0.003761 Cov: 0.002012. It 19,Best ac:0.002683 1.000000 fi:0.114928. Ave ac:0.003019,0.004667 Cov: 0.002683. It 20,Best ac:0.002236 1.000000 fi:0.114712. Ave ac:0.003129,0.004010 Cov: 0.002236. It 21,Best ac:0.001341 1.000000 fi:0.116230. Ave ac:0.002775,0.004534 Cov: 0.001341. It 22,Best ac:0.001118 1.000000 fi:0.115142. Ave ac:0.002645,0.003940 Cov: 0.001118. It 23,Best ac:0.001341 1.000000 fi:0.113877. Ave ac:0.002939,0.004305 Cov: 0.001341. It 24,Best ac:0.002235 1.000000 fi:0.115323. Ave ac:0.002707,0.004815 Cov: 0.002235. It 25,Best ac:0.003130 1.000000 fi:0.115792. Ave ac:0.002805,0.003493 Cov: 0.003130. It 26,Best ac:0.002459 1.000000 fi:0.111999. Ave ac:0.002141,0.002387 Cov: 0.002459. It 27,Best ac:0.001118 1.000000 fi:0.113975. Ave ac:0.002198,0.001990 Cov: 0.001118. It 28,Best ac:0.002459 1.000000 fi:0.113854. Ave ac:0.002096,0.002954 Cov: 0.002459. It 29,Best ac:0.001118 1.000000 fi:0.113960. Ave ac:0.001802,0.001409 Cov: 0.001118. It 30,Best ac:0.002012 1.000000 fi:0.111028. Ave ac:0.001671,0.002244 Cov: 0.002012. It 31,Best ac:0.002906 1.000000 fi:0.112592. Ave ac:0.001970,0.002151 Cov: 0.002906. It 32,Best ac:0.002012 1.000000 fi:0.113629. Ave ac:0.002684,0.002832 Cov: 0.002012. It 33,Best ac:0.001341 1.000000 fi:0.115285. Ave ac:0.002124,0.002299 Cov: 0.001341. It 34,Best ac:0.000943 0.850806 fi:0.262557. Ave ac:0.002126,0.003499 Cov: 0.001109. Best acc 0.000943 0.850806 Initial population average accuracy1:0.005673 accuracy2:0.255768 It 0,Best ac:0.001565 1.000000 fi:0.099756. Ave ac:0.006873,0.012594 Cov: 0.001565. It 1,Best ac:0.000894 1.000000 fi:0.109740. Ave ac:0.007605,0.014946 Cov: 0.000894. It 2,Best ac:0.001565 0.875000 fi:0.224756. Ave ac:0.005521,0.007534 Cov: 0.001788. It 3,Best ac:0.000894 1.000000 fi:0.109740. Ave ac:0.004828,0.007071 Cov: 0.000894. It 4,Best ac:0.000894 1.000000 fi:0.109740. Ave ac:0.004838,0.009195 Cov: 0.000894. It 5,Best ac:0.001341 1.000000 fi:0.099839. Ave ac:0.005104,0.008269 Cov: 0.001341. It 6,Best ac:0.001565 1.000000 fi:0.099756. Ave ac:0.004960,0.009045 Cov: 0.001565. It 7,Best ac:0.001789 1.000000 fi:0.099674. Ave ac:0.004906,0.008438 Cov: 0.001789. It 8,Best ac:0.002682 1.000000 fi:0.099344. Ave ac:0.005250,0.010205 Cov: 0.002682. It 9,Best ac:0.003577 1.000000 fi:0.099013. Ave ac:0.005524,0.009341 Cov: 0.003577. Iteration 10:MDL fitness activated Error 0.099013 TL 0.043291 MDL Theory Length Weight: 0.7623919760 (1) It 10,Best ac:0.003577 1.000000 fi:0.120649. Ave ac:0.006342,0.011445 Cov: 0.003577. It 11,Best ac:0.001118 1.000000 fi:0.124445. Ave ac:0.004334,0.007964 Cov: 0.001118. It 12,Best ac:0.002012 1.000000 fi:0.124653. Ave ac:0.003647,0.005200 Cov: 0.002012. It 13,Best ac:0.001565 1.000000 fi:0.128100. Ave ac:0.003632,0.006701 Cov: 0.001565. It 14,Best ac:0.001789 1.000000 fi:0.125994. Ave ac:0.003887,0.006124 Cov: 0.001789. It 15,Best ac:0.001341 1.000000 fi:0.122948. Ave ac:0.002789,0.003899 Cov: 0.001341. It 16,Best ac:0.001118 1.000000 fi:0.122586. Ave ac:0.002820,0.003548 Cov: 0.001118. It 17,Best ac:0.001118 1.000000 fi:0.123015. Ave ac:0.002456,0.003599 Cov: 0.001118. It 18,Best ac:0.001565 1.000000 fi:0.121264. Ave ac:0.002559,0.003967 Cov: 0.001565. It 19,Best ac:0.001341 1.000000 fi:0.120603. Ave ac:0.002896,0.005864 Cov: 0.001341. It 20,Best ac:0.001118 1.000000 fi:0.124919. Ave ac:0.002732,0.004367 Cov: 0.001118. It 21,Best ac:0.002013 1.000000 fi:0.121787. Ave ac:0.002900,0.003278 Cov: 0.002013. It 22,Best ac:0.001118 1.000000 fi:0.123728. Ave ac:0.002691,0.004258 Cov: 0.001118. It 23,Best ac:0.001342 1.000000 fi:0.123943. Ave ac:0.002871,0.002663 Cov: 0.001342. It 24,Best ac:0.001118 1.000000 fi:0.129939. Ave ac:0.002176,0.002417 Cov: 0.001118. It 25,Best ac:0.001118 1.000000 fi:0.118491. Ave ac:0.001987,0.002462 Cov: 0.001118. It 26,Best ac:0.001118 1.000000 fi:0.120783. Ave ac:0.002732,0.003435 Cov: 0.001118. It 27,Best ac:0.002012 1.000000 fi:0.128873. Ave ac:0.002173,0.002541 Cov: 0.002012. It 28,Best ac:0.002235 1.000000 fi:0.121262. Ave ac:0.003078,0.003432 Cov: 0.002235. It 29,Best ac:0.001118 1.000000 fi:0.121139. Ave ac:0.002700,0.003530 Cov: 0.001118. It 30,Best ac:0.001565 1.000000 fi:0.117252. Ave ac:0.003154,0.003614 Cov: 0.001565. It 31,Best ac:0.001118 1.000000 fi:0.120624. Ave ac:0.002805,0.003575 Cov: 0.001118. It 32,Best ac:0.001341 1.000000 fi:0.116838. Ave ac:0.002214,0.002701 Cov: 0.001341. It 33,Best ac:0.001341 1.000000 fi:0.121056. Ave ac:0.002227,0.002977 Cov: 0.001341. It 34,Best ac:0.001060 0.800676 fi:0.323225. Ave ac:0.002682,0.004011 Cov: 0.001323. Best acc 0.001060 0.800676 Rule:Att PSSM_-1_15 is [<8.293150]|Att PSSM_0_1 is [4.827167,6.350427]|Att PSSM_0_7 is [<-3.415939]|Att PSSM_1_2 is [<-1.223215]|Att PSSM_3_12 is [<-0.740242]|Att PSSM_4_2 is [<3.259208]|1 Accuracy : 0.736449 0 1 162828 1252 60587 9971 Removed 248 instances. 223415 Instances left. Acc of rule 0.000943-0.850806 Initial population average accuracy1:0.006294 accuracy2:0.253636 It 0,Best ac:0.001567 0.777778 fi:0.321976. Ave ac:0.008796,0.014766 Cov: 0.002014. It 1,Best ac:0.002014 0.818182 fi:0.281406. Ave ac:0.008893,0.016741 Cov: 0.002462. It 2,Best ac:0.001119 1.000000 fi:0.099919. Ave ac:0.007319,0.012982 Cov: 0.001119. It 3,Best ac:0.001790 1.000000 fi:0.099671. Ave ac:0.005695,0.010369 Cov: 0.001790. It 4,Best ac:0.000895 1.000000 fi:0.106802. Ave ac:0.005568,0.011012 Cov: 0.000895. It 5,Best ac:0.001791 1.000000 fi:0.099671. Ave ac:0.005171,0.009654 Cov: 0.001791. It 6,Best ac:0.001119 1.000000 fi:0.099920. Ave ac:0.004488,0.008523 Cov: 0.001119. It 7,Best ac:0.001343 1.000000 fi:0.099837. Ave ac:0.004649,0.006495 Cov: 0.001343. It 8,Best ac:0.001343 1.000000 fi:0.099837. Ave ac:0.004724,0.007910 Cov: 0.001343. It 9,Best ac:0.001119 1.000000 fi:0.099919. Ave ac:0.004862,0.009974 Cov: 0.001119. Iteration 10:MDL fitness activated Error 0.099919 TL 0.042974 MDL Theory Length Weight: 0.7750414533 (5) It 10,Best ac:0.001119 1.000000 fi:0.127264. Ave ac:0.003779,0.007038 Cov: 0.001119. It 11,Best ac:0.001343 1.000000 fi:0.127675. Ave ac:0.004352,0.007169 Cov: 0.001343. It 12,Best ac:0.001566 1.000000 fi:0.126609. Ave ac:0.003188,0.004333 Cov: 0.001566. It 13,Best ac:0.001343 1.000000 fi:0.123622. Ave ac:0.002927,0.004660 Cov: 0.001343. It 14,Best ac:0.001119 1.000000 fi:0.121848. Ave ac:0.003616,0.006122 Cov: 0.001119. It 15,Best ac:0.000895 1.000000 fi:0.127333. Ave ac:0.004115,0.007465 Cov: 0.000895. It 16,Best ac:0.002238 1.000000 fi:0.126091. Ave ac:0.003816,0.007022 Cov: 0.002238. It 17,Best ac:0.001791 1.000000 fi:0.116154. Ave ac:0.003810,0.006830 Cov: 0.001791. It 18,Best ac:0.001119 1.000000 fi:0.120438. Ave ac:0.003106,0.004940 Cov: 0.001119. It 19,Best ac:0.001566 1.000000 fi:0.118675. Ave ac:0.003541,0.008006 Cov: 0.001566. It 20,Best ac:0.002685 1.000000 fi:0.118638. Ave ac:0.002994,0.005642 Cov: 0.002685. It 21,Best ac:0.002014 1.000000 fi:0.115128. Ave ac:0.002646,0.003762 Cov: 0.002014. It 22,Best ac:0.001119 1.000000 fi:0.116552. Ave ac:0.002865,0.004915 Cov: 0.001119. It 23,Best ac:0.001343 1.000000 fi:0.117022. Ave ac:0.002643,0.003735 Cov: 0.001343. It 24,Best ac:0.001343 1.000000 fi:0.117022. Ave ac:0.002261,0.004135 Cov: 0.001343. It 25,Best ac:0.001567 1.000000 fi:0.115530. Ave ac:0.001869,0.003260 Cov: 0.001567. It 26,Best ac:0.002238 1.000000 fi:0.117278. Ave ac:0.002955,0.005014 Cov: 0.002238. It 27,Best ac:0.002014 1.000000 fi:0.118242. Ave ac:0.002278,0.004709 Cov: 0.002014. It 28,Best ac:0.001343 1.000000 fi:0.115871. Ave ac:0.002425,0.003812 Cov: 0.001343. It 29,Best ac:0.001343 1.000000 fi:0.114648. Ave ac:0.002452,0.006073 Cov: 0.001343. It 30,Best ac:0.001119 1.000000 fi:0.117412. Ave ac:0.002474,0.004993 Cov: 0.001119. It 31,Best ac:0.001567 1.000000 fi:0.112993. Ave ac:0.002793,0.006094 Cov: 0.001567. It 32,Best ac:0.001343 1.000000 fi:0.115475. Ave ac:0.003253,0.006571 Cov: 0.001343. It 33,Best ac:0.002238 1.000000 fi:0.112653. Ave ac:0.004293,0.009251 Cov: 0.002238. It 34,Best ac:0.001311 0.818436 fi:0.302383. Ave ac:0.003271,0.004304 Cov: 0.001602. Best acc 0.001311 0.818436 Initial population average accuracy1:0.005304 accuracy2:0.253845 It 0,Best ac:0.001119 0.833333 fi:0.266586. Ave ac:0.006945,0.013155 Cov: 0.001343. It 1,Best ac:0.001567 0.875000 fi:0.224754. Ave ac:0.008362,0.014236 Cov: 0.001791. It 2,Best ac:0.000895 0.800000 fi:0.306802. Ave ac:0.008039,0.013066 Cov: 0.001119. It 3,Best ac:0.001119 1.000000 fi:0.099919. Ave ac:0.008194,0.014973 Cov: 0.001119. It 4,Best ac:0.001567 0.875000 fi:0.224754. Ave ac:0.007238,0.012171 Cov: 0.001791. It 5,Best ac:0.001566 1.000000 fi:0.099754. Ave ac:0.006759,0.010775 Cov: 0.001566. It 6,Best ac:0.002014 1.000000 fi:0.099589. Ave ac:0.006479,0.011936 Cov: 0.002014. It 7,Best ac:0.001791 1.000000 fi:0.099671. Ave ac:0.006074,0.009937 Cov: 0.001791. It 8,Best ac:0.002014 1.000000 fi:0.099589. Ave ac:0.005766,0.008895 Cov: 0.002014. It 9,Best ac:0.001566 1.000000 fi:0.099754. Ave ac:0.005608,0.008372 Cov: 0.001566. Iteration 10:MDL fitness activated Error 0.099754 TL 0.044505 MDL Theory Length Weight: 0.7471452731 (4) It 10,Best ac:0.001567 1.000000 fi:0.120259. Ave ac:0.004255,0.007893 Cov: 0.001567. It 11,Best ac:0.001119 1.000000 fi:0.125703. Ave ac:0.004260,0.006440 Cov: 0.001119. It 12,Best ac:0.001790 1.000000 fi:0.120888. Ave ac:0.003937,0.006366 Cov: 0.001790. It 13,Best ac:0.001119 1.000000 fi:0.119677. Ave ac:0.003801,0.006310 Cov: 0.001119. It 14,Best ac:0.003133 1.000000 fi:0.129571. Ave ac:0.003416,0.006023 Cov: 0.003133. It 15,Best ac:0.001119 1.000000 fi:0.119069. Ave ac:0.003472,0.005981 Cov: 0.001119. It 16,Best ac:0.002014 1.000000 fi:0.113225. Ave ac:0.002805,0.005071 Cov: 0.002014. It 17,Best ac:0.001790 1.000000 fi:0.121031. Ave ac:0.003145,0.004443 Cov: 0.001790. It 18,Best ac:0.001119 1.000000 fi:0.113555. Ave ac:0.002606,0.004366 Cov: 0.001119. It 19,Best ac:0.002462 1.000000 fi:0.119836. Ave ac:0.003433,0.005353 Cov: 0.002462. It 20,Best ac:0.001567 1.000000 fi:0.119640. Ave ac:0.002565,0.004219 Cov: 0.001567. It 21,Best ac:0.001119 1.000000 fi:0.119072. Ave ac:0.002164,0.002952 Cov: 0.001119. It 22,Best ac:0.001566 1.000000 fi:0.119715. Ave ac:0.002219,0.003421 Cov: 0.001566. It 23,Best ac:0.001343 1.000000 fi:0.118989. Ave ac:0.002164,0.001982 Cov: 0.001343. It 24,Best ac:0.001343 1.000000 fi:0.123100. Ave ac:0.002065,0.002163 Cov: 0.001343. It 25,Best ac:0.002014 1.000000 fi:0.123238. Ave ac:0.001761,0.002446 Cov: 0.002014. MDL Theory Length Weight: 0.6724307458 (10) It 26,Best ac:0.003580 1.000000 fi:0.113112. Ave ac:0.002634,0.003107 Cov: 0.003580. It 27,Best ac:0.001343 1.000000 fi:0.117961. Ave ac:0.002504,0.003878 Cov: 0.001343. It 28,Best ac:0.001791 1.000000 fi:0.111944. Ave ac:0.002654,0.003557 Cov: 0.001791. It 29,Best ac:0.001567 1.000000 fi:0.113856. Ave ac:0.002459,0.004069 Cov: 0.001567. It 30,Best ac:0.001790 1.000000 fi:0.114134. Ave ac:0.002112,0.002561 Cov: 0.001790. It 31,Best ac:0.002014 1.000000 fi:0.115616. Ave ac:0.003119,0.004427 Cov: 0.002014. It 32,Best ac:0.001119 1.000000 fi:0.116877. Ave ac:0.003090,0.004387 Cov: 0.001119. It 33,Best ac:0.001566 1.000000 fi:0.116283. Ave ac:0.002503,0.003313 Cov: 0.001566. It 34,Best ac:0.001012 0.837037 fi:0.282430. Ave ac:0.002392,0.004040 Cov: 0.001209. Best acc 0.001012 0.837037 Rule:Att PSSM_-2_17 is [-3.773776,2.145170]|Att PSSM_0_9 is [-5.979935,-4.638119]|Att PSSM_0_12 is [-5.924868,2.224643]|Att PSSM_0_14 is [>-1.636849]|Att PSSM_0_19 is [<5.637902]|Att PSSM_1_2 is [<4.375757]|Att PSSM_1_13 is [>-1.429946]|Att PSSM_1_17 is [>-3.346445]|Att PSSM_2_12 is [-5.639659,-1.240994]|Att PSSM_3_7 is [<2.205539]|Att PSSM_4_12 is [-3.891321,-1.445840]|1 Accuracy : 0.737225 0 1 162784 1296 60361 10197 Removed 270 instances. 223145 Instances left. Acc of rule 0.001012-0.837037 Initial population average accuracy1:0.006278 accuracy2:0.248051 It 0,Best ac:0.001568 0.875000 fi:0.224752. Ave ac:0.008565,0.014025 Cov: 0.001793. It 1,Best ac:0.001568 1.000000 fi:0.099752. Ave ac:0.007500,0.012094 Cov: 0.001568. It 2,Best ac:0.001793 0.888889 fi:0.210780. Ave ac:0.006806,0.010913 Cov: 0.002017. It 3,Best ac:0.001345 1.000000 fi:0.099835. Ave ac:0.006388,0.011215 Cov: 0.001345. It 4,Best ac:0.000896 1.000000 fi:0.103102. Ave ac:0.003875,0.006823 Cov: 0.000896. It 5,Best ac:0.000896 1.000000 fi:0.103102. Ave ac:0.003799,0.007132 Cov: 0.000896. It 6,Best ac:0.002017 1.000000 fi:0.099586. Ave ac:0.003986,0.006560 Cov: 0.002017. It 7,Best ac:0.001792 1.000000 fi:0.099669. Ave ac:0.003702,0.006453 Cov: 0.001792. It 8,Best ac:0.001568 1.000000 fi:0.099752. Ave ac:0.003349,0.006899 Cov: 0.001568. It 9,Best ac:0.002016 1.000000 fi:0.099586. Ave ac:0.002961,0.005494 Cov: 0.002016. Iteration 10:MDL fitness activated Error 0.099586 TL 0.025893 MDL Theory Length Weight: 1.2820083738 (4) It 10,Best ac:0.001344 1.000000 fi:0.138533. Ave ac:0.003134,0.006838 Cov: 0.001344. It 11,Best ac:0.001344 1.000000 fi:0.139915. Ave ac:0.003390,0.005614 Cov: 0.001344. It 12,Best ac:0.000896 1.000000 fi:0.142157. Ave ac:0.002450,0.003360 Cov: 0.000896. It 13,Best ac:0.002241 1.000000 fi:0.132464. Ave ac:0.002438,0.004065 Cov: 0.002241. It 14,Best ac:0.002689 1.000000 fi:0.134391. Ave ac:0.002688,0.006033 Cov: 0.002689. It 15,Best ac:0.000896 1.000000 fi:0.142522. Ave ac:0.002117,0.005108 Cov: 0.000896. It 16,Best ac:0.001793 1.000000 fi:0.128028. Ave ac:0.002257,0.004544 Cov: 0.001793. It 17,Best ac:0.001793 1.000000 fi:0.139089. Ave ac:0.004266,0.007373 Cov: 0.001793. It 18,Best ac:0.001344 1.000000 fi:0.133850. Ave ac:0.003561,0.006879 Cov: 0.001344. It 19,Best ac:0.001120 1.000000 fi:0.129956. Ave ac:0.002356,0.003162 Cov: 0.001120. It 20,Best ac:0.001121 1.000000 fi:0.137611. Ave ac:0.002869,0.003986 Cov: 0.001121. It 21,Best ac:0.001568 1.000000 fi:0.134311. Ave ac:0.002346,0.007852 Cov: 0.001568. It 22,Best ac:0.001120 1.000000 fi:0.131123. Ave ac:0.003269,0.004950 Cov: 0.001120. It 23,Best ac:0.001793 1.000000 fi:0.132711. Ave ac:0.001734,0.004111 Cov: 0.001793. It 24,Best ac:0.001793 1.000000 fi:0.133321. Ave ac:0.002939,0.005466 Cov: 0.001793. It 25,Best ac:0.001344 1.000000 fi:0.124619. Ave ac:0.002253,0.003619 Cov: 0.001344. It 26,Best ac:0.001121 1.000000 fi:0.127601. Ave ac:0.001853,0.004690 Cov: 0.001121. It 27,Best ac:0.001120 1.000000 fi:0.121484. Ave ac:0.003748,0.009556 Cov: 0.001120. It 28,Best ac:0.001344 1.000000 fi:0.129171. Ave ac:0.001877,0.003306 Cov: 0.001344. It 29,Best ac:0.001345 1.000000 fi:0.126874. Ave ac:0.002589,0.003753 Cov: 0.001345. It 30,Best ac:0.001568 1.000000 fi:0.125244. Ave ac:0.002330,0.004436 Cov: 0.001568. It 31,Best ac:0.001344 1.000000 fi:0.121055. Ave ac:0.002364,0.004305 Cov: 0.001344. It 32,Best ac:0.002465 1.000000 fi:0.120639. Ave ac:0.002548,0.003703 Cov: 0.002465. It 33,Best ac:0.001344 1.000000 fi:0.131486. Ave ac:0.002033,0.004580 Cov: 0.001344. It 34,Best ac:0.001053 0.827465 fi:0.307751. Ave ac:0.003347,0.006261 Cov: 0.001273. Best acc 0.001053 0.827465 Initial population average accuracy1:0.005631 accuracy2:0.270995 It 0,Best ac:0.000896 1.000000 fi:0.103102. Ave ac:0.006810,0.011432 Cov: 0.000896. It 1,Best ac:0.000896 0.800000 fi:0.303102. Ave ac:0.007162,0.013026 Cov: 0.001120. It 2,Best ac:0.001345 1.000000 fi:0.099835. Ave ac:0.006728,0.010609 Cov: 0.001345. It 3,Best ac:0.000896 1.000000 fi:0.103844. Ave ac:0.005766,0.010802 Cov: 0.000896. It 4,Best ac:0.001568 0.875000 fi:0.224752. Ave ac:0.005932,0.009271 Cov: 0.001793. It 5,Best ac:0.001568 1.000000 fi:0.099752. Ave ac:0.005009,0.007682 Cov: 0.001568. It 6,Best ac:0.001344 1.000000 fi:0.099835. Ave ac:0.004931,0.008061 Cov: 0.001344. It 7,Best ac:0.001120 1.000000 fi:0.099918. Ave ac:0.005513,0.009006 Cov: 0.001120. It 8,Best ac:0.001793 1.000000 fi:0.099669. Ave ac:0.004619,0.008301 Cov: 0.001793. It 9,Best ac:0.001345 1.000000 fi:0.099835. Ave ac:0.003801,0.005326 Cov: 0.001345. Iteration 10:MDL fitness activated Error 0.099835 TL 0.029220 MDL Theory Length Weight: 1.1388853360 (2) It 10,Best ac:0.001120 1.000000 fi:0.133923. Ave ac:0.003856,0.006184 Cov: 0.001120. It 11,Best ac:0.001568 1.000000 fi:0.139042. Ave ac:0.003559,0.004915 Cov: 0.001568. It 12,Best ac:0.001344 1.000000 fi:0.139289. Ave ac:0.002518,0.003989 Cov: 0.001344. It 13,Best ac:0.001120 1.000000 fi:0.137802. Ave ac:0.002970,0.005090 Cov: 0.001120. It 14,Best ac:0.001344 1.000000 fi:0.137719. Ave ac:0.002962,0.004749 Cov: 0.001344. It 15,Best ac:0.002689 1.000000 fi:0.133009. Ave ac:0.002049,0.003378 Cov: 0.002689. It 16,Best ac:0.001345 1.000000 fi:0.135271. Ave ac:0.002364,0.002449 Cov: 0.001345. It 17,Best ac:0.001345 1.000000 fi:0.134281. Ave ac:0.001620,0.002014 Cov: 0.001345. It 18,Best ac:0.000896 1.000000 fi:0.142667. Ave ac:0.002082,0.004310 Cov: 0.000896. It 19,Best ac:0.001793 1.000000 fi:0.131213. Ave ac:0.002360,0.003025 Cov: 0.001793. It 20,Best ac:0.002016 1.000000 fi:0.135448. Ave ac:0.001814,0.002401 Cov: 0.002016. It 21,Best ac:0.001344 1.000000 fi:0.132362. Ave ac:0.002275,0.003593 Cov: 0.001344. It 22,Best ac:0.001344 1.000000 fi:0.135271. Ave ac:0.002848,0.006677 Cov: 0.001344. It 23,Best ac:0.000896 1.000000 fi:0.141511. Ave ac:0.002178,0.002671 Cov: 0.000896. It 24,Best ac:0.001569 1.000000 fi:0.134389. Ave ac:0.002618,0.003509 Cov: 0.001569. It 25,Best ac:0.001345 1.000000 fi:0.135288. Ave ac:0.002351,0.003379 Cov: 0.001345. It 26,Best ac:0.001121 1.000000 fi:0.131953. Ave ac:0.002217,0.002419 Cov: 0.001121. It 27,Best ac:0.000896 1.000000 fi:0.137993. Ave ac:0.002597,0.003672 Cov: 0.000896. It 28,Best ac:0.001121 1.000000 fi:0.130166. Ave ac:0.001991,0.002576 Cov: 0.001121. It 29,Best ac:0.001120 1.000000 fi:0.132434. Ave ac:0.001948,0.002070 Cov: 0.001120. It 30,Best ac:0.001793 1.000000 fi:0.125609. Ave ac:0.001974,0.002057 Cov: 0.001793. It 31,Best ac:0.001344 1.000000 fi:0.132545. Ave ac:0.001735,0.001580 Cov: 0.001344. It 32,Best ac:0.001344 1.000000 fi:0.124280. Ave ac:0.002462,0.003651 Cov: 0.001344. It 33,Best ac:0.001121 1.000000 fi:0.124363. Ave ac:0.001538,0.001717 Cov: 0.001121. It 34,Best ac:0.001107 0.845890 fi:0.298168. Ave ac:0.002379,0.002530 Cov: 0.001309. Best acc 0.001107 0.845890 Rule:Att PSSM_-4_1 is [<5.438670]|Att PSSM_-4_3 is [-6.266003,3.455554]|Att PSSM_-3_7 is [-5.330245,-0.669755]|Att PSSM_-1_4 is [<-0.805784]|Att PSSM_0_5 is [<5.865305]|Att PSSM_0_10 is [1.574507,7.899063]|Att PSSM_0_12 is [<-3.410964]|Att PSSM_0_20 is [>2.999775]|Att PSSM_1_7 is [-6.332913,-2.727144]|Att PSSM_2_2 is [<-0.485516]|Att PSSM_2_4 is [<-1.632353]|Att PSSM_3_3 is [-4.962179,4.406295]|Att PSSM_3_7 is [<0.419132]|1 Accuracy : 0.738086 0 1 162739 1341 60114 10444 Removed 292 instances. 222853 Instances left. Acc of rule 0.001107-0.845890 Initial population average accuracy1:0.006179 accuracy2:0.251619 It 0,Best ac:0.000897 0.800000 fi:0.300000. Ave ac:0.007002,0.011236 Cov: 0.001122. It 1,Best ac:0.001795 0.888889 fi:0.210777. Ave ac:0.007614,0.010596 Cov: 0.002020. It 2,Best ac:0.002019 0.900000 fi:0.199583. Ave ac:0.006388,0.008599 Cov: 0.002243. It 3,Best ac:0.001571 1.000000 fi:0.099749. Ave ac:0.005915,0.008955 Cov: 0.001571. It 4,Best ac:0.001795 1.000000 fi:0.099666. Ave ac:0.005535,0.008405 Cov: 0.001795. It 5,Best ac:0.002244 1.000000 fi:0.099499. Ave ac:0.004814,0.012052 Cov: 0.002244. It 6,Best ac:0.002243 1.000000 fi:0.099500. Ave ac:0.004123,0.008136 Cov: 0.002243. It 7,Best ac:0.001571 1.000000 fi:0.099749. Ave ac:0.003619,0.007312 Cov: 0.001571. It 8,Best ac:0.001122 1.000000 fi:0.099916. Ave ac:0.004297,0.008761 Cov: 0.001122. It 9,Best ac:0.001571 1.000000 fi:0.099749. Ave ac:0.004015,0.005953 Cov: 0.001571. Iteration 10:MDL fitness activated Error 0.099749 TL 0.023765 MDL Theory Length Weight: 1.3991083811 (5) It 10,Best ac:0.000897 1.000000 fi:0.130178. Ave ac:0.004837,0.012171 Cov: 0.000897. It 11,Best ac:0.000897 1.000000 fi:0.129531. Ave ac:0.003877,0.007865 Cov: 0.000897. It 12,Best ac:0.001122 1.000000 fi:0.132652. Ave ac:0.003547,0.005863 Cov: 0.001122. It 13,Best ac:0.001571 1.000000 fi:0.130409. Ave ac:0.004206,0.007076 Cov: 0.001571. It 14,Best ac:0.002020 1.000000 fi:0.129377. Ave ac:0.003888,0.008266 Cov: 0.002020. It 15,Best ac:0.001122 1.000000 fi:0.133307. Ave ac:0.003762,0.010538 Cov: 0.001122. It 16,Best ac:0.001122 1.000000 fi:0.130111. Ave ac:0.003883,0.008938 Cov: 0.001122. It 17,Best ac:0.002692 1.000000 fi:0.123453. Ave ac:0.004356,0.008452 Cov: 0.002692. It 18,Best ac:0.001346 1.000000 fi:0.121873. Ave ac:0.003654,0.008381 Cov: 0.001346. It 19,Best ac:0.000897 1.000000 fi:0.125187. Ave ac:0.002809,0.004679 Cov: 0.000897. It 20,Best ac:0.001795 1.000000 fi:0.123602. Ave ac:0.004702,0.012184 Cov: 0.001795. It 21,Best ac:0.000897 1.000000 fi:0.128917. Ave ac:0.003138,0.006824 Cov: 0.000897. It 22,Best ac:0.000897 1.000000 fi:0.124076. Ave ac:0.003297,0.007482 Cov: 0.000897. It 23,Best ac:0.000897 1.000000 fi:0.130779. Ave ac:0.002358,0.004940 Cov: 0.000897. It 24,Best ac:0.001346 0.857143 fi:0.286457. Ave ac:0.005334,0.013376 Cov: 0.001570. It 25,Best ac:0.001571 1.000000 fi:0.122291. Ave ac:0.004738,0.012250 Cov: 0.001571. It 26,Best ac:0.001122 1.000000 fi:0.125055. Ave ac:0.004409,0.011938 Cov: 0.001122. It 27,Best ac:0.002244 1.000000 fi:0.124857. Ave ac:0.005174,0.011084 Cov: 0.002244. MDL Theory Length Weight: 1.2591975430 (10) It 28,Best ac:0.000898 1.000000 fi:0.123001. Ave ac:0.005473,0.013033 Cov: 0.000898. It 29,Best ac:0.000897 1.000000 fi:0.121669. Ave ac:0.004102,0.006434 Cov: 0.000897. It 30,Best ac:0.001122 1.000000 fi:0.116350. Ave ac:0.004530,0.012843 Cov: 0.001122. It 31,Best ac:0.000898 1.000000 fi:0.128705. Ave ac:0.003961,0.008546 Cov: 0.000898. It 32,Best ac:0.000897 1.000000 fi:0.121220. Ave ac:0.004728,0.009886 Cov: 0.000897. It 33,Best ac:0.000897 1.000000 fi:0.116344. Ave ac:0.003910,0.010664 Cov: 0.000897. It 34,Best ac:0.001032 0.779661 fi:0.336633. Ave ac:0.004268,0.009092 Cov: 0.001324. Best acc 0.001032 0.779661 Initial population average accuracy1:0.006156 accuracy2:0.245353 It 0,Best ac:0.000897 1.000000 fi:0.100120. Ave ac:0.006948,0.013428 Cov: 0.000897. It 1,Best ac:0.002019 0.818182 fi:0.281401. Ave ac:0.006975,0.013764 Cov: 0.002468. It 2,Best ac:0.001571 1.000000 fi:0.099749. Ave ac:0.005357,0.009880 Cov: 0.001571. It 3,Best ac:0.001122 1.000000 fi:0.099917. Ave ac:0.004427,0.008028 Cov: 0.001122. It 4,Best ac:0.001346 1.000000 fi:0.099833. Ave ac:0.004054,0.005532 Cov: 0.001346. It 5,Best ac:0.002019 0.900000 fi:0.199583. Ave ac:0.004234,0.006628 Cov: 0.002243. It 6,Best ac:0.001122 1.000000 fi:0.099916. Ave ac:0.003790,0.005735 Cov: 0.001122. It 7,Best ac:0.002244 1.000000 fi:0.099499. Ave ac:0.004396,0.008358 Cov: 0.002244. It 8,Best ac:0.001570 1.000000 fi:0.099750. Ave ac:0.004252,0.007168 Cov: 0.001570. It 9,Best ac:0.001570 1.000000 fi:0.099750. Ave ac:0.004347,0.010146 Cov: 0.001570. Iteration 10:MDL fitness activated Error 0.099750 TL 0.045951 MDL Theory Length Weight: 0.7236022923 (3) It 10,Best ac:0.001122 1.000000 fi:0.121489. Ave ac:0.003563,0.007068 Cov: 0.001122. It 11,Best ac:0.001346 1.000000 fi:0.127700. Ave ac:0.003726,0.005595 Cov: 0.001346. It 12,Best ac:0.001346 1.000000 fi:0.116160. Ave ac:0.003976,0.006234 Cov: 0.001346. It 13,Best ac:0.002244 1.000000 fi:0.119813. Ave ac:0.004318,0.006858 Cov: 0.002244. It 14,Best ac:0.001122 1.000000 fi:0.123165. Ave ac:0.002988,0.005488 Cov: 0.001122. It 15,Best ac:0.001346 1.000000 fi:0.119345. Ave ac:0.003445,0.006547 Cov: 0.001346. It 16,Best ac:0.003141 1.000000 fi:0.122719. Ave ac:0.003064,0.006023 Cov: 0.003141. It 17,Best ac:0.001795 1.000000 fi:0.119747. Ave ac:0.002958,0.006058 Cov: 0.001795. It 18,Best ac:0.000897 1.000000 fi:0.118660. Ave ac:0.003106,0.004624 Cov: 0.000897. It 19,Best ac:0.000897 1.000000 fi:0.122820. Ave ac:0.002927,0.004066 Cov: 0.000897. It 20,Best ac:0.002468 1.000000 fi:0.117271. Ave ac:0.002800,0.003400 Cov: 0.002468. It 21,Best ac:0.001795 1.000000 fi:0.118460. Ave ac:0.002637,0.003519 Cov: 0.001795. MDL Theory Length Weight: 0.6512420631 (10) It 22,Best ac:0.002468 1.000000 fi:0.118300. Ave ac:0.002474,0.003781 Cov: 0.002468. It 23,Best ac:0.001571 1.000000 fi:0.116557. Ave ac:0.002495,0.003450 Cov: 0.001571. It 24,Best ac:0.001122 1.000000 fi:0.114611. Ave ac:0.002529,0.003160 Cov: 0.001122. It 25,Best ac:0.001795 1.000000 fi:0.117944. Ave ac:0.003315,0.004647 Cov: 0.001795. It 26,Best ac:0.000897 1.000000 fi:0.115867. Ave ac:0.003169,0.005076 Cov: 0.000897. It 27,Best ac:0.002244 1.000000 fi:0.116004. Ave ac:0.003292,0.004016 Cov: 0.002244. It 28,Best ac:0.001122 1.000000 fi:0.114909. Ave ac:0.002753,0.003628 Cov: 0.001122. It 29,Best ac:0.000897 1.000000 fi:0.113151. Ave ac:0.002473,0.003355 Cov: 0.000897. It 30,Best ac:0.003365 1.000000 fi:0.115846. Ave ac:0.002690,0.003595 Cov: 0.003365. It 31,Best ac:0.002244 1.000000 fi:0.116154. Ave ac:0.003048,0.004487 Cov: 0.002244. It 32,Best ac:0.002244 1.000000 fi:0.114391. Ave ac:0.002565,0.004005 Cov: 0.002244. It 33,Best ac:0.003142 1.000000 fi:0.114785. Ave ac:0.002685,0.004531 Cov: 0.003142. It 34,Best ac:0.001221 0.809524 fi:0.310552. Ave ac:0.002627,0.003898 Cov: 0.001508. Best acc 0.001221 0.809524 Rule:Att PSSM_-4_11 is [-5.382495,4.702285]|Att PSSM_-3_7 is [-6.057661,-3.697773]|Att PSSM_-3_20 is [>-2.706805]|Att PSSM_-1_2 is [-5.167612,-1.865671]|Att PSSM_-1_12 is [<-1.256786]|Att PSSM_-1_17 is [-5.353185,2.307122]|Att PSSM_0_7 is [-6.858088,6.259124]|Att PSSM_0_12 is [-6.247894,-3.025595]|Att PSSM_0_14 is [-5.753034,3.143281]|Att PSSM_1_19 is [>-2.578513]|Att PSSM_4_12 is [<-2.328483]|1 Accuracy : 0.738972 0 1 162675 1405 59842 10716 Removed 336 instances. 222517 Instances left. Acc of rule 0.001221-0.809524 Initial population average accuracy1:0.005928 accuracy2:0.281053 It 0,Best ac:0.000899 1.000000 fi:0.099998. Ave ac:0.006347,0.013782 Cov: 0.000899. It 1,Best ac:0.002022 0.750000 fi:0.349579. Ave ac:0.005478,0.009637 Cov: 0.002697. It 2,Best ac:0.001573 1.000000 fi:0.099747. Ave ac:0.005213,0.009629 Cov: 0.001573. It 3,Best ac:0.000899 1.000000 fi:0.099998. Ave ac:0.005895,0.012734 Cov: 0.000899. It 4,Best ac:0.000899 1.000000 fi:0.099998. Ave ac:0.006595,0.013155 Cov: 0.000899. It 5,Best ac:0.001348 1.000000 fi:0.099831. Ave ac:0.005963,0.011197 Cov: 0.001348. It 6,Best ac:0.001348 1.000000 fi:0.099831. Ave ac:0.004575,0.009198 Cov: 0.001348. It 7,Best ac:0.002248 1.000000 fi:0.099495. Ave ac:0.004500,0.007758 Cov: 0.002248. It 8,Best ac:0.001123 1.000000 fi:0.099915. Ave ac:0.005281,0.010262 Cov: 0.001123. It 9,Best ac:0.001798 1.000000 fi:0.099663. Ave ac:0.004604,0.007485 Cov: 0.001798. Iteration 10:MDL fitness activated Error 0.099663 TL 0.024653 MDL Theory Length Weight: 1.3475553983 (3) It 10,Best ac:0.001348 1.000000 fi:0.138402. Ave ac:0.004903,0.010313 Cov: 0.001348. It 11,Best ac:0.003596 1.000000 fi:0.130436. Ave ac:0.005282,0.008501 Cov: 0.003596. It 12,Best ac:0.000899 1.000000 fi:0.141117. Ave ac:0.005570,0.012043 Cov: 0.000899. It 13,Best ac:0.001123 1.000000 fi:0.134157. Ave ac:0.005424,0.011976 Cov: 0.001123. It 14,Best ac:0.000899 1.000000 fi:0.133703. Ave ac:0.004283,0.008944 Cov: 0.000899. It 15,Best ac:0.000899 1.000000 fi:0.133231. Ave ac:0.004775,0.010753 Cov: 0.000899. It 16,Best ac:0.001348 1.000000 fi:0.130627. Ave ac:0.005104,0.009053 Cov: 0.001348. It 17,Best ac:0.000899 1.000000 fi:0.136332. Ave ac:0.004621,0.013354 Cov: 0.000899. It 18,Best ac:0.001348 1.000000 fi:0.135518. Ave ac:0.004838,0.013809 Cov: 0.001348. It 19,Best ac:0.002472 1.000000 fi:0.142348. Ave ac:0.004554,0.009112 Cov: 0.002472. It 20,Best ac:0.001123 1.000000 fi:0.132377. Ave ac:0.005682,0.014756 Cov: 0.001123. MDL Theory Length Weight: 1.2127998584 (10) It 21,Best ac:0.001348 1.000000 fi:0.127252. Ave ac:0.006032,0.011261 Cov: 0.001348. It 22,Best ac:0.000899 1.000000 fi:0.130336. Ave ac:0.004737,0.007477 Cov: 0.000899. It 23,Best ac:0.002247 1.000000 fi:0.129394. Ave ac:0.004214,0.007695 Cov: 0.002247. It 24,Best ac:0.000899 1.000000 fi:0.129317. Ave ac:0.002998,0.006563 Cov: 0.000899. It 25,Best ac:0.002022 1.000000 fi:0.120904. Ave ac:0.002437,0.003658 Cov: 0.002022. It 26,Best ac:0.000899 1.000000 fi:0.128205. Ave ac:0.004008,0.009086 Cov: 0.000899. It 27,Best ac:0.001348 1.000000 fi:0.127677. Ave ac:0.003610,0.006687 Cov: 0.001348. It 28,Best ac:0.000899 1.000000 fi:0.129814. Ave ac:0.002999,0.005844 Cov: 0.000899. It 29,Best ac:0.000899 1.000000 fi:0.133946. Ave ac:0.002716,0.004977 Cov: 0.000899. It 30,Best ac:0.001348 1.000000 fi:0.127434. Ave ac:0.002778,0.003965 Cov: 0.001348. It 31,Best ac:0.000899 1.000000 fi:0.120504. Ave ac:0.002586,0.003655 Cov: 0.000899. It 32,Best ac:0.001348 1.000000 fi:0.125586. Ave ac:0.002340,0.003925 Cov: 0.001348. It 33,Best ac:0.001124 1.000000 fi:0.120420. Ave ac:0.002568,0.003633 Cov: 0.001124. It 34,Best ac:0.001501 0.789598 fi:0.353762. Ave ac:0.002096,0.002520 Cov: 0.001901. Best acc 0.001501 0.789598 Initial population average accuracy1:0.006156 accuracy2:0.267169 It 0,Best ac:0.001573 0.875000 fi:0.224746. Ave ac:0.007097,0.015123 Cov: 0.001798. It 1,Best ac:0.005394 0.827586 fi:0.271079. Ave ac:0.007379,0.015702 Cov: 0.006518. It 2,Best ac:0.001124 1.000000 fi:0.099915. Ave ac:0.008701,0.017719 Cov: 0.001124. It 3,Best ac:0.001573 1.000000 fi:0.099747. Ave ac:0.006676,0.012195 Cov: 0.001573. It 4,Best ac:0.001348 1.000000 fi:0.099831. Ave ac:0.007309,0.016705 Cov: 0.001348. It 5,Best ac:0.001573 1.000000 fi:0.099746. Ave ac:0.005091,0.009477 Cov: 0.001573. It 6,Best ac:0.001573 1.000000 fi:0.099747. Ave ac:0.005142,0.009503 Cov: 0.001573. It 7,Best ac:0.000899 1.000000 fi:0.099998. Ave ac:0.005392,0.011803 Cov: 0.000899. It 8,Best ac:0.002696 1.000000 fi:0.099328. Ave ac:0.005547,0.010070 Cov: 0.002696. It 9,Best ac:0.001573 1.000000 fi:0.099746. Ave ac:0.004717,0.010015 Cov: 0.001573. Iteration 10:MDL fitness activated Error 0.099746 TL 0.046591 MDL Theory Length Weight: 0.7136348173 (2) It 10,Best ac:0.002022 1.000000 fi:0.120797. Ave ac:0.004964,0.008816 Cov: 0.002022. It 11,Best ac:0.001348 1.000000 fi:0.126684. Ave ac:0.005480,0.010324 Cov: 0.001348. It 12,Best ac:0.001573 1.000000 fi:0.129209. Ave ac:0.005406,0.010478 Cov: 0.001573. It 13,Best ac:0.001797 1.000000 fi:0.119434. Ave ac:0.004353,0.006751 Cov: 0.001797. It 14,Best ac:0.001124 1.000000 fi:0.124442. Ave ac:0.003996,0.007418 Cov: 0.001124. It 15,Best ac:0.002472 1.000000 fi:0.116405. Ave ac:0.004285,0.013346 Cov: 0.002472. It 16,Best ac:0.001123 1.000000 fi:0.129241. Ave ac:0.003531,0.005748 Cov: 0.001123. It 17,Best ac:0.000899 1.000000 fi:0.119172. Ave ac:0.003650,0.008198 Cov: 0.000899. It 18,Best ac:0.000899 1.000000 fi:0.120499. Ave ac:0.003789,0.007400 Cov: 0.000899. It 19,Best ac:0.000899 1.000000 fi:0.121288. Ave ac:0.002788,0.005442 Cov: 0.000899. It 20,Best ac:0.000899 1.000000 fi:0.120446. Ave ac:0.003506,0.006172 Cov: 0.000899. It 21,Best ac:0.001348 1.000000 fi:0.117688. Ave ac:0.002413,0.004281 Cov: 0.001348. It 22,Best ac:0.001348 1.000000 fi:0.118906. Ave ac:0.003179,0.004755 Cov: 0.001348. It 23,Best ac:0.002472 1.000000 fi:0.117113. Ave ac:0.003564,0.004791 Cov: 0.002472. It 24,Best ac:0.001124 1.000000 fi:0.116493. Ave ac:0.002306,0.003879 Cov: 0.001124. MDL Theory Length Weight: 0.6422713356 (10) It 25,Best ac:0.001123 1.000000 fi:0.114798. Ave ac:0.003069,0.004356 Cov: 0.001123. It 26,Best ac:0.001349 1.000000 fi:0.113584. Ave ac:0.002820,0.004105 Cov: 0.001349. It 27,Best ac:0.001123 1.000000 fi:0.117936. Ave ac:0.002358,0.003826 Cov: 0.001123. It 28,Best ac:0.002471 1.000000 fi:0.115519. Ave ac:0.003082,0.003844 Cov: 0.002471. It 29,Best ac:0.001348 1.000000 fi:0.115938. Ave ac:0.002359,0.003286 Cov: 0.001348. It 30,Best ac:0.001123 1.000000 fi:0.112749. Ave ac:0.002139,0.003680 Cov: 0.001123. It 31,Best ac:0.002022 1.000000 fi:0.111025. Ave ac:0.003178,0.006298 Cov: 0.002022. It 32,Best ac:0.001124 1.000000 fi:0.114987. Ave ac:0.002716,0.004549 Cov: 0.001124. It 33,Best ac:0.001797 1.000000 fi:0.113340. Ave ac:0.002474,0.004256 Cov: 0.001797. It 34,Best ac:0.000921 0.816733 fi:0.309627. Ave ac:0.003619,0.006420 Cov: 0.001128. Best acc 0.000921 0.816733 Rule:Att PSSM_-4_20 is [<6.519614]|Att PSSM_-3_12 is [-4.548777,-1.469969]|Att PSSM_-3_15 is [-6.880822,4.880822]|Att PSSM_-2_2 is [-5.064699,7.237532]|Att PSSM_-2_4 is [-7.688188,-4.353257]|Att PSSM_-2_5 is [<4.048187]|Att PSSM_-2_9 is [-5.111494,3.175049]|Att PSSM_-1_12 is [<-1.211640]|Att PSSM_0_2 is [-5.803767,-1.796000]|Att PSSM_0_7 is [<-3.064145]|Att PSSM_0_19 is [>-4.726441]|Att PSSM_1_2 is [<0.207668]|Att PSSM_1_4 is [<-2.725839]|Att PSSM_3_2 is [-6.580760,4.167948]|Att PSSM_3_20 is [<5.068012]|Att PSSM_4_6 is [<0.405389]|1 Accuracy : 0.739650 0 1 162629 1451 59637 10921 Removed 251 instances. 222266 Instances left. Acc of rule 0.000921-0.816733 Initial population average accuracy1:0.005807 accuracy2:0.246040 It 0,Best ac:0.001125 0.833333 fi:0.266579. Ave ac:0.007375,0.013126 Cov: 0.001350. It 1,Best ac:0.001800 0.888889 fi:0.210772. Ave ac:0.006821,0.013496 Cov: 0.002025. It 2,Best ac:0.001350 1.000000 fi:0.099829. Ave ac:0.005241,0.009348 Cov: 0.001350. It 3,Best ac:0.000900 1.000000 fi:0.099997. Ave ac:0.004221,0.007838 Cov: 0.000900. It 4,Best ac:0.002025 1.000000 fi:0.099577. Ave ac:0.004693,0.007374 Cov: 0.002025. It 5,Best ac:0.002925 1.000000 fi:0.099239. Ave ac:0.004478,0.006815 Cov: 0.002925. It 6,Best ac:0.002024 1.000000 fi:0.099577. Ave ac:0.004673,0.007548 Cov: 0.002024. It 7,Best ac:0.001350 1.000000 fi:0.099829. Ave ac:0.004152,0.007241 Cov: 0.001350. It 8,Best ac:0.001800 1.000000 fi:0.099660. Ave ac:0.004391,0.007857 Cov: 0.001800. It 9,Best ac:0.002024 1.000000 fi:0.099577. Ave ac:0.004061,0.005979 Cov: 0.002024. Iteration 10:MDL fitness activated Error 0.099577 TL 0.035720 MDL Theory Length Weight: 0.9292392225 (5) It 10,Best ac:0.000900 1.000000 fi:0.121980. Ave ac:0.003495,0.004906 Cov: 0.000900. It 11,Best ac:0.001799 1.000000 fi:0.127807. Ave ac:0.003290,0.005828 Cov: 0.001799. It 12,Best ac:0.001575 1.000000 fi:0.125055. Ave ac:0.003597,0.005591 Cov: 0.001575. It 13,Best ac:0.003150 1.000000 fi:0.123729. Ave ac:0.003079,0.005281 Cov: 0.003150. It 14,Best ac:0.002924 1.000000 fi:0.125850. Ave ac:0.003164,0.005343 Cov: 0.002924. It 15,Best ac:0.002249 1.000000 fi:0.126406. Ave ac:0.002693,0.003296 Cov: 0.002249. It 16,Best ac:0.000900 1.000000 fi:0.121183. Ave ac:0.002613,0.005172 Cov: 0.000900. It 17,Best ac:0.001125 1.000000 fi:0.120315. Ave ac:0.002010,0.003157 Cov: 0.001125. It 18,Best ac:0.000900 1.000000 fi:0.118431. Ave ac:0.002616,0.004043 Cov: 0.000900. It 19,Best ac:0.000900 1.000000 fi:0.123925. Ave ac:0.003219,0.005023 Cov: 0.000900. It 20,Best ac:0.001350 1.000000 fi:0.115233. Ave ac:0.002124,0.004044 Cov: 0.001350. It 21,Best ac:0.001350 1.000000 fi:0.125325. Ave ac:0.002798,0.004715 Cov: 0.001350. It 22,Best ac:0.001125 1.000000 fi:0.116052. Ave ac:0.003468,0.006026 Cov: 0.001125. It 23,Best ac:0.000900 1.000000 fi:0.115402. Ave ac:0.003248,0.005454 Cov: 0.000900. It 24,Best ac:0.002024 1.000000 fi:0.118352. Ave ac:0.003768,0.006300 Cov: 0.002024. It 25,Best ac:0.001575 1.000000 fi:0.115884. Ave ac:0.003328,0.006345 Cov: 0.001575. It 26,Best ac:0.000900 1.000000 fi:0.117602. Ave ac:0.003264,0.005330 Cov: 0.000900. It 27,Best ac:0.001799 1.000000 fi:0.115604. Ave ac:0.003651,0.007129 Cov: 0.001799. It 28,Best ac:0.002474 1.000000 fi:0.113745. Ave ac:0.003076,0.005756 Cov: 0.002474. It 29,Best ac:0.001350 1.000000 fi:0.117192. Ave ac:0.002634,0.003544 Cov: 0.001350. It 30,Best ac:0.000900 1.000000 fi:0.123925. Ave ac:0.001959,0.003830 Cov: 0.000900. It 31,Best ac:0.001575 1.000000 fi:0.112589. Ave ac:0.002845,0.005308 Cov: 0.001575. It 32,Best ac:0.001799 1.000000 fi:0.114279. Ave ac:0.003005,0.004331 Cov: 0.001799. It 33,Best ac:0.001350 1.000000 fi:0.115739. Ave ac:0.002112,0.004957 Cov: 0.001350. It 34,Best ac:0.000931 0.784091 fi:0.337616. Ave ac:0.003989,0.008221 Cov: 0.001188. Best acc 0.000931 0.784091 Initial population average accuracy1:0.006238 accuracy2:0.261459 It 0,Best ac:0.001799 0.800000 fi:0.299661. Ave ac:0.007422,0.014291 Cov: 0.002249. It 1,Best ac:0.001125 0.833333 fi:0.266580. Ave ac:0.006942,0.010774 Cov: 0.001350. It 2,Best ac:0.002249 1.000000 fi:0.099493. Ave ac:0.006756,0.011655 Cov: 0.002249. It 3,Best ac:0.001350 1.000000 fi:0.099829. Ave ac:0.006807,0.012037 Cov: 0.001350. It 4,Best ac:0.001575 1.000000 fi:0.099745. Ave ac:0.005002,0.009951 Cov: 0.001575. It 5,Best ac:0.001125 1.000000 fi:0.099913. Ave ac:0.005019,0.009726 Cov: 0.001125. It 6,Best ac:0.002250 1.000000 fi:0.099493. Ave ac:0.004925,0.007561 Cov: 0.002250. It 7,Best ac:0.002475 1.000000 fi:0.099409. Ave ac:0.005236,0.006868 Cov: 0.002475. It 8,Best ac:0.001799 1.000000 fi:0.099661. Ave ac:0.003924,0.005465 Cov: 0.001799. It 9,Best ac:0.002249 1.000000 fi:0.099493. Ave ac:0.003453,0.004929 Cov: 0.002249. Iteration 10:MDL fitness activated Error 0.099493 TL 0.039075 MDL Theory Length Weight: 0.8487399763 (3) It 10,Best ac:0.000900 1.000000 fi:0.128773. Ave ac:0.002812,0.004121 Cov: 0.000900. It 11,Best ac:0.001125 1.000000 fi:0.117647. Ave ac:0.003163,0.004867 Cov: 0.001125. It 12,Best ac:0.001575 1.000000 fi:0.119295. Ave ac:0.003535,0.006276 Cov: 0.001575. It 13,Best ac:0.001350 1.000000 fi:0.130005. Ave ac:0.004444,0.008406 Cov: 0.001350. It 14,Best ac:0.000900 1.000000 fi:0.118273. Ave ac:0.003585,0.005986 Cov: 0.000900. It 15,Best ac:0.001125 1.000000 fi:0.122644. Ave ac:0.002338,0.003526 Cov: 0.001125. It 16,Best ac:0.001125 1.000000 fi:0.124519. Ave ac:0.002996,0.005017 Cov: 0.001125. It 17,Best ac:0.000900 1.000000 fi:0.120182. Ave ac:0.002978,0.004080 Cov: 0.000900. It 18,Best ac:0.000900 1.000000 fi:0.124623. Ave ac:0.003169,0.005266 Cov: 0.000900. It 19,Best ac:0.000900 1.000000 fi:0.118273. Ave ac:0.002333,0.002776 Cov: 0.000900. It 20,Best ac:0.000900 1.000000 fi:0.125426. Ave ac:0.002699,0.003906 Cov: 0.000900. MDL Theory Length Weight: 0.7638659787 (10) It 21,Best ac:0.001125 1.000000 fi:0.123746. Ave ac:0.003199,0.005674 Cov: 0.001125. It 22,Best ac:0.001125 1.000000 fi:0.116237. Ave ac:0.003316,0.008679 Cov: 0.001125. It 23,Best ac:0.002024 1.000000 fi:0.126289. Ave ac:0.002725,0.006237 Cov: 0.002024. It 24,Best ac:0.000900 1.000000 fi:0.119237. Ave ac:0.003316,0.006983 Cov: 0.000900. It 25,Best ac:0.001800 1.000000 fi:0.119194. Ave ac:0.002878,0.005060 Cov: 0.001800. It 26,Best ac:0.001350 1.000000 fi:0.116153. Ave ac:0.003166,0.005164 Cov: 0.001350. It 27,Best ac:0.000900 1.000000 fi:0.116320. Ave ac:0.002299,0.003204 Cov: 0.000900. It 28,Best ac:0.000900 1.000000 fi:0.119459. Ave ac:0.002746,0.004299 Cov: 0.000900. It 29,Best ac:0.000900 1.000000 fi:0.121803. Ave ac:0.002867,0.004802 Cov: 0.000900. It 30,Best ac:0.002249 1.000000 fi:0.117640. Ave ac:0.003393,0.007183 Cov: 0.002249. It 31,Best ac:0.002700 1.000000 fi:0.111290. Ave ac:0.002662,0.003988 Cov: 0.002700. It 32,Best ac:0.001125 1.000000 fi:0.116940. Ave ac:0.002511,0.003540 Cov: 0.001125. It 33,Best ac:0.000900 1.000000 fi:0.116777. Ave ac:0.002059,0.003740 Cov: 0.000900. It 34,Best ac:0.000985 0.817164 fi:0.306134. Ave ac:0.003319,0.008460 Cov: 0.001206. Best acc 0.000985 0.817164 Rule:Att PSSM_-4_2 is [-6.254892,-1.745108]|Att PSSM_-2_20 is [>-3.487230]|Att PSSM_-1_18 is [-0.839638,8.839638]|Att PSSM_0_3 is [<-3.545235]|Att PSSM_0_7 is [<-4.710593]|Att PSSM_0_16 is [<4.253241]|Att PSSM_1_3 is [<-1.672137]|Att PSSM_1_15 is [<2.841579]|Att PSSM_2_5 is [-5.695561,2.811480]|Att PSSM_3_15 is [<0.008446]|1 Accuracy : 0.740375 0 1 162580 1500 59418 11140 Removed 268 instances. 221998 Instances left. Acc of rule 0.000985-0.817164 Initial population average accuracy1:0.005544 accuracy2:0.247802 It 0,Best ac:0.000901 1.000000 fi:0.099996. Ave ac:0.006855,0.014762 Cov: 0.000901. It 1,Best ac:0.001352 1.000000 fi:0.099827. Ave ac:0.007315,0.011861 Cov: 0.001352. It 2,Best ac:0.001126 1.000000 fi:0.099911. Ave ac:0.007244,0.011384 Cov: 0.001126. It 3,Best ac:0.001801 1.000000 fi:0.099659. Ave ac:0.006328,0.011182 Cov: 0.001801. It 4,Best ac:0.002253 1.000000 fi:0.099489. Ave ac:0.005354,0.009054 Cov: 0.002253. It 5,Best ac:0.001576 1.000000 fi:0.099743. Ave ac:0.006132,0.011403 Cov: 0.001576. It 6,Best ac:0.001577 1.000000 fi:0.099742. Ave ac:0.004904,0.008638 Cov: 0.001577. It 7,Best ac:0.001802 1.000000 fi:0.099658. Ave ac:0.005008,0.008110 Cov: 0.001802. It 8,Best ac:0.002477 1.000000 fi:0.099405. Ave ac:0.004235,0.007035 Cov: 0.002477. It 9,Best ac:0.002928 1.000000 fi:0.099236. Ave ac:0.003838,0.006481 Cov: 0.002928. Iteration 10:MDL fitness activated Error 0.099236 TL 0.030109 MDL Theory Length Weight: 1.0986348264 (1) It 10,Best ac:0.002252 1.000000 fi:0.141412. Ave ac:0.003235,0.005244 Cov: 0.002252. It 11,Best ac:0.001351 1.000000 fi:0.131097. Ave ac:0.002607,0.003645 Cov: 0.001351. It 12,Best ac:0.001126 1.000000 fi:0.133554. Ave ac:0.003116,0.004589 Cov: 0.001126. It 13,Best ac:0.000901 1.000000 fi:0.134048. Ave ac:0.002489,0.003687 Cov: 0.000901. It 14,Best ac:0.001126 1.000000 fi:0.132577. Ave ac:0.002314,0.002807 Cov: 0.001126. It 15,Best ac:0.001126 1.000000 fi:0.134743. Ave ac:0.002280,0.003354 Cov: 0.001126. It 16,Best ac:0.002252 1.000000 fi:0.127560. Ave ac:0.002696,0.003781 Cov: 0.002252. It 17,Best ac:0.000901 1.000000 fi:0.131126. Ave ac:0.002545,0.003942 Cov: 0.000901. It 18,Best ac:0.001352 1.000000 fi:0.126812. Ave ac:0.002653,0.003604 Cov: 0.001352. It 19,Best ac:0.000901 1.000000 fi:0.130467. Ave ac:0.003088,0.003831 Cov: 0.000901. It 20,Best ac:0.001351 1.000000 fi:0.126812. Ave ac:0.003095,0.004563 Cov: 0.001351. It 21,Best ac:0.000901 1.000000 fi:0.122683. Ave ac:0.003528,0.005556 Cov: 0.000901. It 22,Best ac:0.001351 1.000000 fi:0.122514. Ave ac:0.003557,0.005250 Cov: 0.001351. It 23,Best ac:0.001802 1.000000 fi:0.132737. Ave ac:0.002618,0.004071 Cov: 0.001802. It 24,Best ac:0.001126 1.000000 fi:0.122599. Ave ac:0.003582,0.004517 Cov: 0.001126. It 25,Best ac:0.001577 1.000000 fi:0.125651. Ave ac:0.003081,0.005804 Cov: 0.001577. It 26,Best ac:0.001126 1.000000 fi:0.121293. Ave ac:0.003654,0.004719 Cov: 0.001126. It 27,Best ac:0.000901 1.000000 fi:0.122767. Ave ac:0.002976,0.004127 Cov: 0.000901. It 28,Best ac:0.002027 1.000000 fi:0.120426. Ave ac:0.002572,0.003596 Cov: 0.002027. It 29,Best ac:0.000901 1.000000 fi:0.127650. Ave ac:0.003719,0.006448 Cov: 0.000901. It 30,Best ac:0.001802 1.000000 fi:0.126997. Ave ac:0.002803,0.005746 Cov: 0.001802. It 31,Best ac:0.001352 1.000000 fi:0.127070. Ave ac:0.003539,0.004579 Cov: 0.001352. It 32,Best ac:0.000901 1.000000 fi:0.123651. Ave ac:0.003126,0.004443 Cov: 0.000901. It 33,Best ac:0.000901 1.000000 fi:0.123675. Ave ac:0.002436,0.003794 Cov: 0.000901. It 34,Best ac:0.001054 0.866667 fi:0.277035. Ave ac:0.002876,0.003823 Cov: 0.001216. Best acc 0.001054 0.866667 Initial population average accuracy1:0.006170 accuracy2:0.273786 It 0,Best ac:0.000676 1.000000 fi:0.316568. Ave ac:0.007438,0.014096 Cov: 0.000676. It 1,Best ac:0.001352 0.857143 fi:0.242684. Ave ac:0.005900,0.010298 Cov: 0.001577. It 2,Best ac:0.001126 0.833333 fi:0.266578. Ave ac:0.005228,0.009102 Cov: 0.001351. It 3,Best ac:0.001351 0.857143 fi:0.242684. Ave ac:0.005469,0.008373 Cov: 0.001577. It 4,Best ac:0.001351 1.000000 fi:0.099827. Ave ac:0.005408,0.007229 Cov: 0.001351. It 5,Best ac:0.000901 1.000000 fi:0.099996. Ave ac:0.005395,0.008326 Cov: 0.000901. It 6,Best ac:0.001351 1.000000 fi:0.099827. Ave ac:0.005042,0.007690 Cov: 0.001351. It 7,Best ac:0.001802 1.000000 fi:0.099658. Ave ac:0.004412,0.007401 Cov: 0.001802. It 8,Best ac:0.001126 1.000000 fi:0.099911. Ave ac:0.003812,0.006941 Cov: 0.001126. It 9,Best ac:0.001577 1.000000 fi:0.099742. Ave ac:0.003977,0.005743 Cov: 0.001577. Iteration 10:MDL fitness activated Error 0.099742 TL 0.044281 MDL Theory Length Weight: 0.7508342189 (3) It 10,Best ac:0.000901 1.000000 fi:0.124121. Ave ac:0.004322,0.006117 Cov: 0.000901. It 11,Best ac:0.001577 1.000000 fi:0.120257. Ave ac:0.003629,0.005472 Cov: 0.001577. It 12,Best ac:0.001351 1.000000 fi:0.118544. Ave ac:0.002909,0.004946 Cov: 0.001351. It 13,Best ac:0.001352 1.000000 fi:0.124458. Ave ac:0.003301,0.005426 Cov: 0.001352. It 14,Best ac:0.000901 1.000000 fi:0.121027. Ave ac:0.002936,0.005148 Cov: 0.000901. It 15,Best ac:0.001352 1.000000 fi:0.116322. Ave ac:0.002453,0.004161 Cov: 0.001352. It 16,Best ac:0.000901 1.000000 fi:0.118252. Ave ac:0.002335,0.004581 Cov: 0.000901. It 17,Best ac:0.001576 1.000000 fi:0.123038. Ave ac:0.002845,0.005265 Cov: 0.001576. It 18,Best ac:0.001577 1.000000 fi:0.118459. Ave ac:0.002570,0.003717 Cov: 0.001577. It 19,Best ac:0.001126 1.000000 fi:0.119631. Ave ac:0.002742,0.004624 Cov: 0.001126. It 20,Best ac:0.001576 1.000000 fi:0.122525. Ave ac:0.003023,0.006013 Cov: 0.001576. It 21,Best ac:0.002027 1.000000 fi:0.119293. Ave ac:0.003368,0.005116 Cov: 0.002027. It 22,Best ac:0.000901 1.000000 fi:0.120410. Ave ac:0.002727,0.004293 Cov: 0.000901. It 23,Best ac:0.000901 1.000000 fi:0.118955. Ave ac:0.002636,0.004146 Cov: 0.000901. It 24,Best ac:0.001801 1.000000 fi:0.121242. Ave ac:0.002774,0.004262 Cov: 0.001801. MDL Theory Length Weight: 0.6757507970 (10) It 25,Best ac:0.001351 1.000000 fi:0.121887. Ave ac:0.003063,0.004975 Cov: 0.001351. It 26,Best ac:0.001126 1.000000 fi:0.120034. Ave ac:0.002542,0.004010 Cov: 0.001126. It 27,Best ac:0.001577 1.000000 fi:0.116107. Ave ac:0.002578,0.003014 Cov: 0.001577. It 28,Best ac:0.003828 1.000000 fi:0.119522. Ave ac:0.002388,0.002378 Cov: 0.003828. It 29,Best ac:0.001351 1.000000 fi:0.114673. Ave ac:0.002172,0.002763 Cov: 0.001351. It 30,Best ac:0.002253 1.000000 fi:0.117019. Ave ac:0.001908,0.003026 Cov: 0.002253. It 31,Best ac:0.000901 1.000000 fi:0.116906. Ave ac:0.002530,0.007002 Cov: 0.000901. It 32,Best ac:0.000901 1.000000 fi:0.117059. Ave ac:0.002512,0.003242 Cov: 0.000901. It 33,Best ac:0.001351 1.000000 fi:0.117985. Ave ac:0.001691,0.002994 Cov: 0.001351. It 34,Best ac:0.001171 0.825397 fi:0.299651. Ave ac:0.002280,0.002772 Cov: 0.001419. Best acc 0.001171 0.825397 Rule:Att PSSM_-4_6 is [-4.824805,-0.104846]|Att PSSM_-3_7 is [-6.015072,2.311814]|Att PSSM_-3_8 is [<2.050319]|Att PSSM_-2_4 is [-5.852369,-2.091568]|Att PSSM_-2_6 is [<2.965505]|Att PSSM_-1_2 is [<0.244492]|Att PSSM_0_5 is [-0.597078,4.597078]|Att PSSM_0_7 is [<-2.286693]|Att PSSM_0_12 is [-6.218950,-1.401443]|Att PSSM_1_7 is [-5.697141,-2.478803]|Att PSSM_2_1 is [-2.371311,5.213871]|Att PSSM_2_17 is [-5.384438,-0.782141]|1 Accuracy : 0.741218 0 1 162544 1536 59184 11374 Removed 270 instances. 221728 Instances left. Acc of rule 0.001054-0.866667 Initial population average accuracy1:0.006227 accuracy2:0.256328 It 0,Best ac:0.000902 0.800000 fi:0.299995. Ave ac:0.008438,0.015666 Cov: 0.001127. It 1,Best ac:0.000902 1.000000 fi:0.099995. Ave ac:0.008282,0.013902 Cov: 0.000902. It 2,Best ac:0.000902 1.000000 fi:0.099994. Ave ac:0.008321,0.014042 Cov: 0.000902. It 3,Best ac:0.000902 1.000000 fi:0.099994. Ave ac:0.006710,0.010834 Cov: 0.000902. It 4,Best ac:0.001127 1.000000 fi:0.099910. Ave ac:0.006693,0.011364 Cov: 0.001127. It 5,Best ac:0.000902 1.000000 fi:0.099995. Ave ac:0.006002,0.009046 Cov: 0.000902. It 6,Best ac:0.001128 1.000000 fi:0.099910. Ave ac:0.006379,0.010313 Cov: 0.001128. It 7,Best ac:0.001804 1.000000 fi:0.099656. Ave ac:0.005251,0.010095 Cov: 0.001804. It 8,Best ac:0.000902 1.000000 fi:0.099994. Ave ac:0.004557,0.009801 Cov: 0.000902. It 9,Best ac:0.003157 1.000000 fi:0.099147. Ave ac:0.004700,0.008265 Cov: 0.003157. Iteration 10:MDL fitness activated Error 0.099147 TL 0.019619 MDL Theory Length Weight: 1.6845635934 (1) It 10,Best ac:0.002932 1.000000 fi:0.132280. Ave ac:0.004157,0.005684 Cov: 0.002932. It 11,Best ac:0.000902 1.000000 fi:0.141712. Ave ac:0.003826,0.007011 Cov: 0.000902. It 12,Best ac:0.000902 1.000000 fi:0.133644. Ave ac:0.003399,0.006777 Cov: 0.000902. It 13,Best ac:0.001353 1.000000 fi:0.142538. Ave ac:0.004023,0.007820 Cov: 0.001353. It 14,Best ac:0.001127 1.000000 fi:0.145860. Ave ac:0.003191,0.004599 Cov: 0.001127. It 15,Best ac:0.003157 1.000000 fi:0.134574. Ave ac:0.003558,0.006360 Cov: 0.003157. It 16,Best ac:0.001578 1.000000 fi:0.134980. Ave ac:0.002922,0.004697 Cov: 0.001578. It 17,Best ac:0.001353 1.000000 fi:0.139227. Ave ac:0.002084,0.003976 Cov: 0.001353. It 18,Best ac:0.001804 1.000000 fi:0.129825. Ave ac:0.005236,0.011251 Cov: 0.001804. It 19,Best ac:0.000902 1.000000 fi:0.133026. Ave ac:0.003363,0.005533 Cov: 0.000902. It 20,Best ac:0.002030 1.000000 fi:0.138132. Ave ac:0.003495,0.006237 Cov: 0.002030. It 21,Best ac:0.002255 1.000000 fi:0.132425. Ave ac:0.003225,0.005749 Cov: 0.002255. It 22,Best ac:0.002480 1.000000 fi:0.127149. Ave ac:0.002832,0.004185 Cov: 0.002480. It 23,Best ac:0.000902 1.000000 fi:0.136600. Ave ac:0.002507,0.004197 Cov: 0.000902. It 24,Best ac:0.000902 1.000000 fi:0.129176. Ave ac:0.003052,0.004368 Cov: 0.000902. It 25,Best ac:0.000902 1.000000 fi:0.132632. Ave ac:0.002586,0.003917 Cov: 0.000902. It 26,Best ac:0.000902 1.000000 fi:0.131252. Ave ac:0.002541,0.003650 Cov: 0.000902. It 27,Best ac:0.000902 1.000000 fi:0.127595. Ave ac:0.002983,0.006179 Cov: 0.000902. It 28,Best ac:0.001127 1.000000 fi:0.137146. Ave ac:0.006044,0.016307 Cov: 0.001127. It 29,Best ac:0.001578 1.000000 fi:0.127308. Ave ac:0.003418,0.006908 Cov: 0.001578. It 30,Best ac:0.000902 1.000000 fi:0.132569. Ave ac:0.003813,0.007109 Cov: 0.000902. It 31,Best ac:0.000902 1.000000 fi:0.132569. Ave ac:0.003434,0.004135 Cov: 0.000902. MDL Theory Length Weight: 1.5161072341 (10) It 32,Best ac:0.000902 1.000000 fi:0.126109. Ave ac:0.002751,0.004977 Cov: 0.000902. It 33,Best ac:0.001578 1.000000 fi:0.122929. Ave ac:0.002405,0.003764 Cov: 0.001578. It 34,Best ac:0.001109 0.814570 fi:0.318692. Ave ac:0.002663,0.006206 Cov: 0.001362. Best acc 0.001109 0.814570 Initial population average accuracy1:0.005280 accuracy2:0.268849 It 0,Best ac:0.000902 0.800000 fi:0.299994. Ave ac:0.006014,0.012158 Cov: 0.001128. It 1,Best ac:0.001353 1.000000 fi:0.099825. Ave ac:0.006109,0.013819 Cov: 0.001353. It 2,Best ac:0.002480 1.000000 fi:0.099402. Ave ac:0.006049,0.016049 Cov: 0.002480. It 3,Best ac:0.001127 1.000000 fi:0.099910. Ave ac:0.004823,0.008183 Cov: 0.001127. It 4,Best ac:0.002255 1.000000 fi:0.099486. Ave ac:0.004673,0.007760 Cov: 0.002255. It 5,Best ac:0.001127 1.000000 fi:0.099910. Ave ac:0.004175,0.006387 Cov: 0.001127. It 6,Best ac:0.001127 1.000000 fi:0.099910. Ave ac:0.003872,0.005704 Cov: 0.001127. It 7,Best ac:0.002932 1.000000 fi:0.099231. Ave ac:0.004071,0.006160 Cov: 0.002932. It 8,Best ac:0.002030 1.000000 fi:0.099570. Ave ac:0.003008,0.004612 Cov: 0.002030. It 9,Best ac:0.002931 1.000000 fi:0.099232. Ave ac:0.003160,0.004772 Cov: 0.002931. Iteration 10:MDL fitness activated Error 0.099232 TL 0.037619 MDL Theory Length Weight: 0.8792819539 (3) It 10,Best ac:0.001128 1.000000 fi:0.121639. Ave ac:0.003039,0.004467 Cov: 0.001128. It 11,Best ac:0.000902 1.000000 fi:0.124685. Ave ac:0.002438,0.003328 Cov: 0.000902. It 12,Best ac:0.001578 1.000000 fi:0.127806. Ave ac:0.002450,0.003408 Cov: 0.001578. It 13,Best ac:0.001804 1.000000 fi:0.129213. Ave ac:0.002436,0.004941 Cov: 0.001804. It 14,Best ac:0.001578 1.000000 fi:0.121469. Ave ac:0.003206,0.006113 Cov: 0.001578. It 15,Best ac:0.001128 1.000000 fi:0.123033. Ave ac:0.002088,0.002825 Cov: 0.001128. It 16,Best ac:0.000902 1.000000 fi:0.124685. Ave ac:0.002747,0.004078 Cov: 0.000902. It 17,Best ac:0.001353 1.000000 fi:0.124797. Ave ac:0.003064,0.004544 Cov: 0.001353. It 18,Best ac:0.001353 1.000000 fi:0.115663. Ave ac:0.003236,0.005272 Cov: 0.001353. It 19,Best ac:0.001804 1.000000 fi:0.126255. Ave ac:0.003078,0.005346 Cov: 0.001804. It 20,Best ac:0.001128 1.000000 fi:0.129560. Ave ac:0.002713,0.004937 Cov: 0.001128. It 21,Best ac:0.002255 1.000000 fi:0.125089. Ave ac:0.003235,0.006224 Cov: 0.002255. It 22,Best ac:0.000902 1.000000 fi:0.128953. Ave ac:0.003213,0.004595 Cov: 0.000902. It 23,Best ac:0.000902 1.000000 fi:0.131252. Ave ac:0.003049,0.005890 Cov: 0.000902. It 24,Best ac:0.001128 1.000000 fi:0.125068. Ave ac:0.003009,0.004211 Cov: 0.001128. It 25,Best ac:0.002255 1.000000 fi:0.125383. Ave ac:0.003324,0.007670 Cov: 0.002255. It 26,Best ac:0.000902 1.000000 fi:0.125130. Ave ac:0.002320,0.003148 Cov: 0.000902. It 27,Best ac:0.001353 1.000000 fi:0.115663. Ave ac:0.002972,0.005920 Cov: 0.001353. It 28,Best ac:0.001578 1.000000 fi:0.124798. Ave ac:0.002385,0.002996 Cov: 0.001578. It 29,Best ac:0.001804 1.000000 fi:0.121725. Ave ac:0.002787,0.004618 Cov: 0.001804. It 30,Best ac:0.003608 1.000000 fi:0.120952. Ave ac:0.002462,0.004099 Cov: 0.003608. It 31,Best ac:0.002255 1.000000 fi:0.123852. Ave ac:0.002389,0.003760 Cov: 0.002255. It 32,Best ac:0.000902 1.000000 fi:0.115833. Ave ac:0.002374,0.003382 Cov: 0.000902. It 33,Best ac:0.002029 1.000000 fi:0.124628. Ave ac:0.002131,0.002606 Cov: 0.002029. It 34,Best ac:0.001439 0.830729 fi:0.297656. Ave ac:0.002224,0.002845 Cov: 0.001732. Best acc 0.001439 0.830729 Rule:Att PSSM_-3_2 is [-5.879375,1.879376]|Att PSSM_-3_7 is [-6.124632,-0.848291]|Att PSSM_-3_16 is [<0.625865]|Att PSSM_-2_12 is [-5.980931,-3.086923]|Att PSSM_-1_3 is [<1.993128]|Att PSSM_-1_20 is [-0.385510,4.385510]|Att PSSM_0_12 is [<-2.034351]|Att PSSM_0_20 is [-2.094329,6.094329]|Att PSSM_2_12 is [-4.619679,-1.196484]|Att PSSM_2_19 is [-3.347532,5.630799]|1 Accuracy : 0.742301 0 1 162479 1601 58865 11693 Removed 384 instances. 221344 Instances left. Acc of rule 0.001439-0.830729 Initial population average accuracy1:0.005800 accuracy2:0.268475 It 0,Best ac:0.001129 0.833333 fi:0.266574. Ave ac:0.005680,0.010522 Cov: 0.001355. It 1,Best ac:0.001129 1.000000 fi:0.099908. Ave ac:0.007431,0.013600 Cov: 0.001129. It 2,Best ac:0.001355 1.000000 fi:0.099822. Ave ac:0.007626,0.014948 Cov: 0.001355. It 3,Best ac:0.001129 1.000000 fi:0.099907. Ave ac:0.007328,0.013150 Cov: 0.001129. It 4,Best ac:0.001129 1.000000 fi:0.099907. Ave ac:0.007557,0.013602 Cov: 0.001129. It 5,Best ac:0.001355 1.000000 fi:0.099823. Ave ac:0.006020,0.011224 Cov: 0.001355. It 6,Best ac:0.000904 1.000000 fi:0.099993. Ave ac:0.006280,0.014584 Cov: 0.000904. It 7,Best ac:0.001130 1.000000 fi:0.099907. Ave ac:0.005167,0.009885 Cov: 0.001130. It 8,Best ac:0.001355 1.000000 fi:0.099823. Ave ac:0.006287,0.011388 Cov: 0.001355. It 9,Best ac:0.001356 1.000000 fi:0.099822. Ave ac:0.005134,0.009572 Cov: 0.001356. Iteration 10:MDL fitness activated Error 0.099822 TL 0.034888 MDL Theory Length Weight: 0.9537519558 (8) It 10,Best ac:0.002936 1.000000 fi:0.127693. Ave ac:0.005359,0.009248 Cov: 0.002936. It 11,Best ac:0.002033 1.000000 fi:0.130072. Ave ac:0.004282,0.007071 Cov: 0.002033. It 12,Best ac:0.000903 1.000000 fi:0.127177. Ave ac:0.005729,0.009495 Cov: 0.000903. It 13,Best ac:0.001581 1.000000 fi:0.131506. Ave ac:0.005039,0.008442 Cov: 0.001581. It 14,Best ac:0.003388 1.000000 fi:0.123409. Ave ac:0.004322,0.006458 Cov: 0.003388. It 15,Best ac:0.001129 1.000000 fi:0.125247. Ave ac:0.003888,0.006051 Cov: 0.001129. It 16,Best ac:0.001581 1.000000 fi:0.128709. Ave ac:0.003810,0.006034 Cov: 0.001581. It 17,Best ac:0.001581 1.000000 fi:0.121845. Ave ac:0.003382,0.004666 Cov: 0.001581. It 18,Best ac:0.002711 1.000000 fi:0.124365. Ave ac:0.003576,0.004526 Cov: 0.002711. It 19,Best ac:0.001355 1.000000 fi:0.123680. Ave ac:0.003650,0.004604 Cov: 0.001355. It 20,Best ac:0.002259 1.000000 fi:0.125127. Ave ac:0.003263,0.004065 Cov: 0.002259. It 21,Best ac:0.003162 1.000000 fi:0.122596. Ave ac:0.003287,0.005464 Cov: 0.003162. It 22,Best ac:0.000904 1.000000 fi:0.122492. Ave ac:0.003412,0.005257 Cov: 0.000904. It 23,Best ac:0.002711 1.000000 fi:0.115889. Ave ac:0.003610,0.004552 Cov: 0.002711. It 24,Best ac:0.001356 1.000000 fi:0.120363. Ave ac:0.003142,0.004302 Cov: 0.001356. It 25,Best ac:0.000904 1.000000 fi:0.124083. Ave ac:0.003573,0.004955 Cov: 0.000904. It 26,Best ac:0.000904 1.000000 fi:0.133136. Ave ac:0.002922,0.004219 Cov: 0.000904. It 27,Best ac:0.001355 1.000000 fi:0.120084. Ave ac:0.004163,0.005714 Cov: 0.001355. It 28,Best ac:0.000904 1.000000 fi:0.121417. Ave ac:0.004230,0.006223 Cov: 0.000904. It 29,Best ac:0.002259 1.000000 fi:0.121590. Ave ac:0.003433,0.005584 Cov: 0.002259. It 30,Best ac:0.002259 1.000000 fi:0.124043. Ave ac:0.003403,0.004539 Cov: 0.002259. It 31,Best ac:0.001808 1.000000 fi:0.120101. Ave ac:0.003161,0.004658 Cov: 0.001808. It 32,Best ac:0.001355 1.000000 fi:0.124577. Ave ac:0.002688,0.003080 Cov: 0.001355. MDL Theory Length Weight: 0.8583767602 (10) It 33,Best ac:0.002711 1.000000 fi:0.115858. Ave ac:0.002559,0.002971 Cov: 0.002711. It 34,Best ac:0.000885 0.787149 fi:0.340045. Ave ac:0.003452,0.005129 Cov: 0.001125. Best acc 0.000885 0.787149 Initial population average accuracy1:0.005378 accuracy2:0.272649 It 0,Best ac:0.001129 1.000000 fi:0.099907. Ave ac:0.006290,0.012040 Cov: 0.001129. It 1,Best ac:0.001808 1.000000 fi:0.099652. Ave ac:0.006680,0.012525 Cov: 0.001808. It 2,Best ac:0.000904 1.000000 fi:0.099993. Ave ac:0.006278,0.015499 Cov: 0.000904. It 3,Best ac:0.001355 1.000000 fi:0.099822. Ave ac:0.005109,0.009306 Cov: 0.001355. It 4,Best ac:0.001355 1.000000 fi:0.099822. Ave ac:0.004965,0.009136 Cov: 0.001355. It 5,Best ac:0.001581 1.000000 fi:0.099737. Ave ac:0.004291,0.007221 Cov: 0.001581. It 6,Best ac:0.000904 1.000000 fi:0.099993. Ave ac:0.004456,0.007285 Cov: 0.000904. It 7,Best ac:0.001355 1.000000 fi:0.099822. Ave ac:0.004425,0.007168 Cov: 0.001355. It 8,Best ac:0.001582 1.000000 fi:0.099737. Ave ac:0.004415,0.008269 Cov: 0.001582. It 9,Best ac:0.002033 1.000000 fi:0.099566. Ave ac:0.003994,0.007496 Cov: 0.002033. Iteration 10:MDL fitness activated Error 0.099566 TL 0.033496 MDL Theory Length Weight: 0.9908232094 (1) It 10,Best ac:0.000904 1.000000 fi:0.129193. Ave ac:0.004294,0.007396 Cov: 0.000904. It 11,Best ac:0.001129 1.000000 fi:0.130502. Ave ac:0.004145,0.009534 Cov: 0.001129. It 12,Best ac:0.001129 1.000000 fi:0.130858. Ave ac:0.004284,0.012434 Cov: 0.001129. It 13,Best ac:0.002033 1.000000 fi:0.125857. Ave ac:0.003690,0.006611 Cov: 0.002033. It 14,Best ac:0.000903 1.000000 fi:0.128621. Ave ac:0.003308,0.005547 Cov: 0.000903. It 15,Best ac:0.001129 1.000000 fi:0.128414. Ave ac:0.003216,0.005984 Cov: 0.001129. It 16,Best ac:0.000904 1.000000 fi:0.124441. Ave ac:0.003159,0.007628 Cov: 0.000904. It 17,Best ac:0.000904 1.000000 fi:0.127523. Ave ac:0.003233,0.005255 Cov: 0.000904. It 18,Best ac:0.001130 1.000000 fi:0.119145. Ave ac:0.003983,0.008606 Cov: 0.001130. It 19,Best ac:0.001355 1.000000 fi:0.121997. Ave ac:0.003208,0.005655 Cov: 0.001355. It 20,Best ac:0.001355 1.000000 fi:0.121889. Ave ac:0.003572,0.006543 Cov: 0.001355. It 21,Best ac:0.001582 1.000000 fi:0.121345. Ave ac:0.003017,0.005590 Cov: 0.001582. It 22,Best ac:0.001130 1.000000 fi:0.119997. Ave ac:0.002993,0.005588 Cov: 0.001130. It 23,Best ac:0.000904 1.000000 fi:0.124984. Ave ac:0.003709,0.006398 Cov: 0.000904. It 24,Best ac:0.001355 1.000000 fi:0.119126. Ave ac:0.002595,0.004308 Cov: 0.001355. It 25,Best ac:0.001355 1.000000 fi:0.120289. Ave ac:0.002208,0.004127 Cov: 0.001355. It 26,Best ac:0.002711 1.000000 fi:0.116659. Ave ac:0.002947,0.005114 Cov: 0.002711. It 27,Best ac:0.001582 1.000000 fi:0.121718. Ave ac:0.002221,0.003108 Cov: 0.001582. It 28,Best ac:0.001356 1.000000 fi:0.120732. Ave ac:0.002535,0.004587 Cov: 0.001356. It 29,Best ac:0.002033 1.000000 fi:0.124038. Ave ac:0.002195,0.004513 Cov: 0.002033. It 30,Best ac:0.001130 1.000000 fi:0.123192. Ave ac:0.002407,0.005167 Cov: 0.001130. It 31,Best ac:0.000904 1.000000 fi:0.120459. Ave ac:0.003575,0.008469 Cov: 0.000904. It 32,Best ac:0.002033 1.000000 fi:0.118252. Ave ac:0.002875,0.005502 Cov: 0.002033. It 33,Best ac:0.001129 1.000000 fi:0.117299. Ave ac:0.003265,0.007541 Cov: 0.001129. It 34,Best ac:0.001373 0.795812 fi:0.333332. Ave ac:0.003258,0.006137 Cov: 0.001726. Best acc 0.001373 0.795812 Rule:Att PSSM_-3_12 is [-5.912865,1.912865]|Att PSSM_-2_9 is [<1.934141]|Att PSSM_-2_13 is [<7.211511]|Att PSSM_0_2 is [<-3.947496]|Att PSSM_0_4 is [<-3.384121]|Att PSSM_1_5 is [>-2.343974]|Att PSSM_2_3 is [-4.133347,1.071086]|Att PSSM_3_6 is [<-0.611150]|Att PSSM_4_4 is [<7.172274]|Att PSSM_4_5 is [0.776755,8.368345]|Att PSSM_4_16 is [<1.085573]|1 Accuracy : 0.743264 0 1 162401 1679 58561 11997 Removed 382 instances. 220962 Instances left. Acc of rule 0.001373-0.795812 Initial population average accuracy1:0.005326 accuracy2:0.275441 It 0,Best ac:0.000905 0.800000 fi:0.299991. Ave ac:0.006184,0.009781 Cov: 0.001131. It 1,Best ac:0.000905 1.000000 fi:0.099991. Ave ac:0.006461,0.011701 Cov: 0.000905. It 2,Best ac:0.001131 1.000000 fi:0.099905. Ave ac:0.006291,0.009275 Cov: 0.001131. It 3,Best ac:0.001358 0.857143 fi:0.242677. Ave ac:0.006210,0.009415 Cov: 0.001584. It 4,Best ac:0.001810 1.000000 fi:0.099648. Ave ac:0.005379,0.007548 Cov: 0.001810. It 5,Best ac:0.002489 1.000000 fi:0.099391. Ave ac:0.005263,0.007594 Cov: 0.002489. It 6,Best ac:0.001357 1.000000 fi:0.099820. Ave ac:0.004100,0.005645 Cov: 0.001357. It 7,Best ac:0.002037 1.000000 fi:0.099563. Ave ac:0.003799,0.007313 Cov: 0.002037. It 8,Best ac:0.002037 1.000000 fi:0.099563. Ave ac:0.004071,0.007038 Cov: 0.002037. It 9,Best ac:0.001357 1.000000 fi:0.099820. Ave ac:0.003523,0.005673 Cov: 0.001357. Iteration 10:MDL fitness activated Error 0.099820 TL 0.039762 MDL Theory Length Weight: 0.8368061039 (5) It 10,Best ac:0.002037 1.000000 fi:0.127785. Ave ac:0.003783,0.005764 Cov: 0.002037. It 11,Best ac:0.001584 1.000000 fi:0.118941. Ave ac:0.003283,0.004864 Cov: 0.001584. It 12,Best ac:0.001810 1.000000 fi:0.124349. Ave ac:0.003199,0.004714 Cov: 0.001810. It 13,Best ac:0.001358 1.000000 fi:0.127120. Ave ac:0.003106,0.004823 Cov: 0.001358. It 14,Best ac:0.002037 1.000000 fi:0.123181. Ave ac:0.002878,0.003971 Cov: 0.002037. It 15,Best ac:0.001584 1.000000 fi:0.124063. Ave ac:0.003159,0.004857 Cov: 0.001584. It 16,Best ac:0.001810 1.000000 fi:0.125874. Ave ac:0.003693,0.004858 Cov: 0.001810. It 17,Best ac:0.000905 1.000000 fi:0.122109. Ave ac:0.004040,0.005614 Cov: 0.000905. It 18,Best ac:0.002037 1.000000 fi:0.131317. Ave ac:0.002826,0.004270 Cov: 0.002037. It 19,Best ac:0.001810 1.000000 fi:0.120689. Ave ac:0.003105,0.005667 Cov: 0.001810. It 20,Best ac:0.001358 1.000000 fi:0.123460. Ave ac:0.002883,0.005950 Cov: 0.001358. MDL Theory Length Weight: 0.7531254935 (10) It 21,Best ac:0.001357 1.000000 fi:0.118757. Ave ac:0.002796,0.004107 Cov: 0.001357. It 22,Best ac:0.000905 1.000000 fi:0.118639. Ave ac:0.003005,0.004466 Cov: 0.000905. It 23,Best ac:0.001584 1.000000 fi:0.119398. Ave ac:0.002616,0.003775 Cov: 0.001584. It 24,Best ac:0.001131 1.000000 fi:0.118672. Ave ac:0.003704,0.006351 Cov: 0.001131. It 25,Best ac:0.001358 1.000000 fi:0.115572. Ave ac:0.003260,0.004447 Cov: 0.001358. It 26,Best ac:0.000905 1.000000 fi:0.118402. Ave ac:0.002942,0.004409 Cov: 0.000905. It 27,Best ac:0.000905 1.000000 fi:0.117016. Ave ac:0.002623,0.003431 Cov: 0.000905. It 28,Best ac:0.001584 1.000000 fi:0.116082. Ave ac:0.002252,0.005159 Cov: 0.001584. It 29,Best ac:0.003621 1.000000 fi:0.116993. Ave ac:0.002835,0.004244 Cov: 0.003621. It 30,Best ac:0.000905 1.000000 fi:0.115399. Ave ac:0.002392,0.003073 Cov: 0.000905. It 31,Best ac:0.000905 1.000000 fi:0.115478. Ave ac:0.002844,0.004567 Cov: 0.000905. It 32,Best ac:0.000905 1.000000 fi:0.115068. Ave ac:0.002730,0.003511 Cov: 0.000905. It 33,Best ac:0.003168 1.000000 fi:0.114125. Ave ac:0.002490,0.003582 Cov: 0.003168. It 34,Best ac:0.001005 0.801444 fi:0.325223. Ave ac:0.001996,0.001915 Cov: 0.001254. Best acc 0.001005 0.801444 Initial population average accuracy1:0.005881 accuracy2:0.261656 It 0,Best ac:0.002942 0.650000 fi:0.449220. Ave ac:0.007192,0.013346 Cov: 0.004526. It 1,Best ac:0.001131 0.833333 fi:0.266572. Ave ac:0.007007,0.013399 Cov: 0.001358. It 2,Best ac:0.001131 1.000000 fi:0.099905. Ave ac:0.006410,0.009578 Cov: 0.001131. It 3,Best ac:0.001131 0.833333 fi:0.266572. Ave ac:0.006173,0.009829 Cov: 0.001358. It 4,Best ac:0.001358 1.000000 fi:0.099820. Ave ac:0.006149,0.011087 Cov: 0.001358. It 5,Best ac:0.002489 1.000000 fi:0.099391. Ave ac:0.005178,0.008928 Cov: 0.002489. It 6,Best ac:0.002262 1.000000 fi:0.099478. Ave ac:0.004772,0.007528 Cov: 0.002262. It 7,Best ac:0.001131 1.000000 fi:0.099905. Ave ac:0.004299,0.006464 Cov: 0.001131. It 8,Best ac:0.002489 1.000000 fi:0.099391. Ave ac:0.004587,0.009180 Cov: 0.002489. It 9,Best ac:0.001357 1.000000 fi:0.099820. Ave ac:0.004301,0.008949 Cov: 0.001357. Iteration 10:MDL fitness activated Error 0.099820 TL 0.033024 MDL Theory Length Weight: 1.0075450199 (5) It 10,Best ac:0.001131 1.000000 fi:0.125555. Ave ac:0.004396,0.008201 Cov: 0.001131. It 11,Best ac:0.001357 1.000000 fi:0.132548. Ave ac:0.003955,0.006764 Cov: 0.001357. It 12,Best ac:0.001584 1.000000 fi:0.132196. Ave ac:0.004710,0.007710 Cov: 0.001584. It 13,Best ac:0.001357 1.000000 fi:0.119850. Ave ac:0.003458,0.005060 Cov: 0.001357. It 14,Best ac:0.000905 1.000000 fi:0.127839. Ave ac:0.002804,0.004682 Cov: 0.000905. It 15,Best ac:0.000905 1.000000 fi:0.122863. Ave ac:0.002833,0.004177 Cov: 0.000905. It 16,Best ac:0.002037 1.000000 fi:0.125212. Ave ac:0.002513,0.004865 Cov: 0.002037. It 17,Best ac:0.000905 1.000000 fi:0.120761. Ave ac:0.002868,0.004076 Cov: 0.000905. It 18,Best ac:0.000905 1.000000 fi:0.121311. Ave ac:0.002527,0.004904 Cov: 0.000905. It 19,Best ac:0.000905 1.000000 fi:0.124056. Ave ac:0.002613,0.007422 Cov: 0.000905. It 20,Best ac:0.000905 1.000000 fi:0.117265. Ave ac:0.002300,0.003638 Cov: 0.000905. It 21,Best ac:0.000905 1.000000 fi:0.119960. Ave ac:0.002506,0.004703 Cov: 0.000905. It 22,Best ac:0.001584 1.000000 fi:0.122759. Ave ac:0.002604,0.005741 Cov: 0.001584. It 23,Best ac:0.000905 1.000000 fi:0.114537. Ave ac:0.002575,0.004686 Cov: 0.000905. It 24,Best ac:0.001358 1.000000 fi:0.114366. Ave ac:0.002693,0.003818 Cov: 0.001358. It 25,Best ac:0.002489 1.000000 fi:0.122512. Ave ac:0.003818,0.012381 Cov: 0.002489. It 26,Best ac:0.001131 1.000000 fi:0.124341. Ave ac:0.003097,0.005370 Cov: 0.001131. It 27,Best ac:0.001131 1.000000 fi:0.122788. Ave ac:0.002223,0.004920 Cov: 0.001131. It 28,Best ac:0.001357 1.000000 fi:0.120889. Ave ac:0.002549,0.003934 Cov: 0.001357. It 29,Best ac:0.000905 1.000000 fi:0.115803. Ave ac:0.002641,0.003688 Cov: 0.000905. It 30,Best ac:0.000905 1.000000 fi:0.120544. Ave ac:0.002773,0.007031 Cov: 0.000905. It 31,Best ac:0.001131 1.000000 fi:0.115718. Ave ac:0.003429,0.006365 Cov: 0.001131. It 32,Best ac:0.002036 1.000000 fi:0.117510. Ave ac:0.002844,0.005259 Cov: 0.002036. It 33,Best ac:0.000905 1.000000 fi:0.121265. Ave ac:0.003657,0.007092 Cov: 0.000905. MDL Theory Length Weight: 0.9067905179 (10) It 34,Best ac:0.001122 0.792332 fi:0.331954. Ave ac:0.003524,0.008739 Cov: 0.001417. Best acc 0.001122 0.792332 Rule:Att PSSM_-4_3 is [-4.252949,4.914243]|Att PSSM_-3_12 is [<-0.475139]|Att PSSM_-3_13 is [-6.296416,5.009395]|Att PSSM_-1_7 is [-6.884200,-0.110996]|Att PSSM_-1_19 is [-0.399894,9.352086]|Att PSSM_0_6 is [-5.437403,-3.657758]|Att PSSM_0_12 is [-6.538426,1.397546]|Att PSSM_1_3 is [<-0.200524]|Att PSSM_1_15 is [<-0.460950]|Att PSSM_2_7 is [<-2.673137]|Att PSSM_4_8 is [<4.899928]|Att PSSM_4_11 is [<-1.423685]|1 Accuracy : 0.743976 0 1 162346 1734 58339 12219 Removed 277 instances. 220685 Instances left. Acc of rule 0.001005-0.801444 Initial population average accuracy1:0.006188 accuracy2:0.244285 It 0,Best ac:0.001133 0.833333 fi:0.266570. Ave ac:0.008101,0.013754 Cov: 0.001359. It 1,Best ac:0.001359 1.000000 fi:0.099818. Ave ac:0.006785,0.010587 Cov: 0.001359. It 2,Best ac:0.000906 1.000000 fi:0.099990. Ave ac:0.006132,0.009796 Cov: 0.000906. It 3,Best ac:0.002719 0.800000 fi:0.299302. Ave ac:0.006287,0.010541 Cov: 0.003398. It 4,Best ac:0.001359 1.000000 fi:0.099818. Ave ac:0.006005,0.012014 Cov: 0.001359. It 5,Best ac:0.001360 1.000000 fi:0.099817. Ave ac:0.005255,0.009655 Cov: 0.001360. It 6,Best ac:0.001587 1.000000 fi:0.099731. Ave ac:0.004992,0.007919 Cov: 0.001587. It 7,Best ac:0.002266 1.000000 fi:0.099474. Ave ac:0.004372,0.007197 Cov: 0.002266. It 8,Best ac:0.001359 1.000000 fi:0.099818. Ave ac:0.003972,0.008770 Cov: 0.001359. It 9,Best ac:0.001360 1.000000 fi:0.099817. Ave ac:0.005127,0.009434 Cov: 0.001360. Iteration 10:MDL fitness activated Error 0.099817 TL 0.028372 MDL Theory Length Weight: 1.1727190165 (3) It 10,Best ac:0.000906 1.000000 fi:0.125109. Ave ac:0.004216,0.006070 Cov: 0.000906. It 11,Best ac:0.001133 1.000000 fi:0.131872. Ave ac:0.004660,0.007410 Cov: 0.001133. It 12,Best ac:0.001133 1.000000 fi:0.123374. Ave ac:0.003080,0.005209 Cov: 0.001133. It 13,Best ac:0.001359 1.000000 fi:0.130493. Ave ac:0.003158,0.004972 Cov: 0.001359. It 14,Best ac:0.002266 1.000000 fi:0.130533. Ave ac:0.004009,0.004910 Cov: 0.002266. It 15,Best ac:0.001133 1.000000 fi:0.127443. Ave ac:0.002855,0.003539 Cov: 0.001133. It 16,Best ac:0.001133 1.000000 fi:0.130103. Ave ac:0.002791,0.004485 Cov: 0.001133. It 17,Best ac:0.001812 1.000000 fi:0.130109. Ave ac:0.002721,0.004088 Cov: 0.001812. It 18,Best ac:0.001133 1.000000 fi:0.124062. Ave ac:0.002624,0.005608 Cov: 0.001133. It 19,Best ac:0.000906 1.000000 fi:0.124321. Ave ac:0.002957,0.005303 Cov: 0.000906. It 20,Best ac:0.001133 1.000000 fi:0.131071. Ave ac:0.002554,0.003875 Cov: 0.001133. It 21,Best ac:0.000906 1.000000 fi:0.125938. Ave ac:0.002328,0.002744 Cov: 0.000906. MDL Theory Length Weight: 1.0554471148 (10) It 22,Best ac:0.001360 1.000000 fi:0.123630. Ave ac:0.002434,0.003783 Cov: 0.001360. It 23,Best ac:0.001586 1.000000 fi:0.128797. Ave ac:0.002565,0.003523 Cov: 0.001586. It 24,Best ac:0.002039 1.000000 fi:0.117811. Ave ac:0.002229,0.003305 Cov: 0.002039. It 25,Best ac:0.001359 1.000000 fi:0.126685. Ave ac:0.002717,0.007358 Cov: 0.001359. It 26,Best ac:0.002039 1.000000 fi:0.125928. Ave ac:0.002614,0.005867 Cov: 0.002039. It 27,Best ac:0.001586 1.000000 fi:0.125886. Ave ac:0.002996,0.004895 Cov: 0.001586. It 28,Best ac:0.001133 1.000000 fi:0.116917. Ave ac:0.002661,0.005095 Cov: 0.001133. It 29,Best ac:0.000906 1.000000 fi:0.125600. Ave ac:0.002729,0.005065 Cov: 0.000906. It 30,Best ac:0.001133 1.000000 fi:0.126700. Ave ac:0.004814,0.008439 Cov: 0.001133. It 31,Best ac:0.000906 1.000000 fi:0.120505. Ave ac:0.002735,0.005535 Cov: 0.000906. It 32,Best ac:0.000906 1.000000 fi:0.117453. Ave ac:0.003759,0.007051 Cov: 0.000906. It 33,Best ac:0.001360 1.000000 fi:0.117937. Ave ac:0.003089,0.008129 Cov: 0.001360. It 34,Best ac:0.001092 0.785016 fi:0.350087. Ave ac:0.003433,0.006159 Cov: 0.001391. Best acc 0.001092 0.785016 Initial population average accuracy1:0.006121 accuracy2:0.260115 It 0,Best ac:0.001812 0.666667 fi:0.432979. Ave ac:0.006396,0.010774 Cov: 0.002719. It 1,Best ac:0.000906 0.800000 fi:0.299990. Ave ac:0.007460,0.013918 Cov: 0.001133. It 2,Best ac:0.001359 0.857143 fi:0.242675. Ave ac:0.008278,0.014537 Cov: 0.001586. It 3,Best ac:0.000907 1.000000 fi:0.099989. Ave ac:0.009015,0.014213 Cov: 0.000907. It 4,Best ac:0.001133 1.000000 fi:0.099903. Ave ac:0.008266,0.014114 Cov: 0.001133. It 5,Best ac:0.001586 1.000000 fi:0.099732. Ave ac:0.006427,0.008700 Cov: 0.001586. It 6,Best ac:0.001359 1.000000 fi:0.099818. Ave ac:0.005606,0.008592 Cov: 0.001359. It 7,Best ac:0.001360 1.000000 fi:0.099818. Ave ac:0.004387,0.007184 Cov: 0.001360. It 8,Best ac:0.001360 1.000000 fi:0.099817. Ave ac:0.004272,0.007250 Cov: 0.001360. It 9,Best ac:0.002492 1.000000 fi:0.099388. Ave ac:0.003378,0.005156 Cov: 0.002492. Iteration 10:MDL fitness activated Error 0.099388 TL 0.030917 MDL Theory Length Weight: 1.0715628532 (1) It 10,Best ac:0.000906 1.000000 fi:0.136755. Ave ac:0.003055,0.004418 Cov: 0.000906. It 11,Best ac:0.001133 1.000000 fi:0.133175. Ave ac:0.003612,0.006980 Cov: 0.001133. It 12,Best ac:0.002266 1.000000 fi:0.131714. Ave ac:0.003697,0.004424 Cov: 0.002266. It 13,Best ac:0.001812 1.000000 fi:0.142368. Ave ac:0.003973,0.004695 Cov: 0.001812. It 14,Best ac:0.002945 1.000000 fi:0.141434. Ave ac:0.003324,0.004278 Cov: 0.002945. It 15,Best ac:0.000906 1.000000 fi:0.132864. Ave ac:0.003267,0.004590 Cov: 0.000906. It 16,Best ac:0.001586 1.000000 fi:0.129595. Ave ac:0.002609,0.003411 Cov: 0.001586. It 17,Best ac:0.000906 1.000000 fi:0.132762. Ave ac:0.002537,0.003934 Cov: 0.000906. It 18,Best ac:0.002266 1.000000 fi:0.132055. Ave ac:0.002427,0.003567 Cov: 0.002266. It 19,Best ac:0.000906 1.000000 fi:0.132314. Ave ac:0.002765,0.004725 Cov: 0.000906. It 20,Best ac:0.000906 1.000000 fi:0.140098. Ave ac:0.002720,0.003595 Cov: 0.000906. It 21,Best ac:0.002266 1.000000 fi:0.125336. Ave ac:0.002632,0.004035 Cov: 0.002266. It 22,Best ac:0.000906 1.000000 fi:0.133655. Ave ac:0.002277,0.002922 Cov: 0.000906. It 23,Best ac:0.000906 1.000000 fi:0.131383. Ave ac:0.002501,0.003044 Cov: 0.000906. It 24,Best ac:0.002719 1.000000 fi:0.126932. Ave ac:0.001868,0.002313 Cov: 0.002719. It 25,Best ac:0.002266 1.000000 fi:0.124723. Ave ac:0.002443,0.002840 Cov: 0.002266. It 26,Best ac:0.000906 1.000000 fi:0.130524. Ave ac:0.002667,0.003181 Cov: 0.000906. It 27,Best ac:0.001133 1.000000 fi:0.132489. Ave ac:0.002070,0.002613 Cov: 0.001133. It 28,Best ac:0.000906 1.000000 fi:0.131142. Ave ac:0.002470,0.003748 Cov: 0.000906. It 29,Best ac:0.001133 1.000000 fi:0.131917. Ave ac:0.002077,0.002410 Cov: 0.001133. It 30,Best ac:0.000906 1.000000 fi:0.130855. Ave ac:0.002308,0.002802 Cov: 0.000906. It 31,Best ac:0.001359 1.000000 fi:0.145421. Ave ac:0.002026,0.002643 Cov: 0.001359. It 32,Best ac:0.002492 1.000000 fi:0.129693. Ave ac:0.002346,0.003238 Cov: 0.002492. It 33,Best ac:0.001359 1.000000 fi:0.122327. Ave ac:0.002588,0.003425 Cov: 0.001359. It 34,Best ac:0.000875 0.804167 fi:0.345257. Ave ac:0.002922,0.004088 Cov: 0.001088. Best acc 0.000875 0.804167 Rule:Att PSSM_-4_7 is [<-0.240993]|Att PSSM_-2_13 is [<3.204030]|Att PSSM_-2_16 is [<0.661547]|Att PSSM_-1_1 is [-3.550102,3.023369]|Att PSSM_0_2 is [<-3.512857]|Att PSSM_0_5 is [-3.325171,9.438015]|Att PSSM_0_7 is [<-4.555252]|Att PSSM_0_20 is [>2.002630]|Att PSSM_1_4 is [-6.799429,-0.621721]|Att PSSM_2_15 is [-6.784735,-2.410374]|Att PSSM_4_7 is [<-0.861314]|Att PSSM_4_9 is [<-1.885151]|Att PSSM_4_12 is [<3.015820]|1 Accuracy : 0.744598 0 1 162299 1781 58146 12412 Removed 240 instances. 220445 Instances left. Acc of rule 0.000875-0.804167 Initial population average accuracy1:0.006214 accuracy2:0.247449 It 0,Best ac:0.000907 0.800000 fi:0.299989. Ave ac:0.008100,0.014102 Cov: 0.001134. It 1,Best ac:0.002268 0.833333 fi:0.266138. Ave ac:0.007419,0.013442 Cov: 0.002722. It 2,Best ac:0.000907 1.000000 fi:0.099989. Ave ac:0.007177,0.014260 Cov: 0.000907. It 3,Best ac:0.001134 1.000000 fi:0.099902. Ave ac:0.006401,0.011510 Cov: 0.001134. It 4,Best ac:0.001361 1.000000 fi:0.099816. Ave ac:0.006176,0.011421 Cov: 0.001361. It 5,Best ac:0.001588 1.000000 fi:0.099729. Ave ac:0.005333,0.009419 Cov: 0.001588. It 6,Best ac:0.001361 1.000000 fi:0.099816. Ave ac:0.004850,0.007745 Cov: 0.001361. It 7,Best ac:0.001134 1.000000 fi:0.099902. Ave ac:0.003943,0.006215 Cov: 0.001134. It 8,Best ac:0.002949 1.000000 fi:0.099212. Ave ac:0.004572,0.006852 Cov: 0.002949. It 9,Best ac:0.001814 1.000000 fi:0.099643. Ave ac:0.003826,0.007774 Cov: 0.001814. Iteration 10:MDL fitness activated Error 0.099643 TL 0.050292 MDL Theory Length Weight: 0.6604382238 (2) It 10,Best ac:0.001361 1.000000 fi:0.124550. Ave ac:0.003161,0.004399 Cov: 0.001361. It 11,Best ac:0.000907 1.000000 fi:0.122605. Ave ac:0.003143,0.004168 Cov: 0.000907. It 12,Best ac:0.000907 1.000000 fi:0.119204. Ave ac:0.003139,0.004227 Cov: 0.000907. It 13,Best ac:0.001134 1.000000 fi:0.121683. Ave ac:0.003635,0.004503 Cov: 0.001134. It 14,Best ac:0.001361 1.000000 fi:0.122419. Ave ac:0.002804,0.003374 Cov: 0.001361. It 15,Best ac:0.000907 1.000000 fi:0.124265. Ave ac:0.002412,0.003272 Cov: 0.000907. It 16,Best ac:0.001134 1.000000 fi:0.137497. Ave ac:0.002697,0.003387 Cov: 0.001134. It 17,Best ac:0.001134 1.000000 fi:0.125684. Ave ac:0.003118,0.003509 Cov: 0.001134. It 18,Best ac:0.001361 1.000000 fi:0.124093. Ave ac:0.002896,0.003131 Cov: 0.001361. It 19,Best ac:0.001588 1.000000 fi:0.121030. Ave ac:0.002507,0.002659 Cov: 0.001588. It 20,Best ac:0.001361 1.000000 fi:0.123186. Ave ac:0.002864,0.003166 Cov: 0.001361. It 21,Best ac:0.000907 1.000000 fi:0.123303. Ave ac:0.002044,0.002356 Cov: 0.000907. MDL Theory Length Weight: 0.5943944014 (10) It 22,Best ac:0.001361 1.000000 fi:0.117110. Ave ac:0.002433,0.002455 Cov: 0.001361. It 23,Best ac:0.000907 1.000000 fi:0.117282. Ave ac:0.001839,0.002215 Cov: 0.000907. It 24,Best ac:0.000907 1.000000 fi:0.116046. Ave ac:0.001800,0.002356 Cov: 0.000907. It 25,Best ac:0.000907 1.000000 fi:0.119387. Ave ac:0.002257,0.002522 Cov: 0.000907. It 26,Best ac:0.001134 1.000000 fi:0.117973. Ave ac:0.002164,0.002400 Cov: 0.001134. It 27,Best ac:0.001134 1.000000 fi:0.115959. Ave ac:0.002161,0.002651 Cov: 0.001134. It 28,Best ac:0.001134 1.000000 fi:0.126497. Ave ac:0.002258,0.003493 Cov: 0.001134. It 29,Best ac:0.001361 1.000000 fi:0.122084. Ave ac:0.002256,0.002492 Cov: 0.001361. It 30,Best ac:0.000907 1.000000 fi:0.118059. Ave ac:0.002395,0.002992 Cov: 0.000907. It 31,Best ac:0.000907 1.000000 fi:0.119399. Ave ac:0.001819,0.002298 Cov: 0.000907. It 32,Best ac:0.000907 1.000000 fi:0.117672. Ave ac:0.001820,0.002141 Cov: 0.000907. It 33,Best ac:0.001588 1.000000 fi:0.119498. Ave ac:0.002478,0.002759 Cov: 0.001588. It 34,Best ac:0.000880 0.818565 fi:0.304936. Ave ac:0.002161,0.002362 Cov: 0.001075. Best acc 0.000880 0.818565 Initial population average accuracy1:0.006294 accuracy2:0.257345 It 0,Best ac:0.000907 1.000000 fi:0.099989. Ave ac:0.006802,0.011882 Cov: 0.000907. It 1,Best ac:0.001361 0.857143 fi:0.242673. Ave ac:0.006171,0.011203 Cov: 0.001588. It 2,Best ac:0.000907 0.800000 fi:0.299989. Ave ac:0.005130,0.009615 Cov: 0.001134. It 3,Best ac:0.001134 0.833333 fi:0.266569. Ave ac:0.005492,0.010297 Cov: 0.001361. It 4,Best ac:0.000907 1.000000 fi:0.099989. Ave ac:0.006561,0.010805 Cov: 0.000907. It 5,Best ac:0.001361 1.000000 fi:0.099816. Ave ac:0.006532,0.009490 Cov: 0.001361. It 6,Best ac:0.000907 1.000000 fi:0.099989. Ave ac:0.006695,0.011398 Cov: 0.000907. It 7,Best ac:0.001134 1.000000 fi:0.099902. Ave ac:0.004940,0.008750 Cov: 0.001134. It 8,Best ac:0.002042 1.000000 fi:0.099557. Ave ac:0.003763,0.005996 Cov: 0.002042. It 9,Best ac:0.001588 1.000000 fi:0.099730. Ave ac:0.004004,0.006096 Cov: 0.001588. Iteration 10:MDL fitness activated Error 0.099730 TL 0.045139 MDL Theory Length Weight: 0.7364678295 (2) It 10,Best ac:0.002722 1.000000 fi:0.123115. Ave ac:0.004024,0.006693 Cov: 0.002722. It 11,Best ac:0.001134 1.000000 fi:0.121077. Ave ac:0.005594,0.009809 Cov: 0.001134. It 12,Best ac:0.001134 1.000000 fi:0.118815. Ave ac:0.004167,0.006628 Cov: 0.001134. It 13,Best ac:0.001361 1.000000 fi:0.118683. Ave ac:0.003199,0.009117 Cov: 0.001361. It 14,Best ac:0.000907 1.000000 fi:0.118567. Ave ac:0.002793,0.003927 Cov: 0.000907. It 15,Best ac:0.000907 1.000000 fi:0.120786. Ave ac:0.002751,0.004462 Cov: 0.000907. It 16,Best ac:0.000907 1.000000 fi:0.125497. Ave ac:0.004064,0.007599 Cov: 0.000907. It 17,Best ac:0.000907 1.000000 fi:0.118969. Ave ac:0.003237,0.004290 Cov: 0.000907. It 18,Best ac:0.000907 1.000000 fi:0.124397. Ave ac:0.003317,0.005738 Cov: 0.000907. It 19,Best ac:0.000907 1.000000 fi:0.118855. Ave ac:0.003345,0.005698 Cov: 0.000907. It 20,Best ac:0.002268 1.000000 fi:0.119176. Ave ac:0.003569,0.005229 Cov: 0.002268. It 21,Best ac:0.001361 1.000000 fi:0.118796. Ave ac:0.003818,0.007741 Cov: 0.001361. It 22,Best ac:0.000907 1.000000 fi:0.118381. Ave ac:0.002538,0.003238 Cov: 0.000907. It 23,Best ac:0.001134 1.000000 fi:0.120129. Ave ac:0.002279,0.003099 Cov: 0.001134. It 24,Best ac:0.001361 1.000000 fi:0.118729. Ave ac:0.002500,0.003874 Cov: 0.001361. It 25,Best ac:0.000907 1.000000 fi:0.127519. Ave ac:0.002630,0.005604 Cov: 0.000907. It 26,Best ac:0.000907 1.000000 fi:0.119471. Ave ac:0.003327,0.003836 Cov: 0.000907. It 27,Best ac:0.002268 1.000000 fi:0.119713. Ave ac:0.002613,0.003206 Cov: 0.002268. It 28,Best ac:0.001588 1.000000 fi:0.119776. Ave ac:0.003086,0.003150 Cov: 0.001588. It 29,Best ac:0.000907 1.000000 fi:0.120914. Ave ac:0.002432,0.004213 Cov: 0.000907. It 30,Best ac:0.001134 1.000000 fi:0.116573. Ave ac:0.002613,0.004327 Cov: 0.001134. It 31,Best ac:0.001134 1.000000 fi:0.118815. Ave ac:0.002141,0.002831 Cov: 0.001134. It 32,Best ac:0.002495 1.000000 fi:0.118638. Ave ac:0.002140,0.002676 Cov: 0.002495. It 33,Best ac:0.001134 1.000000 fi:0.118462. Ave ac:0.002208,0.002747 Cov: 0.001134. It 34,Best ac:0.001424 0.805128 fi:0.321705. Ave ac:0.002361,0.002646 Cov: 0.001769. Best acc 0.001424 0.805128 Rule:Att PSSM_-2_3 is [>-2.752436]|Att PSSM_-2_17 is [<3.077735]|Att PSSM_-1_3 is [-5.543878,-0.456123]|Att PSSM_-1_16 is [-5.026560,6.251032]|Att PSSM_-1_18 is [<4.465080]|Att PSSM_0_6 is [-6.702055,5.417879]|Att PSSM_0_7 is [<-3.483823]|Att PSSM_0_15 is [<-2.653074]|Att PSSM_1_10 is [1.489193,5.694741]|Att PSSM_1_11 is [>-4.176062]|Att PSSM_2_1 is [>-1.900913]|Att PSSM_2_15 is [<-1.763096]|Att PSSM_2_16 is [<0.060596]|Att PSSM_3_7 is [<1.674121]|Att PSSM_4_12 is [<-2.167898]|1 Accuracy : 0.745242 0 1 162256 1824 57952 12606 Removed 237 instances. 220208 Instances left. Acc of rule 0.000880-0.818565 Initial population average accuracy1:0.006312 accuracy2:0.259332 It 0,Best ac:0.001817 0.800000 fi:0.299641. Ave ac:0.006530,0.010751 Cov: 0.002271. It 1,Best ac:0.001362 0.857143 fi:0.242672. Ave ac:0.005401,0.009652 Cov: 0.001589. It 2,Best ac:0.000908 1.000000 fi:0.099987. Ave ac:0.005291,0.010518 Cov: 0.000908. It 3,Best ac:0.000908 1.000000 fi:0.099987. Ave ac:0.005754,0.010328 Cov: 0.000908. It 4,Best ac:0.001135 1.000000 fi:0.099901. Ave ac:0.005084,0.009355 Cov: 0.001135. It 5,Best ac:0.001589 0.875000 fi:0.224728. Ave ac:0.005102,0.008991 Cov: 0.001817. It 6,Best ac:0.001589 1.000000 fi:0.099728. Ave ac:0.004536,0.007359 Cov: 0.001589. It 7,Best ac:0.000908 1.000000 fi:0.099987. Ave ac:0.003983,0.007292 Cov: 0.000908. It 8,Best ac:0.001589 1.000000 fi:0.099728. Ave ac:0.003524,0.008077 Cov: 0.001589. It 9,Best ac:0.001135 1.000000 fi:0.099901. Ave ac:0.003016,0.004058 Cov: 0.001135. Iteration 10:MDL fitness activated Error 0.099901 TL 0.054616 MDL Theory Length Weight: 0.6097116565 (4) It 10,Best ac:0.001362 1.000000 fi:0.116966. Ave ac:0.002787,0.003813 Cov: 0.001362. It 11,Best ac:0.001362 1.000000 fi:0.118338. Ave ac:0.002797,0.003897 Cov: 0.001362. It 12,Best ac:0.000908 1.000000 fi:0.124171. Ave ac:0.003000,0.004569 Cov: 0.000908. It 13,Best ac:0.001135 1.000000 fi:0.117052. Ave ac:0.003096,0.005662 Cov: 0.001135. It 14,Best ac:0.001817 1.000000 fi:0.122201. Ave ac:0.002841,0.006170 Cov: 0.001817. It 15,Best ac:0.000908 1.000000 fi:0.115530. Ave ac:0.003366,0.008041 Cov: 0.000908. It 16,Best ac:0.001362 1.000000 fi:0.124032. Ave ac:0.003123,0.007692 Cov: 0.001362. It 17,Best ac:0.000908 1.000000 fi:0.116414. Ave ac:0.003053,0.004581 Cov: 0.000908. It 18,Best ac:0.000908 1.000000 fi:0.119013. Ave ac:0.003087,0.004753 Cov: 0.000908. It 19,Best ac:0.001362 1.000000 fi:0.117863. Ave ac:0.002963,0.004248 Cov: 0.001362. It 20,Best ac:0.001589 1.000000 fi:0.118347. Ave ac:0.003644,0.007053 Cov: 0.001589. It 21,Best ac:0.001362 1.000000 fi:0.117338. Ave ac:0.002997,0.004277 Cov: 0.001362. It 22,Best ac:0.001362 1.000000 fi:0.117213. Ave ac:0.003228,0.006138 Cov: 0.001362. It 23,Best ac:0.001135 1.000000 fi:0.113176. Ave ac:0.002931,0.005207 Cov: 0.001135. It 24,Best ac:0.001135 1.000000 fi:0.116024. Ave ac:0.003075,0.004814 Cov: 0.001135. It 25,Best ac:0.000908 1.000000 fi:0.115896. Ave ac:0.003769,0.005392 Cov: 0.000908. It 26,Best ac:0.002725 1.000000 fi:0.116210. Ave ac:0.004101,0.006335 Cov: 0.002725. It 27,Best ac:0.001135 1.000000 fi:0.117777. Ave ac:0.003812,0.005083 Cov: 0.001135. It 28,Best ac:0.001589 1.000000 fi:0.115851. Ave ac:0.003613,0.006072 Cov: 0.001589. It 29,Best ac:0.000908 1.000000 fi:0.116395. Ave ac:0.003935,0.005190 Cov: 0.000908. It 30,Best ac:0.001589 1.000000 fi:0.116790. Ave ac:0.003309,0.005643 Cov: 0.001589. It 31,Best ac:0.000908 1.000000 fi:0.115304. Ave ac:0.003582,0.004934 Cov: 0.000908. It 32,Best ac:0.001135 1.000000 fi:0.117826. Ave ac:0.003148,0.004048 Cov: 0.001135. MDL Theory Length Weight: 0.5487404908 (10) It 33,Best ac:0.002044 1.000000 fi:0.114321. Ave ac:0.003719,0.005903 Cov: 0.002044. It 34,Best ac:0.000990 0.775801 fi:0.338992. Ave ac:0.003904,0.004996 Cov: 0.001276. Best acc 0.000990 0.775801 Initial population average accuracy1:0.006863 accuracy2:0.254629 It 0,Best ac:0.001817 0.666667 fi:0.432974. Ave ac:0.007045,0.012376 Cov: 0.002725. It 1,Best ac:0.001135 0.833333 fi:0.266567. Ave ac:0.006032,0.010474 Cov: 0.001362. It 2,Best ac:0.001135 1.000000 fi:0.099901. Ave ac:0.005147,0.007871 Cov: 0.001135. It 3,Best ac:0.002497 0.846154 fi:0.253228. Ave ac:0.004537,0.007108 Cov: 0.002951. It 4,Best ac:0.000908 1.000000 fi:0.099987. Ave ac:0.005013,0.008864 Cov: 0.000908. It 5,Best ac:0.001362 1.000000 fi:0.099814. Ave ac:0.006327,0.010039 Cov: 0.001362. It 6,Best ac:0.001135 1.000000 fi:0.099901. Ave ac:0.005173,0.007914 Cov: 0.001135. It 7,Best ac:0.002044 1.000000 fi:0.099555. Ave ac:0.004658,0.008092 Cov: 0.002044. It 8,Best ac:0.001135 1.000000 fi:0.099901. Ave ac:0.004188,0.008035 Cov: 0.001135. It 9,Best ac:0.002271 1.000000 fi:0.099468. Ave ac:0.003906,0.008061 Cov: 0.002271. Iteration 10:MDL fitness activated Error 0.099468 TL 0.052337 MDL Theory Length Weight: 0.6335051541 (1) It 10,Best ac:0.000908 1.000000 fi:0.119398. Ave ac:0.004053,0.007972 Cov: 0.000908. It 11,Best ac:0.000908 1.000000 fi:0.121025. Ave ac:0.004884,0.009219 Cov: 0.000908. It 12,Best ac:0.001135 1.000000 fi:0.116477. Ave ac:0.004866,0.008590 Cov: 0.001135. It 13,Best ac:0.000908 1.000000 fi:0.116295. Ave ac:0.004838,0.006397 Cov: 0.000908. It 14,Best ac:0.000908 1.000000 fi:0.124015. Ave ac:0.004140,0.006161 Cov: 0.000908. It 15,Best ac:0.001135 1.000000 fi:0.118402. Ave ac:0.003956,0.005627 Cov: 0.001135. It 16,Best ac:0.000908 1.000000 fi:0.112929. Ave ac:0.003965,0.006259 Cov: 0.000908. It 17,Best ac:0.001362 1.000000 fi:0.121105. Ave ac:0.003490,0.005049 Cov: 0.001362. It 18,Best ac:0.000908 1.000000 fi:0.114833. Ave ac:0.004014,0.006132 Cov: 0.000908. It 19,Best ac:0.001589 1.000000 fi:0.116130. Ave ac:0.003464,0.006642 Cov: 0.001589. It 20,Best ac:0.000908 1.000000 fi:0.111398. Ave ac:0.003991,0.007693 Cov: 0.000908. It 21,Best ac:0.000908 1.000000 fi:0.114203. Ave ac:0.003455,0.010488 Cov: 0.000908. It 22,Best ac:0.001589 1.000000 fi:0.108708. Ave ac:0.002676,0.004087 Cov: 0.001589. It 23,Best ac:0.000908 1.000000 fi:0.115874. Ave ac:0.001820,0.002743 Cov: 0.000908. It 24,Best ac:0.001817 1.000000 fi:0.115355. Ave ac:0.003257,0.004842 Cov: 0.001817. It 25,Best ac:0.001135 1.000000 fi:0.114135. Ave ac:0.002304,0.003621 Cov: 0.001135. It 26,Best ac:0.000908 1.000000 fi:0.111262. Ave ac:0.002481,0.003965 Cov: 0.000908. It 27,Best ac:0.001817 1.000000 fi:0.112940. Ave ac:0.002797,0.004751 Cov: 0.001817. It 28,Best ac:0.001362 1.000000 fi:0.117081. Ave ac:0.002252,0.003696 Cov: 0.001362. It 29,Best ac:0.001135 1.000000 fi:0.111986. Ave ac:0.001678,0.004444 Cov: 0.001135. It 30,Best ac:0.001362 1.000000 fi:0.110944. Ave ac:0.003564,0.006409 Cov: 0.001362. It 31,Best ac:0.000908 1.000000 fi:0.112985. Ave ac:0.003001,0.004841 Cov: 0.000908. MDL Theory Length Weight: 0.5701546387 (10) It 32,Best ac:0.001589 1.000000 fi:0.107810. Ave ac:0.003060,0.004784 Cov: 0.001589. It 33,Best ac:0.002044 1.000000 fi:0.113705. Ave ac:0.002304,0.003733 Cov: 0.002044. It 34,Best ac:0.000949 0.785714 fi:0.332253. Ave ac:0.002883,0.005194 Cov: 0.001208. Best acc 0.000949 0.785714 Rule:Att PSSM_-4_12 is [<-1.965410]|Att PSSM_-3_15 is [<-1.170197]|Att PSSM_-2_8 is [<3.689026]|Att PSSM_0_5 is [1.222708,6.879521]|Att PSSM_0_12 is [<-2.720186]|Att PSSM_1_4 is [-6.308328,-2.076943]|Att PSSM_2_3 is [<8.081793]|Att PSSM_3_2 is [-5.158539,-0.146502]|Att PSSM_4_3 is [<-2.793825]|Att PSSM_4_9 is [<2.341740]|1 Accuracy : 0.745889 0 1 162199 1881 57743 12815 Removed 266 instances. 219942 Instances left. Acc of rule 0.000949-0.785714 Initial population average accuracy1:0.005859 accuracy2:0.245237 It 0,Best ac:0.001364 0.666667 fi:0.433146. Ave ac:0.006863,0.010334 Cov: 0.002046. It 1,Best ac:0.001591 0.875000 fi:0.224726. Ave ac:0.007654,0.011353 Cov: 0.001819. It 2,Best ac:0.002273 0.833333 fi:0.266132. Ave ac:0.007754,0.011530 Cov: 0.002728. It 3,Best ac:0.002046 1.000000 fi:0.099552. Ave ac:0.006540,0.010235 Cov: 0.002046. It 4,Best ac:0.001137 1.000000 fi:0.099899. Ave ac:0.005001,0.006985 Cov: 0.001137. It 5,Best ac:0.001591 0.875000 fi:0.224726. Ave ac:0.004119,0.005804 Cov: 0.001819. It 6,Best ac:0.002273 0.909091 fi:0.190374. Ave ac:0.004376,0.006225 Cov: 0.002501. It 7,Best ac:0.001137 1.000000 fi:0.099899. Ave ac:0.004227,0.006977 Cov: 0.001137. It 8,Best ac:0.001137 1.000000 fi:0.099899. Ave ac:0.004290,0.007214 Cov: 0.001137. It 9,Best ac:0.000909 1.000000 fi:0.099986. Ave ac:0.004845,0.008592 Cov: 0.000909. Iteration 10:MDL fitness activated Error 0.099986 TL 0.039233 MDL Theory Length Weight: 0.8495073342 (7) It 10,Best ac:0.001819 1.000000 fi:0.123153. Ave ac:0.005072,0.010275 Cov: 0.001819. It 11,Best ac:0.001137 1.000000 fi:0.121116. Ave ac:0.004035,0.006192 Cov: 0.001137. It 12,Best ac:0.000909 1.000000 fi:0.121203. Ave ac:0.004021,0.005879 Cov: 0.000909. It 13,Best ac:0.001137 1.000000 fi:0.119444. Ave ac:0.004130,0.008310 Cov: 0.001137. It 14,Best ac:0.000909 1.000000 fi:0.131147. Ave ac:0.003326,0.005800 Cov: 0.000909. It 15,Best ac:0.003183 1.000000 fi:0.121129. Ave ac:0.004124,0.006620 Cov: 0.003183. It 16,Best ac:0.001137 1.000000 fi:0.118136. Ave ac:0.003612,0.005383 Cov: 0.001137. It 17,Best ac:0.000910 1.000000 fi:0.118196. Ave ac:0.003238,0.010038 Cov: 0.000910. It 18,Best ac:0.001364 1.000000 fi:0.118910. Ave ac:0.003027,0.004696 Cov: 0.001364. It 19,Best ac:0.001364 1.000000 fi:0.118023. Ave ac:0.003619,0.007045 Cov: 0.001364. It 20,Best ac:0.000910 1.000000 fi:0.119030. Ave ac:0.003641,0.005612 Cov: 0.000910. It 21,Best ac:0.001137 1.000000 fi:0.120646. Ave ac:0.003211,0.005799 Cov: 0.001137. It 22,Best ac:0.001137 1.000000 fi:0.114643. Ave ac:0.003363,0.009044 Cov: 0.001137. It 23,Best ac:0.001591 1.000000 fi:0.119045. Ave ac:0.003157,0.006362 Cov: 0.001591. It 24,Best ac:0.001364 1.000000 fi:0.112085. Ave ac:0.004261,0.009388 Cov: 0.001364. It 25,Best ac:0.000909 1.000000 fi:0.114729. Ave ac:0.003961,0.009745 Cov: 0.000909. It 26,Best ac:0.002729 1.000000 fi:0.115344. Ave ac:0.003106,0.011781 Cov: 0.002729. It 27,Best ac:0.000909 1.000000 fi:0.117157. Ave ac:0.003182,0.007520 Cov: 0.000909. It 28,Best ac:0.001364 1.000000 fi:0.118765. Ave ac:0.002156,0.004104 Cov: 0.001364. It 29,Best ac:0.001591 1.000000 fi:0.119047. Ave ac:0.002631,0.006447 Cov: 0.001591. It 30,Best ac:0.001137 1.000000 fi:0.115071. Ave ac:0.002993,0.006881 Cov: 0.001137. It 31,Best ac:0.001137 1.000000 fi:0.116319. Ave ac:0.003968,0.007243 Cov: 0.001137. It 32,Best ac:0.000909 1.000000 fi:0.117157. Ave ac:0.002994,0.005044 Cov: 0.000909. It 33,Best ac:0.001592 1.000000 fi:0.122626. Ave ac:0.003325,0.005941 Cov: 0.001592. MDL Theory Length Weight: 0.7645566008 (10) It 34,Best ac:0.001337 0.751918 fi:0.369991. Ave ac:0.003381,0.008069 Cov: 0.001778. Best acc 0.001337 0.751918 Initial population average accuracy1:0.005689 accuracy2:0.255942 It 0,Best ac:0.001364 0.857143 fi:0.242670. Ave ac:0.006867,0.012208 Cov: 0.001591. It 1,Best ac:0.001819 0.888889 fi:0.210750. Ave ac:0.007485,0.014007 Cov: 0.002046. It 2,Best ac:0.001137 1.000000 fi:0.099899. Ave ac:0.005205,0.008907 Cov: 0.001137. It 3,Best ac:0.001591 0.875000 fi:0.224726. Ave ac:0.006045,0.010356 Cov: 0.001819. It 4,Best ac:0.000909 1.000000 fi:0.099986. Ave ac:0.006411,0.011672 Cov: 0.000909. It 5,Best ac:0.001819 1.000000 fi:0.099639. Ave ac:0.005360,0.008682 Cov: 0.001819. It 6,Best ac:0.001819 1.000000 fi:0.099639. Ave ac:0.004467,0.007226 Cov: 0.001819. It 7,Best ac:0.001591 1.000000 fi:0.099726. Ave ac:0.004911,0.007829 Cov: 0.001591. It 8,Best ac:0.001591 1.000000 fi:0.099726. Ave ac:0.004333,0.007396 Cov: 0.001591. It 9,Best ac:0.002273 1.000000 fi:0.099465. Ave ac:0.004681,0.005990 Cov: 0.002273. Iteration 10:MDL fitness activated Error 0.099465 TL 0.039026 MDL Theory Length Weight: 0.8495654861 (1) It 10,Best ac:0.001591 1.000000 fi:0.131080. Ave ac:0.003537,0.005387 Cov: 0.001591. It 11,Best ac:0.000909 1.000000 fi:0.125635. Ave ac:0.003917,0.005540 Cov: 0.000909. It 12,Best ac:0.000910 1.000000 fi:0.122938. Ave ac:0.004316,0.007057 Cov: 0.000910. It 13,Best ac:0.000909 1.000000 fi:0.140468. Ave ac:0.003280,0.005625 Cov: 0.000909. It 14,Best ac:0.002501 1.000000 fi:0.121214. Ave ac:0.004536,0.007864 Cov: 0.002501. It 15,Best ac:0.001137 1.000000 fi:0.122026. Ave ac:0.004470,0.007059 Cov: 0.001137. It 16,Best ac:0.000909 1.000000 fi:0.121823. Ave ac:0.003749,0.006377 Cov: 0.000909. It 17,Best ac:0.001819 1.000000 fi:0.133099. Ave ac:0.003572,0.005628 Cov: 0.001819. It 18,Best ac:0.001819 1.000000 fi:0.127450. Ave ac:0.003607,0.005421 Cov: 0.001819. It 19,Best ac:0.000909 1.000000 fi:0.131341. Ave ac:0.003405,0.004306 Cov: 0.000909. It 20,Best ac:0.001137 1.000000 fi:0.127063. Ave ac:0.003165,0.004821 Cov: 0.001137. It 21,Best ac:0.001591 1.000000 fi:0.127146. Ave ac:0.003005,0.003753 Cov: 0.001591. It 22,Best ac:0.001137 1.000000 fi:0.122851. Ave ac:0.003069,0.004461 Cov: 0.001137. It 23,Best ac:0.001592 1.000000 fi:0.128528. Ave ac:0.002862,0.004091 Cov: 0.001592. MDL Theory Length Weight: 0.7646089375 (10) It 24,Best ac:0.001137 1.000000 fi:0.119193. Ave ac:0.003384,0.004097 Cov: 0.001137. It 25,Best ac:0.001364 1.000000 fi:0.116316. Ave ac:0.002882,0.003740 Cov: 0.001364. It 26,Best ac:0.000909 1.000000 fi:0.122667. Ave ac:0.002154,0.003704 Cov: 0.000909. It 27,Best ac:0.000909 1.000000 fi:0.117480. Ave ac:0.002125,0.003355 Cov: 0.000909. It 28,Best ac:0.002273 1.000000 fi:0.123348. Ave ac:0.002862,0.005715 Cov: 0.002273. It 29,Best ac:0.001137 1.000000 fi:0.121756. Ave ac:0.002566,0.004284 Cov: 0.001137. It 30,Best ac:0.000910 1.000000 fi:0.120877. Ave ac:0.002544,0.004298 Cov: 0.000910. It 31,Best ac:0.001591 1.000000 fi:0.122914. Ave ac:0.002710,0.003762 Cov: 0.001591. It 32,Best ac:0.000909 1.000000 fi:0.126622. Ave ac:0.003029,0.004398 Cov: 0.000909. It 33,Best ac:0.001137 1.000000 fi:0.123068. Ave ac:0.003970,0.005342 Cov: 0.001137. It 34,Best ac:0.000887 0.780000 fi:0.348385. Ave ac:0.003118,0.004873 Cov: 0.001137. Best acc 0.000887 0.780000 Rule:Att PSSM_-4_6 is [-3.708564,-1.088935]|Att PSSM_-4_9 is [-4.345601,8.826374]|Att PSSM_-4_17 is [<1.980074]|Att PSSM_-3_7 is [<-1.848043]|Att PSSM_-3_20 is [>-5.711040]|Att PSSM_-1_10 is [<1.793286]|Att PSSM_-1_16 is [-3.177954,1.177954]|Att PSSM_0_2 is [-5.112889,-4.808275]|Att PSSM_0_3 is [<2.471911]|Att PSSM_0_4 is [-7.122842,-2.877158]|Att PSSM_0_11 is [-3.969422,5.632470]|Att PSSM_0_14 is [<6.871964]|Att PSSM_3_4 is [<6.240073]|Att PSSM_4_4 is [<-2.275265]|1 Accuracy : 0.746486 0 1 162144 1936 57548 13010 Removed 250 instances. 219692 Instances left. Acc of rule 0.000887-0.780000 Initial population average accuracy1:0.006563 accuracy2:0.246363 It 0,Best ac:0.000910 1.000000 fi:0.099985. Ave ac:0.006128,0.011223 Cov: 0.000910. It 1,Best ac:0.002959 0.866667 fi:0.232534. Ave ac:0.005779,0.008864 Cov: 0.003414. It 2,Best ac:0.001821 0.888889 fi:0.210747. Ave ac:0.005709,0.008182 Cov: 0.002049. It 3,Best ac:0.000910 1.000000 fi:0.099985. Ave ac:0.006086,0.010198 Cov: 0.000910. It 4,Best ac:0.001138 1.000000 fi:0.099898. Ave ac:0.005560,0.008878 Cov: 0.001138. It 5,Best ac:0.000910 1.000000 fi:0.099985. Ave ac:0.005860,0.009997 Cov: 0.000910. It 6,Best ac:0.001821 0.888889 fi:0.210747. Ave ac:0.004650,0.007414 Cov: 0.002049. It 7,Best ac:0.001365 1.000000 fi:0.099811. Ave ac:0.004840,0.008742 Cov: 0.001365. It 8,Best ac:0.001138 1.000000 fi:0.099898. Ave ac:0.005206,0.010024 Cov: 0.001138. It 9,Best ac:0.002048 1.000000 fi:0.099549. Ave ac:0.004929,0.008796 Cov: 0.002048. Iteration 10:MDL fitness activated Error 0.099549 TL 0.034143 MDL Theory Length Weight: 0.9718703636 (1) It 10,Best ac:0.000911 1.000000 fi:0.132325. Ave ac:0.004715,0.009708 Cov: 0.000911. It 11,Best ac:0.001138 1.000000 fi:0.131273. Ave ac:0.004772,0.010461 Cov: 0.001138. It 12,Best ac:0.001138 1.000000 fi:0.129962. Ave ac:0.004748,0.007915 Cov: 0.001138. It 13,Best ac:0.001138 1.000000 fi:0.128978. Ave ac:0.005724,0.010645 Cov: 0.001138. It 14,Best ac:0.000910 1.000000 fi:0.127880. Ave ac:0.005598,0.011526 Cov: 0.000910. It 15,Best ac:0.000910 1.000000 fi:0.126317. Ave ac:0.004597,0.008452 Cov: 0.000910. It 16,Best ac:0.000910 1.000000 fi:0.126297. Ave ac:0.005088,0.009218 Cov: 0.000910. It 17,Best ac:0.001138 1.000000 fi:0.131855. Ave ac:0.005076,0.010150 Cov: 0.001138. It 18,Best ac:0.000910 1.000000 fi:0.124091. Ave ac:0.004853,0.010238 Cov: 0.000910. It 19,Best ac:0.001593 1.000000 fi:0.128350. Ave ac:0.004153,0.008376 Cov: 0.001593. It 20,Best ac:0.001138 1.000000 fi:0.121976. Ave ac:0.004400,0.007158 Cov: 0.001138. It 21,Best ac:0.001138 1.000000 fi:0.122948. Ave ac:0.004546,0.007252 Cov: 0.001138. It 22,Best ac:0.001138 1.000000 fi:0.124338. Ave ac:0.003594,0.006314 Cov: 0.001138. It 23,Best ac:0.001138 1.000000 fi:0.126210. Ave ac:0.004146,0.008466 Cov: 0.001138. It 24,Best ac:0.000910 1.000000 fi:0.124425. Ave ac:0.003191,0.004851 Cov: 0.000910. It 25,Best ac:0.000910 1.000000 fi:0.131114. Ave ac:0.003039,0.004886 Cov: 0.000910. It 26,Best ac:0.000911 1.000000 fi:0.124091. Ave ac:0.003520,0.006994 Cov: 0.000911. It 27,Best ac:0.002048 1.000000 fi:0.121736. Ave ac:0.002614,0.003692 Cov: 0.002048. It 28,Best ac:0.002731 1.000000 fi:0.122740. Ave ac:0.002422,0.004025 Cov: 0.002731. It 29,Best ac:0.001138 1.000000 fi:0.125919. Ave ac:0.002911,0.005263 Cov: 0.001138. It 30,Best ac:0.001366 1.000000 fi:0.122655. Ave ac:0.002917,0.003946 Cov: 0.001366. It 31,Best ac:0.000910 1.000000 fi:0.122314. Ave ac:0.003066,0.005472 Cov: 0.000910. It 32,Best ac:0.001138 1.000000 fi:0.124451. Ave ac:0.002731,0.004364 Cov: 0.001138. It 33,Best ac:0.001138 1.000000 fi:0.122620. Ave ac:0.004455,0.008179 Cov: 0.001138. It 34,Best ac:0.000933 0.759259 fi:0.370231. Ave ac:0.003153,0.005009 Cov: 0.001229. Best acc 0.000933 0.759259 Initial population average accuracy1:0.004789 accuracy2:0.245365 It 0,Best ac:0.001138 1.000000 fi:0.099898. Ave ac:0.006334,0.010235 Cov: 0.001138. It 1,Best ac:0.001138 1.000000 fi:0.099898. Ave ac:0.005889,0.010788 Cov: 0.001138. It 2,Best ac:0.000683 1.000000 fi:0.294599. Ave ac:0.005756,0.009932 Cov: 0.000683. It 3,Best ac:0.001593 1.000000 fi:0.099723. Ave ac:0.005674,0.008803 Cov: 0.001593. It 4,Best ac:0.001138 1.000000 fi:0.099898. Ave ac:0.005665,0.009453 Cov: 0.001138. It 5,Best ac:0.001138 1.000000 fi:0.099898. Ave ac:0.004336,0.006402 Cov: 0.001138. It 6,Best ac:0.001138 1.000000 fi:0.099898. Ave ac:0.004929,0.007678 Cov: 0.001138. It 7,Best ac:0.002048 1.000000 fi:0.099549. Ave ac:0.004914,0.008265 Cov: 0.002048. It 8,Best ac:0.001821 1.000000 fi:0.099636. Ave ac:0.004041,0.005620 Cov: 0.001821. It 9,Best ac:0.001138 1.000000 fi:0.099897. Ave ac:0.004414,0.007933 Cov: 0.001138. Iteration 10:MDL fitness activated Error 0.099897 TL 0.046802 MDL Theory Length Weight: 0.7114861630 (3) It 10,Best ac:0.000910 1.000000 fi:0.124245. Ave ac:0.003623,0.006101 Cov: 0.000910. It 11,Best ac:0.000910 1.000000 fi:0.122285. Ave ac:0.004344,0.007850 Cov: 0.000910. It 12,Best ac:0.001138 1.000000 fi:0.120485. Ave ac:0.003586,0.006279 Cov: 0.001138. It 13,Best ac:0.001365 1.000000 fi:0.125192. Ave ac:0.003997,0.007737 Cov: 0.001365. It 14,Best ac:0.001138 1.000000 fi:0.124643. Ave ac:0.003998,0.007120 Cov: 0.001138. It 15,Best ac:0.000910 1.000000 fi:0.123938. Ave ac:0.004237,0.006806 Cov: 0.000910. It 16,Best ac:0.002276 1.000000 fi:0.116969. Ave ac:0.004517,0.006535 Cov: 0.002276. It 17,Best ac:0.001365 1.000000 fi:0.117318. Ave ac:0.002878,0.004002 Cov: 0.001365. It 18,Best ac:0.002276 1.000000 fi:0.120034. Ave ac:0.003188,0.004937 Cov: 0.002276. It 19,Best ac:0.001365 1.000000 fi:0.122790. Ave ac:0.003078,0.004279 Cov: 0.001365. It 20,Best ac:0.001138 1.000000 fi:0.123851. Ave ac:0.003080,0.007412 Cov: 0.001138. It 21,Best ac:0.001593 1.000000 fi:0.122839. Ave ac:0.002486,0.004769 Cov: 0.001593. It 22,Best ac:0.000911 1.000000 fi:0.120557. Ave ac:0.003692,0.005539 Cov: 0.000911. It 23,Best ac:0.001821 1.000000 fi:0.117622. Ave ac:0.003161,0.006837 Cov: 0.001821. It 24,Best ac:0.001365 1.000000 fi:0.114291. Ave ac:0.002599,0.003331 Cov: 0.001365. It 25,Best ac:0.000910 1.000000 fi:0.115974. Ave ac:0.002072,0.002980 Cov: 0.000910. It 26,Best ac:0.001593 1.000000 fi:0.120793. Ave ac:0.002140,0.003273 Cov: 0.001593. It 27,Best ac:0.001138 1.000000 fi:0.119348. Ave ac:0.003006,0.006252 Cov: 0.001138. It 28,Best ac:0.001365 1.000000 fi:0.118145. Ave ac:0.003121,0.004343 Cov: 0.001365. It 29,Best ac:0.002048 1.000000 fi:0.117883. Ave ac:0.002317,0.003657 Cov: 0.002048. It 30,Best ac:0.000911 1.000000 fi:0.117703. Ave ac:0.002076,0.002821 Cov: 0.000911. It 31,Best ac:0.001821 1.000000 fi:0.120373. Ave ac:0.002326,0.003721 Cov: 0.001821. It 32,Best ac:0.001593 1.000000 fi:0.118174. Ave ac:0.002469,0.004251 Cov: 0.001593. It 33,Best ac:0.000910 1.000000 fi:0.116831. Ave ac:0.002787,0.005270 Cov: 0.000910. MDL Theory Length Weight: 0.6403375467 (10) It 34,Best ac:0.001279 0.816860 fi:0.303825. Ave ac:0.001946,0.002405 Cov: 0.001566. Best acc 0.001279 0.816860 Rule:Att PSSM_-4_7 is [<1.336165]|Att PSSM_-3_1 is [>-2.517463]|Att PSSM_-3_5 is [<5.410334]|Att PSSM_0_2 is [<-3.852484]|Att PSSM_0_8 is [<5.871342]|Att PSSM_0_12 is [-5.894714,-2.105286]|Att PSSM_1_5 is [-1.787774,7.787774]|Att PSSM_1_8 is [-6.274920,7.686693]|Att PSSM_1_20 is [>-1.400096]|Att PSSM_3_2 is [-4.950964,0.950964]|Att PSSM_3_11 is [-1.879390,2.859718]|Att PSSM_4_12 is [<-1.103286]|Att PSSM_4_14 is [<4.518981]|1 Accuracy : 0.747415 0 1 162081 1999 57267 13291 Removed 344 instances. 219348 Instances left. Acc of rule 0.001279-0.816860 Initial population average accuracy1:0.005674 accuracy2:0.239272 It 0,Best ac:0.000912 1.000000 fi:0.099983. Ave ac:0.007217,0.011218 Cov: 0.000912. It 1,Best ac:0.001140 0.833333 fi:0.266563. Ave ac:0.007788,0.012470 Cov: 0.001368. It 2,Best ac:0.002052 0.900000 fi:0.199545. Ave ac:0.007410,0.011789 Cov: 0.002280. It 3,Best ac:0.001140 0.833333 fi:0.266562. Ave ac:0.006725,0.010062 Cov: 0.001368. It 4,Best ac:0.002963 1.000000 fi:0.099194. Ave ac:0.005597,0.008956 Cov: 0.002963. It 5,Best ac:0.001368 1.000000 fi:0.099808. Ave ac:0.005957,0.009918 Cov: 0.001368. It 6,Best ac:0.000912 1.000000 fi:0.099983. Ave ac:0.005362,0.008050 Cov: 0.000912. It 7,Best ac:0.001596 1.000000 fi:0.099720. Ave ac:0.004981,0.007434 Cov: 0.001596. It 8,Best ac:0.000912 1.000000 fi:0.099983. Ave ac:0.004249,0.006986 Cov: 0.000912. It 9,Best ac:0.002963 1.000000 fi:0.099194. Ave ac:0.003844,0.006736 Cov: 0.002963. Iteration 10:MDL fitness activated Error 0.099194 TL 0.036664 MDL Theory Length Weight: 0.9018283374 (6) It 10,Best ac:0.001596 1.000000 fi:0.137467. Ave ac:0.003685,0.005088 Cov: 0.001596. It 11,Best ac:0.000912 1.000000 fi:0.127686. Ave ac:0.003170,0.005087 Cov: 0.000912. It 12,Best ac:0.000912 1.000000 fi:0.129825. Ave ac:0.003715,0.005465 Cov: 0.000912. It 13,Best ac:0.002279 1.000000 fi:0.132044. Ave ac:0.003444,0.005071 Cov: 0.002279. It 14,Best ac:0.001368 1.000000 fi:0.137934. Ave ac:0.003514,0.007152 Cov: 0.001368. It 15,Best ac:0.000912 1.000000 fi:0.126783. Ave ac:0.003660,0.006878 Cov: 0.000912. It 16,Best ac:0.000912 1.000000 fi:0.131617. Ave ac:0.003039,0.004016 Cov: 0.000912. It 17,Best ac:0.001139 1.000000 fi:0.123359. Ave ac:0.003695,0.005851 Cov: 0.001139. It 18,Best ac:0.001596 1.000000 fi:0.123594. Ave ac:0.004784,0.006671 Cov: 0.001596. It 19,Best ac:0.001823 1.000000 fi:0.126418. Ave ac:0.004317,0.007960 Cov: 0.001823. It 20,Best ac:0.000912 1.000000 fi:0.128884. Ave ac:0.004601,0.007132 Cov: 0.000912. It 21,Best ac:0.000912 1.000000 fi:0.127350. Ave ac:0.003691,0.005097 Cov: 0.000912. It 22,Best ac:0.001140 1.000000 fi:0.120233. Ave ac:0.003609,0.005497 Cov: 0.001140. It 23,Best ac:0.000912 1.000000 fi:0.124130. Ave ac:0.003921,0.004938 Cov: 0.000912. It 24,Best ac:0.000912 1.000000 fi:0.123721. Ave ac:0.003037,0.003831 Cov: 0.000912. It 25,Best ac:0.001139 1.000000 fi:0.124799. Ave ac:0.003680,0.004661 Cov: 0.001139. It 26,Best ac:0.001367 1.000000 fi:0.123271. Ave ac:0.004129,0.005517 Cov: 0.001367. It 27,Best ac:0.001140 1.000000 fi:0.125263. Ave ac:0.005278,0.007736 Cov: 0.001140. It 28,Best ac:0.001139 1.000000 fi:0.122719. Ave ac:0.004154,0.006940 Cov: 0.001139. It 29,Best ac:0.001139 1.000000 fi:0.132032. Ave ac:0.004053,0.005389 Cov: 0.001139. It 30,Best ac:0.000912 1.000000 fi:0.124130. Ave ac:0.003329,0.004745 Cov: 0.000912. It 31,Best ac:0.001140 1.000000 fi:0.121974. Ave ac:0.003746,0.005911 Cov: 0.001140. MDL Theory Length Weight: 0.8116455036 (10) It 32,Best ac:0.000912 1.000000 fi:0.119325. Ave ac:0.003716,0.005799 Cov: 0.000912. It 33,Best ac:0.001140 1.000000 fi:0.115530. Ave ac:0.003929,0.006101 Cov: 0.001140. It 34,Best ac:0.001049 0.782313 fi:0.343550. Ave ac:0.003499,0.005294 Cov: 0.001340. Best acc 0.001049 0.782313 Initial population average accuracy1:0.006627 accuracy2:0.246956 It 0,Best ac:0.001368 0.750000 fi:0.349808. Ave ac:0.006951,0.012195 Cov: 0.001824. It 1,Best ac:0.001367 1.000000 fi:0.099808. Ave ac:0.005407,0.008831 Cov: 0.001367. It 2,Best ac:0.000684 1.000000 fi:0.291521. Ave ac:0.004912,0.007871 Cov: 0.000684. It 3,Best ac:0.000912 1.000000 fi:0.099983. Ave ac:0.005424,0.007413 Cov: 0.000912. It 4,Best ac:0.001140 1.000000 fi:0.099896. Ave ac:0.005935,0.010353 Cov: 0.001140. It 5,Best ac:0.000912 1.000000 fi:0.099983. Ave ac:0.004995,0.008094 Cov: 0.000912. It 6,Best ac:0.001139 1.000000 fi:0.099896. Ave ac:0.005269,0.009251 Cov: 0.001139. It 7,Best ac:0.002052 1.000000 fi:0.099545. Ave ac:0.004501,0.006839 Cov: 0.002052. It 8,Best ac:0.001595 1.000000 fi:0.099721. Ave ac:0.004253,0.006874 Cov: 0.001595. It 9,Best ac:0.001823 1.000000 fi:0.099633. Ave ac:0.004037,0.005841 Cov: 0.001823. Iteration 10:MDL fitness activated Error 0.099633 TL 0.034861 MDL Theory Length Weight: 0.9526778110 (3) It 10,Best ac:0.001140 1.000000 fi:0.131507. Ave ac:0.003608,0.005716 Cov: 0.001140. It 11,Best ac:0.001367 1.000000 fi:0.126125. Ave ac:0.003742,0.006230 Cov: 0.001367. It 12,Best ac:0.003191 1.000000 fi:0.136014. Ave ac:0.003851,0.005880 Cov: 0.003191. It 13,Best ac:0.001368 1.000000 fi:0.131419. Ave ac:0.004397,0.008460 Cov: 0.001368. It 14,Best ac:0.000912 1.000000 fi:0.127044. Ave ac:0.003355,0.006299 Cov: 0.000912. It 15,Best ac:0.001140 1.000000 fi:0.131257. Ave ac:0.003598,0.006362 Cov: 0.001140. It 16,Best ac:0.002507 1.000000 fi:0.125749. Ave ac:0.003598,0.006302 Cov: 0.002507. It 17,Best ac:0.000912 1.000000 fi:0.133321. Ave ac:0.003235,0.005324 Cov: 0.000912. It 18,Best ac:0.000912 1.000000 fi:0.132830. Ave ac:0.003597,0.005859 Cov: 0.000912. It 19,Best ac:0.001140 1.000000 fi:0.126224. Ave ac:0.002636,0.004456 Cov: 0.001140. It 20,Best ac:0.002279 1.000000 fi:0.129199. Ave ac:0.002627,0.003628 Cov: 0.002279. It 21,Best ac:0.002280 1.000000 fi:0.133254. Ave ac:0.002959,0.004056 Cov: 0.002280. It 22,Best ac:0.000912 1.000000 fi:0.122589. Ave ac:0.002827,0.003823 Cov: 0.000912. It 23,Best ac:0.000912 1.000000 fi:0.131344. Ave ac:0.003001,0.004689 Cov: 0.000912. It 24,Best ac:0.001368 1.000000 fi:0.130965. Ave ac:0.002710,0.004305 Cov: 0.001368. It 25,Best ac:0.000912 1.000000 fi:0.125074. Ave ac:0.003324,0.004996 Cov: 0.000912. It 26,Best ac:0.001140 1.000000 fi:0.130954. Ave ac:0.002720,0.005315 Cov: 0.001140. It 27,Best ac:0.000912 1.000000 fi:0.127891. Ave ac:0.002777,0.004379 Cov: 0.000912. It 28,Best ac:0.001823 1.000000 fi:0.123751. Ave ac:0.002923,0.003666 Cov: 0.001823. It 29,Best ac:0.000912 1.000000 fi:0.127611. Ave ac:0.002932,0.004377 Cov: 0.000912. It 30,Best ac:0.001824 1.000000 fi:0.123928. Ave ac:0.003426,0.005041 Cov: 0.001824. It 31,Best ac:0.000912 1.000000 fi:0.127674. Ave ac:0.003270,0.005960 Cov: 0.000912. MDL Theory Length Weight: 0.8574100299 (10) It 32,Best ac:0.001368 1.000000 fi:0.121941. Ave ac:0.003292,0.004148 Cov: 0.001368. It 33,Best ac:0.001140 1.000000 fi:0.124067. Ave ac:0.002761,0.003604 Cov: 0.001140. It 34,Best ac:0.001017 0.816850 fi:0.310638. Ave ac:0.002578,0.002879 Cov: 0.001245. Best acc 0.001017 0.816850 Rule:Att PSSM_-4_2 is [<0.087383]|Att PSSM_-3_14 is [>-1.194356]|Att PSSM_-2_7 is [<-2.797351]|Att PSSM_-2_12 is [-5.268296,-2.622545]|Att PSSM_-1_12 is [<-2.812096]|Att PSSM_-1_17 is [-5.438000,4.492205]|Att PSSM_0_6 is [-6.203101,-3.342243]|Att PSSM_0_12 is [<-2.300171]|Att PSSM_1_12 is [-4.905844,-2.346472]|1 Accuracy : 0.748152 0 1 162031 2049 57044 13514 Removed 273 instances. 219075 Instances left. Acc of rule 0.001017-0.816850 Initial population average accuracy1:0.005920 accuracy2:0.246980 It 0,Best ac:0.000685 1.000000 fi:0.288416. Ave ac:0.007465,0.013907 Cov: 0.000685. It 1,Best ac:0.002282 1.000000 fi:0.099454. Ave ac:0.006282,0.013387 Cov: 0.002282. It 2,Best ac:0.000913 1.000000 fi:0.099982. Ave ac:0.005534,0.010388 Cov: 0.000913. It 3,Best ac:0.001369 1.000000 fi:0.099806. Ave ac:0.004162,0.006526 Cov: 0.001369. It 4,Best ac:0.001826 1.000000 fi:0.099630. Ave ac:0.005046,0.008150 Cov: 0.001826. It 5,Best ac:0.001369 1.000000 fi:0.099806. Ave ac:0.005643,0.008877 Cov: 0.001369. It 6,Best ac:0.001826 1.000000 fi:0.099630. Ave ac:0.004798,0.007564 Cov: 0.001826. It 7,Best ac:0.002283 1.000000 fi:0.099454. Ave ac:0.004008,0.006508 Cov: 0.002283. It 8,Best ac:0.001370 1.000000 fi:0.099806. Ave ac:0.003734,0.006898 Cov: 0.001370. It 9,Best ac:0.000913 1.000000 fi:0.099982. Ave ac:0.002961,0.005032 Cov: 0.000913. Iteration 10:MDL fitness activated Error 0.099982 TL 0.049257 MDL Theory Length Weight: 0.6765978609 (9) It 10,Best ac:0.001141 1.000000 fi:0.121000. Ave ac:0.003323,0.005075 Cov: 0.001141. It 11,Best ac:0.001141 1.000000 fi:0.117598. Ave ac:0.003118,0.004375 Cov: 0.001141. It 12,Best ac:0.001141 1.000000 fi:0.128156. Ave ac:0.002937,0.005977 Cov: 0.001141. It 13,Best ac:0.001141 1.000000 fi:0.127403. Ave ac:0.002859,0.003656 Cov: 0.001141. It 14,Best ac:0.001826 1.000000 fi:0.123968. Ave ac:0.003202,0.004017 Cov: 0.001826. It 15,Best ac:0.001141 1.000000 fi:0.123711. Ave ac:0.002853,0.003994 Cov: 0.001141. It 16,Best ac:0.000913 1.000000 fi:0.121316. Ave ac:0.002994,0.004106 Cov: 0.000913. It 17,Best ac:0.000913 1.000000 fi:0.126883. Ave ac:0.002350,0.003256 Cov: 0.000913. It 18,Best ac:0.000913 1.000000 fi:0.119525. Ave ac:0.002615,0.003528 Cov: 0.000913. It 19,Best ac:0.001598 1.000000 fi:0.123751. Ave ac:0.002507,0.003456 Cov: 0.001598. It 20,Best ac:0.000913 1.000000 fi:0.122657. Ave ac:0.002214,0.003076 Cov: 0.000913. MDL Theory Length Weight: 0.6089380748 (10) It 21,Best ac:0.000913 1.000000 fi:0.122228. Ave ac:0.002889,0.004223 Cov: 0.000913. It 22,Best ac:0.000913 1.000000 fi:0.124740. Ave ac:0.002495,0.003836 Cov: 0.000913. It 23,Best ac:0.001370 1.000000 fi:0.117395. Ave ac:0.003459,0.005716 Cov: 0.001370. It 24,Best ac:0.001141 1.000000 fi:0.119847. Ave ac:0.002700,0.003920 Cov: 0.001141. It 25,Best ac:0.001370 1.000000 fi:0.116592. Ave ac:0.002970,0.003864 Cov: 0.001370. It 26,Best ac:0.002054 1.000000 fi:0.119099. Ave ac:0.002578,0.003638 Cov: 0.002054. It 27,Best ac:0.001141 1.000000 fi:0.118329. Ave ac:0.002757,0.004452 Cov: 0.001141. It 28,Best ac:0.001597 1.000000 fi:0.118594. Ave ac:0.002660,0.003825 Cov: 0.001597. It 29,Best ac:0.002967 1.000000 fi:0.114379. Ave ac:0.002610,0.003828 Cov: 0.002967. It 30,Best ac:0.001141 1.000000 fi:0.117068. Ave ac:0.002706,0.004133 Cov: 0.001141. It 31,Best ac:0.001141 1.000000 fi:0.116422. Ave ac:0.002664,0.003593 Cov: 0.001141. It 32,Best ac:0.001598 1.000000 fi:0.117564. Ave ac:0.002965,0.003954 Cov: 0.001598. It 33,Best ac:0.001370 1.000000 fi:0.118659. Ave ac:0.002866,0.005206 Cov: 0.001370. It 34,Best ac:0.001269 0.753388 fi:0.370719. Ave ac:0.003001,0.005322 Cov: 0.001684. Best acc 0.001269 0.753388 Initial population average accuracy1:0.005465 accuracy2:0.239150 It 0,Best ac:0.001598 0.875000 fi:0.224718. Ave ac:0.006382,0.011235 Cov: 0.001826. It 1,Best ac:0.001598 0.875000 fi:0.224718. Ave ac:0.005543,0.010843 Cov: 0.001826. It 2,Best ac:0.000913 1.000000 fi:0.099982. Ave ac:0.005182,0.009395 Cov: 0.000913. It 3,Best ac:0.000913 1.000000 fi:0.099982. Ave ac:0.005361,0.009948 Cov: 0.000913. It 4,Best ac:0.000913 1.000000 fi:0.099982. Ave ac:0.005230,0.009203 Cov: 0.000913. It 5,Best ac:0.000913 1.000000 fi:0.099982. Ave ac:0.005457,0.009555 Cov: 0.000913. It 6,Best ac:0.001369 1.000000 fi:0.099806. Ave ac:0.005133,0.008269 Cov: 0.001369. It 7,Best ac:0.002282 0.909091 fi:0.190363. Ave ac:0.005314,0.009843 Cov: 0.002510. It 8,Best ac:0.001369 1.000000 fi:0.099806. Ave ac:0.005281,0.008752 Cov: 0.001369. It 9,Best ac:0.001141 1.000000 fi:0.099894. Ave ac:0.004194,0.007621 Cov: 0.001141. Iteration 10:MDL fitness activated Error 0.099894 TL 0.034473 MDL Theory Length Weight: 0.9659135349 (4) It 10,Best ac:0.001370 1.000000 fi:0.134297. Ave ac:0.003676,0.005796 Cov: 0.001370. It 11,Best ac:0.000913 1.000000 fi:0.127135. Ave ac:0.003211,0.005722 Cov: 0.000913. It 12,Best ac:0.001141 1.000000 fi:0.124819. Ave ac:0.003195,0.005645 Cov: 0.001141. It 13,Best ac:0.001597 1.000000 fi:0.126895. Ave ac:0.003560,0.006986 Cov: 0.001597. It 14,Best ac:0.001141 1.000000 fi:0.129333. Ave ac:0.003409,0.005440 Cov: 0.001141. It 15,Best ac:0.001141 1.000000 fi:0.132108. Ave ac:0.003482,0.005869 Cov: 0.001141. It 16,Best ac:0.000913 1.000000 fi:0.134092. Ave ac:0.003817,0.008585 Cov: 0.000913. It 17,Best ac:0.000913 1.000000 fi:0.127135. Ave ac:0.003596,0.005860 Cov: 0.000913. It 18,Best ac:0.000913 1.000000 fi:0.125205. Ave ac:0.003040,0.005397 Cov: 0.000913. It 19,Best ac:0.000913 1.000000 fi:0.127062. Ave ac:0.003124,0.005860 Cov: 0.000913. It 20,Best ac:0.001141 1.000000 fi:0.118659. Ave ac:0.004032,0.006067 Cov: 0.001141. It 21,Best ac:0.001141 1.000000 fi:0.121516. Ave ac:0.003579,0.005892 Cov: 0.001141. It 22,Best ac:0.000913 1.000000 fi:0.118747. Ave ac:0.002720,0.006111 Cov: 0.000913. It 23,Best ac:0.001598 1.000000 fi:0.121339. Ave ac:0.003270,0.005779 Cov: 0.001598. It 24,Best ac:0.002054 1.000000 fi:0.121236. Ave ac:0.002672,0.003618 Cov: 0.002054. It 25,Best ac:0.001141 1.000000 fi:0.118717. Ave ac:0.002157,0.004151 Cov: 0.001141. It 26,Best ac:0.000913 1.000000 fi:0.119373. Ave ac:0.002740,0.005775 Cov: 0.000913. It 27,Best ac:0.001141 1.000000 fi:0.118717. Ave ac:0.001886,0.004393 Cov: 0.001141. It 28,Best ac:0.001141 1.000000 fi:0.126118. Ave ac:0.002950,0.005767 Cov: 0.001141. It 29,Best ac:0.001597 1.000000 fi:0.124318. Ave ac:0.003197,0.005542 Cov: 0.001597. MDL Theory Length Weight: 0.8693221814 (10) It 30,Best ac:0.000913 1.000000 fi:0.120632. Ave ac:0.003106,0.010777 Cov: 0.000913. It 31,Best ac:0.004337 1.000000 fi:0.117674. Ave ac:0.002598,0.005166 Cov: 0.004337. It 32,Best ac:0.001141 1.000000 fi:0.121657. Ave ac:0.004069,0.006063 Cov: 0.001141. It 33,Best ac:0.002054 0.900000 fi:0.210931. Ave ac:0.002743,0.008624 Cov: 0.002282. It 34,Best ac:0.000959 0.763636 fi:0.363377. Ave ac:0.004017,0.009941 Cov: 0.001255. Best acc 0.000959 0.763636 Rule:Att PSSM_-4_15 is [-6.175147,0.175147]|Att PSSM_-3_2 is [<2.587280]|Att PSSM_-3_7 is [<0.506593]|Att PSSM_-3_17 is [>-4.022735]|Att PSSM_-1_3 is [-5.803755,-0.196245]|Att PSSM_0_4 is [<-5.710824]|Att PSSM_1_7 is [-5.134708,1.865934]|Att PSSM_1_10 is [-1.654861,3.067368]|Att PSSM_2_20 is [-3.659229,0.916850]|Att PSSM_3_14 is [<-0.567526]|1 Accuracy : 0.748770 0 1 161966 2114 56834 13724 Removed 275 instances. 218800 Instances left. Acc of rule 0.000959-0.763636 Initial population average accuracy1:0.006682 accuracy2:0.247363 It 0,Best ac:0.000686 1.000000 fi:0.285284. Ave ac:0.006443,0.012546 Cov: 0.000686. It 1,Best ac:0.001371 0.857143 fi:0.242661. Ave ac:0.004922,0.008907 Cov: 0.001599. It 2,Best ac:0.001143 1.000000 fi:0.099892. Ave ac:0.005016,0.009644 Cov: 0.001143. It 3,Best ac:0.000914 1.000000 fi:0.099980. Ave ac:0.004955,0.009280 Cov: 0.000914. It 4,Best ac:0.001371 1.000000 fi:0.099804. Ave ac:0.004182,0.008006 Cov: 0.001371. It 5,Best ac:0.001371 1.000000 fi:0.099804. Ave ac:0.004173,0.007694 Cov: 0.001371. It 6,Best ac:0.001828 1.000000 fi:0.099628. Ave ac:0.003434,0.005907 Cov: 0.001828. It 7,Best ac:0.001143 1.000000 fi:0.099892. Ave ac:0.002834,0.004586 Cov: 0.001143. It 8,Best ac:0.001600 1.000000 fi:0.099716. Ave ac:0.001963,0.002730 Cov: 0.001600. It 9,Best ac:0.001371 1.000000 fi:0.099804. Ave ac:0.002100,0.003153 Cov: 0.001371. Iteration 10:MDL fitness activated Error 0.099804 TL 0.045973 MDL Theory Length Weight: 0.7236470655 (4) It 10,Best ac:0.002285 1.000000 fi:0.124821. Ave ac:0.002477,0.003705 Cov: 0.002285. It 11,Best ac:0.001600 1.000000 fi:0.123428. Ave ac:0.002388,0.003723 Cov: 0.001600. It 12,Best ac:0.001600 1.000000 fi:0.127375. Ave ac:0.002622,0.004671 Cov: 0.001600. It 13,Best ac:0.000914 1.000000 fi:0.123152. Ave ac:0.002385,0.003176 Cov: 0.000914. It 14,Best ac:0.001143 1.000000 fi:0.127285. Ave ac:0.002862,0.004101 Cov: 0.001143. It 15,Best ac:0.001143 1.000000 fi:0.124181. Ave ac:0.003048,0.004874 Cov: 0.001143. It 16,Best ac:0.001142 1.000000 fi:0.122732. Ave ac:0.003127,0.004395 Cov: 0.001142. It 17,Best ac:0.001600 1.000000 fi:0.120221. Ave ac:0.002512,0.003456 Cov: 0.001600. It 18,Best ac:0.001600 1.000000 fi:0.123802. Ave ac:0.002135,0.002585 Cov: 0.001600. It 19,Best ac:0.001600 1.000000 fi:0.119814. Ave ac:0.002312,0.004244 Cov: 0.001600. It 20,Best ac:0.001600 1.000000 fi:0.118429. Ave ac:0.003156,0.004009 Cov: 0.001600. It 21,Best ac:0.001142 1.000000 fi:0.120909. Ave ac:0.002703,0.003980 Cov: 0.001142. It 22,Best ac:0.000914 1.000000 fi:0.120425. Ave ac:0.002702,0.004594 Cov: 0.000914. It 23,Best ac:0.000914 1.000000 fi:0.117431. Ave ac:0.002585,0.003877 Cov: 0.000914. It 24,Best ac:0.001371 1.000000 fi:0.117255. Ave ac:0.002675,0.003041 Cov: 0.001371. It 25,Best ac:0.000914 1.000000 fi:0.120468. Ave ac:0.002863,0.004414 Cov: 0.000914. It 26,Best ac:0.001143 1.000000 fi:0.117189. Ave ac:0.002422,0.003321 Cov: 0.001143. It 27,Best ac:0.002056 1.000000 fi:0.117116. Ave ac:0.002143,0.003902 Cov: 0.002056. It 28,Best ac:0.001600 1.000000 fi:0.114912. Ave ac:0.002512,0.004109 Cov: 0.001600. It 29,Best ac:0.002285 1.000000 fi:0.117626. Ave ac:0.003114,0.004246 Cov: 0.002285. It 30,Best ac:0.001371 1.000000 fi:0.117480. Ave ac:0.002117,0.002470 Cov: 0.001371. It 31,Best ac:0.001143 1.000000 fi:0.123011. Ave ac:0.002885,0.006318 Cov: 0.001143. It 32,Best ac:0.002514 1.000000 fi:0.113692. Ave ac:0.002922,0.003886 Cov: 0.002514. It 33,Best ac:0.001371 1.000000 fi:0.117263. Ave ac:0.002383,0.003546 Cov: 0.001371. It 34,Best ac:0.001147 0.781931 fi:0.336397. Ave ac:0.002967,0.004751 Cov: 0.001467. Best acc 0.001147 0.781931 Initial population average accuracy1:0.005029 accuracy2:0.261522 It 0,Best ac:0.000914 0.800000 fi:0.299981. Ave ac:0.005762,0.008711 Cov: 0.001143. It 1,Best ac:0.001143 1.000000 fi:0.099892. Ave ac:0.006284,0.009590 Cov: 0.001143. It 2,Best ac:0.001371 1.000000 fi:0.099804. Ave ac:0.004957,0.007919 Cov: 0.001371. It 3,Best ac:0.001371 0.857143 fi:0.242661. Ave ac:0.004325,0.006774 Cov: 0.001600. It 4,Best ac:0.001143 1.000000 fi:0.099892. Ave ac:0.003974,0.005977 Cov: 0.001143. It 5,Best ac:0.002057 1.000000 fi:0.099539. Ave ac:0.003510,0.005484 Cov: 0.002057. It 6,Best ac:0.001143 1.000000 fi:0.099892. Ave ac:0.003495,0.006149 Cov: 0.001143. It 7,Best ac:0.001829 1.000000 fi:0.099627. Ave ac:0.003611,0.006354 Cov: 0.001829. It 8,Best ac:0.001828 1.000000 fi:0.099628. Ave ac:0.003945,0.007848 Cov: 0.001828. It 9,Best ac:0.000914 1.000000 fi:0.099981. Ave ac:0.003567,0.005420 Cov: 0.000914. Iteration 10:MDL fitness activated Error 0.099981 TL 0.026555 MDL Theory Length Weight: 1.2550117341 (5) It 10,Best ac:0.001600 1.000000 fi:0.129595. Ave ac:0.004183,0.006437 Cov: 0.001600. It 11,Best ac:0.001600 1.000000 fi:0.143834. Ave ac:0.004776,0.007303 Cov: 0.001600. It 12,Best ac:0.000914 1.000000 fi:0.126733. Ave ac:0.003726,0.005696 Cov: 0.000914. It 13,Best ac:0.002742 1.000000 fi:0.132459. Ave ac:0.003255,0.005009 Cov: 0.002742. It 14,Best ac:0.001142 1.000000 fi:0.126645. Ave ac:0.002894,0.004012 Cov: 0.001142. It 15,Best ac:0.000914 1.000000 fi:0.127780. Ave ac:0.003160,0.004989 Cov: 0.000914. It 16,Best ac:0.002286 1.000000 fi:0.126058. Ave ac:0.003434,0.004865 Cov: 0.002286. It 17,Best ac:0.000914 1.000000 fi:0.131294. Ave ac:0.003203,0.006230 Cov: 0.000914. It 18,Best ac:0.000914 1.000000 fi:0.126369. Ave ac:0.003343,0.004995 Cov: 0.000914. It 19,Best ac:0.001143 1.000000 fi:0.131701. Ave ac:0.003329,0.005304 Cov: 0.001143. It 20,Best ac:0.001143 1.000000 fi:0.126281. Ave ac:0.002747,0.003531 Cov: 0.001143. It 21,Best ac:0.000914 1.000000 fi:0.122349. Ave ac:0.002935,0.004335 Cov: 0.000914. It 22,Best ac:0.002513 1.000000 fi:0.133326. Ave ac:0.002953,0.004973 Cov: 0.002513. It 23,Best ac:0.001828 1.000000 fi:0.124207. Ave ac:0.002791,0.003932 Cov: 0.001828. It 24,Best ac:0.001600 1.000000 fi:0.125218. Ave ac:0.002626,0.003041 Cov: 0.001600. It 25,Best ac:0.000914 1.000000 fi:0.122349. Ave ac:0.002340,0.003650 Cov: 0.000914. It 26,Best ac:0.000914 1.000000 fi:0.132922. Ave ac:0.002543,0.003232 Cov: 0.000914. It 27,Best ac:0.000914 1.000000 fi:0.126733. Ave ac:0.002717,0.003804 Cov: 0.000914. It 28,Best ac:0.000914 1.000000 fi:0.120777. Ave ac:0.002374,0.002830 Cov: 0.000914. It 29,Best ac:0.001142 1.000000 fi:0.122163. Ave ac:0.002891,0.003830 Cov: 0.001142. It 30,Best ac:0.000914 1.000000 fi:0.120777. Ave ac:0.002908,0.003958 Cov: 0.000914. It 31,Best ac:0.001143 1.000000 fi:0.125394. Ave ac:0.002387,0.003781 Cov: 0.001143. It 32,Best ac:0.000914 1.000000 fi:0.117882. Ave ac:0.003231,0.004544 Cov: 0.000914. It 33,Best ac:0.001371 1.000000 fi:0.126898. Ave ac:0.002513,0.004285 Cov: 0.001371. It 34,Best ac:0.001700 0.775000 fi:0.360373. Ave ac:0.003137,0.004340 Cov: 0.002194. Best acc 0.001700 0.775000 Rule:Att PSSM_-1_4 is [<-2.810699]|Att PSSM_-1_15 is [<-4.867293]|Att PSSM_0_1 is [>-0.463274]|Att PSSM_0_12 is [<-3.870824]|Att PSSM_0_17 is [<4.100029]|Att PSSM_1_6 is [-4.104472,-0.614149]|Att PSSM_2_10 is [>-5.485340]|Att PSSM_3_13 is [<10.191229]|Att PSSM_4_6 is [<-0.923828]|1 Accuracy : 0.749542 0 1 161896 2184 56583 13975 Removed 321 instances. 218479 Instances left. Acc of rule 0.001147-0.781931 Initial population average accuracy1:0.005433 accuracy2:0.251204 It 0,Best ac:0.000915 0.800000 fi:0.299979. Ave ac:0.006188,0.010955 Cov: 0.001144. It 1,Best ac:0.002288 0.909091 fi:0.190356. Ave ac:0.006039,0.010325 Cov: 0.002517. It 2,Best ac:0.001602 1.000000 fi:0.099713. Ave ac:0.005194,0.009122 Cov: 0.001602. It 3,Best ac:0.002288 0.833333 fi:0.266114. Ave ac:0.005997,0.012153 Cov: 0.002746. It 4,Best ac:0.000915 1.000000 fi:0.099979. Ave ac:0.004844,0.008879 Cov: 0.000915. It 5,Best ac:0.001602 1.000000 fi:0.099713. Ave ac:0.004622,0.008633 Cov: 0.001602. It 6,Best ac:0.002059 1.000000 fi:0.099536. Ave ac:0.004745,0.007627 Cov: 0.002059. It 7,Best ac:0.001602 1.000000 fi:0.099713. Ave ac:0.004638,0.008981 Cov: 0.001602. It 8,Best ac:0.000915 1.000000 fi:0.099979. Ave ac:0.004544,0.007015 Cov: 0.000915. It 9,Best ac:0.001373 1.000000 fi:0.099801. Ave ac:0.005117,0.010044 Cov: 0.001373. Iteration 10:MDL fitness activated Error 0.099801 TL 0.036099 MDL Theory Length Weight: 0.9215491714 (4) It 10,Best ac:0.000916 1.000000 fi:0.130324. Ave ac:0.004207,0.007413 Cov: 0.000916. It 11,Best ac:0.001373 1.000000 fi:0.128291. Ave ac:0.003587,0.006075 Cov: 0.001373. It 12,Best ac:0.001602 1.000000 fi:0.125409. Ave ac:0.004691,0.007417 Cov: 0.001602. It 13,Best ac:0.002059 1.000000 fi:0.122497. Ave ac:0.003873,0.006032 Cov: 0.002059. It 14,Best ac:0.001144 1.000000 fi:0.124524. Ave ac:0.003074,0.004848 Cov: 0.001144. It 15,Best ac:0.000915 1.000000 fi:0.125971. Ave ac:0.003316,0.004801 Cov: 0.000915. It 16,Best ac:0.002059 1.000000 fi:0.129634. Ave ac:0.003838,0.004942 Cov: 0.002059. It 17,Best ac:0.001144 1.000000 fi:0.128185. Ave ac:0.003269,0.004966 Cov: 0.001144. It 18,Best ac:0.001144 1.000000 fi:0.124524. Ave ac:0.003788,0.005421 Cov: 0.001144. It 19,Best ac:0.002976 1.000000 fi:0.125759. Ave ac:0.003751,0.005435 Cov: 0.002976. It 20,Best ac:0.002059 1.000000 fi:0.119462. Ave ac:0.003366,0.005269 Cov: 0.002059. It 21,Best ac:0.001373 1.000000 fi:0.121097. Ave ac:0.003171,0.005153 Cov: 0.001373. It 22,Best ac:0.001373 1.000000 fi:0.116508. Ave ac:0.002937,0.005175 Cov: 0.001373. It 23,Best ac:0.001831 1.000000 fi:0.117304. Ave ac:0.003206,0.004647 Cov: 0.001831. It 24,Best ac:0.001373 1.000000 fi:0.118189. Ave ac:0.003478,0.006029 Cov: 0.001373. It 25,Best ac:0.000915 1.000000 fi:0.117899. Ave ac:0.003744,0.006923 Cov: 0.000915. It 26,Best ac:0.001373 1.000000 fi:0.117932. Ave ac:0.003566,0.006197 Cov: 0.001373. It 27,Best ac:0.001144 1.000000 fi:0.123298. Ave ac:0.003086,0.005455 Cov: 0.001144. It 28,Best ac:0.000915 1.000000 fi:0.122560. Ave ac:0.002427,0.005120 Cov: 0.000915. It 29,Best ac:0.001373 1.000000 fi:0.117553. Ave ac:0.004046,0.010414 Cov: 0.001373. It 30,Best ac:0.001144 1.000000 fi:0.116597. Ave ac:0.003383,0.007827 Cov: 0.001144. It 31,Best ac:0.001144 1.000000 fi:0.116964. Ave ac:0.003152,0.006373 Cov: 0.001144. MDL Theory Length Weight: 0.8293942542 (10) It 32,Best ac:0.001602 1.000000 fi:0.116608. Ave ac:0.002951,0.005740 Cov: 0.001602. It 33,Best ac:0.001373 1.000000 fi:0.115752. Ave ac:0.002901,0.006846 Cov: 0.001373. It 34,Best ac:0.001153 0.777778 fi:0.344774. Ave ac:0.003315,0.005873 Cov: 0.001483. Best acc 0.001153 0.777778 Initial population average accuracy1:0.006142 accuracy2:0.232885 It 0,Best ac:0.001373 1.000000 fi:0.099802. Ave ac:0.007153,0.012139 Cov: 0.001373. It 1,Best ac:0.000686 1.000000 fi:0.282759. Ave ac:0.006666,0.011442 Cov: 0.000686. It 2,Best ac:0.001831 1.000000 fi:0.099625. Ave ac:0.006384,0.009598 Cov: 0.001831. It 3,Best ac:0.000916 1.000000 fi:0.099979. Ave ac:0.006056,0.009316 Cov: 0.000916. It 4,Best ac:0.001144 1.000000 fi:0.099890. Ave ac:0.007694,0.011949 Cov: 0.001144. It 5,Best ac:0.002975 0.928571 fi:0.170610. Ave ac:0.005949,0.009916 Cov: 0.003204. It 6,Best ac:0.001373 1.000000 fi:0.099801. Ave ac:0.005929,0.010239 Cov: 0.001373. It 7,Best ac:0.001602 1.000000 fi:0.099713. Ave ac:0.004838,0.008642 Cov: 0.001602. It 8,Best ac:0.001831 1.000000 fi:0.099624. Ave ac:0.004307,0.008008 Cov: 0.001831. It 9,Best ac:0.001602 1.000000 fi:0.099713. Ave ac:0.004352,0.009618 Cov: 0.001602. Iteration 10:MDL fitness activated Error 0.099713 TL 0.025967 MDL Theory Length Weight: 1.2799984239 (2) It 10,Best ac:0.000915 1.000000 fi:0.138830. Ave ac:0.004811,0.012908 Cov: 0.000915. It 11,Best ac:0.000915 1.000000 fi:0.128156. Ave ac:0.004741,0.009997 Cov: 0.000915. It 12,Best ac:0.001144 1.000000 fi:0.133483. Ave ac:0.004230,0.007324 Cov: 0.001144. It 13,Best ac:0.001144 1.000000 fi:0.142558. Ave ac:0.004727,0.009050 Cov: 0.001144. It 14,Best ac:0.001373 1.000000 fi:0.130267. Ave ac:0.003404,0.005366 Cov: 0.001373. It 15,Best ac:0.001602 1.000000 fi:0.126290. Ave ac:0.003400,0.005818 Cov: 0.001602. It 16,Best ac:0.000915 1.000000 fi:0.130378. Ave ac:0.003356,0.005719 Cov: 0.000915. It 17,Best ac:0.001144 1.000000 fi:0.125913. Ave ac:0.003143,0.006174 Cov: 0.001144. It 18,Best ac:0.001602 1.000000 fi:0.128035. Ave ac:0.003401,0.004676 Cov: 0.001602. It 19,Best ac:0.000916 1.000000 fi:0.134382. Ave ac:0.002955,0.004829 Cov: 0.000916. It 20,Best ac:0.000916 1.000000 fi:0.127854. Ave ac:0.002482,0.003960 Cov: 0.000916. It 21,Best ac:0.000915 1.000000 fi:0.128949. Ave ac:0.003137,0.004570 Cov: 0.000915. It 22,Best ac:0.001144 1.000000 fi:0.128425. Ave ac:0.002590,0.003575 Cov: 0.001144. It 23,Best ac:0.002059 1.000000 fi:0.132920. Ave ac:0.002853,0.004328 Cov: 0.002059. It 24,Best ac:0.000915 1.000000 fi:0.126556. Ave ac:0.002566,0.004442 Cov: 0.000915. It 25,Best ac:0.001144 1.000000 fi:0.123274. Ave ac:0.003458,0.006284 Cov: 0.001144. It 26,Best ac:0.000915 1.000000 fi:0.121444. Ave ac:0.002730,0.004938 Cov: 0.000915. It 27,Best ac:0.001144 1.000000 fi:0.121394. Ave ac:0.003501,0.005892 Cov: 0.001144. It 28,Best ac:0.000916 1.000000 fi:0.122761. Ave ac:0.002980,0.005301 Cov: 0.000916. It 29,Best ac:0.002059 1.000000 fi:0.130313. Ave ac:0.004037,0.008040 Cov: 0.002059. It 30,Best ac:0.001144 1.000000 fi:0.122288. Ave ac:0.003769,0.006741 Cov: 0.001144. It 31,Best ac:0.001144 1.000000 fi:0.124806. Ave ac:0.002719,0.003924 Cov: 0.001144. It 32,Best ac:0.001602 1.000000 fi:0.126272. Ave ac:0.002826,0.004890 Cov: 0.001602. It 33,Best ac:0.000915 1.000000 fi:0.130385. Ave ac:0.003367,0.005627 Cov: 0.000915. It 34,Best ac:0.000957 0.816406 fi:0.328852. Ave ac:0.003116,0.004998 Cov: 0.001172. Best acc 0.000957 0.816406 Rule:Att PSSM_-3_1 is [-3.181728,1.207681]|Att PSSM_-3_4 is [-7.692452,7.112364]|Att PSSM_-2_10 is [-3.543559,6.866178]|Att PSSM_0_2 is [-6.027726,-3.755753]|Att PSSM_0_7 is [<2.495181]|Att PSSM_0_13 is [-2.704950,4.311705]|Att PSSM_1_4 is [-7.836993,-1.696825]|Att PSSM_1_5 is [-1.549757,1.673143]|Att PSSM_1_12 is [-5.901819,-0.098181]|Att PSSM_2_12 is [-5.929374,-2.070626]|Att PSSM_2_15 is [-6.304076,3.397759]|Att PSSM_4_7 is [<3.427774]|1 Accuracy : 0.750232 0 1 161849 2231 56374 14184 Removed 256 instances. 218223 Instances left. Acc of rule 0.000957-0.816406 Initial population average accuracy1:0.006043 accuracy2:0.261443 It 0,Best ac:0.001604 0.777778 fi:0.321933. Ave ac:0.007759,0.013670 Cov: 0.002062. It 1,Best ac:0.001146 1.000000 fi:0.099889. Ave ac:0.007042,0.011868 Cov: 0.001146. It 2,Best ac:0.001146 0.833333 fi:0.266555. Ave ac:0.006837,0.011795 Cov: 0.001375. It 3,Best ac:0.001146 1.000000 fi:0.099889. Ave ac:0.005390,0.008757 Cov: 0.001146. It 4,Best ac:0.000916 1.000000 fi:0.099978. Ave ac:0.005370,0.008406 Cov: 0.000916. It 5,Best ac:0.004354 0.950000 fi:0.148665. Ave ac:0.004231,0.006186 Cov: 0.004583. It 6,Best ac:0.001604 1.000000 fi:0.099711. Ave ac:0.003781,0.006757 Cov: 0.001604. It 7,Best ac:0.001375 1.000000 fi:0.099800. Ave ac:0.004235,0.007726 Cov: 0.001375. It 8,Best ac:0.002062 1.000000 fi:0.099533. Ave ac:0.003861,0.008374 Cov: 0.002062. It 9,Best ac:0.001833 1.000000 fi:0.099621. Ave ac:0.003441,0.007196 Cov: 0.001833. Iteration 10:MDL fitness activated Error 0.099621 TL 0.045155 MDL Theory Length Weight: 0.7354008260 (2) It 10,Best ac:0.001375 1.000000 fi:0.117658. Ave ac:0.002834,0.003757 Cov: 0.001375. It 11,Best ac:0.001375 1.000000 fi:0.122207. Ave ac:0.002599,0.003748 Cov: 0.001375. It 12,Best ac:0.001375 1.000000 fi:0.124498. Ave ac:0.002706,0.003820 Cov: 0.001375. It 13,Best ac:0.004125 1.000000 fi:0.123047. Ave ac:0.003430,0.006084 Cov: 0.004125. It 14,Best ac:0.002979 1.000000 fi:0.119875. Ave ac:0.002590,0.004772 Cov: 0.002979. It 15,Best ac:0.000917 1.000000 fi:0.122644. Ave ac:0.003268,0.006213 Cov: 0.000917. It 16,Best ac:0.000917 1.000000 fi:0.123060. Ave ac:0.003101,0.005430 Cov: 0.000917. It 17,Best ac:0.001375 1.000000 fi:0.116506. Ave ac:0.003094,0.004442 Cov: 0.001375. It 18,Best ac:0.001146 1.000000 fi:0.121890. Ave ac:0.003740,0.006533 Cov: 0.001146. It 19,Best ac:0.001145 1.000000 fi:0.117886. Ave ac:0.003689,0.005316 Cov: 0.001145. It 20,Best ac:0.001375 1.000000 fi:0.120722. Ave ac:0.004335,0.006293 Cov: 0.001375. It 21,Best ac:0.000917 1.000000 fi:0.125532. Ave ac:0.003851,0.005891 Cov: 0.000917. It 22,Best ac:0.000917 1.000000 fi:0.112932. Ave ac:0.004014,0.008086 Cov: 0.000917. It 23,Best ac:0.000917 1.000000 fi:0.119851. Ave ac:0.003342,0.005775 Cov: 0.000917. It 24,Best ac:0.001604 1.000000 fi:0.122516. Ave ac:0.003726,0.006095 Cov: 0.001604. It 25,Best ac:0.000917 1.000000 fi:0.116740. Ave ac:0.003218,0.007286 Cov: 0.000917. It 26,Best ac:0.000916 1.000000 fi:0.117676. Ave ac:0.003646,0.006421 Cov: 0.000916. It 27,Best ac:0.001146 1.000000 fi:0.116651. Ave ac:0.002931,0.005004 Cov: 0.001146. It 28,Best ac:0.000917 1.000000 fi:0.116851. Ave ac:0.002635,0.004131 Cov: 0.000917. It 29,Best ac:0.000917 1.000000 fi:0.116471. Ave ac:0.002697,0.004414 Cov: 0.000917. It 30,Best ac:0.000916 1.000000 fi:0.112932. Ave ac:0.002751,0.004552 Cov: 0.000916. It 31,Best ac:0.001145 1.000000 fi:0.121628. Ave ac:0.002717,0.004668 Cov: 0.001145. MDL Theory Length Weight: 0.6618607434 (10) It 32,Best ac:0.001145 1.000000 fi:0.119659. Ave ac:0.003235,0.005146 Cov: 0.001145. It 33,Best ac:0.001375 1.000000 fi:0.114644. Ave ac:0.003373,0.006263 Cov: 0.001375. It 34,Best ac:0.001132 0.784127 fi:0.340406. Ave ac:0.003312,0.005627 Cov: 0.001443. Best acc 0.001132 0.784127 Initial population average accuracy1:0.005541 accuracy2:0.249160 It 0,Best ac:0.002062 0.818182 fi:0.281351. Ave ac:0.006410,0.010717 Cov: 0.002520. It 1,Best ac:0.001145 0.833333 fi:0.266556. Ave ac:0.007060,0.013373 Cov: 0.001375. It 2,Best ac:0.001375 1.000000 fi:0.099800. Ave ac:0.006105,0.010932 Cov: 0.001375. It 3,Best ac:0.001375 1.000000 fi:0.099800. Ave ac:0.004348,0.007865 Cov: 0.001375. It 4,Best ac:0.001145 1.000000 fi:0.099889. Ave ac:0.003710,0.006606 Cov: 0.001145. It 5,Best ac:0.001833 1.000000 fi:0.099621. Ave ac:0.003876,0.006658 Cov: 0.001833. It 6,Best ac:0.001145 1.000000 fi:0.099889. Ave ac:0.003039,0.006719 Cov: 0.001145. It 7,Best ac:0.001604 1.000000 fi:0.099710. Ave ac:0.003281,0.006659 Cov: 0.001604. It 8,Best ac:0.001146 1.000000 fi:0.099889. Ave ac:0.004183,0.007357 Cov: 0.001146. It 9,Best ac:0.000916 1.000000 fi:0.099978. Ave ac:0.003525,0.007100 Cov: 0.000916. Iteration 10:MDL fitness activated Error 0.099978 TL 0.043367 MDL Theory Length Weight: 0.7684696932 (5) It 10,Best ac:0.001375 0.857143 fi:0.268833. Ave ac:0.003001,0.005015 Cov: 0.001604. It 11,Best ac:0.001604 1.000000 fi:0.128967. Ave ac:0.002926,0.005060 Cov: 0.001604. It 12,Best ac:0.000917 1.000000 fi:0.126881. Ave ac:0.002653,0.003899 Cov: 0.000917. It 13,Best ac:0.000917 1.000000 fi:0.122760. Ave ac:0.003875,0.009504 Cov: 0.000917. It 14,Best ac:0.000917 1.000000 fi:0.125139. Ave ac:0.003573,0.005094 Cov: 0.000917. It 15,Best ac:0.001146 1.000000 fi:0.126698. Ave ac:0.003157,0.004387 Cov: 0.001146. It 16,Best ac:0.000917 1.000000 fi:0.128873. Ave ac:0.003007,0.004140 Cov: 0.000917. It 17,Best ac:0.001604 1.000000 fi:0.125549. Ave ac:0.002996,0.004328 Cov: 0.001604. It 18,Best ac:0.001604 1.000000 fi:0.122404. Ave ac:0.003275,0.005476 Cov: 0.001604. It 19,Best ac:0.000917 1.000000 fi:0.119887. Ave ac:0.002527,0.003979 Cov: 0.000917. It 20,Best ac:0.001146 1.000000 fi:0.119798. Ave ac:0.002828,0.003575 Cov: 0.001146. It 21,Best ac:0.002062 1.000000 fi:0.126068. Ave ac:0.002978,0.005099 Cov: 0.002062. It 22,Best ac:0.000917 1.000000 fi:0.127741. Ave ac:0.003326,0.005060 Cov: 0.000917. It 23,Best ac:0.001375 1.000000 fi:0.119423. Ave ac:0.003353,0.004889 Cov: 0.001375. It 24,Best ac:0.001375 1.000000 fi:0.119090. Ave ac:0.003316,0.004126 Cov: 0.001375. It 25,Best ac:0.001375 1.000000 fi:0.125128. Ave ac:0.002888,0.003828 Cov: 0.001375. It 26,Best ac:0.001604 1.000000 fi:0.118452. Ave ac:0.003588,0.005253 Cov: 0.001604. It 27,Best ac:0.001146 1.000000 fi:0.116963. Ave ac:0.002986,0.004199 Cov: 0.001146. It 28,Best ac:0.001145 1.000000 fi:0.119275. Ave ac:0.002432,0.002916 Cov: 0.001145. It 29,Best ac:0.001375 1.000000 fi:0.119648. Ave ac:0.002316,0.002824 Cov: 0.001375. It 30,Best ac:0.001375 1.000000 fi:0.116874. Ave ac:0.001849,0.002837 Cov: 0.001375. It 31,Best ac:0.001145 1.000000 fi:0.116650. Ave ac:0.002247,0.005376 Cov: 0.001145. It 32,Best ac:0.000917 1.000000 fi:0.122506. Ave ac:0.002073,0.002897 Cov: 0.000917. It 33,Best ac:0.001146 1.000000 fi:0.122417. Ave ac:0.001962,0.002688 Cov: 0.001146. It 34,Best ac:0.000926 0.827869 fi:0.304326. Ave ac:0.002097,0.002541 Cov: 0.001118. Best acc 0.000926 0.827869 Rule:Att PSSM_-4_5 is [-6.255829,6.255829]|Att PSSM_-3_2 is [-5.945732,-0.054268]|Att PSSM_-3_7 is [-6.171375,-1.663396]|Att PSSM_-2_7 is [<-3.758084]|Att PSSM_-1_12 is [-5.371646,-3.336114]|Att PSSM_-1_13 is [-3.304842,6.953528]|Att PSSM_-1_20 is [>-2.220975]|Att PSSM_0_7 is [<-2.935058]|Att PSSM_0_12 is [<-1.092180]|Att PSSM_2_1 is [-4.875986,4.796206]|Att PSSM_2_12 is [-6.360745,-1.589495]|Att PSSM_3_2 is [-5.557780,4.743361]|Att PSSM_3_20 is [-2.261530,4.261530]|Att PSSM_4_7 is [-6.808784,2.808784]|1 Accuracy : 0.750914 0 1 161807 2273 56172 14386 Removed 244 instances. 217979 Instances left. Acc of rule 0.000926-0.827869 Initial population average accuracy1:0.006745 accuracy2:0.247567 It 0,Best ac:0.001147 0.833333 fi:0.266554. Ave ac:0.007526,0.014956 Cov: 0.001376. It 1,Best ac:0.000917 1.000000 fi:0.099977. Ave ac:0.007527,0.017324 Cov: 0.000917. It 2,Best ac:0.001147 1.000000 fi:0.099887. Ave ac:0.006741,0.013807 Cov: 0.001147. It 3,Best ac:0.000918 1.000000 fi:0.099976. Ave ac:0.007405,0.013031 Cov: 0.000918. It 4,Best ac:0.001606 0.875000 fi:0.224709. Ave ac:0.007473,0.013558 Cov: 0.001835. It 5,Best ac:0.001376 1.000000 fi:0.099798. Ave ac:0.006633,0.012804 Cov: 0.001376. It 6,Best ac:0.002064 1.000000 fi:0.099530. Ave ac:0.007085,0.015453 Cov: 0.002064. It 7,Best ac:0.001147 1.000000 fi:0.099887. Ave ac:0.005688,0.011924 Cov: 0.001147. It 8,Best ac:0.001376 1.000000 fi:0.099798. Ave ac:0.006297,0.013187 Cov: 0.001376. It 9,Best ac:0.002523 1.000000 fi:0.099352. Ave ac:0.005746,0.010759 Cov: 0.002523. Iteration 10:MDL fitness activated Error 0.099352 TL 0.034504 MDL Theory Length Weight: 0.9598140595 (1) It 10,Best ac:0.000917 1.000000 fi:0.118953. Ave ac:0.004129,0.006912 Cov: 0.000917. It 11,Best ac:0.000917 1.000000 fi:0.120855. Ave ac:0.003482,0.007116 Cov: 0.000917. It 12,Best ac:0.001147 1.000000 fi:0.131816. Ave ac:0.004274,0.008856 Cov: 0.001147. It 13,Best ac:0.000917 1.000000 fi:0.121360. Ave ac:0.004022,0.010970 Cov: 0.000917. It 14,Best ac:0.000917 1.000000 fi:0.120388. Ave ac:0.005639,0.014505 Cov: 0.000917. It 15,Best ac:0.002294 1.000000 fi:0.116799. Ave ac:0.004808,0.012396 Cov: 0.002294. It 16,Best ac:0.000918 1.000000 fi:0.122851. Ave ac:0.003179,0.008615 Cov: 0.000918. It 17,Best ac:0.001147 1.000000 fi:0.136069. Ave ac:0.004347,0.009248 Cov: 0.001147. It 18,Best ac:0.000917 1.000000 fi:0.117015. Ave ac:0.006048,0.012903 Cov: 0.000917. It 19,Best ac:0.001147 1.000000 fi:0.115486. Ave ac:0.005751,0.011084 Cov: 0.001147. It 20,Best ac:0.001835 1.000000 fi:0.114519. Ave ac:0.006990,0.016466 Cov: 0.001835. It 21,Best ac:0.001835 1.000000 fi:0.118493. Ave ac:0.005460,0.010818 Cov: 0.001835. It 22,Best ac:0.000917 1.000000 fi:0.120187. Ave ac:0.004756,0.010609 Cov: 0.000917. It 23,Best ac:0.001147 1.000000 fi:0.124037. Ave ac:0.005017,0.011931 Cov: 0.001147. It 24,Best ac:0.002294 1.000000 fi:0.126374. Ave ac:0.005734,0.011959 Cov: 0.002294. It 25,Best ac:0.001147 1.000000 fi:0.121193. Ave ac:0.004667,0.010722 Cov: 0.001147. It 26,Best ac:0.001147 1.000000 fi:0.114623. Ave ac:0.005525,0.010583 Cov: 0.001147. It 27,Best ac:0.000918 1.000000 fi:0.117919. Ave ac:0.005627,0.014067 Cov: 0.000918. It 28,Best ac:0.000917 1.000000 fi:0.117851. Ave ac:0.004578,0.009139 Cov: 0.000917. It 29,Best ac:0.001147 1.000000 fi:0.116474. Ave ac:0.004112,0.007286 Cov: 0.001147. MDL Theory Length Weight: 0.8638326536 (10) It 30,Best ac:0.001147 1.000000 fi:0.115207. Ave ac:0.004318,0.009376 Cov: 0.001147. It 31,Best ac:0.000917 1.000000 fi:0.117311. Ave ac:0.003347,0.005811 Cov: 0.000917. It 32,Best ac:0.001376 1.000000 fi:0.117826. Ave ac:0.003562,0.006304 Cov: 0.001376. It 33,Best ac:0.001605 1.000000 fi:0.113741. Ave ac:0.003243,0.005771 Cov: 0.001605. It 34,Best ac:0.001087 0.759615 fi:0.366629. Ave ac:0.003939,0.011567 Cov: 0.001431. Best acc 0.001087 0.759615 Initial population average accuracy1:0.006203 accuracy2:0.262153 It 0,Best ac:0.000917 1.000000 fi:0.099977. Ave ac:0.006485,0.012327 Cov: 0.000917. It 1,Best ac:0.000917 1.000000 fi:0.099977. Ave ac:0.006051,0.010046 Cov: 0.000917. It 2,Best ac:0.000917 1.000000 fi:0.099977. Ave ac:0.005641,0.011552 Cov: 0.000917. It 3,Best ac:0.000688 1.000000 fi:0.277011. Ave ac:0.004845,0.008651 Cov: 0.000688. It 4,Best ac:0.001147 1.000000 fi:0.099887. Ave ac:0.003700,0.005791 Cov: 0.001147. It 5,Best ac:0.000918 1.000000 fi:0.099976. Ave ac:0.003964,0.006919 Cov: 0.000918. It 6,Best ac:0.000917 1.000000 fi:0.099977. Ave ac:0.004573,0.008585 Cov: 0.000917. It 7,Best ac:0.001606 1.000000 fi:0.099708. Ave ac:0.004642,0.011882 Cov: 0.001606. It 8,Best ac:0.002294 1.000000 fi:0.099440. Ave ac:0.003467,0.009805 Cov: 0.002294. It 9,Best ac:0.001147 1.000000 fi:0.099887. Ave ac:0.003332,0.009645 Cov: 0.001147. Iteration 10:MDL fitness activated Error 0.099887 TL 0.018003 MDL Theory Length Weight: 1.8494611643 (2) It 10,Best ac:0.001376 1.000000 fi:0.152145. Ave ac:0.005337,0.018302 Cov: 0.001376. It 11,Best ac:0.000917 1.000000 fi:0.146498. Ave ac:0.003724,0.008460 Cov: 0.000917. It 12,Best ac:0.000918 1.000000 fi:0.145460. Ave ac:0.004104,0.010179 Cov: 0.000918. It 13,Best ac:0.001147 1.000000 fi:0.156860. Ave ac:0.003662,0.009136 Cov: 0.001147. It 14,Best ac:0.000917 1.000000 fi:0.136997. Ave ac:0.004683,0.016695 Cov: 0.000917. It 15,Best ac:0.001147 1.000000 fi:0.132910. Ave ac:0.003639,0.008450 Cov: 0.001147. It 16,Best ac:0.000918 1.000000 fi:0.146164. Ave ac:0.005247,0.012968 Cov: 0.000918. It 17,Best ac:0.000917 1.000000 fi:0.143132. Ave ac:0.005993,0.012772 Cov: 0.000917. It 18,Best ac:0.000917 1.000000 fi:0.133887. Ave ac:0.006681,0.019310 Cov: 0.000917. It 19,Best ac:0.000918 1.000000 fi:0.133650. Ave ac:0.005647,0.013613 Cov: 0.000918. It 20,Best ac:0.001147 1.000000 fi:0.133183. Ave ac:0.006094,0.017081 Cov: 0.001147. It 21,Best ac:0.001376 1.000000 fi:0.151649. Ave ac:0.003213,0.005068 Cov: 0.001376. It 22,Best ac:0.000918 1.000000 fi:0.144734. Ave ac:0.006422,0.017599 Cov: 0.000918. It 23,Best ac:0.001147 1.000000 fi:0.133183. Ave ac:0.005886,0.015121 Cov: 0.001147. It 24,Best ac:0.001147 1.000000 fi:0.128536. Ave ac:0.004736,0.016309 Cov: 0.001147. It 25,Best ac:0.001835 1.000000 fi:0.121958. Ave ac:0.003434,0.007482 Cov: 0.001835. It 26,Best ac:0.002981 1.000000 fi:0.136098. Ave ac:0.004049,0.011278 Cov: 0.002981. It 27,Best ac:0.001606 1.000000 fi:0.135411. Ave ac:0.003255,0.010770 Cov: 0.001606. It 28,Best ac:0.001606 1.000000 fi:0.133982. Ave ac:0.003172,0.006371 Cov: 0.001606. It 29,Best ac:0.000918 1.000000 fi:0.132999. Ave ac:0.002631,0.010788 Cov: 0.000918. It 30,Best ac:0.001606 1.000000 fi:0.127461. Ave ac:0.003374,0.009075 Cov: 0.001606. It 31,Best ac:0.001147 1.000000 fi:0.139255. Ave ac:0.003511,0.008025 Cov: 0.001147. It 32,Best ac:0.001376 1.000000 fi:0.132034. Ave ac:0.003463,0.009344 Cov: 0.001376. It 33,Best ac:0.000917 1.000000 fi:0.127623. Ave ac:0.004072,0.008422 Cov: 0.000917. It 34,Best ac:0.000968 0.722603 fi:0.417831. Ave ac:0.004289,0.010694 Cov: 0.001340. Best acc 0.000968 0.722603 Rule:Att PSSM_-4_12 is [<-1.101316]|Att PSSM_-3_12 is [<0.414206]|Att PSSM_-1_4 is [-6.564348,-1.331885]|Att PSSM_-1_6 is [-6.398503,0.219615]|Att PSSM_0_3 is [<-2.564045]|Att PSSM_0_7 is [<-3.967180]|Att PSSM_0_13 is [-0.326206,5.487710]|Att PSSM_1_20 is [0.915713,2.063432]|1 Accuracy : 0.751605 0 1 161732 2348 55935 14623 Removed 312 instances. 217667 Instances left. Acc of rule 0.001087-0.759615 Initial population average accuracy1:0.005850 accuracy2:0.259142 It 0,Best ac:0.001378 0.857143 fi:0.242653. Ave ac:0.006427,0.011389 Cov: 0.001608. It 1,Best ac:0.001148 1.000000 fi:0.099885. Ave ac:0.006597,0.011175 Cov: 0.001148. It 2,Best ac:0.000919 1.000000 fi:0.099975. Ave ac:0.006174,0.011554 Cov: 0.000919. It 3,Best ac:0.000919 1.000000 fi:0.099975. Ave ac:0.005580,0.011292 Cov: 0.000919. It 4,Best ac:0.001148 1.000000 fi:0.099885. Ave ac:0.004716,0.007951 Cov: 0.001148. It 5,Best ac:0.001379 1.000000 fi:0.099795. Ave ac:0.004730,0.008076 Cov: 0.001379. It 6,Best ac:0.001378 1.000000 fi:0.099796. Ave ac:0.003739,0.005829 Cov: 0.001378. It 7,Best ac:0.001608 1.000000 fi:0.099706. Ave ac:0.002782,0.004503 Cov: 0.001608. It 8,Best ac:0.002297 1.000000 fi:0.099437. Ave ac:0.003586,0.007057 Cov: 0.002297. It 9,Best ac:0.002297 1.000000 fi:0.099437. Ave ac:0.002719,0.003893 Cov: 0.002297. Iteration 10:MDL fitness activated Error 0.099437 TL 0.032490 MDL Theory Length Weight: 1.0201800788 (2) It 10,Best ac:0.001148 1.000000 fi:0.129530. Ave ac:0.002209,0.003068 Cov: 0.001148. It 11,Best ac:0.001378 1.000000 fi:0.132156. Ave ac:0.002447,0.003302 Cov: 0.001378. It 12,Best ac:0.002526 1.000000 fi:0.125464. Ave ac:0.002547,0.005035 Cov: 0.002526. It 13,Best ac:0.000919 1.000000 fi:0.123726. Ave ac:0.002230,0.002771 Cov: 0.000919. It 14,Best ac:0.001378 1.000000 fi:0.132151. Ave ac:0.002689,0.004097 Cov: 0.001378. It 15,Best ac:0.000919 1.000000 fi:0.129317. Ave ac:0.002124,0.003365 Cov: 0.000919. It 16,Best ac:0.001378 1.000000 fi:0.121933. Ave ac:0.002205,0.003268 Cov: 0.001378. It 17,Best ac:0.001149 1.000000 fi:0.126410. Ave ac:0.002648,0.003938 Cov: 0.001149. It 18,Best ac:0.002756 1.000000 fi:0.117989. Ave ac:0.002382,0.004188 Cov: 0.002756. It 19,Best ac:0.001608 1.000000 fi:0.124947. Ave ac:0.002516,0.005291 Cov: 0.001608. It 20,Best ac:0.000919 1.000000 fi:0.125975. Ave ac:0.002926,0.003823 Cov: 0.000919. It 21,Best ac:0.001149 1.000000 fi:0.125618. Ave ac:0.002153,0.002915 Cov: 0.001149. It 22,Best ac:0.000919 1.000000 fi:0.128610. Ave ac:0.002029,0.003322 Cov: 0.000919. It 23,Best ac:0.001148 1.000000 fi:0.122391. Ave ac:0.002214,0.002524 Cov: 0.001148. It 24,Best ac:0.002068 1.000000 fi:0.126946. Ave ac:0.001938,0.002125 Cov: 0.002068. It 25,Best ac:0.000919 1.000000 fi:0.126499. Ave ac:0.002239,0.002744 Cov: 0.000919. It 26,Best ac:0.000919 1.000000 fi:0.125216. Ave ac:0.002652,0.003801 Cov: 0.000919. It 27,Best ac:0.000919 1.000000 fi:0.123894. Ave ac:0.002028,0.002323 Cov: 0.000919. MDL Theory Length Weight: 0.9181620709 (10) It 28,Best ac:0.001608 1.000000 fi:0.122186. Ave ac:0.001682,0.001965 Cov: 0.001608. It 29,Best ac:0.000919 1.000000 fi:0.122691. Ave ac:0.001684,0.001723 Cov: 0.000919. It 30,Best ac:0.001608 1.000000 fi:0.126475. Ave ac:0.001926,0.002448 Cov: 0.001608. It 31,Best ac:0.002067 1.000000 fi:0.124426. Ave ac:0.002357,0.002137 Cov: 0.002067. It 32,Best ac:0.001837 1.000000 fi:0.118297. Ave ac:0.002228,0.001991 Cov: 0.001837. It 33,Best ac:0.001838 1.000000 fi:0.121978. Ave ac:0.001889,0.001848 Cov: 0.001838. It 34,Best ac:0.000937 0.772727 fi:0.354897. Ave ac:0.001778,0.001729 Cov: 0.001213. Best acc 0.000937 0.772727 Initial population average accuracy1:0.005557 accuracy2:0.239153 It 0,Best ac:0.001149 1.000000 fi:0.099885. Ave ac:0.006780,0.012980 Cov: 0.001149. It 1,Best ac:0.000919 1.000000 fi:0.099975. Ave ac:0.006384,0.011807 Cov: 0.000919. It 2,Best ac:0.000919 1.000000 fi:0.099975. Ave ac:0.005380,0.009679 Cov: 0.000919. It 3,Best ac:0.001378 0.857143 fi:0.242653. Ave ac:0.004901,0.009003 Cov: 0.001608. It 4,Best ac:0.000919 1.000000 fi:0.099975. Ave ac:0.005374,0.008723 Cov: 0.000919. It 5,Best ac:0.001608 1.000000 fi:0.099706. Ave ac:0.004866,0.007911 Cov: 0.001608. It 6,Best ac:0.001378 1.000000 fi:0.099795. Ave ac:0.004747,0.008793 Cov: 0.001378. It 7,Best ac:0.002068 1.000000 fi:0.099527. Ave ac:0.004107,0.007863 Cov: 0.002068. It 8,Best ac:0.001379 1.000000 fi:0.099795. Ave ac:0.004297,0.007340 Cov: 0.001379. It 9,Best ac:0.001149 1.000000 fi:0.099885. Ave ac:0.004318,0.006366 Cov: 0.001149. Iteration 10:MDL fitness activated Error 0.099885 TL 0.025872 MDL Theory Length Weight: 1.2869226528 (3) It 10,Best ac:0.002068 1.000000 fi:0.147788. Ave ac:0.003866,0.005593 Cov: 0.002068. It 11,Best ac:0.001149 1.000000 fi:0.130310. Ave ac:0.004231,0.006594 Cov: 0.001149. It 12,Best ac:0.001148 1.000000 fi:0.150193. Ave ac:0.004036,0.007981 Cov: 0.001148. It 13,Best ac:0.001378 1.000000 fi:0.128398. Ave ac:0.003593,0.006849 Cov: 0.001378. It 14,Best ac:0.001148 1.000000 fi:0.128901. Ave ac:0.003254,0.005977 Cov: 0.001148. It 15,Best ac:0.001149 1.000000 fi:0.149775. Ave ac:0.002658,0.003677 Cov: 0.001149. It 16,Best ac:0.000919 1.000000 fi:0.148325. Ave ac:0.002606,0.003983 Cov: 0.000919. It 17,Best ac:0.001608 1.000000 fi:0.144420. Ave ac:0.003735,0.007525 Cov: 0.001608. It 18,Best ac:0.001148 1.000000 fi:0.141311. Ave ac:0.003382,0.005408 Cov: 0.001148. It 19,Best ac:0.000919 1.000000 fi:0.132811. Ave ac:0.003610,0.004633 Cov: 0.000919. It 20,Best ac:0.001148 1.000000 fi:0.130897. Ave ac:0.003602,0.003618 Cov: 0.001148. It 21,Best ac:0.000919 1.000000 fi:0.134901. Ave ac:0.003537,0.004454 Cov: 0.000919. It 22,Best ac:0.001378 1.000000 fi:0.134044. Ave ac:0.003266,0.005390 Cov: 0.001378. MDL Theory Length Weight: 1.1582303875 (10) It 23,Best ac:0.001149 1.000000 fi:0.134105. Ave ac:0.002425,0.003603 Cov: 0.001149. It 24,Best ac:0.000919 1.000000 fi:0.126879. Ave ac:0.002269,0.004028 Cov: 0.000919. It 25,Best ac:0.001148 1.000000 fi:0.124687. Ave ac:0.002506,0.003934 Cov: 0.001148. It 26,Best ac:0.001148 1.000000 fi:0.127877. Ave ac:0.002452,0.003414 Cov: 0.001148. It 27,Best ac:0.001148 1.000000 fi:0.124687. Ave ac:0.002198,0.003008 Cov: 0.001148. It 28,Best ac:0.001378 1.000000 fi:0.131095. Ave ac:0.002548,0.003534 Cov: 0.001378. It 29,Best ac:0.001378 1.000000 fi:0.131229. Ave ac:0.003152,0.003938 Cov: 0.001378. It 30,Best ac:0.002067 1.000000 fi:0.131688. Ave ac:0.003650,0.004644 Cov: 0.002067. It 31,Best ac:0.001378 1.000000 fi:0.127516. Ave ac:0.002998,0.003987 Cov: 0.001378. It 32,Best ac:0.001149 1.000000 fi:0.127092. Ave ac:0.002641,0.003434 Cov: 0.001149. It 33,Best ac:0.001378 1.000000 fi:0.134016. Ave ac:0.002227,0.002603 Cov: 0.001378. It 34,Best ac:0.001259 0.835366 fi:0.307699. Ave ac:0.002348,0.002595 Cov: 0.001507. Best acc 0.001259 0.835366 Rule:Att PSSM_-4_11 is [>-3.064906]|Att PSSM_-3_2 is [-5.588271,3.134218]|Att PSSM_-3_6 is [<-0.668345]|Att PSSM_-2_2 is [<-2.715675]|Att PSSM_-2_14 is [-3.066827,8.444394]|Att PSSM_-2_15 is [<-0.681294]|Att PSSM_-1_2 is [-6.972785,-1.944792]|Att PSSM_0_5 is [-1.354865,5.354865]|Att PSSM_0_12 is [<-2.657255]|Att PSSM_2_12 is [-6.861431,-1.138569]|Att PSSM_4_4 is [<4.188398]|Att PSSM_4_7 is [<0.026500]|Att PSSM_4_14 is [<2.553557]|1 Accuracy : 0.752542 0 1 161678 2402 55661 14897 Removed 328 instances. 217339 Instances left. Acc of rule 0.001259-0.835366 Initial population average accuracy1:0.005740 accuracy2:0.237353 It 0,Best ac:0.000690 1.000000 fi:0.270515. Ave ac:0.006846,0.012094 Cov: 0.000690. It 1,Best ac:0.001380 0.750000 fi:0.349793. Ave ac:0.007285,0.012710 Cov: 0.001840. It 2,Best ac:0.001150 0.833333 fi:0.266550. Ave ac:0.007167,0.014800 Cov: 0.001380. It 3,Best ac:0.000920 1.000000 fi:0.099973. Ave ac:0.006895,0.014006 Cov: 0.000920. It 4,Best ac:0.001380 0.857143 fi:0.242650. Ave ac:0.006798,0.012845 Cov: 0.001610. It 5,Best ac:0.001380 1.000000 fi:0.099793. Ave ac:0.007026,0.013145 Cov: 0.001380. It 6,Best ac:0.000920 1.000000 fi:0.099973. Ave ac:0.005450,0.009003 Cov: 0.000920. It 7,Best ac:0.001150 1.000000 fi:0.099883. Ave ac:0.005178,0.009347 Cov: 0.001150. It 8,Best ac:0.000920 1.000000 fi:0.099973. Ave ac:0.004386,0.005884 Cov: 0.000920. It 9,Best ac:0.001150 1.000000 fi:0.099883. Ave ac:0.004402,0.006621 Cov: 0.001150. Iteration 10:MDL fitness activated Error 0.099883 TL 0.019697 MDL Theory Length Weight: 1.6903018463 (5) It 10,Best ac:0.001150 1.000000 fi:0.144622. Ave ac:0.004932,0.007814 Cov: 0.001150. It 11,Best ac:0.000920 1.000000 fi:0.155790. Ave ac:0.004275,0.006687 Cov: 0.000920. It 12,Best ac:0.000920 1.000000 fi:0.149149. Ave ac:0.003933,0.006475 Cov: 0.000920. It 13,Best ac:0.000920 1.000000 fi:0.133267. Ave ac:0.004027,0.008335 Cov: 0.000920. It 14,Best ac:0.001150 1.000000 fi:0.137722. Ave ac:0.003820,0.007186 Cov: 0.001150. It 15,Best ac:0.001150 1.000000 fi:0.151601. Ave ac:0.004191,0.009400 Cov: 0.001150. It 16,Best ac:0.000920 1.000000 fi:0.142518. Ave ac:0.003735,0.006065 Cov: 0.000920. It 17,Best ac:0.002300 1.000000 fi:0.150161. Ave ac:0.003781,0.006699 Cov: 0.002300. It 18,Best ac:0.001150 1.000000 fi:0.154781. Ave ac:0.003484,0.005970 Cov: 0.001150. It 19,Best ac:0.001840 1.000000 fi:0.128014. Ave ac:0.003454,0.005359 Cov: 0.001840. It 20,Best ac:0.000920 1.000000 fi:0.144713. Ave ac:0.002907,0.004831 Cov: 0.000920. It 21,Best ac:0.000920 1.000000 fi:0.142073. Ave ac:0.003047,0.004409 Cov: 0.000920. It 22,Best ac:0.000920 1.000000 fi:0.141338. Ave ac:0.002986,0.005010 Cov: 0.000920. It 23,Best ac:0.000920 1.000000 fi:0.155048. Ave ac:0.004530,0.008110 Cov: 0.000920. It 24,Best ac:0.001381 1.000000 fi:0.135131. Ave ac:0.005293,0.007188 Cov: 0.001381. It 25,Best ac:0.001610 1.000000 fi:0.157739. Ave ac:0.003225,0.004294 Cov: 0.001610. It 26,Best ac:0.000920 1.000000 fi:0.139984. Ave ac:0.003495,0.004955 Cov: 0.000920. It 27,Best ac:0.002070 1.000000 fi:0.148671. Ave ac:0.003078,0.004711 Cov: 0.002070. It 28,Best ac:0.000920 1.000000 fi:0.144849. Ave ac:0.003159,0.004530 Cov: 0.000920. MDL Theory Length Weight: 1.5212716617 (10) It 29,Best ac:0.000920 1.000000 fi:0.137311. Ave ac:0.002490,0.003205 Cov: 0.000920. It 30,Best ac:0.000920 1.000000 fi:0.132975. Ave ac:0.002806,0.004283 Cov: 0.000920. It 31,Best ac:0.001380 1.000000 fi:0.138942. Ave ac:0.002196,0.003001 Cov: 0.001380. It 32,Best ac:0.001150 1.000000 fi:0.137773. Ave ac:0.002616,0.003848 Cov: 0.001150. It 33,Best ac:0.001150 1.000000 fi:0.139509. Ave ac:0.003231,0.004865 Cov: 0.001150. It 34,Best ac:0.000888 0.784553 fi:0.379395. Ave ac:0.004493,0.006118 Cov: 0.001132. Best acc 0.000888 0.784553 Initial population average accuracy1:0.005915 accuracy2:0.251810 It 0,Best ac:0.001150 0.833333 fi:0.266550. Ave ac:0.006620,0.011602 Cov: 0.001380. It 1,Best ac:0.000920 0.800000 fi:0.299973. Ave ac:0.006050,0.008560 Cov: 0.001150. It 2,Best ac:0.000920 1.000000 fi:0.099973. Ave ac:0.006046,0.008932 Cov: 0.000920. It 3,Best ac:0.000920 1.000000 fi:0.099973. Ave ac:0.005559,0.008859 Cov: 0.000920. It 4,Best ac:0.000920 1.000000 fi:0.099973. Ave ac:0.004168,0.006929 Cov: 0.000920. It 5,Best ac:0.002530 1.000000 fi:0.099342. Ave ac:0.003811,0.006285 Cov: 0.002530. It 6,Best ac:0.001840 1.000000 fi:0.099612. Ave ac:0.003336,0.005541 Cov: 0.001840. It 7,Best ac:0.001381 1.000000 fi:0.099793. Ave ac:0.003073,0.005146 Cov: 0.001381. It 8,Best ac:0.002300 1.000000 fi:0.099432. Ave ac:0.003653,0.005725 Cov: 0.002300. It 9,Best ac:0.002300 1.000000 fi:0.099433. Ave ac:0.003890,0.005704 Cov: 0.002300. Iteration 10:MDL fitness activated Error 0.099433 TL 0.051514 MDL Theory Length Weight: 0.6434081737 (5) It 10,Best ac:0.001381 1.000000 fi:0.121217. Ave ac:0.004219,0.006149 Cov: 0.001381. It 11,Best ac:0.000920 1.000000 fi:0.116799. Ave ac:0.004225,0.007180 Cov: 0.000920. It 12,Best ac:0.000920 1.000000 fi:0.119980. Ave ac:0.003174,0.004390 Cov: 0.000920. It 13,Best ac:0.000920 1.000000 fi:0.117849. Ave ac:0.003267,0.004931 Cov: 0.000920. It 14,Best ac:0.001611 1.000000 fi:0.120658. Ave ac:0.003173,0.005989 Cov: 0.001611. It 15,Best ac:0.001150 1.000000 fi:0.121812. Ave ac:0.002466,0.004866 Cov: 0.001150. It 16,Best ac:0.001150 1.000000 fi:0.125220. Ave ac:0.002687,0.004189 Cov: 0.001150. It 17,Best ac:0.001381 1.000000 fi:0.118275. Ave ac:0.002516,0.004051 Cov: 0.001381. It 18,Best ac:0.000920 1.000000 fi:0.118820. Ave ac:0.002559,0.004253 Cov: 0.000920. It 19,Best ac:0.000920 1.000000 fi:0.121918. Ave ac:0.002909,0.004778 Cov: 0.000920. It 20,Best ac:0.000920 1.000000 fi:0.120342. Ave ac:0.002821,0.003943 Cov: 0.000920. MDL Theory Length Weight: 0.5790673563 (10) It 21,Best ac:0.001150 1.000000 fi:0.116845. Ave ac:0.003516,0.005837 Cov: 0.001150. It 22,Best ac:0.002071 1.000000 fi:0.114196. Ave ac:0.003150,0.005465 Cov: 0.002071. It 23,Best ac:0.001150 1.000000 fi:0.113242. Ave ac:0.003362,0.006349 Cov: 0.001150. It 24,Best ac:0.000920 1.000000 fi:0.115573. Ave ac:0.003382,0.005859 Cov: 0.000920. It 25,Best ac:0.000920 1.000000 fi:0.112775. Ave ac:0.002565,0.004546 Cov: 0.000920. It 26,Best ac:0.000920 1.000000 fi:0.118949. Ave ac:0.002123,0.003912 Cov: 0.000920. It 27,Best ac:0.001150 1.000000 fi:0.113742. Ave ac:0.002798,0.003377 Cov: 0.001150. It 28,Best ac:0.001610 1.000000 fi:0.113139. Ave ac:0.002888,0.003455 Cov: 0.001610. It 29,Best ac:0.002301 1.000000 fi:0.115480. Ave ac:0.002273,0.003479 Cov: 0.002301. It 30,Best ac:0.001380 1.000000 fi:0.116394. Ave ac:0.001578,0.002334 Cov: 0.001380. It 31,Best ac:0.001381 1.000000 fi:0.116072. Ave ac:0.002531,0.004233 Cov: 0.001381. It 32,Best ac:0.001380 1.000000 fi:0.114609. Ave ac:0.002975,0.004684 Cov: 0.001380. It 33,Best ac:0.000920 1.000000 fi:0.117455. Ave ac:0.001896,0.003627 Cov: 0.000920. It 34,Best ac:0.000989 0.823755 fi:0.297060. Ave ac:0.002527,0.004001 Cov: 0.001201. Best acc 0.000989 0.823755 Rule:Att PSSM_-4_6 is [-5.788773,-0.356019]|Att PSSM_-3_1 is [>1.924185]|Att PSSM_-2_2 is [-4.045196,4.045196]|Att PSSM_0_2 is [<-1.327896]|Att PSSM_0_6 is [-6.004222,-3.240765]|Att PSSM_0_8 is [<-1.907482]|Att PSSM_1_9 is [-5.687886,5.279532]|Att PSSM_2_8 is [-5.643867,1.247222]|Att PSSM_3_4 is [<-0.899534]|Att PSSM_4_7 is [-6.647051,-1.352949]|Att PSSM_4_10 is [-0.139221,7.180633]|1 Accuracy : 0.753262 0 1 161632 2448 55446 15112 Removed 261 instances. 217078 Instances left. Acc of rule 0.000989-0.823755 Initial population average accuracy1:0.006568 accuracy2:0.255510 It 0,Best ac:0.001152 0.833333 fi:0.266548. Ave ac:0.007346,0.013634 Cov: 0.001382. It 1,Best ac:0.001613 0.875000 fi:0.224700. Ave ac:0.007530,0.011103 Cov: 0.001843. It 2,Best ac:0.001152 1.000000 fi:0.099881. Ave ac:0.005520,0.007994 Cov: 0.001152. It 3,Best ac:0.001152 1.000000 fi:0.099881. Ave ac:0.005548,0.009646 Cov: 0.001152. It 4,Best ac:0.000921 1.000000 fi:0.099972. Ave ac:0.005924,0.010887 Cov: 0.000921. It 5,Best ac:0.002534 0.916667 fi:0.182672. Ave ac:0.005308,0.009010 Cov: 0.002764. It 6,Best ac:0.002073 1.000000 fi:0.099519. Ave ac:0.004856,0.009239 Cov: 0.002073. It 7,Best ac:0.001382 1.000000 fi:0.099790. Ave ac:0.005034,0.007527 Cov: 0.001382. It 8,Best ac:0.002533 1.000000 fi:0.099338. Ave ac:0.005170,0.007257 Cov: 0.002533. It 9,Best ac:0.001382 1.000000 fi:0.099791. Ave ac:0.004399,0.006145 Cov: 0.001382. Iteration 10:MDL fitness activated Error 0.099791 TL 0.038456 MDL Theory Length Weight: 0.8649872810 (2) It 10,Best ac:0.001613 1.000000 fi:0.126042. Ave ac:0.003443,0.005899 Cov: 0.001613. It 11,Best ac:0.000921 1.000000 fi:0.122785. Ave ac:0.003273,0.007378 Cov: 0.000921. It 12,Best ac:0.000921 1.000000 fi:0.126888. Ave ac:0.002346,0.003519 Cov: 0.000921. It 13,Best ac:0.001382 1.000000 fi:0.123100. Ave ac:0.002642,0.003717 Cov: 0.001382. It 14,Best ac:0.001152 1.000000 fi:0.122694. Ave ac:0.002691,0.003654 Cov: 0.001152. It 15,Best ac:0.001382 1.000000 fi:0.123100. Ave ac:0.002301,0.002793 Cov: 0.001382. It 16,Best ac:0.000921 1.000000 fi:0.119625. Ave ac:0.001751,0.002753 Cov: 0.000921. It 17,Best ac:0.000921 1.000000 fi:0.119242. Ave ac:0.002766,0.004150 Cov: 0.000921. It 18,Best ac:0.000921 1.000000 fi:0.116548. Ave ac:0.002714,0.003737 Cov: 0.000921. It 19,Best ac:0.000921 1.000000 fi:0.119244. Ave ac:0.002534,0.003663 Cov: 0.000921. It 20,Best ac:0.000921 1.000000 fi:0.119490. Ave ac:0.002093,0.002569 Cov: 0.000921. It 21,Best ac:0.001612 1.000000 fi:0.118407. Ave ac:0.002374,0.004038 Cov: 0.001612. It 22,Best ac:0.001152 1.000000 fi:0.117822. Ave ac:0.002573,0.004369 Cov: 0.001152. It 23,Best ac:0.001843 1.000000 fi:0.116186. Ave ac:0.002155,0.002314 Cov: 0.001843. It 24,Best ac:0.001382 1.000000 fi:0.118153. Ave ac:0.002197,0.003062 Cov: 0.001382. It 25,Best ac:0.001152 1.000000 fi:0.120575. Ave ac:0.002183,0.002263 Cov: 0.001152. It 26,Best ac:0.001152 1.000000 fi:0.116515. Ave ac:0.002394,0.002872 Cov: 0.001152. It 27,Best ac:0.000921 1.000000 fi:0.117039. Ave ac:0.002845,0.003926 Cov: 0.000921. It 28,Best ac:0.001613 1.000000 fi:0.117239. Ave ac:0.001942,0.002793 Cov: 0.001613. It 29,Best ac:0.001382 1.000000 fi:0.115271. Ave ac:0.002760,0.003629 Cov: 0.001382. It 30,Best ac:0.001613 1.000000 fi:0.114522. Ave ac:0.002801,0.003369 Cov: 0.001613. It 31,Best ac:0.001382 1.000000 fi:0.115271. Ave ac:0.002443,0.003552 Cov: 0.001382. It 32,Best ac:0.000921 1.000000 fi:0.118370. Ave ac:0.002232,0.002851 Cov: 0.000921. It 33,Best ac:0.001382 1.000000 fi:0.116158. Ave ac:0.002425,0.004437 Cov: 0.001382. It 34,Best ac:0.000843 0.785408 fi:0.341180. Ave ac:0.003030,0.004616 Cov: 0.001073. Best acc 0.000843 0.785408 Initial population average accuracy1:0.005555 accuracy2:0.243087 It 0,Best ac:0.001152 0.833333 fi:0.266548. Ave ac:0.006550,0.011543 Cov: 0.001382. It 1,Best ac:0.001152 1.000000 fi:0.099881. Ave ac:0.007280,0.015765 Cov: 0.001152. It 2,Best ac:0.000921 1.000000 fi:0.099972. Ave ac:0.005695,0.011908 Cov: 0.000921. It 3,Best ac:0.001612 1.000000 fi:0.099700. Ave ac:0.005493,0.009737 Cov: 0.001612. It 4,Best ac:0.001612 0.875000 fi:0.224700. Ave ac:0.005559,0.009657 Cov: 0.001842. It 5,Best ac:0.002303 0.909091 fi:0.190338. Ave ac:0.005304,0.008738 Cov: 0.002533. It 6,Best ac:0.001382 1.000000 fi:0.099791. Ave ac:0.003983,0.006443 Cov: 0.001382. It 7,Best ac:0.001842 1.000000 fi:0.099610. Ave ac:0.003936,0.005996 Cov: 0.001842. It 8,Best ac:0.000921 1.000000 fi:0.099972. Ave ac:0.004808,0.009229 Cov: 0.000921. It 9,Best ac:0.002533 1.000000 fi:0.099338. Ave ac:0.003477,0.006324 Cov: 0.002533. Iteration 10:MDL fitness activated Error 0.099338 TL 0.035949 MDL Theory Length Weight: 0.9211046555 (1) It 10,Best ac:0.000921 1.000000 fi:0.125274. Ave ac:0.003082,0.004735 Cov: 0.000921. It 11,Best ac:0.001842 1.000000 fi:0.120671. Ave ac:0.003915,0.007817 Cov: 0.001842. It 12,Best ac:0.003455 1.000000 fi:0.119472. Ave ac:0.003205,0.005442 Cov: 0.003455. It 13,Best ac:0.000921 1.000000 fi:0.129008. Ave ac:0.003263,0.005269 Cov: 0.000921. It 14,Best ac:0.000921 1.000000 fi:0.123791. Ave ac:0.002756,0.003998 Cov: 0.000921. It 15,Best ac:0.000921 1.000000 fi:0.134772. Ave ac:0.003423,0.004495 Cov: 0.000921. It 16,Best ac:0.000921 1.000000 fi:0.121130. Ave ac:0.003353,0.005410 Cov: 0.000921. It 17,Best ac:0.001152 1.000000 fi:0.122545. Ave ac:0.003310,0.006846 Cov: 0.001152. It 18,Best ac:0.000921 1.000000 fi:0.121972. Ave ac:0.003448,0.007126 Cov: 0.000921. It 19,Best ac:0.001152 1.000000 fi:0.114638. Ave ac:0.004004,0.007257 Cov: 0.001152. It 20,Best ac:0.001382 1.000000 fi:0.124030. Ave ac:0.003424,0.007693 Cov: 0.001382. It 21,Best ac:0.001152 1.000000 fi:0.118934. Ave ac:0.003506,0.008273 Cov: 0.001152. It 22,Best ac:0.001152 1.000000 fi:0.118601. Ave ac:0.003513,0.005200 Cov: 0.001152. It 23,Best ac:0.000921 1.000000 fi:0.124096. Ave ac:0.003106,0.005357 Cov: 0.000921. It 24,Best ac:0.001382 1.000000 fi:0.121482. Ave ac:0.004116,0.007069 Cov: 0.001382. It 25,Best ac:0.000921 1.000000 fi:0.129158. Ave ac:0.003705,0.006006 Cov: 0.000921. It 26,Best ac:0.001382 1.000000 fi:0.114625. Ave ac:0.004141,0.007344 Cov: 0.001382. It 27,Best ac:0.001152 1.000000 fi:0.111016. Ave ac:0.004581,0.006638 Cov: 0.001152. It 28,Best ac:0.001382 1.000000 fi:0.121639. Ave ac:0.003246,0.005172 Cov: 0.001382. It 29,Best ac:0.000921 1.000000 fi:0.129187. Ave ac:0.003774,0.005630 Cov: 0.000921. It 30,Best ac:0.001152 1.000000 fi:0.113768. Ave ac:0.004055,0.005967 Cov: 0.001152. It 31,Best ac:0.000921 1.000000 fi:0.116808. Ave ac:0.002864,0.005017 Cov: 0.000921. It 32,Best ac:0.001382 1.000000 fi:0.114548. Ave ac:0.004196,0.006060 Cov: 0.001382. It 33,Best ac:0.000921 1.000000 fi:0.115140. Ave ac:0.003648,0.006588 Cov: 0.000921. It 34,Best ac:0.000866 0.740157 fi:0.377236. Ave ac:0.003594,0.005544 Cov: 0.001170. Best acc 0.000866 0.740157 Rule:Att PSSM_-4_2 is [<-0.169535]|Att PSSM_-2_16 is [>-2.749488]|Att PSSM_-1_9 is [<-0.704037]|Att PSSM_-1_12 is [<2.628153]|Att PSSM_0_1 is [>0.266912]|Att PSSM_0_12 is [<-3.506391]|Att PSSM_3_1 is [>0.515308]|Att PSSM_4_10 is [-1.112378,5.276901]|1 Accuracy : 0.753829 0 1 161582 2498 55263 15295 Removed 233 instances. 216845 Instances left. Acc of rule 0.000843-0.785408 Initial population average accuracy1:0.005971 accuracy2:0.238438 It 0,Best ac:0.001614 0.875000 fi:0.224698. Ave ac:0.006521,0.012308 Cov: 0.001845. It 1,Best ac:0.001383 1.000000 fi:0.099789. Ave ac:0.005809,0.011218 Cov: 0.001383. It 2,Best ac:0.001614 0.875000 fi:0.224698. Ave ac:0.005520,0.010302 Cov: 0.001845. It 3,Best ac:0.001153 1.000000 fi:0.099880. Ave ac:0.006058,0.010819 Cov: 0.001153. It 4,Best ac:0.000692 1.000000 fi:0.265233. Ave ac:0.006630,0.011507 Cov: 0.000692. It 5,Best ac:0.001614 1.000000 fi:0.099698. Ave ac:0.007371,0.014277 Cov: 0.001614. It 6,Best ac:0.001383 1.000000 fi:0.099789. Ave ac:0.006053,0.011102 Cov: 0.001383. It 7,Best ac:0.000923 1.000000 fi:0.099970. Ave ac:0.005028,0.009056 Cov: 0.000923. It 8,Best ac:0.001153 1.000000 fi:0.099880. Ave ac:0.004379,0.007071 Cov: 0.001153. It 9,Best ac:0.001844 1.000000 fi:0.099608. Ave ac:0.004292,0.007096 Cov: 0.001844. Iteration 10:MDL fitness activated Error 0.099608 TL 0.033126 MDL Theory Length Weight: 1.0023133038 (1) It 10,Best ac:0.001383 1.000000 fi:0.133306. Ave ac:0.004589,0.008702 Cov: 0.001383. It 11,Best ac:0.001384 1.000000 fi:0.133348. Ave ac:0.003506,0.005327 Cov: 0.001384. It 12,Best ac:0.000923 1.000000 fi:0.145598. Ave ac:0.004474,0.007324 Cov: 0.000923. It 13,Best ac:0.001153 1.000000 fi:0.129862. Ave ac:0.005006,0.009500 Cov: 0.001153. It 14,Best ac:0.000922 1.000000 fi:0.130199. Ave ac:0.004878,0.008840 Cov: 0.000922. It 15,Best ac:0.001153 1.000000 fi:0.132446. Ave ac:0.005329,0.010558 Cov: 0.001153. It 16,Best ac:0.001614 1.000000 fi:0.129702. Ave ac:0.004092,0.007256 Cov: 0.001614. It 17,Best ac:0.000922 1.000000 fi:0.131521. Ave ac:0.002952,0.005270 Cov: 0.000922. It 18,Best ac:0.000923 1.000000 fi:0.125032. Ave ac:0.002471,0.003346 Cov: 0.000923. It 19,Best ac:0.000922 1.000000 fi:0.118211. Ave ac:0.002849,0.004319 Cov: 0.000922. It 20,Best ac:0.001153 1.000000 fi:0.125575. Ave ac:0.003217,0.006524 Cov: 0.001153. It 21,Best ac:0.001383 1.000000 fi:0.125485. Ave ac:0.003860,0.006064 Cov: 0.001383. It 22,Best ac:0.001383 1.000000 fi:0.129099. Ave ac:0.004058,0.006586 Cov: 0.001383. It 23,Best ac:0.001153 1.000000 fi:0.122984. Ave ac:0.004047,0.005839 Cov: 0.001153. It 24,Best ac:0.001153 1.000000 fi:0.126014. Ave ac:0.003244,0.004354 Cov: 0.001153. It 25,Best ac:0.000922 1.000000 fi:0.126374. Ave ac:0.003383,0.005940 Cov: 0.000922. It 26,Best ac:0.001153 1.000000 fi:0.121633. Ave ac:0.003369,0.003946 Cov: 0.001153. It 27,Best ac:0.000923 1.000000 fi:0.122623. Ave ac:0.003256,0.006398 Cov: 0.000923. It 28,Best ac:0.001153 1.000000 fi:0.126283. Ave ac:0.003054,0.005932 Cov: 0.001153. MDL Theory Length Weight: 0.9020819734 (10) It 29,Best ac:0.001153 1.000000 fi:0.121248. Ave ac:0.002898,0.006660 Cov: 0.001153. It 30,Best ac:0.002075 1.000000 fi:0.121513. Ave ac:0.002154,0.003016 Cov: 0.002075. It 31,Best ac:0.000922 1.000000 fi:0.124404. Ave ac:0.002273,0.002947 Cov: 0.000922. It 32,Best ac:0.001153 1.000000 fi:0.115474. Ave ac:0.002559,0.003525 Cov: 0.001153. It 33,Best ac:0.001384 1.000000 fi:0.119254. Ave ac:0.003011,0.003713 Cov: 0.001384. It 34,Best ac:0.001314 0.782967 fi:0.348048. Ave ac:0.002582,0.003358 Cov: 0.001679. Best acc 0.001314 0.782967 Initial population average accuracy1:0.006246 accuracy2:0.233452 It 0,Best ac:0.002306 0.714286 fi:0.385140. Ave ac:0.007106,0.011623 Cov: 0.003229. It 1,Best ac:0.000922 0.800000 fi:0.299971. Ave ac:0.006990,0.013084 Cov: 0.001153. It 2,Best ac:0.001614 0.875000 fi:0.224698. Ave ac:0.007531,0.014201 Cov: 0.001845. It 3,Best ac:0.001614 0.875000 fi:0.224699. Ave ac:0.006473,0.010682 Cov: 0.001845. It 4,Best ac:0.000922 1.000000 fi:0.099971. Ave ac:0.007318,0.014980 Cov: 0.000922. It 5,Best ac:0.001845 1.000000 fi:0.099607. Ave ac:0.004580,0.007004 Cov: 0.001845. It 6,Best ac:0.000922 1.000000 fi:0.099970. Ave ac:0.004693,0.008118 Cov: 0.000922. It 7,Best ac:0.001845 1.000000 fi:0.099607. Ave ac:0.004373,0.007657 Cov: 0.001845. It 8,Best ac:0.001384 1.000000 fi:0.099789. Ave ac:0.003972,0.007233 Cov: 0.001384. It 9,Best ac:0.001614 1.000000 fi:0.099698. Ave ac:0.003553,0.006098 Cov: 0.001614. Iteration 10:MDL fitness activated Error 0.099698 TL 0.028172 MDL Theory Length Weight: 1.1796161014 (5) It 10,Best ac:0.001383 1.000000 fi:0.133063. Ave ac:0.004457,0.010344 Cov: 0.001383. It 11,Best ac:0.001153 1.000000 fi:0.125534. Ave ac:0.004647,0.007715 Cov: 0.001153. It 12,Best ac:0.000923 1.000000 fi:0.125625. Ave ac:0.003895,0.008326 Cov: 0.000923. It 13,Best ac:0.000922 1.000000 fi:0.125924. Ave ac:0.004051,0.007919 Cov: 0.000922. It 14,Best ac:0.000922 1.000000 fi:0.147003. Ave ac:0.004534,0.014077 Cov: 0.000922. It 15,Best ac:0.001153 1.000000 fi:0.119647. Ave ac:0.004732,0.015275 Cov: 0.001153. It 16,Best ac:0.002075 1.000000 fi:0.120526. Ave ac:0.004741,0.009644 Cov: 0.002075. It 17,Best ac:0.002075 0.900000 fi:0.221057. Ave ac:0.004261,0.010170 Cov: 0.002306. It 18,Best ac:0.002075 1.000000 fi:0.118170. Ave ac:0.005215,0.015094 Cov: 0.002075. It 19,Best ac:0.000923 1.000000 fi:0.124184. Ave ac:0.003947,0.013002 Cov: 0.000923. It 20,Best ac:0.001153 1.000000 fi:0.124054. Ave ac:0.005042,0.015966 Cov: 0.001153. It 21,Best ac:0.001844 1.000000 fi:0.123780. Ave ac:0.004438,0.010376 Cov: 0.001844. It 22,Best ac:0.002997 1.000000 fi:0.116555. Ave ac:0.004096,0.010355 Cov: 0.002997. It 23,Best ac:0.000922 1.000000 fi:0.118624. Ave ac:0.003523,0.011086 Cov: 0.000922. It 24,Best ac:0.000922 1.000000 fi:0.124292. Ave ac:0.003874,0.008790 Cov: 0.000922. It 25,Best ac:0.001153 1.000000 fi:0.119119. Ave ac:0.003412,0.010488 Cov: 0.001153. It 26,Best ac:0.001383 1.000000 fi:0.116108. Ave ac:0.003818,0.011289 Cov: 0.001383. It 27,Best ac:0.000922 1.000000 fi:0.119210. Ave ac:0.003237,0.011501 Cov: 0.000922. It 28,Best ac:0.001153 1.000000 fi:0.120091. Ave ac:0.002543,0.007944 Cov: 0.001153. It 29,Best ac:0.000923 1.000000 fi:0.133323. Ave ac:0.003532,0.011897 Cov: 0.000923. It 30,Best ac:0.001614 1.000000 fi:0.118352. Ave ac:0.004237,0.010232 Cov: 0.001614. It 31,Best ac:0.001153 1.000000 fi:0.115636. Ave ac:0.003663,0.009530 Cov: 0.001153. It 32,Best ac:0.001383 1.000000 fi:0.120400. Ave ac:0.002970,0.008365 Cov: 0.001383. It 33,Best ac:0.002305 1.000000 fi:0.117694. Ave ac:0.002823,0.007844 Cov: 0.002305. It 34,Best ac:0.000955 0.734043 fi:0.391537. Ave ac:0.002871,0.005949 Cov: 0.001300. Best acc 0.000955 0.734043 Rule:Att PSSM_-4_19 is [-3.668293,6.006439]|Att PSSM_-2_1 is [<6.020880]|Att PSSM_-2_7 is [-6.027868,-2.921709]|Att PSSM_-2_13 is [-1.496387,2.200662]|Att PSSM_-1_12 is [<-2.980232]|Att PSSM_0_6 is [-6.367576,3.419374]|Att PSSM_0_12 is [<-3.946479]|Att PSSM_1_12 is [-6.130447,-0.976535]|Att PSSM_1_15 is [<3.595450]|Att PSSM_2_11 is [-4.020350,5.753572]|Att PSSM_3_2 is [-4.592853,4.592853]|Att PSSM_3_6 is [<0.501950]|1 Accuracy : 0.754707 0 1 161503 2577 54978 15580 Removed 364 instances. 216481 Instances left. Acc of rule 0.001314-0.782967 Initial population average accuracy1:0.006592 accuracy2:0.247291 It 0,Best ac:0.000693 1.000000 fi:0.261894. Ave ac:0.007862,0.013642 Cov: 0.000693. It 1,Best ac:0.001848 0.888889 fi:0.210714. Ave ac:0.008005,0.013927 Cov: 0.002079. It 2,Best ac:0.001848 1.000000 fi:0.099603. Ave ac:0.006386,0.010454 Cov: 0.001848. It 3,Best ac:0.000924 1.000000 fi:0.099968. Ave ac:0.005699,0.010188 Cov: 0.000924. It 4,Best ac:0.001386 1.000000 fi:0.099786. Ave ac:0.004091,0.007021 Cov: 0.001386. It 5,Best ac:0.001386 1.000000 fi:0.099786. Ave ac:0.004461,0.008849 Cov: 0.001386. It 6,Best ac:0.001848 1.000000 fi:0.099604. Ave ac:0.004385,0.009139 Cov: 0.001848. It 7,Best ac:0.000924 1.000000 fi:0.099968. Ave ac:0.005466,0.010488 Cov: 0.000924. It 8,Best ac:0.001617 1.000000 fi:0.099695. Ave ac:0.004446,0.008057 Cov: 0.001617. It 9,Best ac:0.001848 1.000000 fi:0.099603. Ave ac:0.005021,0.008323 Cov: 0.001848. Iteration 10:MDL fitness activated Error 0.099603 TL 0.041659 MDL Theory Length Weight: 0.7969764325 (8) It 10,Best ac:0.000924 1.000000 fi:0.128477. Ave ac:0.003577,0.005726 Cov: 0.000924. It 11,Best ac:0.001155 1.000000 fi:0.125148. Ave ac:0.005233,0.010588 Cov: 0.001155. It 12,Best ac:0.001617 1.000000 fi:0.120324. Ave ac:0.003892,0.006893 Cov: 0.001617. It 13,Best ac:0.002309 1.000000 fi:0.117790. Ave ac:0.005335,0.008280 Cov: 0.002309. It 14,Best ac:0.000924 1.000000 fi:0.118653. Ave ac:0.006058,0.011682 Cov: 0.000924. It 15,Best ac:0.000924 1.000000 fi:0.126090. Ave ac:0.004248,0.007256 Cov: 0.000924. It 16,Best ac:0.001155 1.000000 fi:0.121876. Ave ac:0.003850,0.007667 Cov: 0.001155. It 17,Best ac:0.001386 1.000000 fi:0.121362. Ave ac:0.004058,0.006031 Cov: 0.001386. It 18,Best ac:0.001386 1.000000 fi:0.115593. Ave ac:0.003516,0.004777 Cov: 0.001386. It 19,Best ac:0.001155 1.000000 fi:0.120802. Ave ac:0.004162,0.005756 Cov: 0.001155. It 20,Best ac:0.000924 1.000000 fi:0.125203. Ave ac:0.003666,0.005078 Cov: 0.000924. It 21,Best ac:0.003002 1.000000 fi:0.123915. Ave ac:0.002647,0.004599 Cov: 0.003002. It 22,Best ac:0.000924 1.000000 fi:0.120338. Ave ac:0.004176,0.005697 Cov: 0.000924. It 23,Best ac:0.001617 1.000000 fi:0.118067. Ave ac:0.003018,0.004190 Cov: 0.001617. It 24,Best ac:0.000924 1.000000 fi:0.122416. Ave ac:0.003119,0.004335 Cov: 0.000924. It 25,Best ac:0.000924 1.000000 fi:0.117168. Ave ac:0.003125,0.005284 Cov: 0.000924. It 26,Best ac:0.000924 1.000000 fi:0.117675. Ave ac:0.002422,0.005021 Cov: 0.000924. It 27,Best ac:0.000924 1.000000 fi:0.118337. Ave ac:0.003369,0.006068 Cov: 0.000924. MDL Theory Length Weight: 0.7172787892 (10) It 28,Best ac:0.001155 1.000000 fi:0.123752. Ave ac:0.002624,0.004545 Cov: 0.001155. It 29,Best ac:0.000924 1.000000 fi:0.115905. Ave ac:0.002721,0.003747 Cov: 0.000924. It 30,Best ac:0.001155 1.000000 fi:0.118005. Ave ac:0.002643,0.004100 Cov: 0.001155. It 31,Best ac:0.000924 1.000000 fi:0.115905. Ave ac:0.002227,0.003237 Cov: 0.000924. It 32,Best ac:0.000924 1.000000 fi:0.115905. Ave ac:0.001951,0.003259 Cov: 0.000924. It 33,Best ac:0.000924 1.000000 fi:0.114144. Ave ac:0.002076,0.003129 Cov: 0.000924. It 34,Best ac:0.001187 0.813291 fi:0.305962. Ave ac:0.002987,0.005231 Cov: 0.001460. Best acc 0.001187 0.813291 Initial population average accuracy1:0.005802 accuracy2:0.235138 It 0,Best ac:0.001386 0.857143 fi:0.242644. Ave ac:0.007782,0.012967 Cov: 0.001617. It 1,Best ac:0.002540 0.846154 fi:0.253176. Ave ac:0.006643,0.011419 Cov: 0.003002. It 2,Best ac:0.001617 1.000000 fi:0.099695. Ave ac:0.005950,0.009545 Cov: 0.001617. It 3,Best ac:0.001386 0.857143 fi:0.242644. Ave ac:0.004132,0.006154 Cov: 0.001617. It 4,Best ac:0.000924 1.000000 fi:0.099969. Ave ac:0.004200,0.006333 Cov: 0.000924. It 5,Best ac:0.001154 1.000000 fi:0.099878. Ave ac:0.004146,0.007152 Cov: 0.001154. It 6,Best ac:0.002079 1.000000 fi:0.099512. Ave ac:0.003491,0.006824 Cov: 0.002079. It 7,Best ac:0.001386 1.000000 fi:0.099786. Ave ac:0.003113,0.005780 Cov: 0.001386. It 8,Best ac:0.000924 1.000000 fi:0.099969. Ave ac:0.004627,0.008688 Cov: 0.000924. It 9,Best ac:0.001616 1.000000 fi:0.099695. Ave ac:0.003271,0.006108 Cov: 0.001616. Iteration 10:MDL fitness activated Error 0.099695 TL 0.047249 MDL Theory Length Weight: 0.7033347223 (4) It 10,Best ac:0.001155 1.000000 fi:0.121380. Ave ac:0.003694,0.007333 Cov: 0.001155. It 11,Best ac:0.001386 1.000000 fi:0.132764. Ave ac:0.003562,0.006352 Cov: 0.001386. It 12,Best ac:0.000924 1.000000 fi:0.118062. Ave ac:0.003492,0.005399 Cov: 0.000924. It 13,Best ac:0.001617 1.000000 fi:0.119248. Ave ac:0.003650,0.006593 Cov: 0.001617. It 14,Best ac:0.000924 1.000000 fi:0.119813. Ave ac:0.003266,0.004907 Cov: 0.000924. It 15,Best ac:0.000924 1.000000 fi:0.117561. Ave ac:0.003743,0.005689 Cov: 0.000924. It 16,Best ac:0.001848 1.000000 fi:0.123270. Ave ac:0.002255,0.004451 Cov: 0.001848. It 17,Best ac:0.001617 1.000000 fi:0.120545. Ave ac:0.002734,0.004354 Cov: 0.001617. It 18,Best ac:0.001155 1.000000 fi:0.117469. Ave ac:0.002661,0.003768 Cov: 0.001155. It 19,Best ac:0.001386 1.000000 fi:0.118008. Ave ac:0.002657,0.003721 Cov: 0.001386. It 20,Best ac:0.001386 1.000000 fi:0.116472. Ave ac:0.002854,0.004461 Cov: 0.001386. It 21,Best ac:0.001617 1.000000 fi:0.116751. Ave ac:0.002638,0.003915 Cov: 0.001617. It 22,Best ac:0.001848 1.000000 fi:0.118512. Ave ac:0.002354,0.003313 Cov: 0.001848. It 23,Best ac:0.000924 1.000000 fi:0.116654. Ave ac:0.002123,0.003329 Cov: 0.000924. It 24,Best ac:0.002079 1.000000 fi:0.114526. Ave ac:0.001912,0.003314 Cov: 0.002079. It 25,Best ac:0.002079 1.000000 fi:0.115000. Ave ac:0.002559,0.003363 Cov: 0.002079. It 26,Best ac:0.000924 1.000000 fi:0.116684. Ave ac:0.002449,0.003870 Cov: 0.000924. It 27,Best ac:0.001386 1.000000 fi:0.111374. Ave ac:0.002369,0.003781 Cov: 0.001386. It 28,Best ac:0.001617 1.000000 fi:0.112750. Ave ac:0.002244,0.003386 Cov: 0.001617. It 29,Best ac:0.002309 1.000000 fi:0.113481. Ave ac:0.002745,0.004069 Cov: 0.002309. It 30,Best ac:0.001155 1.000000 fi:0.115449. Ave ac:0.002082,0.003223 Cov: 0.001155. It 31,Best ac:0.002079 1.000000 fi:0.115265. Ave ac:0.002578,0.004173 Cov: 0.002079. It 32,Best ac:0.000924 1.000000 fi:0.114811. Ave ac:0.002921,0.003741 Cov: 0.000924. It 33,Best ac:0.000924 1.000000 fi:0.117186. Ave ac:0.002627,0.003162 Cov: 0.000924. It 34,Best ac:0.001224 0.820433 fi:0.296521. Ave ac:0.002648,0.004048 Cov: 0.001492. Best acc 0.001224 0.820433 Rule:Att PSSM_-4_7 is [-5.019032,-0.980968]|Att PSSM_-3_6 is [<7.870298]|Att PSSM_-1_2 is [<7.790764]|Att PSSM_0_1 is [>4.689604]|Att PSSM_0_6 is [<-2.338866]|Att PSSM_0_17 is [-5.658099,-1.958285]|Att PSSM_1_4 is [<-1.648907]|Att PSSM_2_5 is [<6.295631]|Att PSSM_4_2 is [-6.284662,2.835353]|1 Accuracy : 0.755589 0 1 161445 2635 54713 15845 Removed 323 instances. 216158 Instances left. Acc of rule 0.001224-0.820433 Initial population average accuracy1:0.006261 accuracy2:0.242465 It 0,Best ac:0.003700 0.761905 fi:0.336963. Ave ac:0.007461,0.012837 Cov: 0.004857. It 1,Best ac:0.001157 1.000000 fi:0.099875. Ave ac:0.006440,0.010484 Cov: 0.001157. It 2,Best ac:0.000925 1.000000 fi:0.099967. Ave ac:0.005528,0.009640 Cov: 0.000925. It 3,Best ac:0.001157 1.000000 fi:0.099875. Ave ac:0.004939,0.008004 Cov: 0.001157. It 4,Best ac:0.001388 0.857143 fi:0.242641. Ave ac:0.004653,0.007321 Cov: 0.001619. It 5,Best ac:0.002776 0.857143 fi:0.242090. Ave ac:0.005662,0.007621 Cov: 0.003238. It 6,Best ac:0.000925 1.000000 fi:0.099967. Ave ac:0.004371,0.006627 Cov: 0.000925. It 7,Best ac:0.001388 1.000000 fi:0.099783. Ave ac:0.003785,0.005928 Cov: 0.001388. It 8,Best ac:0.001388 1.000000 fi:0.099783. Ave ac:0.003376,0.005340 Cov: 0.001388. It 9,Best ac:0.001156 1.000000 fi:0.099876. Ave ac:0.003799,0.005831 Cov: 0.001156. Iteration 10:MDL fitness activated Error 0.099876 TL 0.042820 MDL Theory Length Weight: 0.7774879104 (3) It 10,Best ac:0.001388 1.000000 fi:0.128754. Ave ac:0.003603,0.005221 Cov: 0.001388. It 11,Best ac:0.000925 1.000000 fi:0.124096. Ave ac:0.003951,0.005571 Cov: 0.000925. It 12,Best ac:0.000925 1.000000 fi:0.126687. Ave ac:0.003560,0.005068 Cov: 0.000925. It 13,Best ac:0.001388 1.000000 fi:0.123772. Ave ac:0.003300,0.006367 Cov: 0.001388. It 14,Best ac:0.001157 1.000000 fi:0.127463. Ave ac:0.003176,0.003910 Cov: 0.001157. It 15,Best ac:0.002544 1.000000 fi:0.125731. Ave ac:0.002871,0.003385 Cov: 0.002544. It 16,Best ac:0.001157 1.000000 fi:0.128665. Ave ac:0.002870,0.003381 Cov: 0.001157. It 17,Best ac:0.001619 1.000000 fi:0.128216. Ave ac:0.002471,0.003039 Cov: 0.001619. It 18,Best ac:0.001388 1.000000 fi:0.127485. Ave ac:0.001877,0.002124 Cov: 0.001388. It 19,Best ac:0.001157 1.000000 fi:0.125188. Ave ac:0.001632,0.002125 Cov: 0.001157. It 20,Best ac:0.001850 1.000000 fi:0.128536. Ave ac:0.001969,0.002041 Cov: 0.001850. It 21,Best ac:0.000925 1.000000 fi:0.131656. Ave ac:0.001714,0.001853 Cov: 0.000925. It 22,Best ac:0.000925 1.000000 fi:0.128287. Ave ac:0.002027,0.002024 Cov: 0.000925. MDL Theory Length Weight: 0.6997391193 (10) It 23,Best ac:0.001157 1.000000 fi:0.124239. Ave ac:0.001560,0.001887 Cov: 0.001157. It 24,Best ac:0.000925 1.000000 fi:0.120966. Ave ac:0.002486,0.002356 Cov: 0.000925. It 25,Best ac:0.001619 1.000000 fi:0.120327. Ave ac:0.001969,0.002113 Cov: 0.001619. It 26,Best ac:0.001619 1.000000 fi:0.127156. Ave ac:0.001460,0.001551 Cov: 0.001619. It 27,Best ac:0.001157 1.000000 fi:0.124411. Ave ac:0.001532,0.001659 Cov: 0.001157. It 28,Best ac:0.001157 1.000000 fi:0.121591. Ave ac:0.002295,0.002500 Cov: 0.001157. It 29,Best ac:0.001619 1.000000 fi:0.123557. Ave ac:0.001817,0.001566 Cov: 0.001619. It 30,Best ac:0.002081 1.000000 fi:0.123906. Ave ac:0.001579,0.001831 Cov: 0.002081. It 31,Best ac:0.001388 1.000000 fi:0.120811. Ave ac:0.002221,0.002131 Cov: 0.001388. It 32,Best ac:0.001388 1.000000 fi:0.120811. Ave ac:0.001180,0.001381 Cov: 0.001388. It 33,Best ac:0.001388 1.000000 fi:0.121744. Ave ac:0.001870,0.002189 Cov: 0.001388. It 34,Best ac:0.000958 0.787072 fi:0.341030. Ave ac:0.002226,0.002626 Cov: 0.001217. Best acc 0.000958 0.787072 Initial population average accuracy1:0.005760 accuracy2:0.248522 It 0,Best ac:0.001157 0.833333 fi:0.266542. Ave ac:0.006794,0.011210 Cov: 0.001388. It 1,Best ac:0.001388 0.750000 fi:0.349784. Ave ac:0.006566,0.009574 Cov: 0.001850. It 2,Best ac:0.000925 1.000000 fi:0.099967. Ave ac:0.006605,0.010187 Cov: 0.000925. It 3,Best ac:0.001388 0.857143 fi:0.242641. Ave ac:0.005041,0.009423 Cov: 0.001620. It 4,Best ac:0.001388 0.857143 fi:0.242641. Ave ac:0.005288,0.008861 Cov: 0.001619. It 5,Best ac:0.001157 1.000000 fi:0.099875. Ave ac:0.005375,0.008975 Cov: 0.001157. It 6,Best ac:0.002082 1.000000 fi:0.099508. Ave ac:0.004667,0.008441 Cov: 0.002082. It 7,Best ac:0.001619 1.000000 fi:0.099692. Ave ac:0.004075,0.006635 Cov: 0.001619. It 8,Best ac:0.002544 1.000000 fi:0.099326. Ave ac:0.004172,0.006365 Cov: 0.002544. It 9,Best ac:0.001850 1.000000 fi:0.099601. Ave ac:0.004414,0.007666 Cov: 0.001850. Iteration 10:MDL fitness activated Error 0.099601 TL 0.030109 MDL Theory Length Weight: 1.1026553202 (2) It 10,Best ac:0.001157 1.000000 fi:0.134498. Ave ac:0.003458,0.005862 Cov: 0.001157. It 11,Best ac:0.001157 1.000000 fi:0.127039. Ave ac:0.004243,0.007176 Cov: 0.001157. It 12,Best ac:0.001388 1.000000 fi:0.115176. Ave ac:0.004136,0.008011 Cov: 0.001388. It 13,Best ac:0.001851 1.000000 fi:0.137447. Ave ac:0.003073,0.005584 Cov: 0.001851. It 14,Best ac:0.001851 1.000000 fi:0.127388. Ave ac:0.003168,0.004884 Cov: 0.001851. It 15,Best ac:0.000925 1.000000 fi:0.127684. Ave ac:0.002716,0.004375 Cov: 0.000925. It 16,Best ac:0.000925 1.000000 fi:0.127666. Ave ac:0.002509,0.003676 Cov: 0.000925. It 17,Best ac:0.002082 1.000000 fi:0.124384. Ave ac:0.002659,0.004097 Cov: 0.002082. It 18,Best ac:0.001619 1.000000 fi:0.127983. Ave ac:0.002920,0.004019 Cov: 0.001619. It 19,Best ac:0.000925 1.000000 fi:0.115359. Ave ac:0.002710,0.004556 Cov: 0.000925. It 20,Best ac:0.000925 1.000000 fi:0.124906. Ave ac:0.002123,0.003006 Cov: 0.000925. It 21,Best ac:0.001157 1.000000 fi:0.126479. Ave ac:0.001871,0.003100 Cov: 0.001157. MDL Theory Length Weight: 0.9923897882 (10) It 22,Best ac:0.001157 1.000000 fi:0.133935. Ave ac:0.002346,0.003801 Cov: 0.001157. It 23,Best ac:0.001157 1.000000 fi:0.124805. Ave ac:0.003001,0.007048 Cov: 0.001157. It 24,Best ac:0.001388 1.000000 fi:0.129774. Ave ac:0.002769,0.003877 Cov: 0.001388. It 25,Best ac:0.002313 1.000000 fi:0.121806. Ave ac:0.003674,0.005292 Cov: 0.002313. It 26,Best ac:0.000925 1.000000 fi:0.122577. Ave ac:0.003154,0.003769 Cov: 0.000925. It 27,Best ac:0.001851 1.000000 fi:0.121988. Ave ac:0.002113,0.003086 Cov: 0.001851. It 28,Best ac:0.002313 1.000000 fi:0.122256. Ave ac:0.002960,0.003308 Cov: 0.002313. It 29,Best ac:0.000925 1.000000 fi:0.117809. Ave ac:0.001691,0.002218 Cov: 0.000925. It 30,Best ac:0.001619 1.000000 fi:0.121688. Ave ac:0.002388,0.004711 Cov: 0.001619. It 31,Best ac:0.001157 1.000000 fi:0.121877. Ave ac:0.002066,0.002498 Cov: 0.001157. It 32,Best ac:0.000925 1.000000 fi:0.125532. Ave ac:0.002531,0.003310 Cov: 0.000925. It 33,Best ac:0.000925 1.000000 fi:0.121964. Ave ac:0.002714,0.003883 Cov: 0.000925. It 34,Best ac:0.001157 0.762195 fi:0.365139. Ave ac:0.002439,0.003147 Cov: 0.001517. Best acc 0.001157 0.762195 Rule:Att PSSM_-4_13 is [<10.719238]|Att PSSM_-3_6 is [<-0.332519]|Att PSSM_-3_14 is [<-0.057439]|Att PSSM_-2_12 is [<-0.537818]|Att PSSM_-1_3 is [<1.093636]|Att PSSM_-1_5 is [>-4.992989]|Att PSSM_-1_6 is [<-0.075849]|Att PSSM_0_12 is [-5.084008,-2.289320]|Att PSSM_1_20 is [-1.418511,4.191087]|Att PSSM_2_13 is [-1.459446,10.122400]|Att PSSM_2_15 is [<5.762659]|Att PSSM_3_2 is [-6.058433,1.932427]|Att PSSM_3_14 is [-4.450281,4.450281]|Att PSSM_4_6 is [<-0.010250]|Att PSSM_4_8 is [-2.532519,7.805045]|Att PSSM_4_12 is [<-0.741222]|1 Accuracy : 0.756233 0 1 161389 2691 54506 16052 Removed 263 instances. 215895 Instances left. Acc of rule 0.000958-0.787072 Initial population average accuracy1:0.006193 accuracy2:0.243188 It 0,Best ac:0.000926 1.000000 fi:0.099965. Ave ac:0.007080,0.013640 Cov: 0.000926. It 1,Best ac:0.000695 1.000000 fi:0.255122. Ave ac:0.007423,0.013568 Cov: 0.000695. It 2,Best ac:0.000695 1.000000 fi:0.255122. Ave ac:0.006632,0.010533 Cov: 0.000695. It 3,Best ac:0.001390 0.857143 fi:0.242639. Ave ac:0.005908,0.010585 Cov: 0.001621. It 4,Best ac:0.001158 1.000000 fi:0.099873. Ave ac:0.004696,0.008318 Cov: 0.001158. It 5,Best ac:0.001158 1.000000 fi:0.099873. Ave ac:0.004285,0.008474 Cov: 0.001158. It 6,Best ac:0.001621 1.000000 fi:0.099690. Ave ac:0.003704,0.007234 Cov: 0.001621. It 7,Best ac:0.001158 1.000000 fi:0.099874. Ave ac:0.003391,0.005904 Cov: 0.001158. It 8,Best ac:0.002084 1.000000 fi:0.099505. Ave ac:0.004120,0.008250 Cov: 0.002084. It 9,Best ac:0.001390 1.000000 fi:0.099781. Ave ac:0.002879,0.005029 Cov: 0.001390. Iteration 10:MDL fitness activated Error 0.099781 TL 0.032958 MDL Theory Length Weight: 1.0091621950 (2) It 10,Best ac:0.000926 1.000000 fi:0.133501. Ave ac:0.003262,0.007090 Cov: 0.000926. It 11,Best ac:0.000926 1.000000 fi:0.128622. Ave ac:0.003515,0.008997 Cov: 0.000926. It 12,Best ac:0.001621 1.000000 fi:0.129160. Ave ac:0.003569,0.007336 Cov: 0.001621. It 13,Best ac:0.000926 1.000000 fi:0.130834. Ave ac:0.003279,0.006967 Cov: 0.000926. It 14,Best ac:0.000927 1.000000 fi:0.131858. Ave ac:0.004149,0.008261 Cov: 0.000927. It 15,Best ac:0.000926 1.000000 fi:0.129436. Ave ac:0.003702,0.010339 Cov: 0.000926. It 16,Best ac:0.000926 1.000000 fi:0.126529. Ave ac:0.003349,0.005453 Cov: 0.000926. It 17,Best ac:0.001621 1.000000 fi:0.127821. Ave ac:0.003478,0.006994 Cov: 0.001621. It 18,Best ac:0.000926 1.000000 fi:0.121046. Ave ac:0.003607,0.010182 Cov: 0.000926. It 19,Best ac:0.001390 1.000000 fi:0.125939. Ave ac:0.002837,0.004480 Cov: 0.001390. It 20,Best ac:0.002085 1.000000 fi:0.125187. Ave ac:0.003104,0.005053 Cov: 0.002085. It 21,Best ac:0.001621 1.000000 fi:0.122627. Ave ac:0.003462,0.005377 Cov: 0.001621. It 22,Best ac:0.002548 1.000000 fi:0.127228. Ave ac:0.003141,0.005825 Cov: 0.002548. It 23,Best ac:0.001621 1.000000 fi:0.119896. Ave ac:0.002410,0.004885 Cov: 0.001621. It 24,Best ac:0.000926 1.000000 fi:0.122665. Ave ac:0.003102,0.004926 Cov: 0.000926. It 25,Best ac:0.000926 1.000000 fi:0.120156. Ave ac:0.003524,0.005342 Cov: 0.000926. It 26,Best ac:0.002779 1.000000 fi:0.121588. Ave ac:0.004146,0.006837 Cov: 0.002779. It 27,Best ac:0.001390 1.000000 fi:0.124193. Ave ac:0.003608,0.007358 Cov: 0.001390. It 28,Best ac:0.001158 1.000000 fi:0.120302. Ave ac:0.003495,0.008245 Cov: 0.001158. It 29,Best ac:0.001621 1.000000 fi:0.126874. Ave ac:0.003509,0.005054 Cov: 0.001621. It 30,Best ac:0.001390 1.000000 fi:0.123159. Ave ac:0.002967,0.004482 Cov: 0.001390. It 31,Best ac:0.001390 1.000000 fi:0.120807. Ave ac:0.003288,0.004490 Cov: 0.001390. It 32,Best ac:0.001158 1.000000 fi:0.120954. Ave ac:0.001971,0.003077 Cov: 0.001158. MDL Theory Length Weight: 0.9082459755 (10) It 33,Best ac:0.002316 1.000000 fi:0.111771. Ave ac:0.003336,0.007273 Cov: 0.002316. It 34,Best ac:0.001218 0.760116 fi:0.366014. Ave ac:0.003025,0.005494 Cov: 0.001603. Best acc 0.001218 0.760116 Initial population average accuracy1:0.006177 accuracy2:0.248242 It 0,Best ac:0.000926 1.000000 fi:0.099965. Ave ac:0.006816,0.011134 Cov: 0.000926. It 1,Best ac:0.001390 1.000000 fi:0.099781. Ave ac:0.005409,0.010421 Cov: 0.001390. It 2,Best ac:0.001158 1.000000 fi:0.099873. Ave ac:0.005823,0.010437 Cov: 0.001158. It 3,Best ac:0.001621 0.875000 fi:0.224689. Ave ac:0.005523,0.009168 Cov: 0.001853. It 4,Best ac:0.001158 1.000000 fi:0.099873. Ave ac:0.003737,0.006429 Cov: 0.001158. It 5,Best ac:0.001621 1.000000 fi:0.099689. Ave ac:0.003589,0.006083 Cov: 0.001621. It 6,Best ac:0.001621 0.875000 fi:0.224689. Ave ac:0.003061,0.005065 Cov: 0.001853. It 7,Best ac:0.001158 1.000000 fi:0.099873. Ave ac:0.003642,0.006468 Cov: 0.001158. It 8,Best ac:0.001158 1.000000 fi:0.099873. Ave ac:0.004306,0.010541 Cov: 0.001158. It 9,Best ac:0.002316 1.000000 fi:0.099414. Ave ac:0.003587,0.006650 Cov: 0.002316. Iteration 10:MDL fitness activated Error 0.099414 TL 0.036152 MDL Theory Length Weight: 0.9166193541 (1) It 10,Best ac:0.000926 1.000000 fi:0.135719. Ave ac:0.003580,0.006189 Cov: 0.000926. It 11,Best ac:0.000927 1.000000 fi:0.128409. Ave ac:0.003393,0.006813 Cov: 0.000927. It 12,Best ac:0.001158 1.000000 fi:0.127167. Ave ac:0.003587,0.007960 Cov: 0.001158. It 13,Best ac:0.001390 1.000000 fi:0.125107. Ave ac:0.002988,0.005713 Cov: 0.001390. It 14,Best ac:0.001621 1.000000 fi:0.133390. Ave ac:0.002726,0.005110 Cov: 0.001621. It 15,Best ac:0.002084 1.000000 fi:0.123519. Ave ac:0.003076,0.005235 Cov: 0.002084. It 16,Best ac:0.000927 1.000000 fi:0.122029. Ave ac:0.003508,0.006806 Cov: 0.000927. It 17,Best ac:0.001389 1.000000 fi:0.118738. Ave ac:0.002758,0.004424 Cov: 0.001389. It 18,Best ac:0.001158 1.000000 fi:0.124034. Ave ac:0.002251,0.003821 Cov: 0.001158. It 19,Best ac:0.002084 1.000000 fi:0.123095. Ave ac:0.003066,0.007553 Cov: 0.002084. It 20,Best ac:0.000926 1.000000 fi:0.125101. Ave ac:0.002977,0.005871 Cov: 0.000926. It 21,Best ac:0.000926 1.000000 fi:0.120954. Ave ac:0.003303,0.005157 Cov: 0.000926. It 22,Best ac:0.001158 1.000000 fi:0.123978. Ave ac:0.003560,0.007173 Cov: 0.001158. It 23,Best ac:0.001390 1.000000 fi:0.125511. Ave ac:0.003431,0.008418 Cov: 0.001390. It 24,Best ac:0.001621 1.000000 fi:0.114449. Ave ac:0.003284,0.006843 Cov: 0.001621. It 25,Best ac:0.001390 1.000000 fi:0.117649. Ave ac:0.002442,0.004924 Cov: 0.001390. It 26,Best ac:0.000927 1.000000 fi:0.122960. Ave ac:0.003204,0.009097 Cov: 0.000927. It 27,Best ac:0.001158 1.000000 fi:0.118987. Ave ac:0.003066,0.008904 Cov: 0.001158. It 28,Best ac:0.001853 1.000000 fi:0.123793. Ave ac:0.003157,0.011839 Cov: 0.001853. It 29,Best ac:0.001853 1.000000 fi:0.116636. Ave ac:0.003391,0.014901 Cov: 0.001853. It 30,Best ac:0.001853 1.000000 fi:0.117674. Ave ac:0.002495,0.004877 Cov: 0.001853. It 31,Best ac:0.001158 1.000000 fi:0.126422. Ave ac:0.002503,0.005636 Cov: 0.001158. It 32,Best ac:0.001621 1.000000 fi:0.115135. Ave ac:0.002829,0.005853 Cov: 0.001621. It 33,Best ac:0.001158 1.000000 fi:0.117968. Ave ac:0.003289,0.008311 Cov: 0.001158. MDL Theory Length Weight: 0.8249574187 (10) It 34,Best ac:0.000987 0.755319 fi:0.367091. Ave ac:0.003755,0.008149 Cov: 0.001306. Best acc 0.000987 0.755319 Rule:Att PSSM_-2_19 is [>0.103017]|Att PSSM_-1_12 is [<-0.615579]|Att PSSM_-1_15 is [-5.755857,4.293965]|Att PSSM_0_2 is [-6.319293,-4.167879]|Att PSSM_0_4 is [-7.996865,-0.757284]|Att PSSM_0_7 is [<2.051826]|Att PSSM_0_9 is [<7.718897]|Att PSSM_1_12 is [<0.923730]|Att PSSM_2_4 is [-6.434948,-0.142128]|Att PSSM_3_11 is [>-6.652191]|Att PSSM_4_7 is [-6.711651,0.711651]|Att PSSM_4_12 is [-6.634254,4.573743]|1 Accuracy : 0.757000 0 1 161306 2774 54243 16315 Removed 346 instances. 215549 Instances left. Acc of rule 0.001218-0.760116 Initial population average accuracy1:0.006290 accuracy2:0.244490 It 0,Best ac:0.001624 0.875000 fi:0.224686. Ave ac:0.006128,0.012110 Cov: 0.001856. It 1,Best ac:0.000696 1.000000 fi:0.251689. Ave ac:0.006707,0.012070 Cov: 0.000696. It 2,Best ac:0.001624 0.875000 fi:0.224686. Ave ac:0.006559,0.011081 Cov: 0.001856. It 3,Best ac:0.001160 1.000000 fi:0.099871. Ave ac:0.004592,0.007586 Cov: 0.001160. It 4,Best ac:0.000696 1.000000 fi:0.251689. Ave ac:0.004397,0.007744 Cov: 0.000696. It 5,Best ac:0.001160 1.000000 fi:0.099871. Ave ac:0.004332,0.009157 Cov: 0.001160. It 6,Best ac:0.001623 0.875000 fi:0.224686. Ave ac:0.003637,0.007680 Cov: 0.001855. It 7,Best ac:0.001160 1.000000 fi:0.099871. Ave ac:0.003953,0.007081 Cov: 0.001160. It 8,Best ac:0.001160 1.000000 fi:0.099871. Ave ac:0.003740,0.008386 Cov: 0.001160. It 9,Best ac:0.001624 1.000000 fi:0.099686. Ave ac:0.002319,0.005117 Cov: 0.001624. Iteration 10:MDL fitness activated Error 0.099686 TL 0.041093 MDL Theory Length Weight: 0.8086261441 (1) It 10,Best ac:0.001160 1.000000 fi:0.121878. Ave ac:0.002547,0.004458 Cov: 0.001160. It 11,Best ac:0.000928 1.000000 fi:0.133417. Ave ac:0.003041,0.005945 Cov: 0.000928. It 12,Best ac:0.001392 1.000000 fi:0.123614. Ave ac:0.003410,0.005486 Cov: 0.001392. It 13,Best ac:0.002088 1.000000 fi:0.121130. Ave ac:0.002926,0.005784 Cov: 0.002088. It 14,Best ac:0.001160 1.000000 fi:0.120630. Ave ac:0.002751,0.005120 Cov: 0.001160. It 15,Best ac:0.001160 1.000000 fi:0.119464. Ave ac:0.002148,0.004198 Cov: 0.001160. It 16,Best ac:0.000928 1.000000 fi:0.124260. Ave ac:0.002120,0.004325 Cov: 0.000928. It 17,Best ac:0.001160 1.000000 fi:0.127963. Ave ac:0.002153,0.003304 Cov: 0.001160. It 18,Best ac:0.002552 1.000000 fi:0.115927. Ave ac:0.002628,0.003929 Cov: 0.002552. It 19,Best ac:0.000928 1.000000 fi:0.123091. Ave ac:0.002513,0.005271 Cov: 0.000928. It 20,Best ac:0.001160 1.000000 fi:0.122788. Ave ac:0.002488,0.004935 Cov: 0.001160. It 21,Best ac:0.001392 1.000000 fi:0.114663. Ave ac:0.002106,0.003727 Cov: 0.001392. It 22,Best ac:0.000928 1.000000 fi:0.114848. Ave ac:0.001630,0.003633 Cov: 0.000928. It 23,Best ac:0.000928 1.000000 fi:0.121840. Ave ac:0.002082,0.004392 Cov: 0.000928. It 24,Best ac:0.001856 1.000000 fi:0.123448. Ave ac:0.002537,0.004873 Cov: 0.001856. It 25,Best ac:0.000928 1.000000 fi:0.117565. Ave ac:0.002846,0.005306 Cov: 0.000928. It 26,Best ac:0.000928 1.000000 fi:0.119088. Ave ac:0.002392,0.007350 Cov: 0.000928. It 27,Best ac:0.000928 1.000000 fi:0.121448. Ave ac:0.002460,0.008136 Cov: 0.000928. It 28,Best ac:0.001856 1.000000 fi:0.116011. Ave ac:0.002938,0.007511 Cov: 0.001856. It 29,Best ac:0.001392 1.000000 fi:0.123614. Ave ac:0.001622,0.004014 Cov: 0.001392. It 30,Best ac:0.001392 1.000000 fi:0.118843. Ave ac:0.003446,0.007457 Cov: 0.001392. MDL Theory Length Weight: 0.7277635297 (10) It 31,Best ac:0.000928 1.000000 fi:0.116387. Ave ac:0.001776,0.004055 Cov: 0.000928. It 32,Best ac:0.001624 1.000000 fi:0.115650. Ave ac:0.002256,0.004636 Cov: 0.001624. It 33,Best ac:0.000928 1.000000 fi:0.119306. Ave ac:0.002419,0.003330 Cov: 0.000928. It 34,Best ac:0.001127 0.771429 fi:0.347429. Ave ac:0.002120,0.003458 Cov: 0.001461. Best acc 0.001127 0.771429 Initial population average accuracy1:0.006245 accuracy2:0.249740 It 0,Best ac:0.000696 1.000000 fi:0.251689. Ave ac:0.007086,0.014202 Cov: 0.000696. It 1,Best ac:0.001160 0.833333 fi:0.266538. Ave ac:0.005773,0.010173 Cov: 0.001392. It 2,Best ac:0.000696 1.000000 fi:0.251689. Ave ac:0.006462,0.010720 Cov: 0.000696. It 3,Best ac:0.000696 1.000000 fi:0.250999. Ave ac:0.005287,0.010730 Cov: 0.000696. It 4,Best ac:0.001160 1.000000 fi:0.099871. Ave ac:0.005102,0.007253 Cov: 0.001160. It 5,Best ac:0.000696 1.000000 fi:0.251689. Ave ac:0.005607,0.009194 Cov: 0.000696. It 6,Best ac:0.001623 1.000000 fi:0.099686. Ave ac:0.006117,0.009011 Cov: 0.001623. It 7,Best ac:0.001160 1.000000 fi:0.099871. Ave ac:0.005805,0.008949 Cov: 0.001160. It 8,Best ac:0.002552 1.000000 fi:0.099316. Ave ac:0.005205,0.008285 Cov: 0.002552. It 9,Best ac:0.001624 1.000000 fi:0.099686. Ave ac:0.004933,0.007878 Cov: 0.001624. Iteration 10:MDL fitness activated Error 0.099686 TL 0.038033 MDL Theory Length Weight: 0.8736878279 (2) It 10,Best ac:0.000928 1.000000 fi:0.126416. Ave ac:0.004097,0.006849 Cov: 0.000928. It 11,Best ac:0.000928 1.000000 fi:0.122498. Ave ac:0.003784,0.006100 Cov: 0.000928. It 12,Best ac:0.000928 1.000000 fi:0.128947. Ave ac:0.003570,0.007119 Cov: 0.000928. It 13,Best ac:0.002088 1.000000 fi:0.132813. Ave ac:0.003619,0.006280 Cov: 0.002088. It 14,Best ac:0.001391 1.000000 fi:0.125903. Ave ac:0.003749,0.005556 Cov: 0.001391. It 15,Best ac:0.000928 1.000000 fi:0.134765. Ave ac:0.003770,0.004500 Cov: 0.000928. It 16,Best ac:0.001856 1.000000 fi:0.126181. Ave ac:0.004003,0.008113 Cov: 0.001856. It 17,Best ac:0.001392 1.000000 fi:0.126248. Ave ac:0.002939,0.004333 Cov: 0.001392. It 18,Best ac:0.001856 1.000000 fi:0.119753. Ave ac:0.002541,0.003872 Cov: 0.001856. It 19,Best ac:0.001392 1.000000 fi:0.116276. Ave ac:0.003139,0.006761 Cov: 0.001392. It 20,Best ac:0.001392 1.000000 fi:0.120621. Ave ac:0.003312,0.004837 Cov: 0.001392. It 21,Best ac:0.001160 1.000000 fi:0.119416. Ave ac:0.004194,0.008417 Cov: 0.001160. It 22,Best ac:0.002552 1.000000 fi:0.124295. Ave ac:0.003891,0.006238 Cov: 0.002552. It 23,Best ac:0.000928 1.000000 fi:0.133346. Ave ac:0.003651,0.007257 Cov: 0.000928. It 24,Best ac:0.001392 1.000000 fi:0.117673. Ave ac:0.003517,0.007056 Cov: 0.001392. It 25,Best ac:0.000928 1.000000 fi:0.120364. Ave ac:0.003314,0.005590 Cov: 0.000928. It 26,Best ac:0.001160 1.000000 fi:0.124985. Ave ac:0.004134,0.008316 Cov: 0.001160. It 27,Best ac:0.001392 1.000000 fi:0.117738. Ave ac:0.003634,0.006250 Cov: 0.001392. It 28,Best ac:0.004640 1.000000 fi:0.112403. Ave ac:0.003983,0.006628 Cov: 0.004640. It 29,Best ac:0.001160 1.000000 fi:0.109723. Ave ac:0.004076,0.005290 Cov: 0.001160. It 30,Best ac:0.001391 1.000000 fi:0.112980. Ave ac:0.003341,0.004660 Cov: 0.001391. It 31,Best ac:0.000928 1.000000 fi:0.111406. Ave ac:0.002958,0.003595 Cov: 0.000928. It 32,Best ac:0.001392 1.000000 fi:0.115779. Ave ac:0.003495,0.005418 Cov: 0.001392. It 33,Best ac:0.001160 1.000000 fi:0.121866. Ave ac:0.003061,0.005157 Cov: 0.001160. It 34,Best ac:0.001072 0.762376 fi:0.355571. Ave ac:0.003123,0.004394 Cov: 0.001406. Best acc 0.001072 0.762376 Rule:Att PSSM_-3_12 is [-5.783654,1.141381]|Att PSSM_-1_6 is [-5.471830,6.236665]|Att PSSM_-1_8 is [<-0.793812]|Att PSSM_0_1 is [>4.858303]|Att PSSM_0_7 is [-6.296214,-2.122195]|Att PSSM_0_16 is [-4.472081,4.472081]|Att PSSM_2_9 is [>-5.762776]|Att PSSM_4_3 is [<-2.207442]|Att PSSM_4_13 is [-3.770988,3.770988]|Att PSSM_4_17 is [<6.870314]|1 Accuracy : 0.757729 0 1 161234 2846 54000 16558 Removed 315 instances. 215234 Instances left. Acc of rule 0.001127-0.771429 Initial population average accuracy1:0.005806 accuracy2:0.252542 It 0,Best ac:0.001858 0.666667 fi:0.432924. Ave ac:0.006630,0.011831 Cov: 0.002787. It 1,Best ac:0.001626 0.777778 fi:0.321906. Ave ac:0.006308,0.010804 Cov: 0.002091. It 2,Best ac:0.001161 1.000000 fi:0.099869. Ave ac:0.005799,0.010113 Cov: 0.001161. It 3,Best ac:0.000697 1.000000 fi:0.248225. Ave ac:0.004298,0.009641 Cov: 0.000697. It 4,Best ac:0.001161 1.000000 fi:0.099869. Ave ac:0.004534,0.008664 Cov: 0.001161. It 5,Best ac:0.000929 1.000000 fi:0.099962. Ave ac:0.003075,0.005050 Cov: 0.000929. It 6,Best ac:0.002091 1.000000 fi:0.099498. Ave ac:0.003180,0.004955 Cov: 0.002091. It 7,Best ac:0.001626 1.000000 fi:0.099683. Ave ac:0.002785,0.004313 Cov: 0.001626. It 8,Best ac:0.000929 1.000000 fi:0.099962. Ave ac:0.003121,0.004422 Cov: 0.000929. It 9,Best ac:0.000929 1.000000 fi:0.099962. Ave ac:0.002847,0.004429 Cov: 0.000929. Iteration 10:MDL fitness activated Error 0.099962 TL 0.042920 MDL Theory Length Weight: 0.7763426588 (4) It 10,Best ac:0.001859 1.000000 fi:0.132647. Ave ac:0.003053,0.004386 Cov: 0.001859. It 11,Best ac:0.000929 1.000000 fi:0.122017. Ave ac:0.003094,0.004635 Cov: 0.000929. It 12,Best ac:0.000929 1.000000 fi:0.127397. Ave ac:0.003070,0.005859 Cov: 0.000929. It 13,Best ac:0.002323 1.000000 fi:0.122761. Ave ac:0.003131,0.004899 Cov: 0.002323. It 14,Best ac:0.001394 1.000000 fi:0.121000. Ave ac:0.003242,0.006000 Cov: 0.001394. It 15,Best ac:0.001394 1.000000 fi:0.122939. Ave ac:0.003066,0.005128 Cov: 0.001394. It 16,Best ac:0.000929 1.000000 fi:0.124155. Ave ac:0.002562,0.003964 Cov: 0.000929. It 17,Best ac:0.001162 1.000000 fi:0.119884. Ave ac:0.002324,0.004149 Cov: 0.001162. It 18,Best ac:0.001859 1.000000 fi:0.114907. Ave ac:0.002430,0.003564 Cov: 0.001859. It 19,Best ac:0.002091 1.000000 fi:0.119499. Ave ac:0.002248,0.003677 Cov: 0.002091. It 20,Best ac:0.000929 1.000000 fi:0.120225. Ave ac:0.002704,0.004746 Cov: 0.000929. It 21,Best ac:0.001626 1.000000 fi:0.119211. Ave ac:0.002336,0.003547 Cov: 0.001626. It 22,Best ac:0.000929 1.000000 fi:0.119015. Ave ac:0.002261,0.003582 Cov: 0.000929. It 23,Best ac:0.000929 1.000000 fi:0.115131. Ave ac:0.002536,0.003803 Cov: 0.000929. It 24,Best ac:0.001161 1.000000 fi:0.116212. Ave ac:0.002602,0.003777 Cov: 0.001161. It 25,Best ac:0.000929 1.000000 fi:0.116305. Ave ac:0.002385,0.003610 Cov: 0.000929. It 26,Best ac:0.001161 1.000000 fi:0.114676. Ave ac:0.003415,0.005419 Cov: 0.001161. It 27,Best ac:0.001394 1.000000 fi:0.116750. Ave ac:0.002399,0.006542 Cov: 0.001394. It 28,Best ac:0.000929 1.000000 fi:0.117569. Ave ac:0.002056,0.003219 Cov: 0.000929. It 29,Best ac:0.000929 1.000000 fi:0.118313. Ave ac:0.002180,0.003728 Cov: 0.000929. It 30,Best ac:0.000929 1.000000 fi:0.119493. Ave ac:0.002558,0.005449 Cov: 0.000929. It 31,Best ac:0.000929 1.000000 fi:0.116186. Ave ac:0.002686,0.005344 Cov: 0.000929. It 32,Best ac:0.001394 1.000000 fi:0.114583. Ave ac:0.003772,0.006150 Cov: 0.001394. It 33,Best ac:0.001394 1.000000 fi:0.112328. Ave ac:0.003325,0.007302 Cov: 0.001394. It 34,Best ac:0.001491 0.732877 fi:0.390533. Ave ac:0.003198,0.005401 Cov: 0.002035. Best acc 0.001491 0.732877 Initial population average accuracy1:0.005344 accuracy2:0.240336 It 0,Best ac:0.000929 1.000000 fi:0.099962. Ave ac:0.006164,0.011178 Cov: 0.000929. It 1,Best ac:0.000697 1.000000 fi:0.248225. Ave ac:0.005594,0.007950 Cov: 0.000697. It 2,Best ac:0.002091 0.818182 fi:0.281316. Ave ac:0.005003,0.007948 Cov: 0.002555. It 3,Best ac:0.000929 1.000000 fi:0.099962. Ave ac:0.005144,0.007647 Cov: 0.000929. It 4,Best ac:0.001394 1.000000 fi:0.099776. Ave ac:0.004549,0.007227 Cov: 0.001394. It 5,Best ac:0.001394 1.000000 fi:0.099776. Ave ac:0.004242,0.006497 Cov: 0.001394. It 6,Best ac:0.000929 1.000000 fi:0.099962. Ave ac:0.004101,0.006973 Cov: 0.000929. It 7,Best ac:0.001394 1.000000 fi:0.099776. Ave ac:0.005424,0.008849 Cov: 0.001394. It 8,Best ac:0.001394 1.000000 fi:0.099776. Ave ac:0.005450,0.007904 Cov: 0.001394. It 9,Best ac:0.001161 1.000000 fi:0.099869. Ave ac:0.004741,0.006616 Cov: 0.001161. Iteration 10:MDL fitness activated Error 0.099869 TL 0.041962 MDL Theory Length Weight: 0.7933293125 (6) It 10,Best ac:0.002091 1.000000 fi:0.125009. Ave ac:0.003812,0.006041 Cov: 0.002091. It 11,Best ac:0.000929 1.000000 fi:0.122330. Ave ac:0.004275,0.006889 Cov: 0.000929. It 12,Best ac:0.000929 1.000000 fi:0.117191. Ave ac:0.003604,0.006838 Cov: 0.000929. It 13,Best ac:0.000929 1.000000 fi:0.124252. Ave ac:0.003814,0.007473 Cov: 0.000929. It 14,Best ac:0.000929 1.000000 fi:0.126086. Ave ac:0.003636,0.006191 Cov: 0.000929. It 15,Best ac:0.001161 1.000000 fi:0.119030. Ave ac:0.002845,0.004596 Cov: 0.001161. It 16,Best ac:0.000929 1.000000 fi:0.121211. Ave ac:0.003271,0.006599 Cov: 0.000929. It 17,Best ac:0.001161 1.000000 fi:0.120387. Ave ac:0.002913,0.004704 Cov: 0.001161. It 18,Best ac:0.000929 1.000000 fi:0.121068. Ave ac:0.003186,0.004276 Cov: 0.000929. It 19,Best ac:0.001394 1.000000 fi:0.117005. Ave ac:0.003333,0.005353 Cov: 0.001394. It 20,Best ac:0.000929 1.000000 fi:0.124333. Ave ac:0.003149,0.005091 Cov: 0.000929. It 21,Best ac:0.001161 1.000000 fi:0.115719. Ave ac:0.002724,0.005158 Cov: 0.001161. It 22,Best ac:0.001161 1.000000 fi:0.119240. Ave ac:0.002853,0.007424 Cov: 0.001161. It 23,Best ac:0.001161 1.000000 fi:0.117748. Ave ac:0.002606,0.010700 Cov: 0.001161. It 24,Best ac:0.001394 1.000000 fi:0.120475. Ave ac:0.003605,0.007820 Cov: 0.001394. It 25,Best ac:0.001394 1.000000 fi:0.120285. Ave ac:0.003210,0.005553 Cov: 0.001394. It 26,Best ac:0.000929 1.000000 fi:0.117293. Ave ac:0.002564,0.004598 Cov: 0.000929. It 27,Best ac:0.001162 1.000000 fi:0.115719. Ave ac:0.002847,0.005612 Cov: 0.001162. It 28,Best ac:0.001394 1.000000 fi:0.123536. Ave ac:0.002520,0.004904 Cov: 0.001394. It 29,Best ac:0.001394 1.000000 fi:0.120471. Ave ac:0.003284,0.006454 Cov: 0.001394. It 30,Best ac:0.000929 1.000000 fi:0.122309. Ave ac:0.004029,0.008127 Cov: 0.000929. MDL Theory Length Weight: 0.7139963813 (10) It 31,Best ac:0.000929 1.000000 fi:0.118095. Ave ac:0.002779,0.004686 Cov: 0.000929. It 32,Best ac:0.001394 1.000000 fi:0.113147. Ave ac:0.003147,0.005079 Cov: 0.001394. It 33,Best ac:0.001394 1.000000 fi:0.120942. Ave ac:0.002820,0.005015 Cov: 0.001394. It 34,Best ac:0.000999 0.736301 fi:0.385996. Ave ac:0.003265,0.005431 Cov: 0.001357. Best acc 0.000999 0.736301 Rule:Att PSSM_-3_4 is [-6.906556,-1.093444]|Att PSSM_-3_19 is [>-5.935620]|Att PSSM_0_2 is [<-2.471365]|Att PSSM_0_4 is [<-2.353154]|Att PSSM_0_12 is [<-1.091394]|Att PSSM_1_5 is [1.115786,10.526573]|Att PSSM_1_16 is [-4.212707,5.007449]|Att PSSM_1_18 is [-4.220585,10.230606]|Att PSSM_2_7 is [-5.897262,-0.102738]|Att PSSM_3_12 is [<-1.894336]|Att PSSM_3_20 is [<2.430289]|Att PSSM_4_4 is [-7.215601,4.298782]|1 Accuracy : 0.758317 0 1 161157 2923 53785 16773 Removed 292 instances. 214942 Instances left. Acc of rule 0.000999-0.736301 Initial population average accuracy1:0.005919 accuracy2:0.255315 It 0,Best ac:0.000930 1.000000 fi:0.099961. Ave ac:0.006975,0.012123 Cov: 0.000930. It 1,Best ac:0.001396 0.750000 fi:0.349774. Ave ac:0.007047,0.013457 Cov: 0.001861. It 2,Best ac:0.001163 1.000000 fi:0.099867. Ave ac:0.006190,0.010642 Cov: 0.001163. It 3,Best ac:0.000930 1.000000 fi:0.099961. Ave ac:0.005743,0.009986 Cov: 0.000930. It 4,Best ac:0.001163 1.000000 fi:0.099867. Ave ac:0.004305,0.006461 Cov: 0.001163. It 5,Best ac:0.001629 1.000000 fi:0.099680. Ave ac:0.004729,0.011232 Cov: 0.001629. It 6,Best ac:0.002327 1.000000 fi:0.099400. Ave ac:0.004026,0.006540 Cov: 0.002327. It 7,Best ac:0.000930 1.000000 fi:0.099961. Ave ac:0.003228,0.006467 Cov: 0.000930. It 8,Best ac:0.001628 1.000000 fi:0.099681. Ave ac:0.002802,0.005108 Cov: 0.001628. It 9,Best ac:0.001396 1.000000 fi:0.099774. Ave ac:0.002642,0.003513 Cov: 0.001396. Iteration 10:MDL fitness activated Error 0.099774 TL 0.040419 MDL Theory Length Weight: 0.8228280768 (4) It 10,Best ac:0.000930 1.000000 fi:0.134570. Ave ac:0.002441,0.003881 Cov: 0.000930. It 11,Best ac:0.000930 1.000000 fi:0.129494. Ave ac:0.002836,0.006659 Cov: 0.000930. It 12,Best ac:0.001163 1.000000 fi:0.134332. Ave ac:0.002809,0.004709 Cov: 0.001163. It 13,Best ac:0.001628 1.000000 fi:0.128401. Ave ac:0.003532,0.005935 Cov: 0.001628. It 14,Best ac:0.001396 1.000000 fi:0.132917. Ave ac:0.003223,0.004884 Cov: 0.001396. It 15,Best ac:0.001628 1.000000 fi:0.122671. Ave ac:0.002940,0.003980 Cov: 0.001628. It 16,Best ac:0.002094 1.000000 fi:0.126444. Ave ac:0.002478,0.003755 Cov: 0.002094. It 17,Best ac:0.001396 1.000000 fi:0.128533. Ave ac:0.002765,0.004143 Cov: 0.001396. It 18,Best ac:0.000930 1.000000 fi:0.123541. Ave ac:0.002723,0.003782 Cov: 0.000930. It 19,Best ac:0.000931 1.000000 fi:0.122951. Ave ac:0.002922,0.005077 Cov: 0.000931. It 20,Best ac:0.001628 1.000000 fi:0.126748. Ave ac:0.002613,0.003566 Cov: 0.001628. It 21,Best ac:0.001629 1.000000 fi:0.118932. Ave ac:0.002147,0.003533 Cov: 0.001629. It 22,Best ac:0.002094 1.000000 fi:0.126498. Ave ac:0.003091,0.005858 Cov: 0.002094. It 23,Best ac:0.001628 1.000000 fi:0.125867. Ave ac:0.002772,0.005154 Cov: 0.001628. It 24,Best ac:0.000930 1.000000 fi:0.125228. Ave ac:0.002154,0.003224 Cov: 0.000930. It 25,Best ac:0.001628 1.000000 fi:0.125858. Ave ac:0.002757,0.004903 Cov: 0.001628. It 26,Best ac:0.001860 0.888889 fi:0.242283. Ave ac:0.002740,0.004367 Cov: 0.002093. It 27,Best ac:0.001163 1.000000 fi:0.124679. Ave ac:0.002995,0.003947 Cov: 0.001163. It 28,Best ac:0.000930 1.000000 fi:0.122319. Ave ac:0.002942,0.004322 Cov: 0.000930. It 29,Best ac:0.000930 1.000000 fi:0.122507. Ave ac:0.002214,0.002746 Cov: 0.000930. It 30,Best ac:0.001396 1.000000 fi:0.121980. Ave ac:0.002197,0.003054 Cov: 0.001396. MDL Theory Length Weight: 0.7405452692 (10) It 31,Best ac:0.001163 1.000000 fi:0.120370. Ave ac:0.002038,0.002295 Cov: 0.001163. It 32,Best ac:0.001163 1.000000 fi:0.121634. Ave ac:0.001855,0.002493 Cov: 0.001163. It 33,Best ac:0.001629 1.000000 fi:0.117945. Ave ac:0.002324,0.002973 Cov: 0.001629. It 34,Best ac:0.000917 0.766537 fi:0.360937. Ave ac:0.002417,0.005178 Cov: 0.001196. Best acc 0.000917 0.766537 Initial population average accuracy1:0.005123 accuracy2:0.238507 It 0,Best ac:0.001861 0.800000 fi:0.299587. Ave ac:0.005420,0.008107 Cov: 0.002327. It 1,Best ac:0.003024 0.866667 fi:0.232455. Ave ac:0.005124,0.007774 Cov: 0.003489. It 2,Best ac:0.001163 1.000000 fi:0.099867. Ave ac:0.005526,0.007379 Cov: 0.001163. It 3,Best ac:0.002094 1.000000 fi:0.099494. Ave ac:0.004851,0.007177 Cov: 0.002094. It 4,Best ac:0.001163 1.000000 fi:0.099867. Ave ac:0.003948,0.006357 Cov: 0.001163. It 5,Best ac:0.000931 1.000000 fi:0.099960. Ave ac:0.004666,0.008452 Cov: 0.000931. It 6,Best ac:0.001163 1.000000 fi:0.099867. Ave ac:0.004953,0.010812 Cov: 0.001163. It 7,Best ac:0.000930 1.000000 fi:0.099960. Ave ac:0.004345,0.007852 Cov: 0.000930. It 8,Best ac:0.000931 1.000000 fi:0.099960. Ave ac:0.003470,0.005965 Cov: 0.000931. It 9,Best ac:0.001163 1.000000 fi:0.099867. Ave ac:0.003956,0.005789 Cov: 0.001163. Iteration 10:MDL fitness activated Error 0.099867 TL 0.059042 MDL Theory Length Weight: 0.5638185778 (7) It 10,Best ac:0.001629 1.000000 fi:0.117048. Ave ac:0.004133,0.006324 Cov: 0.001629. It 11,Best ac:0.000930 1.000000 fi:0.116683. Ave ac:0.003791,0.005383 Cov: 0.000930. It 12,Best ac:0.001628 1.000000 fi:0.116322. Ave ac:0.004063,0.006417 Cov: 0.001628. It 13,Best ac:0.001628 0.875000 fi:0.246473. Ave ac:0.003568,0.005077 Cov: 0.001861. It 14,Best ac:0.001163 1.000000 fi:0.117994. Ave ac:0.004254,0.006413 Cov: 0.001163. It 15,Best ac:0.000930 1.000000 fi:0.116124. Ave ac:0.003571,0.006326 Cov: 0.000930. It 16,Best ac:0.001163 1.000000 fi:0.115716. Ave ac:0.003479,0.004981 Cov: 0.001163. It 17,Best ac:0.000930 1.000000 fi:0.112485. Ave ac:0.003428,0.004188 Cov: 0.000930. It 18,Best ac:0.000930 1.000000 fi:0.113006. Ave ac:0.003167,0.004723 Cov: 0.000930. It 19,Best ac:0.001629 1.000000 fi:0.112204. Ave ac:0.002946,0.003930 Cov: 0.001629. It 20,Best ac:0.001860 1.000000 fi:0.111414. Ave ac:0.002643,0.003572 Cov: 0.001860. It 21,Best ac:0.001396 1.000000 fi:0.117229. Ave ac:0.003210,0.003759 Cov: 0.001396. It 22,Best ac:0.000931 1.000000 fi:0.119401. Ave ac:0.002183,0.002786 Cov: 0.000931. It 23,Best ac:0.001163 1.000000 fi:0.114474. Ave ac:0.002553,0.004092 Cov: 0.001163. It 24,Best ac:0.000930 1.000000 fi:0.111749. Ave ac:0.002328,0.002689 Cov: 0.000930. It 25,Best ac:0.001163 1.000000 fi:0.113539. Ave ac:0.002549,0.003228 Cov: 0.001163. It 26,Best ac:0.000930 1.000000 fi:0.117429. Ave ac:0.003522,0.004485 Cov: 0.000930. It 27,Best ac:0.000930 1.000000 fi:0.118888. Ave ac:0.002658,0.004336 Cov: 0.000930. It 28,Best ac:0.001628 1.000000 fi:0.115789. Ave ac:0.002673,0.003602 Cov: 0.001628. It 29,Best ac:0.000931 1.000000 fi:0.115221. Ave ac:0.003322,0.004187 Cov: 0.000931. MDL Theory Length Weight: 0.5074367201 (10) It 30,Best ac:0.000931 1.000000 fi:0.111340. Ave ac:0.002840,0.003322 Cov: 0.000931. It 31,Best ac:0.000930 1.000000 fi:0.111701. Ave ac:0.003396,0.004327 Cov: 0.000930. It 32,Best ac:0.000930 1.000000 fi:0.115601. Ave ac:0.002348,0.003433 Cov: 0.000930. It 33,Best ac:0.001396 1.000000 fi:0.109341. Ave ac:0.002318,0.003565 Cov: 0.001396. It 34,Best ac:0.000912 0.759690 fi:0.362091. Ave ac:0.002930,0.004202 Cov: 0.001200. Best acc 0.000912 0.759690 Rule:Att PSSM_-4_2 is [<1.522606]|Att PSSM_-4_6 is [-6.206076,-2.119547]|Att PSSM_-3_5 is [-4.432015,11.650326]|Att PSSM_-3_12 is [-4.064834,-0.209027]|Att PSSM_-3_17 is [-5.907213,2.438805]|Att PSSM_-2_17 is [-4.915704,0.915704]|Att PSSM_-1_4 is [<4.957108]|Att PSSM_0_6 is [<0.869796]|Att PSSM_0_7 is [<-2.512546]|Att PSSM_0_13 is [1.448998,10.207230]|Att PSSM_0_20 is [>-4.531529]|Att PSSM_1_10 is [-0.271047,4.977061]|Att PSSM_1_15 is [<-1.473530]|Att PSSM_1_20 is [-6.003751,4.745388]|1 Accuracy : 0.758901 0 1 161097 2983 53588 16970 Removed 257 instances. 214685 Instances left. Acc of rule 0.000917-0.766537 Initial population average accuracy1:0.007410 accuracy2:0.244273 It 0,Best ac:0.000932 0.800000 fi:0.299959. Ave ac:0.007198,0.013415 Cov: 0.001164. It 1,Best ac:0.001165 1.000000 fi:0.099865. Ave ac:0.007099,0.010255 Cov: 0.001165. It 2,Best ac:0.000699 1.000000 fi:0.242615. Ave ac:0.006645,0.009871 Cov: 0.000699. It 3,Best ac:0.001164 1.000000 fi:0.099866. Ave ac:0.006747,0.011752 Cov: 0.001164. It 4,Best ac:0.000932 1.000000 fi:0.099959. Ave ac:0.006036,0.009372 Cov: 0.000932. It 5,Best ac:0.001165 1.000000 fi:0.099865. Ave ac:0.005143,0.009715 Cov: 0.001165. It 6,Best ac:0.001164 1.000000 fi:0.099866. Ave ac:0.004348,0.008897 Cov: 0.001164. It 7,Best ac:0.001863 1.000000 fi:0.099584. Ave ac:0.004703,0.007653 Cov: 0.001863. It 8,Best ac:0.001397 1.000000 fi:0.099772. Ave ac:0.003981,0.007783 Cov: 0.001397. It 9,Best ac:0.001164 1.000000 fi:0.099866. Ave ac:0.003202,0.005240 Cov: 0.001164. Iteration 10:MDL fitness activated Error 0.099866 TL 0.038355 MDL Theory Length Weight: 0.8679068863 (3) It 10,Best ac:0.000932 1.000000 fi:0.127420. Ave ac:0.003635,0.005122 Cov: 0.000932. It 11,Best ac:0.000932 1.000000 fi:0.125287. Ave ac:0.002794,0.004723 Cov: 0.000932. It 12,Best ac:0.001164 1.000000 fi:0.128925. Ave ac:0.003370,0.006746 Cov: 0.001164. It 13,Best ac:0.001165 1.000000 fi:0.125957. Ave ac:0.002598,0.004806 Cov: 0.001165. It 14,Best ac:0.000932 1.000000 fi:0.128755. Ave ac:0.003413,0.004741 Cov: 0.000932. It 15,Best ac:0.000932 1.000000 fi:0.117778. Ave ac:0.003156,0.004611 Cov: 0.000932. It 16,Best ac:0.001164 1.000000 fi:0.122078. Ave ac:0.002636,0.003991 Cov: 0.001164. It 17,Best ac:0.000932 1.000000 fi:0.125564. Ave ac:0.003462,0.006336 Cov: 0.000932. It 18,Best ac:0.001397 1.000000 fi:0.118367. Ave ac:0.002964,0.005162 Cov: 0.001397. It 19,Best ac:0.001397 1.000000 fi:0.125984. Ave ac:0.002988,0.004834 Cov: 0.001397. It 20,Best ac:0.001164 1.000000 fi:0.121403. Ave ac:0.002716,0.005589 Cov: 0.001164. It 21,Best ac:0.001630 1.000000 fi:0.119052. Ave ac:0.003098,0.005845 Cov: 0.001630. It 22,Best ac:0.000932 1.000000 fi:0.122266. Ave ac:0.002817,0.004270 Cov: 0.000932. It 23,Best ac:0.000932 1.000000 fi:0.117419. Ave ac:0.002791,0.004770 Cov: 0.000932. It 24,Best ac:0.001863 1.000000 fi:0.114676. Ave ac:0.002970,0.004966 Cov: 0.001863. It 25,Best ac:0.000932 1.000000 fi:0.119953. Ave ac:0.003474,0.005411 Cov: 0.000932. It 26,Best ac:0.001397 1.000000 fi:0.117759. Ave ac:0.002277,0.003512 Cov: 0.001397. It 27,Best ac:0.000932 1.000000 fi:0.117715. Ave ac:0.002548,0.004554 Cov: 0.000932. It 28,Best ac:0.001397 1.000000 fi:0.119504. Ave ac:0.003760,0.006816 Cov: 0.001397. It 29,Best ac:0.001397 1.000000 fi:0.122957. Ave ac:0.001888,0.002937 Cov: 0.001397. It 30,Best ac:0.001164 1.000000 fi:0.114856. Ave ac:0.003101,0.006005 Cov: 0.001164. It 31,Best ac:0.002562 1.000000 fi:0.114008. Ave ac:0.002712,0.005229 Cov: 0.002562. It 32,Best ac:0.001165 1.000000 fi:0.117852. Ave ac:0.003573,0.007684 Cov: 0.001165. It 33,Best ac:0.001165 1.000000 fi:0.113940. Ave ac:0.002810,0.004115 Cov: 0.001165. It 34,Best ac:0.000862 0.740000 fi:0.381303. Ave ac:0.002503,0.005550 Cov: 0.001164. Best acc 0.000862 0.740000 Initial population average accuracy1:0.006494 accuracy2:0.243542 It 0,Best ac:0.000932 1.000000 fi:0.099959. Ave ac:0.006418,0.012626 Cov: 0.000932. It 1,Best ac:0.001398 0.857143 fi:0.242629. Ave ac:0.006899,0.013165 Cov: 0.001631. It 2,Best ac:0.000699 1.000000 fi:0.241907. Ave ac:0.006198,0.011800 Cov: 0.000699. It 3,Best ac:0.001397 0.857143 fi:0.242629. Ave ac:0.005806,0.009395 Cov: 0.001630. It 4,Best ac:0.001164 1.000000 fi:0.099866. Ave ac:0.004814,0.008580 Cov: 0.001164. It 5,Best ac:0.000932 1.000000 fi:0.099959. Ave ac:0.004507,0.007678 Cov: 0.000932. It 6,Best ac:0.000699 1.000000 fi:0.241907. Ave ac:0.004280,0.007784 Cov: 0.000699. It 7,Best ac:0.001165 1.000000 fi:0.099865. Ave ac:0.004590,0.007300 Cov: 0.001165. It 8,Best ac:0.001164 1.000000 fi:0.099866. Ave ac:0.004659,0.006936 Cov: 0.001164. It 9,Best ac:0.002329 0.909091 fi:0.190307. Ave ac:0.004447,0.007397 Cov: 0.002562. Iteration 10:MDL fitness activated Error 0.190307 TL 0.036308 MDL Theory Length Weight: 1.7471345139 (3) It 10,Best ac:0.000932 1.000000 fi:0.163586. Ave ac:0.003604,0.006189 Cov: 0.000932. It 11,Best ac:0.002096 1.000000 fi:0.147841. Ave ac:0.003507,0.005159 Cov: 0.002096. It 12,Best ac:0.001164 1.000000 fi:0.148569. Ave ac:0.002797,0.005083 Cov: 0.001164. It 13,Best ac:0.001630 1.000000 fi:0.150250. Ave ac:0.003113,0.005474 Cov: 0.001630. It 14,Best ac:0.001164 1.000000 fi:0.145172. Ave ac:0.003146,0.005599 Cov: 0.001164. It 15,Best ac:0.001863 0.888889 fi:0.269300. Ave ac:0.002925,0.005026 Cov: 0.002096. It 16,Best ac:0.001398 1.000000 fi:0.140625. Ave ac:0.003482,0.006920 Cov: 0.001398. It 17,Best ac:0.001863 1.000000 fi:0.129396. Ave ac:0.002534,0.003462 Cov: 0.001863. It 18,Best ac:0.002329 1.000000 fi:0.139680. Ave ac:0.002587,0.004080 Cov: 0.002329. It 19,Best ac:0.000932 1.000000 fi:0.145356. Ave ac:0.002416,0.006581 Cov: 0.000932. It 20,Best ac:0.001398 1.000000 fi:0.139979. Ave ac:0.003063,0.008376 Cov: 0.001398. It 21,Best ac:0.000932 1.000000 fi:0.166750. Ave ac:0.003691,0.007019 Cov: 0.000932. It 22,Best ac:0.000932 1.000000 fi:0.145356. Ave ac:0.003205,0.008013 Cov: 0.000932. It 23,Best ac:0.000932 1.000000 fi:0.140626. Ave ac:0.002704,0.004416 Cov: 0.000932. It 24,Best ac:0.001631 1.000000 fi:0.124976. Ave ac:0.002990,0.004736 Cov: 0.001631. It 25,Best ac:0.000932 1.000000 fi:0.143696. Ave ac:0.002925,0.004596 Cov: 0.000932. It 26,Best ac:0.000932 1.000000 fi:0.135729. Ave ac:0.003174,0.005259 Cov: 0.000932. It 27,Best ac:0.000932 1.000000 fi:0.135191. Ave ac:0.002429,0.004192 Cov: 0.000932. It 28,Best ac:0.001165 1.000000 fi:0.143690. Ave ac:0.003225,0.007737 Cov: 0.001165. It 29,Best ac:0.000932 1.000000 fi:0.141214. Ave ac:0.002450,0.004379 Cov: 0.000932. It 30,Best ac:0.000932 1.000000 fi:0.138229. Ave ac:0.002865,0.005573 Cov: 0.000932. It 31,Best ac:0.001164 1.000000 fi:0.149507. Ave ac:0.003324,0.007097 Cov: 0.001164. It 32,Best ac:0.000932 1.000000 fi:0.150530. Ave ac:0.004142,0.007803 Cov: 0.000932. It 33,Best ac:0.001397 1.000000 fi:0.140813. Ave ac:0.003225,0.007426 Cov: 0.001397. MDL Theory Length Weight: 1.5724210625 (10) It 34,Best ac:0.000834 0.755274 fi:0.376917. Ave ac:0.003777,0.009590 Cov: 0.001104. Best acc 0.000834 0.755274 Rule:Att PSSM_-4_13 is [-4.470969,8.361581]|Att PSSM_-3_9 is [-3.610600,9.062610]|Att PSSM_0_6 is [-6.761148,-4.662992]|Att PSSM_1_10 is [-3.945169,2.968097]|Att PSSM_1_16 is [-2.843426,2.843426]|Att PSSM_3_1 is [>1.640070]|Att PSSM_4_7 is [<-0.158703]|1 Accuracy : 0.759417 0 1 161039 3041 53409 17149 Removed 237 instances. 214448 Instances left. Acc of rule 0.000834-0.755274 Initial population average accuracy1:0.005998 accuracy2:0.239418 It 0,Best ac:0.001399 0.857143 fi:0.242627. Ave ac:0.007386,0.015319 Cov: 0.001632. It 1,Best ac:0.000699 1.000000 fi:0.240489. Ave ac:0.006523,0.012577 Cov: 0.000699. It 2,Best ac:0.000699 1.000000 fi:0.239778. Ave ac:0.005803,0.009886 Cov: 0.000699. It 3,Best ac:0.001399 1.000000 fi:0.099770. Ave ac:0.005128,0.009540 Cov: 0.001399. It 4,Best ac:0.000932 1.000000 fi:0.099958. Ave ac:0.003527,0.005706 Cov: 0.000932. It 5,Best ac:0.000699 1.000000 fi:0.239778. Ave ac:0.004172,0.006778 Cov: 0.000699. It 6,Best ac:0.002332 1.000000 fi:0.099394. Ave ac:0.003815,0.006086 Cov: 0.002332. It 7,Best ac:0.000933 1.000000 fi:0.099958. Ave ac:0.004041,0.006181 Cov: 0.000933. It 8,Best ac:0.002098 1.000000 fi:0.099488. Ave ac:0.003176,0.005081 Cov: 0.002098. It 9,Best ac:0.001632 1.000000 fi:0.099676. Ave ac:0.003488,0.005118 Cov: 0.001632. Iteration 10:MDL fitness activated Error 0.099676 TL 0.037973 MDL Theory Length Weight: 0.8749825573 (4) It 10,Best ac:0.000933 1.000000 fi:0.139362. Ave ac:0.003899,0.006104 Cov: 0.000933. It 11,Best ac:0.001166 1.000000 fi:0.131637. Ave ac:0.003627,0.005917 Cov: 0.001166. It 12,Best ac:0.002098 1.000000 fi:0.129564. Ave ac:0.003031,0.005145 Cov: 0.002098. It 13,Best ac:0.001632 1.000000 fi:0.120433. Ave ac:0.003681,0.006427 Cov: 0.001632. It 14,Best ac:0.000933 1.000000 fi:0.124197. Ave ac:0.003713,0.005484 Cov: 0.000933. It 15,Best ac:0.000933 1.000000 fi:0.124611. Ave ac:0.003340,0.005279 Cov: 0.000933. It 16,Best ac:0.001399 1.000000 fi:0.128792. Ave ac:0.002923,0.005263 Cov: 0.001399. It 17,Best ac:0.000933 1.000000 fi:0.127235. Ave ac:0.003302,0.005505 Cov: 0.000933. It 18,Best ac:0.001166 1.000000 fi:0.124654. Ave ac:0.003044,0.005170 Cov: 0.001166. It 19,Best ac:0.000933 1.000000 fi:0.128316. Ave ac:0.003248,0.005237 Cov: 0.000933. It 20,Best ac:0.001166 1.000000 fi:0.124409. Ave ac:0.003205,0.004560 Cov: 0.001166. It 21,Best ac:0.001166 1.000000 fi:0.120906. Ave ac:0.002662,0.003510 Cov: 0.001166. It 22,Best ac:0.000932 1.000000 fi:0.121000. Ave ac:0.003199,0.005277 Cov: 0.000932. MDL Theory Length Weight: 0.7874843016 (10) It 23,Best ac:0.002098 1.000000 fi:0.118371. Ave ac:0.002526,0.003693 Cov: 0.002098. It 24,Best ac:0.001399 1.000000 fi:0.118693. Ave ac:0.002765,0.004880 Cov: 0.001399. It 25,Best ac:0.001632 1.000000 fi:0.118377. Ave ac:0.002237,0.003099 Cov: 0.001632. It 26,Best ac:0.001399 1.000000 fi:0.118653. Ave ac:0.002998,0.005355 Cov: 0.001399. It 27,Best ac:0.001865 1.000000 fi:0.123117. Ave ac:0.002842,0.004403 Cov: 0.001865. It 28,Best ac:0.000933 1.000000 fi:0.120394. Ave ac:0.002841,0.004584 Cov: 0.000933. It 29,Best ac:0.000933 1.000000 fi:0.120861. Ave ac:0.002726,0.004549 Cov: 0.000933. It 30,Best ac:0.000933 1.000000 fi:0.118981. Ave ac:0.002525,0.003665 Cov: 0.000933. It 31,Best ac:0.001166 1.000000 fi:0.117272. Ave ac:0.002315,0.003796 Cov: 0.001166. It 32,Best ac:0.000933 1.000000 fi:0.121420. Ave ac:0.002142,0.004973 Cov: 0.000933. It 33,Best ac:0.000933 1.000000 fi:0.119184. Ave ac:0.002464,0.004377 Cov: 0.000933. It 34,Best ac:0.001548 0.751131 fi:0.384234. Ave ac:0.002224,0.003003 Cov: 0.002061. Best acc 0.001548 0.751131 Initial population average accuracy1:0.005326 accuracy2:0.247307 It 0,Best ac:0.000933 0.800000 fi:0.299958. Ave ac:0.007333,0.011303 Cov: 0.001166. It 1,Best ac:0.000699 1.000000 fi:0.239778. Ave ac:0.007966,0.012391 Cov: 0.000699. It 2,Best ac:0.001632 1.000000 fi:0.099677. Ave ac:0.008166,0.015191 Cov: 0.001632. It 3,Best ac:0.000933 1.000000 fi:0.099958. Ave ac:0.007524,0.015279 Cov: 0.000933. It 4,Best ac:0.003497 0.750000 fi:0.348926. Ave ac:0.008014,0.015232 Cov: 0.004663. It 5,Best ac:0.001166 1.000000 fi:0.099864. Ave ac:0.006083,0.009550 Cov: 0.001166. It 6,Best ac:0.002332 1.000000 fi:0.099395. Ave ac:0.005034,0.007677 Cov: 0.002332. It 7,Best ac:0.001399 0.857143 fi:0.242627. Ave ac:0.005036,0.008924 Cov: 0.001632. It 8,Best ac:0.001166 1.000000 fi:0.099864. Ave ac:0.005889,0.009588 Cov: 0.001166. It 9,Best ac:0.000699 1.000000 fi:0.240489. Ave ac:0.003991,0.006206 Cov: 0.000699. Iteration 10:MDL fitness activated Error 0.240489 TL 0.041729 MDL Theory Length Weight: 1.9210352645 (4) It 10,Best ac:0.001166 1.000000 fi:0.155782. Ave ac:0.004291,0.006761 Cov: 0.001166. It 11,Best ac:0.000933 1.000000 fi:0.156120. Ave ac:0.004949,0.010330 Cov: 0.000933. It 12,Best ac:0.001166 1.000000 fi:0.148784. Ave ac:0.004271,0.011168 Cov: 0.001166. It 13,Best ac:0.001632 1.000000 fi:0.167273. Ave ac:0.004121,0.008838 Cov: 0.001632. It 14,Best ac:0.000932 1.000000 fi:0.141807. Ave ac:0.004644,0.007386 Cov: 0.000932. It 15,Best ac:0.001166 1.000000 fi:0.148207. Ave ac:0.004647,0.008397 Cov: 0.001166. It 16,Best ac:0.000933 1.000000 fi:0.145248. Ave ac:0.003855,0.007563 Cov: 0.000933. It 17,Best ac:0.000933 1.000000 fi:0.153178. Ave ac:0.003572,0.007442 Cov: 0.000933. It 18,Best ac:0.001632 1.000000 fi:0.154656. Ave ac:0.003908,0.007047 Cov: 0.001632. It 19,Best ac:0.000933 1.000000 fi:0.127189. Ave ac:0.004434,0.007577 Cov: 0.000933. It 20,Best ac:0.000933 1.000000 fi:0.161862. Ave ac:0.004327,0.008263 Cov: 0.000933. It 21,Best ac:0.000933 1.000000 fi:0.145248. Ave ac:0.004049,0.007239 Cov: 0.000933. It 22,Best ac:0.001166 1.000000 fi:0.127095. Ave ac:0.004069,0.006048 Cov: 0.001166. It 23,Best ac:0.000933 1.000000 fi:0.143547. Ave ac:0.003463,0.006249 Cov: 0.000933. It 24,Best ac:0.002798 1.000000 fi:0.152432. Ave ac:0.004058,0.006016 Cov: 0.002798. It 25,Best ac:0.001166 1.000000 fi:0.143453. Ave ac:0.003130,0.005231 Cov: 0.001166. It 26,Best ac:0.001632 1.000000 fi:0.149760. Ave ac:0.002888,0.005476 Cov: 0.001632. It 27,Best ac:0.000933 1.000000 fi:0.139083. Ave ac:0.002927,0.005017 Cov: 0.000933. It 28,Best ac:0.001399 1.000000 fi:0.143799. Ave ac:0.003325,0.005713 Cov: 0.001399. It 29,Best ac:0.001399 1.000000 fi:0.141864. Ave ac:0.002296,0.003487 Cov: 0.001399. It 30,Best ac:0.000933 1.000000 fi:0.140647. Ave ac:0.003731,0.005410 Cov: 0.000933. It 31,Best ac:0.000933 1.000000 fi:0.147196. Ave ac:0.003769,0.006076 Cov: 0.000933. MDL Theory Length Weight: 1.7289317380 (10) It 32,Best ac:0.000933 1.000000 fi:0.142328. Ave ac:0.003065,0.004858 Cov: 0.000933. It 33,Best ac:0.000933 1.000000 fi:0.150022. Ave ac:0.003113,0.007225 Cov: 0.000933. It 34,Best ac:0.001156 0.720930 fi:0.421034. Ave ac:0.002667,0.003734 Cov: 0.001604. Best acc 0.001156 0.720930 Rule:Att PSSM_-4_7 is [-5.215538,0.736228]|Att PSSM_-3_6 is [-5.792453,-0.820385]|Att PSSM_-2_7 is [<-2.878317]|Att PSSM_-2_19 is [-6.108767,4.312078]|Att PSSM_0_12 is [-6.344105,-2.159709]|Att PSSM_0_15 is [-6.239930,-1.760070]|Att PSSM_1_6 is [-4.483757,-0.066217]|Att PSSM_1_15 is [<-1.102103]|Att PSSM_2_2 is [-6.828479,-2.156147]|Att PSSM_2_15 is [<7.202930]|Att PSSM_3_12 is [<-0.290605]|Att PSSM_3_18 is [<2.548710]|Att PSSM_4_5 is [<4.742493]|Att PSSM_4_12 is [-6.554307,-2.289644]|1 Accuracy : 0.760363 0 1 160929 3151 53077 17481 Removed 442 instances. 214006 Instances left. Acc of rule 0.001548-0.751131 Initial population average accuracy1:0.005095 accuracy2:0.249249 It 0,Best ac:0.000934 1.000000 fi:0.099956. Ave ac:0.006538,0.012752 Cov: 0.000934. It 1,Best ac:0.001168 0.833333 fi:0.266528. Ave ac:0.005532,0.009742 Cov: 0.001402. It 2,Best ac:0.001168 1.000000 fi:0.099861. Ave ac:0.004784,0.007286 Cov: 0.001168. It 3,Best ac:0.000934 1.000000 fi:0.099956. Ave ac:0.004605,0.007224 Cov: 0.000934. It 4,Best ac:0.000701 1.000000 fi:0.235483. Ave ac:0.004171,0.005608 Cov: 0.000701. It 5,Best ac:0.002103 1.000000 fi:0.099483. Ave ac:0.004589,0.006539 Cov: 0.002103. It 6,Best ac:0.002804 1.000000 fi:0.099200. Ave ac:0.003641,0.005420 Cov: 0.002804. It 7,Best ac:0.000934 1.000000 fi:0.099956. Ave ac:0.003577,0.005383 Cov: 0.000934. It 8,Best ac:0.001870 1.000000 fi:0.099577. Ave ac:0.004164,0.006049 Cov: 0.001870. It 9,Best ac:0.001402 1.000000 fi:0.099767. Ave ac:0.003854,0.006474 Cov: 0.001402. Iteration 10:MDL fitness activated Error 0.099767 TL 0.041782 MDL Theory Length Weight: 0.7959336263 (4) It 10,Best ac:0.000935 1.000000 fi:0.132254. Ave ac:0.003496,0.005436 Cov: 0.000935. It 11,Best ac:0.000935 1.000000 fi:0.123122. Ave ac:0.003445,0.004903 Cov: 0.000935. It 12,Best ac:0.001168 1.000000 fi:0.126527. Ave ac:0.002756,0.003953 Cov: 0.001168. It 13,Best ac:0.001402 1.000000 fi:0.126933. Ave ac:0.002757,0.004504 Cov: 0.001402. It 14,Best ac:0.000934 1.000000 fi:0.131396. Ave ac:0.002333,0.003509 Cov: 0.000934. It 15,Best ac:0.000935 1.000000 fi:0.131101. Ave ac:0.002453,0.003836 Cov: 0.000935. It 16,Best ac:0.000934 1.000000 fi:0.127383. Ave ac:0.002495,0.003347 Cov: 0.000934. It 17,Best ac:0.001168 1.000000 fi:0.118509. Ave ac:0.002395,0.003675 Cov: 0.001168. It 18,Best ac:0.000935 1.000000 fi:0.124690. Ave ac:0.002172,0.003418 Cov: 0.000935. It 19,Best ac:0.000934 1.000000 fi:0.124559. Ave ac:0.002737,0.004133 Cov: 0.000934. It 20,Best ac:0.000935 1.000000 fi:0.121157. Ave ac:0.001992,0.002768 Cov: 0.000935. It 21,Best ac:0.000935 1.000000 fi:0.124883. Ave ac:0.002439,0.003176 Cov: 0.000935. It 22,Best ac:0.001869 1.000000 fi:0.131033. Ave ac:0.002536,0.003939 Cov: 0.001869. It 23,Best ac:0.001168 1.000000 fi:0.122787. Ave ac:0.002820,0.004784 Cov: 0.001168. It 24,Best ac:0.000935 1.000000 fi:0.125341. Ave ac:0.002348,0.004123 Cov: 0.000935. It 25,Best ac:0.000935 1.000000 fi:0.122839. Ave ac:0.002254,0.003103 Cov: 0.000935. It 26,Best ac:0.001402 1.000000 fi:0.122154. Ave ac:0.002837,0.004291 Cov: 0.001402. MDL Theory Length Weight: 0.7163402637 (10) It 27,Best ac:0.000934 1.000000 fi:0.120806. Ave ac:0.003076,0.004219 Cov: 0.000934. It 28,Best ac:0.001168 1.000000 fi:0.115049. Ave ac:0.002872,0.004622 Cov: 0.001168. It 29,Best ac:0.001636 1.000000 fi:0.116554. Ave ac:0.002824,0.003714 Cov: 0.001636. It 30,Best ac:0.001168 1.000000 fi:0.114046. Ave ac:0.002056,0.003426 Cov: 0.001168. It 31,Best ac:0.000935 1.000000 fi:0.116739. Ave ac:0.002504,0.008872 Cov: 0.000935. It 32,Best ac:0.000934 1.000000 fi:0.115143. Ave ac:0.002805,0.004253 Cov: 0.000934. It 33,Best ac:0.000935 1.000000 fi:0.114943. Ave ac:0.002751,0.004153 Cov: 0.000935. It 34,Best ac:0.000860 0.754098 fi:0.368689. Ave ac:0.002997,0.004836 Cov: 0.001140. Best acc 0.000860 0.754098 Initial population average accuracy1:0.006732 accuracy2:0.249225 It 0,Best ac:0.000934 0.800000 fi:0.299956. Ave ac:0.007445,0.011886 Cov: 0.001168. It 1,Best ac:0.000934 0.666667 fi:0.433289. Ave ac:0.007170,0.013981 Cov: 0.001402. It 2,Best ac:0.001402 1.000000 fi:0.099767. Ave ac:0.006463,0.013153 Cov: 0.001402. It 3,Best ac:0.002336 0.909091 fi:0.190297. Ave ac:0.005119,0.010305 Cov: 0.002570. It 4,Best ac:0.001402 1.000000 fi:0.099766. Ave ac:0.004045,0.006230 Cov: 0.001402. It 5,Best ac:0.002336 0.909091 fi:0.190298. Ave ac:0.003942,0.007438 Cov: 0.002570. It 6,Best ac:0.001402 1.000000 fi:0.099767. Ave ac:0.004776,0.008065 Cov: 0.001402. It 7,Best ac:0.001168 1.000000 fi:0.099861. Ave ac:0.004315,0.008084 Cov: 0.001168. It 8,Best ac:0.003271 0.875000 fi:0.224010. Ave ac:0.004513,0.008918 Cov: 0.003738. It 9,Best ac:0.001635 1.000000 fi:0.099672. Ave ac:0.004434,0.008712 Cov: 0.001635. Iteration 10:MDL fitness activated Error 0.099672 TL 0.035397 MDL Theory Length Weight: 0.9386134699 (1) It 10,Best ac:0.001402 1.000000 fi:0.126160. Ave ac:0.004588,0.012807 Cov: 0.001402. It 11,Best ac:0.001402 1.000000 fi:0.125897. Ave ac:0.003927,0.006209 Cov: 0.001402. It 12,Best ac:0.000934 1.000000 fi:0.123211. Ave ac:0.003570,0.006455 Cov: 0.000934. It 13,Best ac:0.000935 1.000000 fi:0.123211. Ave ac:0.002500,0.003813 Cov: 0.000935. It 14,Best ac:0.001636 1.000000 fi:0.127361. Ave ac:0.003232,0.005887 Cov: 0.001636. It 15,Best ac:0.000935 1.000000 fi:0.124963. Ave ac:0.002700,0.004669 Cov: 0.000935. It 16,Best ac:0.000934 1.000000 fi:0.127857. Ave ac:0.004043,0.008100 Cov: 0.000934. It 17,Best ac:0.001402 1.000000 fi:0.118575. Ave ac:0.003278,0.005691 Cov: 0.001402. It 18,Best ac:0.000935 1.000000 fi:0.126982. Ave ac:0.002771,0.003682 Cov: 0.000935. It 19,Best ac:0.001168 1.000000 fi:0.119546. Ave ac:0.002746,0.004055 Cov: 0.001168. It 20,Best ac:0.000935 1.000000 fi:0.116450. Ave ac:0.002517,0.003409 Cov: 0.000935. It 21,Best ac:0.001168 1.000000 fi:0.126058. Ave ac:0.002489,0.004995 Cov: 0.001168. It 22,Best ac:0.001168 1.000000 fi:0.120532. Ave ac:0.003295,0.005231 Cov: 0.001168. It 23,Best ac:0.000935 1.000000 fi:0.123975. Ave ac:0.002893,0.004739 Cov: 0.000935. It 24,Best ac:0.001168 1.000000 fi:0.127381. Ave ac:0.002844,0.004263 Cov: 0.001168. It 25,Best ac:0.001168 1.000000 fi:0.122321. Ave ac:0.003722,0.006112 Cov: 0.001168. It 26,Best ac:0.000935 1.000000 fi:0.119641. Ave ac:0.002570,0.003236 Cov: 0.000935. It 27,Best ac:0.001168 1.000000 fi:0.130946. Ave ac:0.002391,0.002938 Cov: 0.001168. It 28,Best ac:0.001636 1.000000 fi:0.114602. Ave ac:0.003351,0.005797 Cov: 0.001636. It 29,Best ac:0.001636 1.000000 fi:0.118523. Ave ac:0.002521,0.003681 Cov: 0.001636. It 30,Best ac:0.001402 1.000000 fi:0.116909. Ave ac:0.003957,0.005818 Cov: 0.001402. It 31,Best ac:0.000934 1.000000 fi:0.119782. Ave ac:0.002662,0.004172 Cov: 0.000934. It 32,Best ac:0.001402 1.000000 fi:0.120479. Ave ac:0.002887,0.003876 Cov: 0.001402. It 33,Best ac:0.001869 1.000000 fi:0.116151. Ave ac:0.002414,0.003048 Cov: 0.001869. It 34,Best ac:0.001280 0.771831 fi:0.346836. Ave ac:0.002756,0.003664 Cov: 0.001659. Best acc 0.001280 0.771831 Rule:Att PSSM_-4_12 is [<-1.714115]|Att PSSM_0_5 is [-0.846334,9.627819]|Att PSSM_0_6 is [-6.720905,-2.508459]|Att PSSM_1_5 is [-0.608084,5.953703]|Att PSSM_1_12 is [<-2.253183]|Att PSSM_2_16 is [-5.721868,1.506773]|1 Accuracy : 0.761185 0 1 160848 3232 52803 17755 Removed 355 instances. 213651 Instances left. Acc of rule 0.001280-0.771831 Initial population average accuracy1:0.005875 accuracy2:0.232402 It 0,Best ac:0.000936 0.800000 fi:0.299954. Ave ac:0.006181,0.010982 Cov: 0.001170. It 1,Best ac:0.000702 1.000000 fi:0.231139. Ave ac:0.005518,0.011364 Cov: 0.000702. It 2,Best ac:0.000936 1.000000 fi:0.099954. Ave ac:0.004648,0.008993 Cov: 0.000936. It 3,Best ac:0.001872 0.888889 fi:0.210685. Ave ac:0.004941,0.010937 Cov: 0.002106. It 4,Best ac:0.001170 1.000000 fi:0.099859. Ave ac:0.004994,0.009776 Cov: 0.001170. It 5,Best ac:0.001404 1.000000 fi:0.099764. Ave ac:0.005271,0.008285 Cov: 0.001404. It 6,Best ac:0.001404 1.000000 fi:0.099764. Ave ac:0.005351,0.009986 Cov: 0.001404. It 7,Best ac:0.001170 1.000000 fi:0.099859. Ave ac:0.004064,0.006107 Cov: 0.001170. It 8,Best ac:0.002106 1.000000 fi:0.099479. Ave ac:0.003837,0.005579 Cov: 0.002106. It 9,Best ac:0.001638 1.000000 fi:0.099669. Ave ac:0.003064,0.004979 Cov: 0.001638. Iteration 10:MDL fitness activated Error 0.099669 TL 0.044644 MDL Theory Length Weight: 0.7441808926 (2) It 10,Best ac:0.000936 1.000000 fi:0.127980. Ave ac:0.002627,0.004445 Cov: 0.000936. It 11,Best ac:0.001170 1.000000 fi:0.122835. Ave ac:0.002561,0.004786 Cov: 0.001170. It 12,Best ac:0.000936 1.000000 fi:0.126563. Ave ac:0.002518,0.004233 Cov: 0.000936. It 13,Best ac:0.001872 1.000000 fi:0.126595. Ave ac:0.002816,0.003928 Cov: 0.001872. It 14,Best ac:0.003276 1.000000 fi:0.122000. Ave ac:0.002553,0.004235 Cov: 0.003276. It 15,Best ac:0.001872 0.888889 fi:0.241112. Ave ac:0.001732,0.002413 Cov: 0.002106. It 16,Best ac:0.000936 1.000000 fi:0.125318. Ave ac:0.002341,0.003325 Cov: 0.000936. It 17,Best ac:0.001170 1.000000 fi:0.122342. Ave ac:0.002006,0.002732 Cov: 0.001170. It 18,Best ac:0.000936 1.000000 fi:0.134646. Ave ac:0.002711,0.005432 Cov: 0.000936. It 19,Best ac:0.001404 1.000000 fi:0.123075. Ave ac:0.002159,0.003397 Cov: 0.001404. It 20,Best ac:0.000936 1.000000 fi:0.120110. Ave ac:0.002698,0.006438 Cov: 0.000936. It 21,Best ac:0.001404 1.000000 fi:0.118773. Ave ac:0.002967,0.005304 Cov: 0.001404. It 22,Best ac:0.000936 1.000000 fi:0.121788. Ave ac:0.002339,0.005407 Cov: 0.000936. It 23,Best ac:0.000936 1.000000 fi:0.123832. Ave ac:0.002138,0.002645 Cov: 0.000936. It 24,Best ac:0.000936 1.000000 fi:0.120180. Ave ac:0.001978,0.002715 Cov: 0.000936. It 25,Best ac:0.000936 1.000000 fi:0.118795. Ave ac:0.001927,0.002737 Cov: 0.000936. It 26,Best ac:0.000936 1.000000 fi:0.126766. Ave ac:0.002256,0.003687 Cov: 0.000936. It 27,Best ac:0.000936 1.000000 fi:0.121432. Ave ac:0.002110,0.002724 Cov: 0.000936. It 28,Best ac:0.001638 1.000000 fi:0.122673. Ave ac:0.002171,0.002868 Cov: 0.001638. It 29,Best ac:0.000936 1.000000 fi:0.123585. Ave ac:0.001989,0.002981 Cov: 0.000936. It 30,Best ac:0.000936 1.000000 fi:0.125383. Ave ac:0.002696,0.004105 Cov: 0.000936. MDL Theory Length Weight: 0.6697628033 (10) It 31,Best ac:0.001170 1.000000 fi:0.118982. Ave ac:0.002697,0.003973 Cov: 0.001170. It 32,Best ac:0.001872 1.000000 fi:0.114185. Ave ac:0.002171,0.003119 Cov: 0.001872. It 33,Best ac:0.000936 1.000000 fi:0.118847. Ave ac:0.002371,0.004645 Cov: 0.000936. It 34,Best ac:0.000908 0.737643 fi:0.389491. Ave ac:0.002661,0.003979 Cov: 0.001231. Best acc 0.000908 0.737643 Initial population average accuracy1:0.005674 accuracy2:0.237990 It 0,Best ac:0.002106 0.750000 fi:0.349479. Ave ac:0.006761,0.012465 Cov: 0.002808. It 1,Best ac:0.000702 1.000000 fi:0.231139. Ave ac:0.006483,0.010942 Cov: 0.000702. It 2,Best ac:0.000936 1.000000 fi:0.099954. Ave ac:0.005219,0.008903 Cov: 0.000936. It 3,Best ac:0.001872 0.888889 fi:0.210685. Ave ac:0.004740,0.008213 Cov: 0.002106. It 4,Best ac:0.002574 0.916667 fi:0.182622. Ave ac:0.004607,0.007783 Cov: 0.002808. It 5,Best ac:0.001170 1.000000 fi:0.099859. Ave ac:0.004292,0.007203 Cov: 0.001170. It 6,Best ac:0.000936 1.000000 fi:0.099954. Ave ac:0.004271,0.008417 Cov: 0.000936. It 7,Best ac:0.000936 1.000000 fi:0.099954. Ave ac:0.003798,0.006869 Cov: 0.000936. It 8,Best ac:0.000936 1.000000 fi:0.099954. Ave ac:0.004522,0.007289 Cov: 0.000936. It 9,Best ac:0.000936 1.000000 fi:0.099954. Ave ac:0.004778,0.007819 Cov: 0.000936. Iteration 10:MDL fitness activated Error 0.099954 TL 0.042179 MDL Theory Length Weight: 0.7899252338 (5) It 10,Best ac:0.000936 1.000000 fi:0.129342. Ave ac:0.003894,0.005899 Cov: 0.000936. It 11,Best ac:0.001404 1.000000 fi:0.130263. Ave ac:0.004190,0.007465 Cov: 0.001404. It 12,Best ac:0.001404 1.000000 fi:0.124342. Ave ac:0.004319,0.008103 Cov: 0.001404. It 13,Best ac:0.001170 1.000000 fi:0.121867. Ave ac:0.002945,0.005354 Cov: 0.001170. It 14,Best ac:0.001170 1.000000 fi:0.130078. Ave ac:0.003538,0.004967 Cov: 0.001170. It 15,Best ac:0.000936 1.000000 fi:0.128175. Ave ac:0.002880,0.004157 Cov: 0.000936. It 16,Best ac:0.002574 1.000000 fi:0.121482. Ave ac:0.003690,0.005648 Cov: 0.002574. It 17,Best ac:0.000936 1.000000 fi:0.127862. Ave ac:0.002286,0.004265 Cov: 0.000936. It 18,Best ac:0.002808 1.000000 fi:0.124761. Ave ac:0.003037,0.005039 Cov: 0.002808. It 19,Best ac:0.000936 1.000000 fi:0.118348. Ave ac:0.002892,0.005063 Cov: 0.000936. It 20,Best ac:0.002106 1.000000 fi:0.123904. Ave ac:0.002266,0.003543 Cov: 0.002106. It 21,Best ac:0.000936 1.000000 fi:0.124516. Ave ac:0.002304,0.002942 Cov: 0.000936. It 22,Best ac:0.001170 1.000000 fi:0.123219. Ave ac:0.002151,0.004362 Cov: 0.001170. It 23,Best ac:0.001638 1.000000 fi:0.125054. Ave ac:0.002392,0.004353 Cov: 0.001638. It 24,Best ac:0.001170 1.000000 fi:0.124799. Ave ac:0.002679,0.004036 Cov: 0.001170. It 25,Best ac:0.001638 1.000000 fi:0.125273. Ave ac:0.002326,0.004207 Cov: 0.001638. It 26,Best ac:0.001170 1.000000 fi:0.122926. Ave ac:0.002458,0.003362 Cov: 0.001170. It 27,Best ac:0.001872 1.000000 fi:0.121033. Ave ac:0.002933,0.004255 Cov: 0.001872. It 28,Best ac:0.002340 1.000000 fi:0.119111. Ave ac:0.003174,0.003522 Cov: 0.002340. MDL Theory Length Weight: 0.7109327104 (10) It 29,Best ac:0.001872 1.000000 fi:0.117329. Ave ac:0.002104,0.002870 Cov: 0.001872. It 30,Best ac:0.001872 1.000000 fi:0.121680. Ave ac:0.002637,0.003840 Cov: 0.001872. It 31,Best ac:0.001404 1.000000 fi:0.119286. Ave ac:0.002291,0.002374 Cov: 0.001404. It 32,Best ac:0.000936 1.000000 fi:0.115771. Ave ac:0.002287,0.002643 Cov: 0.000936. It 33,Best ac:0.001170 1.000000 fi:0.116938. Ave ac:0.002159,0.002220 Cov: 0.001170. It 34,Best ac:0.000819 0.777778 fi:0.349685. Ave ac:0.002228,0.003378 Cov: 0.001053. Best acc 0.000819 0.777778 Rule:Att PSSM_-4_9 is [<3.477849]|Att PSSM_-4_12 is [<1.487815]|Att PSSM_-2_2 is [-6.399817,0.071836]|Att PSSM_-2_7 is [-4.208795,-0.736497]|Att PSSM_-2_14 is [0.295685,5.646751]|Att PSSM_-1_5 is [-0.404584,6.404584]|Att PSSM_-1_12 is [<1.481298]|Att PSSM_0_7 is [<-2.585211]|Att PSSM_0_12 is [-6.480557,-2.304572]|Att PSSM_2_1 is [>-5.826384]|Att PSSM_2_12 is [<-1.063093]|Att PSSM_3_6 is [-5.315236,8.475751]|Att PSSM_4_14 is [<7.909213]|1 Accuracy : 0.761718 0 1 160798 3282 52628 17930 Removed 225 instances. 213426 Instances left. Acc of rule 0.000819-0.777778 Initial population average accuracy1:0.006041 accuracy2:0.238464 It 0,Best ac:0.000937 0.800000 fi:0.299953. Ave ac:0.006564,0.013116 Cov: 0.001171. It 1,Best ac:0.000703 1.000000 fi:0.228216. Ave ac:0.006143,0.010697 Cov: 0.000703. It 2,Best ac:0.000937 1.000000 fi:0.099953. Ave ac:0.005238,0.008462 Cov: 0.000937. It 3,Best ac:0.000937 1.000000 fi:0.099953. Ave ac:0.003745,0.005785 Cov: 0.000937. It 4,Best ac:0.001640 0.875000 fi:0.224667. Ave ac:0.004007,0.005565 Cov: 0.001874. It 5,Best ac:0.000937 1.000000 fi:0.099953. Ave ac:0.002798,0.004837 Cov: 0.000937. It 6,Best ac:0.000937 1.000000 fi:0.099953. Ave ac:0.002793,0.004071 Cov: 0.000937. It 7,Best ac:0.002577 0.916667 fi:0.182619. Ave ac:0.003469,0.005025 Cov: 0.002811. It 8,Best ac:0.001405 1.000000 fi:0.099762. Ave ac:0.003571,0.004728 Cov: 0.001405. It 9,Best ac:0.000937 1.000000 fi:0.099953. Ave ac:0.002874,0.003776 Cov: 0.000937. Iteration 10:MDL fitness activated Error 0.099953 TL 0.051288 MDL Theory Length Weight: 0.6496132599 (2) It 10,Best ac:0.000937 1.000000 fi:0.125503. Ave ac:0.002973,0.004522 Cov: 0.000937. It 11,Best ac:0.001405 1.000000 fi:0.119594. Ave ac:0.002751,0.003378 Cov: 0.001405. It 12,Best ac:0.001172 1.000000 fi:0.124176. Ave ac:0.002484,0.005145 Cov: 0.001172. It 13,Best ac:0.001640 1.000000 fi:0.120364. Ave ac:0.003321,0.005572 Cov: 0.001640. It 14,Best ac:0.001171 1.000000 fi:0.123286. Ave ac:0.002407,0.003938 Cov: 0.001171. It 15,Best ac:0.001640 1.000000 fi:0.122259. Ave ac:0.002619,0.004252 Cov: 0.001640. It 16,Best ac:0.001171 1.000000 fi:0.119597. Ave ac:0.002270,0.003559 Cov: 0.001171. It 17,Best ac:0.000937 1.000000 fi:0.121299. Ave ac:0.002756,0.004911 Cov: 0.000937. It 18,Best ac:0.000937 1.000000 fi:0.119343. Ave ac:0.002495,0.004000 Cov: 0.000937. It 19,Best ac:0.001405 1.000000 fi:0.119417. Ave ac:0.002508,0.004253 Cov: 0.001405. It 20,Best ac:0.000937 1.000000 fi:0.116774. Ave ac:0.001950,0.002893 Cov: 0.000937. It 21,Best ac:0.001640 1.000000 fi:0.119336. Ave ac:0.002267,0.003144 Cov: 0.001640. It 22,Best ac:0.001172 1.000000 fi:0.116794. Ave ac:0.002486,0.005472 Cov: 0.001172. It 23,Best ac:0.001171 1.000000 fi:0.117023. Ave ac:0.002791,0.003608 Cov: 0.001171. It 24,Best ac:0.001405 1.000000 fi:0.121227. Ave ac:0.002175,0.003978 Cov: 0.001405. It 25,Best ac:0.000937 1.000000 fi:0.117230. Ave ac:0.003411,0.006431 Cov: 0.000937. It 26,Best ac:0.002109 1.000000 fi:0.118437. Ave ac:0.002643,0.007189 Cov: 0.002109. It 27,Best ac:0.001406 1.000000 fi:0.116109. Ave ac:0.002175,0.003729 Cov: 0.001406. It 28,Best ac:0.001640 1.000000 fi:0.117487. Ave ac:0.003064,0.005069 Cov: 0.001640. It 29,Best ac:0.001172 1.000000 fi:0.116558. Ave ac:0.002707,0.003890 Cov: 0.001172. It 30,Best ac:0.001640 1.000000 fi:0.116944. Ave ac:0.002527,0.003579 Cov: 0.001640. It 31,Best ac:0.000937 1.000000 fi:0.116691. Ave ac:0.001990,0.002667 Cov: 0.000937. It 32,Best ac:0.001172 1.000000 fi:0.115943. Ave ac:0.002557,0.005126 Cov: 0.001172. It 33,Best ac:0.001172 1.000000 fi:0.117914. Ave ac:0.001745,0.003400 Cov: 0.001172. It 34,Best ac:0.001551 0.773364 fi:0.357301. Ave ac:0.001804,0.001991 Cov: 0.002005. Best acc 0.001551 0.773364 Initial population average accuracy1:0.005870 accuracy2:0.244274 It 0,Best ac:0.001172 0.714286 fi:0.385571. Ave ac:0.007209,0.013368 Cov: 0.001640. It 1,Best ac:0.001172 0.714286 fi:0.385572. Ave ac:0.005462,0.008791 Cov: 0.001640. It 2,Best ac:0.001406 1.000000 fi:0.099761. Ave ac:0.006234,0.010716 Cov: 0.001406. It 3,Best ac:0.001640 0.875000 fi:0.224667. Ave ac:0.005310,0.010585 Cov: 0.001874. It 4,Best ac:0.000703 1.000000 fi:0.228216. Ave ac:0.005489,0.009336 Cov: 0.000703. It 5,Best ac:0.001406 1.000000 fi:0.099761. Ave ac:0.004899,0.009544 Cov: 0.001406. It 6,Best ac:0.001405 1.000000 fi:0.099762. Ave ac:0.005547,0.008853 Cov: 0.001405. It 7,Best ac:0.001874 1.000000 fi:0.099571. Ave ac:0.004449,0.007396 Cov: 0.001874. It 8,Best ac:0.001172 1.000000 fi:0.099857. Ave ac:0.004280,0.005591 Cov: 0.001172. It 9,Best ac:0.001405 1.000000 fi:0.099762. Ave ac:0.003159,0.004632 Cov: 0.001405. Iteration 10:MDL fitness activated Error 0.099762 TL 0.046787 MDL Theory Length Weight: 0.7107529838 (3) It 10,Best ac:0.001406 1.000000 fi:0.120483. Ave ac:0.003961,0.006544 Cov: 0.001406. It 11,Best ac:0.000937 1.000000 fi:0.122578. Ave ac:0.002983,0.005250 Cov: 0.000937. It 12,Best ac:0.000937 1.000000 fi:0.128405. Ave ac:0.003094,0.005997 Cov: 0.000937. It 13,Best ac:0.000937 1.000000 fi:0.122006. Ave ac:0.003589,0.006031 Cov: 0.000937. It 14,Best ac:0.001172 1.000000 fi:0.127376. Ave ac:0.003578,0.006141 Cov: 0.001172. It 15,Best ac:0.001171 1.000000 fi:0.124619. Ave ac:0.004347,0.007880 Cov: 0.001171. It 16,Best ac:0.001172 1.000000 fi:0.122338. Ave ac:0.003953,0.007501 Cov: 0.001172. It 17,Best ac:0.001172 1.000000 fi:0.121911. Ave ac:0.003172,0.004168 Cov: 0.001172. It 18,Best ac:0.000937 1.000000 fi:0.119282. Ave ac:0.003267,0.004242 Cov: 0.000937. It 19,Best ac:0.000937 1.000000 fi:0.122433. Ave ac:0.003143,0.004630 Cov: 0.000937. It 20,Best ac:0.000937 1.000000 fi:0.118954. Ave ac:0.002962,0.004890 Cov: 0.000937. It 21,Best ac:0.000937 1.000000 fi:0.122617. Ave ac:0.002729,0.003493 Cov: 0.000937. It 22,Best ac:0.000937 1.000000 fi:0.119977. Ave ac:0.002210,0.003129 Cov: 0.000937. It 23,Best ac:0.001405 1.000000 fi:0.125684. Ave ac:0.002020,0.002538 Cov: 0.001405. It 24,Best ac:0.001405 1.000000 fi:0.122347. Ave ac:0.001865,0.003207 Cov: 0.001405. It 25,Best ac:0.001172 1.000000 fi:0.120709. Ave ac:0.002283,0.003367 Cov: 0.001172. It 26,Best ac:0.001405 1.000000 fi:0.119269. Ave ac:0.002639,0.003762 Cov: 0.001405. It 27,Best ac:0.000937 1.000000 fi:0.124950. Ave ac:0.002446,0.003759 Cov: 0.000937. It 28,Best ac:0.001406 1.000000 fi:0.117655. Ave ac:0.002945,0.004541 Cov: 0.001406. It 29,Best ac:0.000937 1.000000 fi:0.120674. Ave ac:0.002941,0.004894 Cov: 0.000937. It 30,Best ac:0.000937 1.000000 fi:0.120554. Ave ac:0.002893,0.004616 Cov: 0.000937. It 31,Best ac:0.001640 1.000000 fi:0.119735. Ave ac:0.002825,0.004071 Cov: 0.001640. It 32,Best ac:0.002109 1.000000 fi:0.121887. Ave ac:0.003032,0.004218 Cov: 0.002109. It 33,Best ac:0.001172 1.000000 fi:0.130457. Ave ac:0.003002,0.004981 Cov: 0.001172. It 34,Best ac:0.001050 0.724919 fi:0.408565. Ave ac:0.002427,0.003251 Cov: 0.001448. Best acc 0.001050 0.724919 Rule:Att PSSM_-4_11 is [-6.786922,5.792452]|Att PSSM_-3_4 is [<-0.249487]|Att PSSM_-3_6 is [-5.749504,0.712740]|Att PSSM_-3_19 is [<0.171986]|Att PSSM_0_2 is [-6.121689,-1.878311]|Att PSSM_0_5 is [-0.073680,8.242196]|Att PSSM_0_7 is [<-1.116044]|Att PSSM_0_10 is [-3.901289,5.313021]|Att PSSM_0_20 is [>-2.832592]|Att PSSM_1_7 is [<2.536030]|Att PSSM_1_15 is [-6.222355,5.910505]|Att PSSM_2_9 is [<3.109716]|Att PSSM_3_4 is [-7.669475,-2.330525]|Att PSSM_3_7 is [<-0.666897]|Att PSSM_3_15 is [<0.789955]|Att PSSM_4_2 is [-5.914595,-1.785805]|Att PSSM_4_4 is [-5.469535,-0.530465]|1 Accuracy : 0.762715 0 1 160701 3379 52297 18261 Removed 428 instances. 212998 Instances left. Acc of rule 0.001551-0.773364 Initial population average accuracy1:0.005680 accuracy2:0.246680 It 0,Best ac:0.000704 1.000000 fi:0.223789. Ave ac:0.005729,0.010392 Cov: 0.000704. It 1,Best ac:0.000939 1.000000 fi:0.099950. Ave ac:0.006029,0.009700 Cov: 0.000939. It 2,Best ac:0.001174 0.833333 fi:0.266520. Ave ac:0.004925,0.007264 Cov: 0.001409. It 3,Best ac:0.001643 1.000000 fi:0.099662. Ave ac:0.005125,0.007928 Cov: 0.001643. It 4,Best ac:0.000704 1.000000 fi:0.223789. Ave ac:0.005478,0.008241 Cov: 0.000704. It 5,Best ac:0.001408 1.000000 fi:0.099758. Ave ac:0.004691,0.007122 Cov: 0.001408. It 6,Best ac:0.000939 1.000000 fi:0.099950. Ave ac:0.004269,0.006218 Cov: 0.000939. It 7,Best ac:0.001643 1.000000 fi:0.099662. Ave ac:0.003915,0.006754 Cov: 0.001643. It 8,Best ac:0.001174 1.000000 fi:0.099854. Ave ac:0.003798,0.005010 Cov: 0.001174. It 9,Best ac:0.001174 1.000000 fi:0.099854. Ave ac:0.003806,0.005682 Cov: 0.001174. Iteration 10:MDL fitness activated Error 0.099854 TL 0.040678 MDL Theory Length Weight: 0.8182430007 (7) It 10,Best ac:0.001643 1.000000 fi:0.117518. Ave ac:0.003626,0.004954 Cov: 0.001643. It 11,Best ac:0.001409 1.000000 fi:0.125939. Ave ac:0.003344,0.005081 Cov: 0.001409. It 12,Best ac:0.000939 1.000000 fi:0.118319. Ave ac:0.004024,0.008398 Cov: 0.000939. It 13,Best ac:0.000939 1.000000 fi:0.118585. Ave ac:0.003212,0.005077 Cov: 0.000939. It 14,Best ac:0.001878 1.000000 fi:0.120821. Ave ac:0.003816,0.006491 Cov: 0.001878. It 15,Best ac:0.000939 1.000000 fi:0.122540. Ave ac:0.002797,0.003618 Cov: 0.000939. It 16,Best ac:0.001408 1.000000 fi:0.115722. Ave ac:0.002508,0.003551 Cov: 0.001408. It 17,Best ac:0.000939 1.000000 fi:0.119338. Ave ac:0.002217,0.003043 Cov: 0.000939. It 18,Best ac:0.001174 1.000000 fi:0.118780. Ave ac:0.002412,0.003078 Cov: 0.001174. It 19,Best ac:0.001643 1.000000 fi:0.118265. Ave ac:0.002523,0.003274 Cov: 0.001643. It 20,Best ac:0.000939 1.000000 fi:0.116233. Ave ac:0.002146,0.004450 Cov: 0.000939. It 21,Best ac:0.001174 1.000000 fi:0.120212. Ave ac:0.002265,0.003759 Cov: 0.001174. It 22,Best ac:0.001408 1.000000 fi:0.116259. Ave ac:0.003137,0.004394 Cov: 0.001408. It 23,Best ac:0.002582 1.000000 fi:0.118426. Ave ac:0.002438,0.003229 Cov: 0.002582. It 24,Best ac:0.002817 1.000000 fi:0.115839. Ave ac:0.002478,0.003611 Cov: 0.002817. It 25,Best ac:0.001173 1.000000 fi:0.116137. Ave ac:0.002416,0.002810 Cov: 0.001173. MDL Theory Length Weight: 0.7364187006 (10) It 26,Best ac:0.000939 1.000000 fi:0.113558. Ave ac:0.002211,0.003089 Cov: 0.000939. It 27,Best ac:0.000939 1.000000 fi:0.116937. Ave ac:0.002692,0.002995 Cov: 0.000939. It 28,Best ac:0.000939 1.000000 fi:0.117182. Ave ac:0.002073,0.002473 Cov: 0.000939. It 29,Best ac:0.000939 1.000000 fi:0.119906. Ave ac:0.002103,0.002490 Cov: 0.000939. It 30,Best ac:0.000939 1.000000 fi:0.114317. Ave ac:0.002161,0.002852 Cov: 0.000939. It 31,Best ac:0.000939 1.000000 fi:0.115389. Ave ac:0.002753,0.005821 Cov: 0.000939. It 32,Best ac:0.001174 1.000000 fi:0.112271. Ave ac:0.002281,0.003696 Cov: 0.001174. It 33,Best ac:0.001408 1.000000 fi:0.115707. Ave ac:0.002769,0.003829 Cov: 0.001408. It 34,Best ac:0.000822 0.747863 fi:0.372084. Ave ac:0.002496,0.003589 Cov: 0.001099. Best acc 0.000822 0.747863 Initial population average accuracy1:0.005818 accuracy2:0.235079 It 0,Best ac:0.001174 1.000000 fi:0.099854. Ave ac:0.007509,0.016141 Cov: 0.001174. It 1,Best ac:0.000939 0.800000 fi:0.299950. Ave ac:0.007259,0.014137 Cov: 0.001174. It 2,Best ac:0.001174 1.000000 fi:0.099854. Ave ac:0.006555,0.011031 Cov: 0.001174. It 3,Best ac:0.000939 1.000000 fi:0.099950. Ave ac:0.006266,0.008846 Cov: 0.000939. It 4,Best ac:0.001878 0.888889 fi:0.210677. Ave ac:0.004300,0.006536 Cov: 0.002113. It 5,Best ac:0.000939 1.000000 fi:0.099950. Ave ac:0.004801,0.007921 Cov: 0.000939. It 6,Best ac:0.001174 1.000000 fi:0.099854. Ave ac:0.003640,0.007290 Cov: 0.001174. It 7,Best ac:0.001643 1.000000 fi:0.099662. Ave ac:0.003738,0.005891 Cov: 0.001643. It 8,Best ac:0.001878 1.000000 fi:0.099566. Ave ac:0.003082,0.005355 Cov: 0.001878. It 9,Best ac:0.001878 1.000000 fi:0.099566. Ave ac:0.002194,0.003906 Cov: 0.001878. Iteration 10:MDL fitness activated Error 0.099566 TL 0.039268 MDL Theory Length Weight: 0.8451943526 (2) It 10,Best ac:0.000939 1.000000 fi:0.128867. Ave ac:0.001982,0.002686 Cov: 0.000939. It 11,Best ac:0.001408 1.000000 fi:0.124106. Ave ac:0.001681,0.001971 Cov: 0.001408. It 12,Best ac:0.001878 1.000000 fi:0.123915. Ave ac:0.002124,0.002791 Cov: 0.001878. It 13,Best ac:0.000939 1.000000 fi:0.138098. Ave ac:0.001890,0.002548 Cov: 0.000939. It 14,Best ac:0.000939 1.000000 fi:0.134869. Ave ac:0.002133,0.003453 Cov: 0.000939. It 15,Best ac:0.001408 1.000000 fi:0.128757. Ave ac:0.002513,0.003806 Cov: 0.001408. It 16,Best ac:0.002582 1.000000 fi:0.131202. Ave ac:0.002137,0.003489 Cov: 0.002582. It 17,Best ac:0.001174 1.000000 fi:0.121520. Ave ac:0.002640,0.004721 Cov: 0.001174. It 18,Best ac:0.000939 1.000000 fi:0.122511. Ave ac:0.002217,0.002792 Cov: 0.000939. It 19,Best ac:0.000939 1.000000 fi:0.125192. Ave ac:0.002208,0.004101 Cov: 0.000939. It 20,Best ac:0.002347 0.909091 fi:0.221157. Ave ac:0.001554,0.002045 Cov: 0.002582. It 21,Best ac:0.000939 1.000000 fi:0.126434. Ave ac:0.002360,0.004457 Cov: 0.000939. It 22,Best ac:0.000939 1.000000 fi:0.123484. Ave ac:0.002990,0.006061 Cov: 0.000939. It 23,Best ac:0.000939 1.000000 fi:0.129544. Ave ac:0.002804,0.006448 Cov: 0.000939. It 24,Best ac:0.002817 1.000000 fi:0.119278. Ave ac:0.003313,0.004843 Cov: 0.002817. It 25,Best ac:0.000939 1.000000 fi:0.126875. Ave ac:0.003542,0.006933 Cov: 0.000939. It 26,Best ac:0.000939 1.000000 fi:0.122757. Ave ac:0.003812,0.007305 Cov: 0.000939. It 27,Best ac:0.001643 1.000000 fi:0.124798. Ave ac:0.003741,0.009347 Cov: 0.001643. It 28,Best ac:0.001174 1.000000 fi:0.123270. Ave ac:0.004385,0.008311 Cov: 0.001174. It 29,Best ac:0.001643 1.000000 fi:0.121082. Ave ac:0.003294,0.006457 Cov: 0.001643. It 30,Best ac:0.001408 1.000000 fi:0.122105. Ave ac:0.003236,0.006394 Cov: 0.001408. It 31,Best ac:0.001174 1.000000 fi:0.124362. Ave ac:0.002986,0.005993 Cov: 0.001174. It 32,Best ac:0.000939 1.000000 fi:0.127492. Ave ac:0.004172,0.007341 Cov: 0.000939. It 33,Best ac:0.001174 1.000000 fi:0.122077. Ave ac:0.003786,0.006953 Cov: 0.001174. MDL Theory Length Weight: 0.7606749173 (10) It 34,Best ac:0.001089 0.718266 fi:0.406376. Ave ac:0.003918,0.006235 Cov: 0.001516. Best acc 0.001089 0.718266 Rule:Att PSSM_-4_9 is [<7.152093]|Att PSSM_-2_1 is [-2.283253,5.808227]|Att PSSM_-1_13 is [>-0.403662]|Att PSSM_0_2 is [-6.084537,-3.793920]|Att PSSM_0_5 is [>-1.968559]|Att PSSM_1_14 is [-4.970101,5.843658]|Att PSSM_1_18 is [-4.409009,6.329028]|Att PSSM_2_7 is [-5.904469,-2.104842]|Att PSSM_2_15 is [<0.983543]|Att PSSM_2_19 is [<5.010429]|Att PSSM_4_6 is [<1.763372]|1 Accuracy : 0.763210 0 1 160642 3438 52122 18436 Removed 234 instances. 212764 Instances left. Acc of rule 0.000822-0.747863 Initial population average accuracy1:0.005226 accuracy2:0.233170 It 0,Best ac:0.000705 1.000000 fi:0.221556. Ave ac:0.006796,0.012675 Cov: 0.000705. It 1,Best ac:0.000705 1.000000 fi:0.221556. Ave ac:0.006530,0.011265 Cov: 0.000705. It 2,Best ac:0.001410 1.000000 fi:0.099756. Ave ac:0.006933,0.012757 Cov: 0.001410. It 3,Best ac:0.000940 0.800000 fi:0.299949. Ave ac:0.007106,0.015320 Cov: 0.001175. It 4,Best ac:0.001645 1.000000 fi:0.099660. Ave ac:0.005773,0.010238 Cov: 0.001645. It 5,Best ac:0.001175 1.000000 fi:0.099852. Ave ac:0.003659,0.005879 Cov: 0.001175. It 6,Best ac:0.001410 1.000000 fi:0.099756. Ave ac:0.003949,0.005413 Cov: 0.001410. It 7,Best ac:0.001646 1.000000 fi:0.099660. Ave ac:0.003908,0.006319 Cov: 0.001646. It 8,Best ac:0.001410 1.000000 fi:0.099756. Ave ac:0.003656,0.006444 Cov: 0.001410. It 9,Best ac:0.001645 1.000000 fi:0.099660. Ave ac:0.003490,0.007723 Cov: 0.001645. Iteration 10:MDL fitness activated Error 0.099660 TL 0.049672 MDL Theory Length Weight: 0.6687871149 (6) It 10,Best ac:0.001410 1.000000 fi:0.122957. Ave ac:0.003912,0.007902 Cov: 0.001410. It 11,Best ac:0.000940 1.000000 fi:0.119722. Ave ac:0.003343,0.006654 Cov: 0.000940. It 12,Best ac:0.001410 1.000000 fi:0.121743. Ave ac:0.002364,0.003512 Cov: 0.001410. It 13,Best ac:0.000940 1.000000 fi:0.131027. Ave ac:0.003237,0.007993 Cov: 0.000940. It 14,Best ac:0.001175 1.000000 fi:0.121839. Ave ac:0.002984,0.005088 Cov: 0.001175. It 15,Best ac:0.001175 1.000000 fi:0.118482. Ave ac:0.003339,0.005163 Cov: 0.001175. It 16,Best ac:0.000940 1.000000 fi:0.113906. Ave ac:0.002859,0.004331 Cov: 0.000940. It 17,Best ac:0.000940 1.000000 fi:0.117920. Ave ac:0.002658,0.003428 Cov: 0.000940. It 18,Best ac:0.001410 1.000000 fi:0.114155. Ave ac:0.002410,0.004030 Cov: 0.001410. It 19,Best ac:0.001410 1.000000 fi:0.113795. Ave ac:0.002425,0.003194 Cov: 0.001410. It 20,Best ac:0.000940 1.000000 fi:0.115613. Ave ac:0.002207,0.003815 Cov: 0.000940. It 21,Best ac:0.001646 1.000000 fi:0.121903. Ave ac:0.002883,0.004173 Cov: 0.001646. It 22,Best ac:0.001880 1.000000 fi:0.115192. Ave ac:0.003204,0.004839 Cov: 0.001880. It 23,Best ac:0.000940 1.000000 fi:0.124394. Ave ac:0.002955,0.004725 Cov: 0.000940. It 24,Best ac:0.001410 1.000000 fi:0.114155. Ave ac:0.003857,0.006066 Cov: 0.001410. It 25,Best ac:0.000940 1.000000 fi:0.121100. Ave ac:0.002906,0.004927 Cov: 0.000940. It 26,Best ac:0.001645 1.000000 fi:0.113173. Ave ac:0.003435,0.005652 Cov: 0.001645. It 27,Best ac:0.000940 1.000000 fi:0.117306. Ave ac:0.002986,0.004831 Cov: 0.000940. It 28,Best ac:0.000940 1.000000 fi:0.113988. Ave ac:0.003102,0.004809 Cov: 0.000940. It 29,Best ac:0.000940 1.000000 fi:0.117983. Ave ac:0.002510,0.003633 Cov: 0.000940. It 30,Best ac:0.001410 1.000000 fi:0.112522. Ave ac:0.002704,0.004459 Cov: 0.001410. It 31,Best ac:0.001410 1.000000 fi:0.111914. Ave ac:0.002467,0.003495 Cov: 0.001410. It 32,Best ac:0.001175 1.000000 fi:0.119798. Ave ac:0.002531,0.003946 Cov: 0.001175. It 33,Best ac:0.000940 1.000000 fi:0.116764. Ave ac:0.003106,0.006393 Cov: 0.000940. It 34,Best ac:0.000884 0.731518 fi:0.380859. Ave ac:0.002811,0.004389 Cov: 0.001208. Best acc 0.000884 0.731518 Initial population average accuracy1:0.006210 accuracy2:0.223129 It 0,Best ac:0.000940 1.000000 fi:0.099949. Ave ac:0.006680,0.010629 Cov: 0.000940. It 1,Best ac:0.001410 0.750000 fi:0.349756. Ave ac:0.005983,0.009265 Cov: 0.001880. It 2,Best ac:0.001645 0.875000 fi:0.224660. Ave ac:0.006290,0.009917 Cov: 0.001880. It 3,Best ac:0.000940 1.000000 fi:0.099949. Ave ac:0.006719,0.011356 Cov: 0.000940. It 4,Best ac:0.001175 1.000000 fi:0.099852. Ave ac:0.005590,0.009750 Cov: 0.001175. It 5,Best ac:0.001880 1.000000 fi:0.099563. Ave ac:0.004882,0.007691 Cov: 0.001880. It 6,Best ac:0.002115 1.000000 fi:0.099468. Ave ac:0.004693,0.006917 Cov: 0.002115. It 7,Best ac:0.001175 1.000000 fi:0.099852. Ave ac:0.004052,0.007541 Cov: 0.001175. It 8,Best ac:0.001410 1.000000 fi:0.099756. Ave ac:0.003557,0.006518 Cov: 0.001410. It 9,Best ac:0.001175 1.000000 fi:0.099852. Ave ac:0.003844,0.006274 Cov: 0.001175. Iteration 10:MDL fitness activated Error 0.099852 TL 0.039906 MDL Theory Length Weight: 0.8340626082 (4) It 10,Best ac:0.001175 1.000000 fi:0.123592. Ave ac:0.004048,0.007163 Cov: 0.001175. It 11,Best ac:0.001175 1.000000 fi:0.124075. Ave ac:0.003181,0.004678 Cov: 0.001175. It 12,Best ac:0.001410 1.000000 fi:0.122191. Ave ac:0.003510,0.005420 Cov: 0.001410. It 13,Best ac:0.000940 1.000000 fi:0.121424. Ave ac:0.003792,0.007509 Cov: 0.000940. It 14,Best ac:0.001410 1.000000 fi:0.124433. Ave ac:0.003043,0.004656 Cov: 0.001410. It 15,Best ac:0.000705 1.000000 fi:0.255466. Ave ac:0.002604,0.004399 Cov: 0.000705. It 16,Best ac:0.001175 1.000000 fi:0.130149. Ave ac:0.003482,0.006384 Cov: 0.001175. It 17,Best ac:0.001645 1.000000 fi:0.121108. Ave ac:0.004044,0.006102 Cov: 0.001645. It 18,Best ac:0.001410 1.000000 fi:0.121204. Ave ac:0.004009,0.007820 Cov: 0.001410. It 19,Best ac:0.001175 1.000000 fi:0.119856. Ave ac:0.003417,0.006657 Cov: 0.001175. It 20,Best ac:0.000940 1.000000 fi:0.120350. Ave ac:0.002496,0.004577 Cov: 0.000940. It 21,Best ac:0.001646 1.000000 fi:0.120549. Ave ac:0.003060,0.006267 Cov: 0.001646. It 22,Best ac:0.000940 1.000000 fi:0.124677. Ave ac:0.002623,0.004997 Cov: 0.000940. It 23,Best ac:0.000940 1.000000 fi:0.121892. Ave ac:0.003126,0.007773 Cov: 0.000940. It 24,Best ac:0.000940 1.000000 fi:0.116947. Ave ac:0.002478,0.003863 Cov: 0.000940. It 25,Best ac:0.001645 1.000000 fi:0.114321. Ave ac:0.002644,0.003731 Cov: 0.001645. It 26,Best ac:0.001410 1.000000 fi:0.111113. Ave ac:0.002532,0.004283 Cov: 0.001410. It 27,Best ac:0.002350 1.000000 fi:0.114175. Ave ac:0.002873,0.005118 Cov: 0.002350. It 28,Best ac:0.000940 1.000000 fi:0.118431. Ave ac:0.002341,0.009294 Cov: 0.000940. It 29,Best ac:0.000940 1.000000 fi:0.121446. Ave ac:0.002554,0.005049 Cov: 0.000940. It 30,Best ac:0.001880 1.000000 fi:0.112998. Ave ac:0.003383,0.006652 Cov: 0.001880. It 31,Best ac:0.001175 1.000000 fi:0.119020. Ave ac:0.003508,0.010063 Cov: 0.001175. It 32,Best ac:0.000940 1.000000 fi:0.113418. Ave ac:0.002313,0.004282 Cov: 0.000940. It 33,Best ac:0.002820 1.000000 fi:0.117688. Ave ac:0.003357,0.006244 Cov: 0.002820. It 34,Best ac:0.000973 0.750000 fi:0.370366. Ave ac:0.003443,0.007562 Cov: 0.001297. Best acc 0.000973 0.750000 Rule:Att PSSM_-3_16 is [-4.772779,5.211746]|Att PSSM_-1_18 is [-3.133832,4.295253]|Att PSSM_0_5 is [-2.171622,9.122595]|Att PSSM_0_12 is [<-4.165881]|Att PSSM_1_14 is [<2.985720]|Att PSSM_2_14 is [>-2.013428]|Att PSSM_3_12 is [-5.295887,1.222603]|Att PSSM_3_17 is [-3.019224,1.019224]|Att PSSM_4_7 is [<2.752312]|1 Accuracy : 0.763798 0 1 160573 3507 51915 18643 Removed 276 instances. 212488 Instances left. Acc of rule 0.000973-0.750000 Initial population average accuracy1:0.005353 accuracy2:0.250212 It 0,Best ac:0.001177 1.000000 fi:0.099850. Ave ac:0.005975,0.012070 Cov: 0.001177. It 1,Best ac:0.000706 1.000000 fi:0.217806. Ave ac:0.005870,0.011213 Cov: 0.000706. It 2,Best ac:0.000706 1.000000 fi:0.217806. Ave ac:0.005788,0.010463 Cov: 0.000706. It 3,Best ac:0.001177 1.000000 fi:0.099850. Ave ac:0.006379,0.011825 Cov: 0.001177. It 4,Best ac:0.001412 1.000000 fi:0.099754. Ave ac:0.006920,0.011028 Cov: 0.001412. It 5,Best ac:0.001647 1.000000 fi:0.099657. Ave ac:0.006717,0.011872 Cov: 0.001647. It 6,Best ac:0.001882 1.000000 fi:0.099561. Ave ac:0.006180,0.010913 Cov: 0.001882. It 7,Best ac:0.001883 1.000000 fi:0.099560. Ave ac:0.007125,0.013407 Cov: 0.001883. It 8,Best ac:0.001176 1.000000 fi:0.099850. Ave ac:0.006813,0.012727 Cov: 0.001176. It 9,Best ac:0.001883 0.888889 fi:0.210671. Ave ac:0.006850,0.011802 Cov: 0.002118. Iteration 10:MDL fitness activated Error 0.210671 TL 0.022614 MDL Theory Length Weight: 3.1053854100 (3) It 10,Best ac:0.001412 1.000000 fi:0.223079. Ave ac:0.005739,0.010680 Cov: 0.001412. It 11,Best ac:0.001177 1.000000 fi:0.154437. Ave ac:0.006643,0.011066 Cov: 0.001177. It 12,Best ac:0.000941 1.000000 fi:0.182934. Ave ac:0.005639,0.011811 Cov: 0.000941. It 13,Best ac:0.001176 1.000000 fi:0.172052. Ave ac:0.007135,0.012898 Cov: 0.001176. It 14,Best ac:0.001177 1.000000 fi:0.191978. Ave ac:0.006424,0.012475 Cov: 0.001177. It 15,Best ac:0.001647 1.000000 fi:0.163095. Ave ac:0.008105,0.015964 Cov: 0.001647. It 16,Best ac:0.000941 1.000000 fi:0.184960. Ave ac:0.006366,0.012372 Cov: 0.000941. It 17,Best ac:0.001882 1.000000 fi:0.170780. Ave ac:0.005595,0.011352 Cov: 0.001882. It 18,Best ac:0.001647 1.000000 fi:0.172084. Ave ac:0.005051,0.011385 Cov: 0.001647. It 19,Best ac:0.000941 1.000000 fi:0.167952. Ave ac:0.003769,0.007613 Cov: 0.000941. It 20,Best ac:0.000941 1.000000 fi:0.135437. Ave ac:0.004685,0.008843 Cov: 0.000941. It 21,Best ac:0.001882 1.000000 fi:0.164908. Ave ac:0.004638,0.009864 Cov: 0.001882. It 22,Best ac:0.002118 1.000000 fi:0.163820. Ave ac:0.003630,0.008544 Cov: 0.002118. It 23,Best ac:0.000941 1.000000 fi:0.160128. Ave ac:0.003455,0.006522 Cov: 0.000941. It 24,Best ac:0.001412 1.000000 fi:0.172520. Ave ac:0.003166,0.007340 Cov: 0.001412. It 25,Best ac:0.002353 1.000000 fi:0.159487. Ave ac:0.004426,0.010910 Cov: 0.002353. It 26,Best ac:0.000941 1.000000 fi:0.170754. Ave ac:0.003819,0.008006 Cov: 0.000941. It 27,Best ac:0.001176 1.000000 fi:0.163892. Ave ac:0.003558,0.007366 Cov: 0.001176. It 28,Best ac:0.000941 1.000000 fi:0.165799. Ave ac:0.005013,0.009155 Cov: 0.000941. It 29,Best ac:0.000941 1.000000 fi:0.176103. Ave ac:0.004280,0.009376 Cov: 0.000941. MDL Theory Length Weight: 2.7948468690 (10) It 30,Best ac:0.000941 1.000000 fi:0.179719. Ave ac:0.004145,0.008024 Cov: 0.000941. It 31,Best ac:0.000941 1.000000 fi:0.170134. Ave ac:0.004423,0.008819 Cov: 0.000941. It 32,Best ac:0.000941 1.000000 fi:0.153959. Ave ac:0.004975,0.009181 Cov: 0.000941. It 33,Best ac:0.001647 1.000000 fi:0.149150. Ave ac:0.005124,0.010809 Cov: 0.001647. It 34,Best ac:0.000894 0.698529 fi:0.448362. Ave ac:0.004802,0.008349 Cov: 0.001280. Best acc 0.000894 0.698529 Initial population average accuracy1:0.005506 accuracy2:0.226362 It 0,Best ac:0.000706 1.000000 fi:0.218559. Ave ac:0.006935,0.009907 Cov: 0.000706. It 1,Best ac:0.000941 0.800000 fi:0.299947. Ave ac:0.006423,0.008550 Cov: 0.001177. It 2,Best ac:0.000941 1.000000 fi:0.099947. Ave ac:0.005331,0.008475 Cov: 0.000941. It 3,Best ac:0.001176 1.000000 fi:0.099851. Ave ac:0.005402,0.007412 Cov: 0.001176. It 4,Best ac:0.000706 1.000000 fi:0.217806. Ave ac:0.004454,0.005840 Cov: 0.000706. It 5,Best ac:0.001177 1.000000 fi:0.099850. Ave ac:0.004104,0.006296 Cov: 0.001177. It 6,Best ac:0.000941 1.000000 fi:0.099947. Ave ac:0.004122,0.006499 Cov: 0.000941. It 7,Best ac:0.001412 0.857143 fi:0.242611. Ave ac:0.003900,0.005724 Cov: 0.001647. It 8,Best ac:0.001177 1.000000 fi:0.099850. Ave ac:0.003737,0.005552 Cov: 0.001177. It 9,Best ac:0.001882 1.000000 fi:0.099560. Ave ac:0.003416,0.008974 Cov: 0.001882. Iteration 10:MDL fitness activated Error 0.099560 TL 0.044524 MDL Theory Length Weight: 0.7453716952 (1) It 10,Best ac:0.001176 1.000000 fi:0.134603. Ave ac:0.002741,0.004882 Cov: 0.001176. It 11,Best ac:0.002118 1.000000 fi:0.126884. Ave ac:0.004190,0.007370 Cov: 0.002118. It 12,Best ac:0.001177 1.000000 fi:0.123445. Ave ac:0.003239,0.006165 Cov: 0.001177. It 13,Best ac:0.000941 1.000000 fi:0.120993. Ave ac:0.003005,0.005724 Cov: 0.000941. It 14,Best ac:0.001882 1.000000 fi:0.125997. Ave ac:0.003062,0.006605 Cov: 0.001882. It 15,Best ac:0.001176 1.000000 fi:0.128430. Ave ac:0.003149,0.006472 Cov: 0.001176. It 16,Best ac:0.001176 1.000000 fi:0.127472. Ave ac:0.002723,0.004714 Cov: 0.001176. It 17,Best ac:0.001176 1.000000 fi:0.128086. Ave ac:0.002839,0.005422 Cov: 0.001176. It 18,Best ac:0.002118 1.000000 fi:0.125900. Ave ac:0.003117,0.005985 Cov: 0.002118. It 19,Best ac:0.001176 1.000000 fi:0.125969. Ave ac:0.003088,0.005505 Cov: 0.001176. It 20,Best ac:0.000941 1.000000 fi:0.131682. Ave ac:0.002706,0.003696 Cov: 0.000941. It 21,Best ac:0.001882 1.000000 fi:0.121236. Ave ac:0.002320,0.002472 Cov: 0.001882. It 22,Best ac:0.001176 1.000000 fi:0.121525. Ave ac:0.001860,0.002330 Cov: 0.001176. MDL Theory Length Weight: 0.6708345257 (10) It 23,Best ac:0.001177 1.000000 fi:0.119679. Ave ac:0.002097,0.002451 Cov: 0.001177. It 24,Best ac:0.000941 1.000000 fi:0.125882. Ave ac:0.001932,0.002743 Cov: 0.000941. It 25,Best ac:0.001176 1.000000 fi:0.128139. Ave ac:0.001816,0.002431 Cov: 0.001176. It 26,Best ac:0.001647 1.000000 fi:0.125592. Ave ac:0.001932,0.002803 Cov: 0.001647. It 27,Best ac:0.000941 1.000000 fi:0.118888. Ave ac:0.001754,0.002371 Cov: 0.000941. It 28,Best ac:0.001412 1.000000 fi:0.127366. Ave ac:0.002440,0.003557 Cov: 0.001412. It 29,Best ac:0.000941 1.000000 fi:0.128014. Ave ac:0.002020,0.003184 Cov: 0.000941. It 30,Best ac:0.000941 1.000000 fi:0.125359. Ave ac:0.002133,0.002953 Cov: 0.000941. It 31,Best ac:0.000941 1.000000 fi:0.119718. Ave ac:0.001712,0.002554 Cov: 0.000941. It 32,Best ac:0.001176 1.000000 fi:0.123823. Ave ac:0.001961,0.002639 Cov: 0.001176. It 33,Best ac:0.000941 1.000000 fi:0.121636. Ave ac:0.002062,0.002617 Cov: 0.000941. It 34,Best ac:0.000904 0.711111 fi:0.410966. Ave ac:0.002012,0.002505 Cov: 0.001271. Best acc 0.000904 0.711111 Rule:Att PSSM_-4_10 is [<4.261332]|Att PSSM_-4_12 is [-5.248293,3.248293]|Att PSSM_-3_4 is [-5.988474,-0.011526]|Att PSSM_0_3 is [<-4.648111]|Att PSSM_0_11 is [>-0.742336]|Att PSSM_2_4 is [-5.131612,6.829362]|Att PSSM_3_2 is [<2.856314]|Att PSSM_3_4 is [<-0.094049]|Att PSSM_3_6 is [-6.619936,2.379459]|Att PSSM_3_12 is [<2.234574]|Att PSSM_3_20 is [-6.082824,4.082824]|Att PSSM_4_7 is [<-3.314958]|Att PSSM_4_16 is [-2.857247,5.289444]|1 Accuracy : 0.764284 0 1 160495 3585 51723 18835 Removed 270 instances. 212218 Instances left. Acc of rule 0.000904-0.711111 Initial population average accuracy1:0.005932 accuracy2:0.251983 It 0,Best ac:0.001178 1.000000 fi:0.099848. Ave ac:0.007894,0.014580 Cov: 0.001178. It 1,Best ac:0.000942 0.800000 fi:0.299946. Ave ac:0.007753,0.015433 Cov: 0.001178. It 2,Best ac:0.000707 1.000000 fi:0.215539. Ave ac:0.006948,0.011172 Cov: 0.000707. It 3,Best ac:0.000943 1.000000 fi:0.099946. Ave ac:0.005956,0.009747 Cov: 0.000943. It 4,Best ac:0.001885 0.888889 fi:0.210668. Ave ac:0.004767,0.008827 Cov: 0.002121. It 5,Best ac:0.000943 1.000000 fi:0.099946. Ave ac:0.005016,0.010759 Cov: 0.000943. It 6,Best ac:0.000943 1.000000 fi:0.099946. Ave ac:0.004486,0.007699 Cov: 0.000943. It 7,Best ac:0.002591 0.916667 fi:0.182601. Ave ac:0.003579,0.005394 Cov: 0.002827. It 8,Best ac:0.002120 1.000000 fi:0.099461. Ave ac:0.003633,0.006198 Cov: 0.002120. It 9,Best ac:0.001649 1.000000 fi:0.099655. Ave ac:0.002923,0.004683 Cov: 0.001649. Iteration 10:MDL fitness activated Error 0.099655 TL 0.040061 MDL Theory Length Weight: 0.8292007174 (2) It 10,Best ac:0.000943 1.000000 fi:0.130758. Ave ac:0.003040,0.004655 Cov: 0.000943. It 11,Best ac:0.001178 1.000000 fi:0.125627. Ave ac:0.003479,0.005251 Cov: 0.001178. It 12,Best ac:0.000943 1.000000 fi:0.125091. Ave ac:0.003112,0.004731 Cov: 0.000943. It 13,Best ac:0.000942 1.000000 fi:0.128536. Ave ac:0.003191,0.005099 Cov: 0.000942. It 14,Best ac:0.001178 1.000000 fi:0.125026. Ave ac:0.003052,0.004398 Cov: 0.001178. It 15,Best ac:0.000943 1.000000 fi:0.125509. Ave ac:0.002410,0.003541 Cov: 0.000943. It 16,Best ac:0.001413 1.000000 fi:0.123590. Ave ac:0.002670,0.004190 Cov: 0.001413. It 17,Best ac:0.000943 1.000000 fi:0.128757. Ave ac:0.002972,0.005600 Cov: 0.000943. It 18,Best ac:0.000942 1.000000 fi:0.121215. Ave ac:0.002743,0.004530 Cov: 0.000942. It 19,Best ac:0.002356 1.000000 fi:0.124433. Ave ac:0.003288,0.005432 Cov: 0.002356. It 20,Best ac:0.000943 1.000000 fi:0.123810. Ave ac:0.002757,0.004735 Cov: 0.000943. It 21,Best ac:0.001413 1.000000 fi:0.122026. Ave ac:0.002474,0.003772 Cov: 0.001413. It 22,Best ac:0.000942 1.000000 fi:0.123103. Ave ac:0.002302,0.003813 Cov: 0.000942. It 23,Best ac:0.000943 1.000000 fi:0.122304. Ave ac:0.002921,0.004461 Cov: 0.000943. It 24,Best ac:0.001178 1.000000 fi:0.124673. Ave ac:0.002728,0.004271 Cov: 0.001178. It 25,Best ac:0.001178 1.000000 fi:0.123072. Ave ac:0.002806,0.004801 Cov: 0.001178. It 26,Best ac:0.002356 1.000000 fi:0.121879. Ave ac:0.002468,0.003815 Cov: 0.002356. It 27,Best ac:0.000943 1.000000 fi:0.122434. Ave ac:0.002386,0.003395 Cov: 0.000943. MDL Theory Length Weight: 0.7462806457 (10) It 28,Best ac:0.003534 1.000000 fi:0.121520. Ave ac:0.002481,0.003971 Cov: 0.003534. It 29,Best ac:0.001178 1.000000 fi:0.126140. Ave ac:0.002150,0.003029 Cov: 0.001178. It 30,Best ac:0.001649 1.000000 fi:0.119701. Ave ac:0.001853,0.002907 Cov: 0.001649. It 31,Best ac:0.000943 1.000000 fi:0.124779. Ave ac:0.002024,0.003639 Cov: 0.000943. It 32,Best ac:0.000943 1.000000 fi:0.118972. Ave ac:0.003417,0.005321 Cov: 0.000943. It 33,Best ac:0.000942 1.000000 fi:0.118570. Ave ac:0.002741,0.003606 Cov: 0.000942. It 34,Best ac:0.000957 0.771863 fi:0.362038. Ave ac:0.002431,0.003739 Cov: 0.001239. Best acc 0.000957 0.771863 Initial population average accuracy1:0.005347 accuracy2:0.231539 It 0,Best ac:0.001178 0.833333 fi:0.266516. Ave ac:0.006804,0.013758 Cov: 0.001413. It 1,Best ac:0.000707 1.000000 fi:0.214780. Ave ac:0.005720,0.011954 Cov: 0.000707. It 2,Best ac:0.000942 1.000000 fi:0.099946. Ave ac:0.005566,0.010310 Cov: 0.000942. It 3,Best ac:0.001178 1.000000 fi:0.099849. Ave ac:0.004588,0.007151 Cov: 0.001178. It 4,Best ac:0.000707 1.000000 fi:0.214780. Ave ac:0.005015,0.008401 Cov: 0.000707. It 5,Best ac:0.000707 1.000000 fi:0.215539. Ave ac:0.005420,0.009729 Cov: 0.000707. It 6,Best ac:0.001178 1.000000 fi:0.099848. Ave ac:0.005422,0.008201 Cov: 0.001178. It 7,Best ac:0.000942 1.000000 fi:0.099946. Ave ac:0.004878,0.007440 Cov: 0.000942. It 8,Best ac:0.001414 1.000000 fi:0.099751. Ave ac:0.005647,0.008223 Cov: 0.001414. It 9,Best ac:0.001414 1.000000 fi:0.099751. Ave ac:0.004018,0.007503 Cov: 0.001414. Iteration 10:MDL fitness activated Error 0.099751 TL 0.053544 MDL Theory Length Weight: 0.6209943285 (2) It 10,Best ac:0.000943 1.000000 fi:0.118127. Ave ac:0.004910,0.008666 Cov: 0.000943. It 11,Best ac:0.001178 1.000000 fi:0.118784. Ave ac:0.004396,0.006982 Cov: 0.001178. It 12,Best ac:0.001178 1.000000 fi:0.123747. Ave ac:0.003457,0.005921 Cov: 0.001178. It 13,Best ac:0.000943 1.000000 fi:0.114307. Ave ac:0.003935,0.005518 Cov: 0.000943. It 14,Best ac:0.000943 1.000000 fi:0.122458. Ave ac:0.003571,0.006926 Cov: 0.000943. It 15,Best ac:0.001178 1.000000 fi:0.114043. Ave ac:0.003685,0.012697 Cov: 0.001178. It 16,Best ac:0.001178 1.000000 fi:0.123094. Ave ac:0.003762,0.007018 Cov: 0.001178. It 17,Best ac:0.000943 1.000000 fi:0.111829. Ave ac:0.004033,0.007983 Cov: 0.000943. It 18,Best ac:0.001178 1.000000 fi:0.112440. Ave ac:0.003191,0.005900 Cov: 0.001178. It 19,Best ac:0.000942 1.000000 fi:0.117133. Ave ac:0.003374,0.005302 Cov: 0.000942. It 20,Best ac:0.000942 1.000000 fi:0.117046. Ave ac:0.002675,0.005671 Cov: 0.000942. It 21,Best ac:0.001178 1.000000 fi:0.113433. Ave ac:0.002759,0.004157 Cov: 0.001178. It 22,Best ac:0.001413 1.000000 fi:0.116909. Ave ac:0.002536,0.003353 Cov: 0.001413. It 23,Best ac:0.000942 1.000000 fi:0.114116. Ave ac:0.002277,0.002894 Cov: 0.000942. It 24,Best ac:0.001413 1.000000 fi:0.114402. Ave ac:0.002209,0.002203 Cov: 0.001413. It 25,Best ac:0.001649 1.000000 fi:0.113239. Ave ac:0.001789,0.002167 Cov: 0.001649. It 26,Best ac:0.000942 1.000000 fi:0.118939. Ave ac:0.001627,0.002007 Cov: 0.000942. MDL Theory Length Weight: 0.5588948957 (10) It 27,Best ac:0.001178 1.000000 fi:0.110189. Ave ac:0.002189,0.002869 Cov: 0.001178. It 28,Best ac:0.001178 1.000000 fi:0.116294. Ave ac:0.001945,0.001781 Cov: 0.001178. It 29,Best ac:0.001413 1.000000 fi:0.112907. Ave ac:0.001952,0.001624 Cov: 0.001413. It 30,Best ac:0.001885 1.000000 fi:0.112429. Ave ac:0.001484,0.001410 Cov: 0.001885. It 31,Best ac:0.000943 1.000000 fi:0.111277. Ave ac:0.001325,0.001513 Cov: 0.000943. It 32,Best ac:0.001650 1.000000 fi:0.113511. Ave ac:0.001199,0.002225 Cov: 0.001650. It 33,Best ac:0.000943 1.000000 fi:0.110387. Ave ac:0.002064,0.003382 Cov: 0.000943. It 34,Best ac:0.001616 0.758850 fi:0.355202. Ave ac:0.002554,0.005206 Cov: 0.002130. Best acc 0.001616 0.758850 Rule:Att PSSM_-4_11 is [-3.457791,3.287232]|Att PSSM_-3_12 is [<-0.530667]|Att PSSM_-1_3 is [<-0.711723]|Att PSSM_0_3 is [<-1.115258]|Att PSSM_0_4 is [<0.085038]|Att PSSM_0_7 is [-5.942679,-2.057321]|Att PSSM_0_10 is [>-2.276974]|Att PSSM_0_12 is [<-3.026226]|Att PSSM_1_15 is [<0.253925]|Att PSSM_2_9 is [-3.090529,3.983371]|Att PSSM_2_14 is [<5.419229]|Att PSSM_3_4 is [-7.431995,2.644952]|Att PSSM_3_6 is [-5.510903,4.253873]|Att PSSM_3_12 is [-5.093342,-0.906658]|Att PSSM_4_5 is [>-1.709574]|Att PSSM_4_15 is [-6.402450,2.508602]|1 Accuracy : 0.764893 0 1 160435 3645 51520 19038 Removed 263 instances. 211955 Instances left. Acc of rule 0.000957-0.771863 Initial population average accuracy1:0.004833 accuracy2:0.235884 It 0,Best ac:0.001416 0.857143 fi:0.242606. Ave ac:0.004830,0.008163 Cov: 0.001652. It 1,Best ac:0.000708 1.000000 fi:0.211731. Ave ac:0.005193,0.008637 Cov: 0.000708. It 2,Best ac:0.000944 1.000000 fi:0.099944. Ave ac:0.005294,0.008245 Cov: 0.000944. It 3,Best ac:0.001180 1.000000 fi:0.099847. Ave ac:0.004921,0.007217 Cov: 0.001180. It 4,Best ac:0.001180 1.000000 fi:0.099847. Ave ac:0.005390,0.009347 Cov: 0.001180. It 5,Best ac:0.000708 1.000000 fi:0.212496. Ave ac:0.004777,0.007186 Cov: 0.000708. It 6,Best ac:0.001416 1.000000 fi:0.099749. Ave ac:0.004346,0.006829 Cov: 0.001416. It 7,Best ac:0.002123 1.000000 fi:0.099457. Ave ac:0.003848,0.006063 Cov: 0.002123. It 8,Best ac:0.001180 1.000000 fi:0.099847. Ave ac:0.004023,0.007395 Cov: 0.001180. It 9,Best ac:0.001180 1.000000 fi:0.099847. Ave ac:0.003463,0.005727 Cov: 0.001180. Iteration 10:MDL fitness activated Error 0.099847 TL 0.026208 MDL Theory Length Weight: 1.2699189681 (3) It 10,Best ac:0.001179 1.000000 fi:0.133129. Ave ac:0.004124,0.007270 Cov: 0.001179. It 11,Best ac:0.000944 1.000000 fi:0.138738. Ave ac:0.003147,0.004743 Cov: 0.000944. It 12,Best ac:0.000944 1.000000 fi:0.136053. Ave ac:0.003356,0.007659 Cov: 0.000944. It 13,Best ac:0.001180 1.000000 fi:0.141527. Ave ac:0.003332,0.004662 Cov: 0.001180. It 14,Best ac:0.000944 1.000000 fi:0.132367. Ave ac:0.003376,0.005031 Cov: 0.000944. It 15,Best ac:0.001180 1.000000 fi:0.122247. Ave ac:0.003771,0.006147 Cov: 0.001180. It 16,Best ac:0.001180 1.000000 fi:0.138641. Ave ac:0.003442,0.006138 Cov: 0.001180. It 17,Best ac:0.001888 1.000000 fi:0.124413. Ave ac:0.003941,0.007794 Cov: 0.001888. It 18,Best ac:0.001651 1.000000 fi:0.146409. Ave ac:0.002727,0.003782 Cov: 0.001651. It 19,Best ac:0.001415 1.000000 fi:0.140060. Ave ac:0.003319,0.004095 Cov: 0.001415. It 20,Best ac:0.000943 1.000000 fi:0.142386. Ave ac:0.002866,0.003432 Cov: 0.000943. It 21,Best ac:0.000944 1.000000 fi:0.145162. Ave ac:0.002643,0.004021 Cov: 0.000944. It 22,Best ac:0.001415 1.000000 fi:0.133469. Ave ac:0.002267,0.003090 Cov: 0.001415. It 23,Best ac:0.000943 1.000000 fi:0.133338. Ave ac:0.002794,0.004984 Cov: 0.000943. It 24,Best ac:0.001180 1.000000 fi:0.130583. Ave ac:0.002277,0.003407 Cov: 0.001180. MDL Theory Length Weight: 1.1429270713 (10) It 25,Best ac:0.001415 1.000000 fi:0.129402. Ave ac:0.001916,0.002683 Cov: 0.001415. It 26,Best ac:0.000943 1.000000 fi:0.128725. Ave ac:0.002750,0.003829 Cov: 0.000943. It 27,Best ac:0.001179 1.000000 fi:0.136266. Ave ac:0.003226,0.004760 Cov: 0.001179. It 28,Best ac:0.001180 1.000000 fi:0.127328. Ave ac:0.002394,0.003184 Cov: 0.001180. It 29,Best ac:0.000943 1.000000 fi:0.136707. Ave ac:0.003033,0.004335 Cov: 0.000943. It 30,Best ac:0.002124 1.000000 fi:0.128115. Ave ac:0.002454,0.003265 Cov: 0.002124. It 31,Best ac:0.000944 1.000000 fi:0.129487. Ave ac:0.002071,0.003000 Cov: 0.000944. It 32,Best ac:0.000944 1.000000 fi:0.122862. Ave ac:0.001987,0.002722 Cov: 0.000944. It 33,Best ac:0.000944 1.000000 fi:0.133868. Ave ac:0.001707,0.001983 Cov: 0.000944. It 34,Best ac:0.001000 0.713805 fi:0.417570. Ave ac:0.002091,0.002832 Cov: 0.001401. Best acc 0.001000 0.713805 Initial population average accuracy1:0.006363 accuracy2:0.232959 It 0,Best ac:0.000708 1.000000 fi:0.211731. Ave ac:0.006916,0.014025 Cov: 0.000708. It 1,Best ac:0.000944 1.000000 fi:0.099944. Ave ac:0.007400,0.013127 Cov: 0.000944. It 2,Best ac:0.001888 0.888889 fi:0.210665. Ave ac:0.004944,0.008540 Cov: 0.002124. It 3,Best ac:0.001651 0.875000 fi:0.224652. Ave ac:0.004094,0.007675 Cov: 0.001887. It 4,Best ac:0.001416 1.000000 fi:0.099749. Ave ac:0.004472,0.007217 Cov: 0.001416. It 5,Best ac:0.001180 1.000000 fi:0.099847. Ave ac:0.004147,0.007002 Cov: 0.001180. It 6,Best ac:0.001180 1.000000 fi:0.099847. Ave ac:0.004094,0.006073 Cov: 0.001180. It 7,Best ac:0.001651 1.000000 fi:0.099652. Ave ac:0.004286,0.010363 Cov: 0.001651. It 8,Best ac:0.003539 1.000000 fi:0.098872. Ave ac:0.003750,0.006313 Cov: 0.003539. It 9,Best ac:0.001651 1.000000 fi:0.099652. Ave ac:0.003173,0.005503 Cov: 0.001651. Iteration 10:MDL fitness activated Error 0.099652 TL 0.039725 MDL Theory Length Weight: 0.8361871301 (2) It 10,Best ac:0.001180 1.000000 fi:0.140050. Ave ac:0.003153,0.005705 Cov: 0.001180. It 11,Best ac:0.000943 1.000000 fi:0.117208. Ave ac:0.003839,0.007150 Cov: 0.000943. It 12,Best ac:0.001415 1.000000 fi:0.132050. Ave ac:0.003570,0.006486 Cov: 0.001415. It 13,Best ac:0.000944 1.000000 fi:0.121835. Ave ac:0.003661,0.006142 Cov: 0.000944. It 14,Best ac:0.001180 1.000000 fi:0.119863. Ave ac:0.002993,0.004751 Cov: 0.001180. It 15,Best ac:0.001887 1.000000 fi:0.119062. Ave ac:0.003564,0.006270 Cov: 0.001887. It 16,Best ac:0.001179 1.000000 fi:0.132775. Ave ac:0.003668,0.006809 Cov: 0.001179. It 17,Best ac:0.001180 1.000000 fi:0.126288. Ave ac:0.003839,0.006423 Cov: 0.001180. It 18,Best ac:0.000944 1.000000 fi:0.125184. Ave ac:0.003906,0.008563 Cov: 0.000944. It 19,Best ac:0.001651 1.000000 fi:0.114832. Ave ac:0.003343,0.007254 Cov: 0.001651. It 20,Best ac:0.001180 1.000000 fi:0.121761. Ave ac:0.003595,0.006217 Cov: 0.001180. It 21,Best ac:0.001416 1.000000 fi:0.118661. Ave ac:0.004272,0.010215 Cov: 0.001416. It 22,Best ac:0.001652 1.000000 fi:0.118563. Ave ac:0.003676,0.006094 Cov: 0.001652. It 23,Best ac:0.002359 1.000000 fi:0.116623. Ave ac:0.003104,0.007595 Cov: 0.002359. It 24,Best ac:0.001415 1.000000 fi:0.117921. Ave ac:0.002759,0.004880 Cov: 0.001415. It 25,Best ac:0.001415 1.000000 fi:0.116104. Ave ac:0.003326,0.005374 Cov: 0.001415. It 26,Best ac:0.001651 1.000000 fi:0.119160. Ave ac:0.002760,0.004860 Cov: 0.001651. It 27,Best ac:0.000944 1.000000 fi:0.110801. Ave ac:0.003816,0.005679 Cov: 0.000944. It 28,Best ac:0.000943 1.000000 fi:0.116802. Ave ac:0.004227,0.010544 Cov: 0.000943. It 29,Best ac:0.001180 1.000000 fi:0.116119. Ave ac:0.003839,0.006709 Cov: 0.001180. It 30,Best ac:0.000944 1.000000 fi:0.116801. Ave ac:0.003437,0.007664 Cov: 0.000944. It 31,Best ac:0.000943 1.000000 fi:0.116606. Ave ac:0.004416,0.009361 Cov: 0.000943. It 32,Best ac:0.001179 1.000000 fi:0.117203. Ave ac:0.003229,0.005618 Cov: 0.001179. It 33,Best ac:0.002358 1.000000 fi:0.113023. Ave ac:0.003660,0.006796 Cov: 0.002358. It 34,Best ac:0.000863 0.756198 fi:0.360636. Ave ac:0.002766,0.005160 Cov: 0.001142. Best acc 0.000863 0.756198 Rule:Att PSSM_-2_14 is [>-1.941695]|Att PSSM_-1_7 is [-4.895594,-3.041538]|Att PSSM_0_12 is [-5.658315,-3.166470]|Att PSSM_1_4 is [-6.391440,3.936274]|Att PSSM_2_4 is [<-2.513460]|Att PSSM_4_12 is [<-0.860607]|1 Accuracy : 0.765422 0 1 160376 3704 51337 19221 Removed 242 instances. 211713 Instances left. Acc of rule 0.000863-0.756198 Initial population average accuracy1:0.006146 accuracy2:0.238155 It 0,Best ac:0.000945 0.800000 fi:0.299943. Ave ac:0.005941,0.009279 Cov: 0.001181. It 1,Best ac:0.000945 1.000000 fi:0.099943. Ave ac:0.006177,0.010674 Cov: 0.000945. It 2,Best ac:0.001889 0.800000 fi:0.299552. Ave ac:0.005567,0.009478 Cov: 0.002361. It 3,Best ac:0.001653 1.000000 fi:0.099650. Ave ac:0.005130,0.008191 Cov: 0.001653. It 4,Best ac:0.001181 1.000000 fi:0.099845. Ave ac:0.005293,0.008177 Cov: 0.001181. It 5,Best ac:0.002362 0.909091 fi:0.190265. Ave ac:0.004197,0.006472 Cov: 0.002599. It 6,Best ac:0.001417 1.000000 fi:0.099747. Ave ac:0.003387,0.004254 Cov: 0.001417. It 7,Best ac:0.001653 1.000000 fi:0.099650. Ave ac:0.003536,0.005630 Cov: 0.001653. It 8,Best ac:0.002126 1.000000 fi:0.099454. Ave ac:0.002584,0.003838 Cov: 0.002126. It 9,Best ac:0.001181 1.000000 fi:0.099845. Ave ac:0.002988,0.005778 Cov: 0.001181. Iteration 10:MDL fitness activated Error 0.099845 TL 0.034751 MDL Theory Length Weight: 0.9577264801 (2) It 10,Best ac:0.001181 1.000000 fi:0.129097. Ave ac:0.002709,0.004477 Cov: 0.001181. It 11,Best ac:0.001417 1.000000 fi:0.143809. Ave ac:0.002813,0.004179 Cov: 0.001417. It 12,Best ac:0.000945 1.000000 fi:0.147217. Ave ac:0.003117,0.004309 Cov: 0.000945. It 13,Best ac:0.000945 1.000000 fi:0.129440. Ave ac:0.002994,0.004375 Cov: 0.000945. It 14,Best ac:0.001417 1.000000 fi:0.129476. Ave ac:0.002607,0.003663 Cov: 0.001417. It 15,Best ac:0.000945 1.000000 fi:0.131309. Ave ac:0.002695,0.004430 Cov: 0.000945. It 16,Best ac:0.002125 1.000000 fi:0.136487. Ave ac:0.002766,0.004823 Cov: 0.002125. It 17,Best ac:0.001417 1.000000 fi:0.127606. Ave ac:0.002962,0.004934 Cov: 0.001417. It 18,Best ac:0.002126 1.000000 fi:0.128636. Ave ac:0.002503,0.004665 Cov: 0.002126. It 19,Best ac:0.000945 1.000000 fi:0.135167. Ave ac:0.003010,0.009438 Cov: 0.000945. It 20,Best ac:0.000945 1.000000 fi:0.136624. Ave ac:0.002290,0.003588 Cov: 0.000945. It 21,Best ac:0.001417 1.000000 fi:0.123582. Ave ac:0.003017,0.005386 Cov: 0.001417. It 22,Best ac:0.001181 1.000000 fi:0.126674. Ave ac:0.002919,0.004376 Cov: 0.001181. It 23,Best ac:0.000945 1.000000 fi:0.127011. Ave ac:0.002759,0.004271 Cov: 0.000945. It 24,Best ac:0.001417 1.000000 fi:0.130270. Ave ac:0.002623,0.003593 Cov: 0.001417. It 25,Best ac:0.001653 1.000000 fi:0.125757. Ave ac:0.002897,0.005253 Cov: 0.001653. It 26,Best ac:0.001181 1.000000 fi:0.128266. Ave ac:0.003107,0.004114 Cov: 0.001181. It 27,Best ac:0.000945 1.000000 fi:0.127802. Ave ac:0.002611,0.003096 Cov: 0.000945. It 28,Best ac:0.000945 1.000000 fi:0.128312. Ave ac:0.002743,0.003957 Cov: 0.000945. It 29,Best ac:0.001417 1.000000 fi:0.123582. Ave ac:0.002316,0.004185 Cov: 0.001417. It 30,Best ac:0.002834 1.000000 fi:0.130490. Ave ac:0.002920,0.005238 Cov: 0.002834. MDL Theory Length Weight: 0.8619538320 (10) It 31,Best ac:0.000945 1.000000 fi:0.125016. Ave ac:0.003839,0.006812 Cov: 0.000945. It 32,Best ac:0.000945 1.000000 fi:0.127109. Ave ac:0.002291,0.003706 Cov: 0.000945. It 33,Best ac:0.000945 1.000000 fi:0.124761. Ave ac:0.003297,0.004683 Cov: 0.000945. It 34,Best ac:0.001408 0.706161 fi:0.424705. Ave ac:0.003872,0.005483 Cov: 0.001993. Best acc 0.001408 0.706161 Initial population average accuracy1:0.005544 accuracy2:0.235876 It 0,Best ac:0.001181 0.833333 fi:0.266512. Ave ac:0.005902,0.009559 Cov: 0.001417. It 1,Best ac:0.001181 0.714286 fi:0.385559. Ave ac:0.005423,0.008664 Cov: 0.001653. It 2,Best ac:0.000945 1.000000 fi:0.099943. Ave ac:0.005770,0.009585 Cov: 0.000945. It 3,Best ac:0.000708 1.000000 fi:0.209428. Ave ac:0.005438,0.008111 Cov: 0.000708. It 4,Best ac:0.000709 1.000000 fi:0.208658. Ave ac:0.004590,0.007414 Cov: 0.000709. It 5,Best ac:0.001890 1.000000 fi:0.099551. Ave ac:0.004684,0.008154 Cov: 0.001890. It 6,Best ac:0.000709 1.000000 fi:0.209428. Ave ac:0.004737,0.008770 Cov: 0.000709. It 7,Best ac:0.000945 1.000000 fi:0.099943. Ave ac:0.004001,0.006563 Cov: 0.000945. It 8,Best ac:0.001889 1.000000 fi:0.099552. Ave ac:0.003479,0.006063 Cov: 0.001889. It 9,Best ac:0.000945 1.000000 fi:0.099943. Ave ac:0.003031,0.004471 Cov: 0.000945. Iteration 10:MDL fitness activated Error 0.099943 TL 0.040116 MDL Theory Length Weight: 0.8304459873 (5) It 10,Best ac:0.000945 1.000000 fi:0.129119. Ave ac:0.003241,0.004167 Cov: 0.000945. It 11,Best ac:0.001181 1.000000 fi:0.125934. Ave ac:0.003039,0.004306 Cov: 0.001181. It 12,Best ac:0.001653 1.000000 fi:0.122416. Ave ac:0.003126,0.004537 Cov: 0.001653. It 13,Best ac:0.001889 1.000000 fi:0.131364. Ave ac:0.003300,0.005012 Cov: 0.001889. It 14,Best ac:0.001181 1.000000 fi:0.127647. Ave ac:0.003832,0.006981 Cov: 0.001181. It 15,Best ac:0.002125 1.000000 fi:0.114799. Ave ac:0.003034,0.004482 Cov: 0.002125. It 16,Best ac:0.001417 1.000000 fi:0.124290. Ave ac:0.003442,0.005092 Cov: 0.001417. It 17,Best ac:0.000945 1.000000 fi:0.123717. Ave ac:0.003640,0.006518 Cov: 0.000945. It 18,Best ac:0.001417 1.000000 fi:0.120610. Ave ac:0.003622,0.005178 Cov: 0.001417. It 19,Best ac:0.002362 1.000000 fi:0.119832. Ave ac:0.003515,0.005806 Cov: 0.002362. It 20,Best ac:0.001181 1.000000 fi:0.115231. Ave ac:0.003040,0.004971 Cov: 0.001181. It 21,Best ac:0.001417 1.000000 fi:0.117273. Ave ac:0.003745,0.006207 Cov: 0.001417. It 22,Best ac:0.002362 1.000000 fi:0.120582. Ave ac:0.002863,0.003701 Cov: 0.002362. It 23,Best ac:0.002598 1.000000 fi:0.116625. Ave ac:0.003331,0.005132 Cov: 0.002598. It 24,Best ac:0.000945 1.000000 fi:0.122709. Ave ac:0.003225,0.004206 Cov: 0.000945. MDL Theory Length Weight: 0.7474013886 (10) It 25,Best ac:0.001417 1.000000 fi:0.120899. Ave ac:0.002945,0.005321 Cov: 0.001417. It 26,Best ac:0.001181 1.000000 fi:0.114502. Ave ac:0.002957,0.004946 Cov: 0.001181. It 27,Best ac:0.001889 1.000000 fi:0.113783. Ave ac:0.004026,0.006858 Cov: 0.001889. It 28,Best ac:0.002835 1.000000 fi:0.114832. Ave ac:0.003250,0.005322 Cov: 0.002835. It 29,Best ac:0.000945 1.000000 fi:0.117567. Ave ac:0.003100,0.004864 Cov: 0.000945. It 30,Best ac:0.001181 1.000000 fi:0.120875. Ave ac:0.004002,0.007243 Cov: 0.001181. It 31,Best ac:0.000945 1.000000 fi:0.118614. Ave ac:0.003381,0.005578 Cov: 0.000945. It 32,Best ac:0.000945 1.000000 fi:0.117771. Ave ac:0.003556,0.005851 Cov: 0.000945. It 33,Best ac:0.000945 1.000000 fi:0.115902. Ave ac:0.002466,0.004069 Cov: 0.000945. It 34,Best ac:0.001072 0.727564 fi:0.392653. Ave ac:0.002714,0.004018 Cov: 0.001474. Best acc 0.001072 0.727564 Rule:Att PSSM_-4_7 is [-3.305672,4.996264]|Att PSSM_0_7 is [<-3.841322]|Att PSSM_0_12 is [-4.915871,-3.094386]|Att PSSM_1_2 is [-6.011299,-3.934815]|Att PSSM_1_20 is [>1.312145]|Att PSSM_2_4 is [-7.765496,-0.228127]|Att PSSM_2_12 is [<7.080904]|Att PSSM_2_15 is [-6.852798,3.429495]|Att PSSM_3_17 is [-2.095868,7.169597]|Att PSSM_4_20 is [<6.442686]|1 Accuracy : 0.766027 0 1 160291 3789 51110 19448 Removed 312 instances. 211401 Instances left. Acc of rule 0.001072-0.727564 Initial population average accuracy1:0.006157 accuracy2:0.241845 It 0,Best ac:0.001183 0.833333 fi:0.266509. Ave ac:0.006564,0.011368 Cov: 0.001419. It 1,Best ac:0.002838 0.800000 fi:0.299156. Ave ac:0.006014,0.010586 Cov: 0.003548. It 2,Best ac:0.002129 0.900000 fi:0.199450. Ave ac:0.006373,0.010099 Cov: 0.002365. It 3,Best ac:0.001419 1.000000 fi:0.099745. Ave ac:0.006242,0.011826 Cov: 0.001419. It 4,Best ac:0.000710 1.000000 fi:0.205561. Ave ac:0.006756,0.012513 Cov: 0.000710. It 5,Best ac:0.001183 1.000000 fi:0.099843. Ave ac:0.005718,0.010729 Cov: 0.001183. It 6,Best ac:0.000946 1.000000 fi:0.099941. Ave ac:0.005032,0.011077 Cov: 0.000946. It 7,Best ac:0.001183 1.000000 fi:0.099843. Ave ac:0.004357,0.006716 Cov: 0.001183. It 8,Best ac:0.001656 1.000000 fi:0.099646. Ave ac:0.005090,0.008709 Cov: 0.001656. It 9,Best ac:0.001892 1.000000 fi:0.099548. Ave ac:0.005773,0.010648 Cov: 0.001892. Iteration 10:MDL fitness activated Error 0.099548 TL 0.022251 MDL Theory Length Weight: 1.4913097783 (1) It 10,Best ac:0.001182 1.000000 fi:0.134350. Ave ac:0.005559,0.010799 Cov: 0.001182. It 11,Best ac:0.000946 1.000000 fi:0.135437. Ave ac:0.004252,0.006879 Cov: 0.000946. It 12,Best ac:0.000946 1.000000 fi:0.150870. Ave ac:0.004395,0.007013 Cov: 0.000946. It 13,Best ac:0.000946 1.000000 fi:0.135745. Ave ac:0.004788,0.009886 Cov: 0.000946. It 14,Best ac:0.001182 1.000000 fi:0.131162. Ave ac:0.004321,0.008266 Cov: 0.001182. It 15,Best ac:0.002365 0.909091 fi:0.225339. Ave ac:0.004007,0.010081 Cov: 0.002601. It 16,Best ac:0.001183 1.000000 fi:0.132318. Ave ac:0.003139,0.005433 Cov: 0.001183. It 17,Best ac:0.001419 1.000000 fi:0.128042. Ave ac:0.003611,0.006344 Cov: 0.001419. It 18,Best ac:0.002365 1.000000 fi:0.134284. Ave ac:0.003433,0.006325 Cov: 0.002365. It 19,Best ac:0.001183 1.000000 fi:0.136604. Ave ac:0.003640,0.007123 Cov: 0.001183. It 20,Best ac:0.001183 1.000000 fi:0.127426. Ave ac:0.004181,0.009211 Cov: 0.001183. It 21,Best ac:0.001419 1.000000 fi:0.128705. Ave ac:0.004738,0.013620 Cov: 0.001419. It 22,Best ac:0.001419 1.000000 fi:0.130090. Ave ac:0.003605,0.007814 Cov: 0.001419. It 23,Best ac:0.000946 1.000000 fi:0.128883. Ave ac:0.003544,0.005901 Cov: 0.000946. It 24,Best ac:0.001183 1.000000 fi:0.127037. Ave ac:0.002386,0.004192 Cov: 0.001183. It 25,Best ac:0.002839 1.000000 fi:0.125516. Ave ac:0.003244,0.005056 Cov: 0.002839. It 26,Best ac:0.001419 1.000000 fi:0.142641. Ave ac:0.003104,0.005739 Cov: 0.001419. It 27,Best ac:0.001656 1.000000 fi:0.124195. Ave ac:0.003356,0.007002 Cov: 0.001656. It 28,Best ac:0.001183 1.000000 fi:0.128803. Ave ac:0.002341,0.003894 Cov: 0.001183. It 29,Best ac:0.001183 1.000000 fi:0.126203. Ave ac:0.003797,0.008426 Cov: 0.001183. It 30,Best ac:0.000946 1.000000 fi:0.123869. Ave ac:0.002966,0.005943 Cov: 0.000946. It 31,Best ac:0.001419 1.000000 fi:0.131122. Ave ac:0.003008,0.004414 Cov: 0.001419. It 32,Best ac:0.001183 1.000000 fi:0.134066. Ave ac:0.003239,0.007964 Cov: 0.001183. It 33,Best ac:0.001419 1.000000 fi:0.123353. Ave ac:0.002718,0.006127 Cov: 0.001419. It 34,Best ac:0.001064 0.709779 fi:0.417401. Ave ac:0.003130,0.006429 Cov: 0.001500. Best acc 0.001064 0.709779 Initial population average accuracy1:0.005185 accuracy2:0.232984 It 0,Best ac:0.001419 1.000000 fi:0.099745. Ave ac:0.006263,0.010306 Cov: 0.001419. It 1,Best ac:0.001183 1.000000 fi:0.099843. Ave ac:0.005169,0.007658 Cov: 0.001183. It 2,Best ac:0.000946 1.000000 fi:0.099941. Ave ac:0.005216,0.009133 Cov: 0.000946. It 3,Best ac:0.001183 1.000000 fi:0.099843. Ave ac:0.004580,0.008349 Cov: 0.001183. It 4,Best ac:0.000946 1.000000 fi:0.099941. Ave ac:0.003626,0.006180 Cov: 0.000946. It 5,Best ac:0.001183 1.000000 fi:0.099843. Ave ac:0.003708,0.004985 Cov: 0.001183. It 6,Best ac:0.000946 1.000000 fi:0.099941. Ave ac:0.003976,0.006283 Cov: 0.000946. It 7,Best ac:0.001183 1.000000 fi:0.099843. Ave ac:0.003382,0.005198 Cov: 0.001183. It 8,Best ac:0.001183 1.000000 fi:0.099843. Ave ac:0.003552,0.005670 Cov: 0.001183. It 9,Best ac:0.001182 1.000000 fi:0.099843. Ave ac:0.002799,0.004816 Cov: 0.001182. Iteration 10:MDL fitness activated Error 0.099843 TL 0.045161 MDL Theory Length Weight: 0.6632497041 (10) It 10,Best ac:0.000946 1.000000 fi:0.124804. Ave ac:0.002719,0.005441 Cov: 0.000946. It 11,Best ac:0.000946 1.000000 fi:0.121616. Ave ac:0.002182,0.003427 Cov: 0.000946. It 12,Best ac:0.001419 1.000000 fi:0.117425. Ave ac:0.002600,0.003674 Cov: 0.001419. It 13,Best ac:0.000946 1.000000 fi:0.123123. Ave ac:0.001780,0.003149 Cov: 0.000946. It 14,Best ac:0.000946 1.000000 fi:0.125108. Ave ac:0.002389,0.003554 Cov: 0.000946. It 15,Best ac:0.000709 1.000000 fi:0.230021. Ave ac:0.002040,0.003101 Cov: 0.000709. It 16,Best ac:0.000946 1.000000 fi:0.124466. Ave ac:0.002520,0.004262 Cov: 0.000946. It 17,Best ac:0.001183 1.000000 fi:0.123258. Ave ac:0.002924,0.004836 Cov: 0.001183. It 18,Best ac:0.001183 1.000000 fi:0.116507. Ave ac:0.002372,0.004059 Cov: 0.001183. It 19,Best ac:0.001183 1.000000 fi:0.123526. Ave ac:0.002244,0.002920 Cov: 0.001183. It 20,Best ac:0.001892 1.000000 fi:0.127254. Ave ac:0.001978,0.002995 Cov: 0.001892. It 21,Best ac:0.001183 1.000000 fi:0.130575. Ave ac:0.001994,0.003022 Cov: 0.001183. It 22,Best ac:0.000946 1.000000 fi:0.130673. Ave ac:0.002172,0.003191 Cov: 0.000946. It 23,Best ac:0.000946 1.000000 fi:0.119135. Ave ac:0.002309,0.003256 Cov: 0.000946. It 24,Best ac:0.000946 1.000000 fi:0.118675. Ave ac:0.001854,0.002769 Cov: 0.000946. It 25,Best ac:0.001183 1.000000 fi:0.122383. Ave ac:0.002459,0.003517 Cov: 0.001183. It 26,Best ac:0.001183 1.000000 fi:0.118592. Ave ac:0.002449,0.002911 Cov: 0.001183. It 27,Best ac:0.000946 1.000000 fi:0.120018. Ave ac:0.003245,0.005206 Cov: 0.000946. MDL Theory Length Weight: 0.5969247337 (10) It 28,Best ac:0.000946 1.000000 fi:0.118011. Ave ac:0.002402,0.003723 Cov: 0.000946. It 29,Best ac:0.000946 1.000000 fi:0.112180. Ave ac:0.003108,0.004757 Cov: 0.000946. It 30,Best ac:0.000946 1.000000 fi:0.116278. Ave ac:0.002507,0.005058 Cov: 0.000946. It 31,Best ac:0.001183 1.000000 fi:0.118834. Ave ac:0.002767,0.004872 Cov: 0.001183. It 32,Best ac:0.001419 1.000000 fi:0.116051. Ave ac:0.002864,0.004699 Cov: 0.001419. It 33,Best ac:0.002129 1.000000 fi:0.115119. Ave ac:0.002019,0.004261 Cov: 0.002129. It 34,Best ac:0.000956 0.689420 fi:0.427511. Ave ac:0.002090,0.002162 Cov: 0.001386. Best acc 0.000956 0.689420 Rule:Att PSSM_-4_6 is [-5.660168,0.145946]|Att PSSM_0_1 is [>2.687466]|Att PSSM_0_12 is [<-2.075998]|Att PSSM_2_19 is [-4.701217,7.799499]|Att PSSM_3_18 is [1.395494,9.228915]|Att PSSM_4_15 is [<2.201805]|1 Accuracy : 0.766594 0 1 160199 3881 50885 19673 Removed 317 instances. 211084 Instances left. Acc of rule 0.001064-0.709779 Initial population average accuracy1:0.005533 accuracy2:0.229017 It 0,Best ac:0.000947 1.000000 fi:0.099939. Ave ac:0.006634,0.012907 Cov: 0.000947. It 1,Best ac:0.000947 1.000000 fi:0.099939. Ave ac:0.006468,0.011552 Cov: 0.000947. It 2,Best ac:0.001421 1.000000 fi:0.099742. Ave ac:0.005180,0.007234 Cov: 0.001421. It 3,Best ac:0.001184 1.000000 fi:0.099841. Ave ac:0.004993,0.007181 Cov: 0.001184. It 4,Best ac:0.001185 1.000000 fi:0.099840. Ave ac:0.004592,0.006326 Cov: 0.001185. It 5,Best ac:0.002132 1.000000 fi:0.099446. Ave ac:0.004035,0.006072 Cov: 0.002132. It 6,Best ac:0.000711 1.000000 fi:0.202439. Ave ac:0.003369,0.005445 Cov: 0.000711. It 7,Best ac:0.001184 1.000000 fi:0.099841. Ave ac:0.003438,0.004653 Cov: 0.001184. It 8,Best ac:0.001184 1.000000 fi:0.099841. Ave ac:0.003578,0.006416 Cov: 0.001184. It 9,Best ac:0.001184 1.000000 fi:0.099841. Ave ac:0.004055,0.006426 Cov: 0.001184. Iteration 10:MDL fitness activated Error 0.099841 TL 0.037610 MDL Theory Length Weight: 0.8848824846 (5) It 10,Best ac:0.001421 1.000000 fi:0.137728. Ave ac:0.004308,0.008612 Cov: 0.001421. It 11,Best ac:0.001658 1.000000 fi:0.131375. Ave ac:0.003940,0.007074 Cov: 0.001658. It 12,Best ac:0.002132 1.000000 fi:0.130217. Ave ac:0.003485,0.005758 Cov: 0.002132. It 13,Best ac:0.001421 1.000000 fi:0.121452. Ave ac:0.002649,0.003641 Cov: 0.001421. It 14,Best ac:0.001184 1.000000 fi:0.130307. Ave ac:0.002766,0.005195 Cov: 0.001184. It 15,Best ac:0.000948 1.000000 fi:0.131934. Ave ac:0.003091,0.006274 Cov: 0.000948. It 16,Best ac:0.002132 1.000000 fi:0.134515. Ave ac:0.002541,0.004410 Cov: 0.002132. It 17,Best ac:0.000948 1.000000 fi:0.131585. Ave ac:0.002577,0.005229 Cov: 0.000948. It 18,Best ac:0.001421 1.000000 fi:0.125560. Ave ac:0.002378,0.004780 Cov: 0.001421. It 19,Best ac:0.000948 1.000000 fi:0.130192. Ave ac:0.003167,0.006903 Cov: 0.000948. It 20,Best ac:0.001658 1.000000 fi:0.122290. Ave ac:0.002693,0.004757 Cov: 0.001658. It 21,Best ac:0.000947 1.000000 fi:0.128327. Ave ac:0.003009,0.006838 Cov: 0.000947. It 22,Best ac:0.000947 1.000000 fi:0.125389. Ave ac:0.003065,0.004728 Cov: 0.000947. MDL Theory Length Weight: 0.7963942362 (10) It 23,Best ac:0.000947 1.000000 fi:0.124821. Ave ac:0.002321,0.003222 Cov: 0.000947. It 24,Best ac:0.001184 1.000000 fi:0.121528. Ave ac:0.002369,0.003344 Cov: 0.001184. It 25,Best ac:0.001895 1.000000 fi:0.120614. Ave ac:0.002377,0.003399 Cov: 0.001895. It 26,Best ac:0.001658 1.000000 fi:0.120967. Ave ac:0.001901,0.003679 Cov: 0.001658. It 27,Best ac:0.001185 1.000000 fi:0.118534. Ave ac:0.001755,0.001953 Cov: 0.001185. It 28,Best ac:0.001185 1.000000 fi:0.117140. Ave ac:0.001747,0.002249 Cov: 0.001185. It 29,Best ac:0.000947 1.000000 fi:0.121046. Ave ac:0.001917,0.002502 Cov: 0.000947. It 30,Best ac:0.002132 1.000000 fi:0.117570. Ave ac:0.001828,0.002685 Cov: 0.002132. It 31,Best ac:0.001421 1.000000 fi:0.121691. Ave ac:0.001655,0.001900 Cov: 0.001421. It 32,Best ac:0.000948 1.000000 fi:0.117033. Ave ac:0.002162,0.003030 Cov: 0.000948. It 33,Best ac:0.001185 1.000000 fi:0.117826. Ave ac:0.001967,0.002794 Cov: 0.001185. It 34,Best ac:0.001019 0.778986 fi:0.351140. Ave ac:0.001882,0.002364 Cov: 0.001308. Best acc 0.001019 0.778986 Initial population average accuracy1:0.005441 accuracy2:0.224750 It 0,Best ac:0.000947 1.000000 fi:0.099939. Ave ac:0.006297,0.009948 Cov: 0.000947. It 1,Best ac:0.000948 0.666667 fi:0.433272. Ave ac:0.005904,0.010114 Cov: 0.001421. It 2,Best ac:0.000711 1.000000 fi:0.202439. Ave ac:0.005672,0.008449 Cov: 0.000711. It 3,Best ac:0.000947 1.000000 fi:0.099939. Ave ac:0.004921,0.009074 Cov: 0.000947. It 4,Best ac:0.001658 1.000000 fi:0.099644. Ave ac:0.004615,0.010618 Cov: 0.001658. It 5,Best ac:0.000711 1.000000 fi:0.202439. Ave ac:0.004209,0.008541 Cov: 0.000711. It 6,Best ac:0.000948 1.000000 fi:0.099939. Ave ac:0.003688,0.006757 Cov: 0.000948. It 7,Best ac:0.001184 1.000000 fi:0.099841. Ave ac:0.004137,0.006826 Cov: 0.001184. It 8,Best ac:0.001421 1.000000 fi:0.099742. Ave ac:0.003103,0.004967 Cov: 0.001421. It 9,Best ac:0.001421 1.000000 fi:0.099742. Ave ac:0.004290,0.008209 Cov: 0.001421. Iteration 10:MDL fitness activated Error 0.099742 TL 0.031745 MDL Theory Length Weight: 1.0473341296 (6) It 10,Best ac:0.001185 1.000000 fi:0.137033. Ave ac:0.003561,0.007363 Cov: 0.001185. It 11,Best ac:0.000948 1.000000 fi:0.129248. Ave ac:0.003128,0.005908 Cov: 0.000948. It 12,Best ac:0.000948 1.000000 fi:0.138400. Ave ac:0.002224,0.003502 Cov: 0.000948. It 13,Best ac:0.001185 1.000000 fi:0.130625. Ave ac:0.001924,0.003137 Cov: 0.001185. It 14,Best ac:0.000947 1.000000 fi:0.137200. Ave ac:0.003675,0.005305 Cov: 0.000947. It 15,Best ac:0.001658 1.000000 fi:0.131489. Ave ac:0.002734,0.004363 Cov: 0.001658. It 16,Best ac:0.001895 1.000000 fi:0.129467. Ave ac:0.002973,0.004770 Cov: 0.001895. It 17,Best ac:0.001658 1.000000 fi:0.123140. Ave ac:0.003223,0.004661 Cov: 0.001658. It 18,Best ac:0.001184 1.000000 fi:0.120689. Ave ac:0.002289,0.003096 Cov: 0.001184. It 19,Best ac:0.001185 1.000000 fi:0.129578. Ave ac:0.002630,0.006228 Cov: 0.001185. It 20,Best ac:0.000947 1.000000 fi:0.127944. Ave ac:0.002244,0.003610 Cov: 0.000947. It 21,Best ac:0.001184 1.000000 fi:0.125451. Ave ac:0.002329,0.002911 Cov: 0.001184. It 22,Best ac:0.001185 1.000000 fi:0.129570. Ave ac:0.002351,0.003754 Cov: 0.001185. It 23,Best ac:0.000947 1.000000 fi:0.128663. Ave ac:0.002746,0.004959 Cov: 0.000947. It 24,Best ac:0.001895 1.000000 fi:0.120069. Ave ac:0.002874,0.004133 Cov: 0.001895. It 25,Best ac:0.000947 1.000000 fi:0.131941. Ave ac:0.002258,0.004288 Cov: 0.000947. It 26,Best ac:0.001421 1.000000 fi:0.122625. Ave ac:0.003666,0.005771 Cov: 0.001421. It 27,Best ac:0.001658 1.000000 fi:0.127155. Ave ac:0.002261,0.003059 Cov: 0.001658. It 28,Best ac:0.000948 1.000000 fi:0.129173. Ave ac:0.001864,0.002637 Cov: 0.000948. It 29,Best ac:0.001421 1.000000 fi:0.126693. Ave ac:0.002590,0.003635 Cov: 0.001421. It 30,Best ac:0.000947 1.000000 fi:0.121915. Ave ac:0.003423,0.006080 Cov: 0.000947. It 31,Best ac:0.002605 1.000000 fi:0.129997. Ave ac:0.002844,0.003939 Cov: 0.002605. It 32,Best ac:0.000947 1.000000 fi:0.127944. Ave ac:0.002302,0.003157 Cov: 0.000947. It 33,Best ac:0.000711 1.000000 fi:0.230380. Ave ac:0.002332,0.004416 Cov: 0.000711. MDL Theory Length Weight: 0.9426007167 (10) It 34,Best ac:0.000853 0.743802 fi:0.380570. Ave ac:0.003086,0.004363 Cov: 0.001146. Best acc 0.000853 0.743802 Rule:Att PSSM_-3_3 is [-5.748165,-0.251835]|Att PSSM_-3_7 is [<0.150738]|Att PSSM_-3_19 is [-4.771413,4.549654]|Att PSSM_-2_13 is [-6.667398,5.239191]|Att PSSM_-1_16 is [-4.170984,-1.633619]|Att PSSM_0_1 is [-0.688441,6.682953]|Att PSSM_0_2 is [<-1.845917]|Att PSSM_0_4 is [-6.828332,-1.171668]|Att PSSM_0_12 is [<-2.112808]|Att PSSM_0_15 is [<1.802391]|Att PSSM_1_7 is [<-1.189136]|Att PSSM_3_18 is [>-3.294473]|Att PSSM_4_4 is [-6.701602,3.570296]|1 Accuracy : 0.767250 0 1 160138 3942 50670 19888 Removed 276 instances. 210808 Instances left. Acc of rule 0.001019-0.778986 Initial population average accuracy1:0.006689 accuracy2:0.249996 It 0,Best ac:0.001186 0.833333 fi:0.266506. Ave ac:0.006759,0.014691 Cov: 0.001423. It 1,Best ac:0.000712 1.000000 fi:0.198502. Ave ac:0.005923,0.010276 Cov: 0.000712. It 2,Best ac:0.000712 1.000000 fi:0.198502. Ave ac:0.005598,0.009260 Cov: 0.000712. It 3,Best ac:0.000949 1.000000 fi:0.099937. Ave ac:0.004208,0.007652 Cov: 0.000949. It 4,Best ac:0.001423 1.000000 fi:0.099739. Ave ac:0.004925,0.009762 Cov: 0.001423. It 5,Best ac:0.000949 1.000000 fi:0.099937. Ave ac:0.005091,0.009979 Cov: 0.000949. It 6,Best ac:0.001186 1.000000 fi:0.099839. Ave ac:0.005178,0.008729 Cov: 0.001186. It 7,Best ac:0.001898 1.000000 fi:0.099541. Ave ac:0.004300,0.006610 Cov: 0.001898. It 8,Best ac:0.001423 1.000000 fi:0.099739. Ave ac:0.005168,0.009589 Cov: 0.001423. It 9,Best ac:0.001186 1.000000 fi:0.099839. Ave ac:0.004405,0.007735 Cov: 0.001186. Iteration 10:MDL fitness activated Error 0.099839 TL 0.041154 MDL Theory Length Weight: 0.8086615264 (3) It 10,Best ac:0.000949 1.000000 fi:0.126360. Ave ac:0.004238,0.007168 Cov: 0.000949. It 11,Best ac:0.001186 1.000000 fi:0.134350. Ave ac:0.005324,0.011149 Cov: 0.001186. It 12,Best ac:0.001186 1.000000 fi:0.130824. Ave ac:0.005948,0.010944 Cov: 0.001186. It 13,Best ac:0.001423 1.000000 fi:0.120379. Ave ac:0.005853,0.009908 Cov: 0.001423. It 14,Best ac:0.001186 1.000000 fi:0.121621. Ave ac:0.006113,0.011352 Cov: 0.001186. It 15,Best ac:0.000949 1.000000 fi:0.136334. Ave ac:0.004556,0.008069 Cov: 0.000949. It 16,Best ac:0.002372 1.000000 fi:0.119190. Ave ac:0.005073,0.007559 Cov: 0.002372. It 17,Best ac:0.000949 1.000000 fi:0.126385. Ave ac:0.003336,0.005306 Cov: 0.000949. It 18,Best ac:0.001186 1.000000 fi:0.122271. Ave ac:0.002963,0.004492 Cov: 0.001186. It 19,Best ac:0.000949 1.000000 fi:0.131705. Ave ac:0.002996,0.005400 Cov: 0.000949. It 20,Best ac:0.001897 1.000000 fi:0.122716. Ave ac:0.003341,0.004633 Cov: 0.001897. It 21,Best ac:0.001423 1.000000 fi:0.122622. Ave ac:0.003294,0.005032 Cov: 0.001423. It 22,Best ac:0.002135 1.000000 fi:0.118594. Ave ac:0.002782,0.006349 Cov: 0.002135. It 23,Best ac:0.000949 1.000000 fi:0.132103. Ave ac:0.003347,0.007304 Cov: 0.000949. It 24,Best ac:0.000949 1.000000 fi:0.121105. Ave ac:0.003209,0.005356 Cov: 0.000949. It 25,Best ac:0.001423 1.000000 fi:0.119493. Ave ac:0.003774,0.005657 Cov: 0.001423. It 26,Best ac:0.002372 0.909091 fi:0.210462. Ave ac:0.003415,0.005386 Cov: 0.002609. It 27,Best ac:0.000949 1.000000 fi:0.117567. Ave ac:0.003166,0.004247 Cov: 0.000949. It 28,Best ac:0.001186 1.000000 fi:0.119777. Ave ac:0.003451,0.004477 Cov: 0.001186. It 29,Best ac:0.001423 1.000000 fi:0.114830. Ave ac:0.003157,0.005595 Cov: 0.001423. It 30,Best ac:0.002372 1.000000 fi:0.116883. Ave ac:0.003376,0.006678 Cov: 0.002372. It 31,Best ac:0.001186 1.000000 fi:0.114929. Ave ac:0.003184,0.004969 Cov: 0.001186. It 32,Best ac:0.001660 1.000000 fi:0.116452. Ave ac:0.003304,0.005484 Cov: 0.001660. It 33,Best ac:0.001423 1.000000 fi:0.115323. Ave ac:0.003023,0.005063 Cov: 0.001423. It 34,Best ac:0.001229 0.733711 fi:0.388074. Ave ac:0.003089,0.005078 Cov: 0.001675. Best acc 0.001229 0.733711 Initial population average accuracy1:0.006215 accuracy2:0.227629 It 0,Best ac:0.002371 0.666667 fi:0.432678. Ave ac:0.008168,0.013562 Cov: 0.003557. It 1,Best ac:0.001186 0.833333 fi:0.266506. Ave ac:0.008532,0.017881 Cov: 0.001423. It 2,Best ac:0.001186 1.000000 fi:0.099838. Ave ac:0.008024,0.015671 Cov: 0.001186. It 3,Best ac:0.000711 1.000000 fi:0.199293. Ave ac:0.006891,0.014033 Cov: 0.000711. It 4,Best ac:0.000711 1.000000 fi:0.199293. Ave ac:0.006147,0.013808 Cov: 0.000711. It 5,Best ac:0.001660 1.000000 fi:0.099641. Ave ac:0.005742,0.011486 Cov: 0.001660. It 6,Best ac:0.000949 1.000000 fi:0.099937. Ave ac:0.005078,0.012743 Cov: 0.000949. It 7,Best ac:0.001660 1.000000 fi:0.099640. Ave ac:0.005273,0.012797 Cov: 0.001660. It 8,Best ac:0.000949 1.000000 fi:0.099937. Ave ac:0.004102,0.009867 Cov: 0.000949. It 9,Best ac:0.001423 1.000000 fi:0.099739. Ave ac:0.004671,0.009603 Cov: 0.001423. Iteration 10:MDL fitness activated Error 0.099739 TL 0.025556 MDL Theory Length Weight: 1.3009081764 (3) It 10,Best ac:0.002372 1.000000 fi:0.158259. Ave ac:0.005087,0.013658 Cov: 0.002372. It 11,Best ac:0.001186 1.000000 fi:0.118430. Ave ac:0.007283,0.016723 Cov: 0.001186. It 12,Best ac:0.001186 1.000000 fi:0.120574. Ave ac:0.005188,0.014249 Cov: 0.001186. It 13,Best ac:0.000949 1.000000 fi:0.126502. Ave ac:0.006322,0.015552 Cov: 0.000949. It 14,Best ac:0.000949 1.000000 fi:0.110782. Ave ac:0.006492,0.020852 Cov: 0.000949. It 15,Best ac:0.000949 1.000000 fi:0.133799. Ave ac:0.005278,0.015022 Cov: 0.000949. It 16,Best ac:0.001186 1.000000 fi:0.122679. Ave ac:0.006151,0.010929 Cov: 0.001186. It 17,Best ac:0.001660 1.000000 fi:0.118232. Ave ac:0.007734,0.014687 Cov: 0.001660. It 18,Best ac:0.000949 1.000000 fi:0.126236. Ave ac:0.004867,0.015417 Cov: 0.000949. It 19,Best ac:0.000712 1.000000 fi:0.223250. Ave ac:0.006126,0.017785 Cov: 0.000712. It 20,Best ac:0.001898 1.000000 fi:0.120622. Ave ac:0.006949,0.014574 Cov: 0.001898. It 21,Best ac:0.002846 1.000000 fi:0.121605. Ave ac:0.005243,0.014211 Cov: 0.002846. It 22,Best ac:0.001186 1.000000 fi:0.118919. Ave ac:0.006779,0.015278 Cov: 0.001186. It 23,Best ac:0.000949 1.000000 fi:0.117814. Ave ac:0.004470,0.008274 Cov: 0.000949. MDL Theory Length Weight: 1.1708173587 (10) It 24,Best ac:0.001660 1.000000 fi:0.123865. Ave ac:0.005902,0.013261 Cov: 0.001660. It 25,Best ac:0.000949 1.000000 fi:0.116670. Ave ac:0.005770,0.017289 Cov: 0.000949. It 26,Best ac:0.001423 1.000000 fi:0.120622. Ave ac:0.006279,0.015868 Cov: 0.001423. It 27,Best ac:0.001661 1.000000 fi:0.113338. Ave ac:0.004002,0.010878 Cov: 0.001661. It 28,Best ac:0.000949 1.000000 fi:0.118910. Ave ac:0.003203,0.008733 Cov: 0.000949. It 29,Best ac:0.001660 1.000000 fi:0.130255. Ave ac:0.003984,0.010516 Cov: 0.001660. It 30,Best ac:0.002135 1.000000 fi:0.152466. Ave ac:0.005643,0.012006 Cov: 0.002135. It 31,Best ac:0.000949 1.000000 fi:0.124011. Ave ac:0.008195,0.017151 Cov: 0.000949. It 32,Best ac:0.000949 1.000000 fi:0.138569. Ave ac:0.003758,0.008223 Cov: 0.000949. It 33,Best ac:0.001186 1.000000 fi:0.122875. Ave ac:0.004823,0.013156 Cov: 0.001186. It 34,Best ac:0.000830 0.714286 fi:0.415219. Ave ac:0.004182,0.012596 Cov: 0.001162. Best acc 0.000830 0.714286 Rule:Att PSSM_-4_1 is [<3.494506]|Att PSSM_-3_4 is [-6.773545,2.773545]|Att PSSM_-3_15 is [-5.281985,1.281985]|Att PSSM_-3_19 is [<5.687723]|Att PSSM_-1_4 is [-6.844573,3.484995]|Att PSSM_0_1 is [>0.743611]|Att PSSM_0_7 is [-6.237706,-3.986171]|Att PSSM_1_19 is [>-1.520157]|Att PSSM_2_17 is [-4.882577,0.919547]|Att PSSM_4_7 is [-4.937054,-1.062947]|1 Accuracy : 0.767953 0 1 160044 4036 50411 20147 Removed 353 instances. 210455 Instances left. Acc of rule 0.001229-0.733711 Initial population average accuracy1:0.005774 accuracy2:0.224260 It 0,Best ac:0.000950 0.800000 fi:0.299936. Ave ac:0.006634,0.012244 Cov: 0.001188. It 1,Best ac:0.000950 1.000000 fi:0.099936. Ave ac:0.007082,0.011774 Cov: 0.000950. It 2,Best ac:0.001663 1.000000 fi:0.099637. Ave ac:0.005802,0.010350 Cov: 0.001663. It 3,Best ac:0.000713 1.000000 fi:0.194527. Ave ac:0.004148,0.008114 Cov: 0.000713. It 4,Best ac:0.001663 1.000000 fi:0.099637. Ave ac:0.004073,0.006406 Cov: 0.001663. It 5,Best ac:0.001188 1.000000 fi:0.099836. Ave ac:0.003390,0.005440 Cov: 0.001188. It 6,Best ac:0.002376 1.000000 fi:0.099338. Ave ac:0.002407,0.004201 Cov: 0.002376. It 7,Best ac:0.000950 1.000000 fi:0.099936. Ave ac:0.002969,0.005033 Cov: 0.000950. It 8,Best ac:0.001425 1.000000 fi:0.099737. Ave ac:0.003165,0.005126 Cov: 0.001425. It 9,Best ac:0.002139 1.000000 fi:0.099438. Ave ac:0.003183,0.004602 Cov: 0.002139. Iteration 10:MDL fitness activated Error 0.099438 TL 0.032357 MDL Theory Length Weight: 1.0243818607 (4) It 10,Best ac:0.001188 1.000000 fi:0.140577. Ave ac:0.002297,0.003313 Cov: 0.001188. It 11,Best ac:0.001901 1.000000 fi:0.126641. Ave ac:0.002567,0.003589 Cov: 0.001901. It 12,Best ac:0.001188 1.000000 fi:0.131041. Ave ac:0.003157,0.005145 Cov: 0.001188. It 13,Best ac:0.001426 1.000000 fi:0.128195. Ave ac:0.003446,0.005162 Cov: 0.001426. It 14,Best ac:0.003089 1.000000 fi:0.133574. Ave ac:0.003498,0.005569 Cov: 0.003089. It 15,Best ac:0.000950 1.000000 fi:0.142962. Ave ac:0.003365,0.005173 Cov: 0.000950. It 16,Best ac:0.001188 1.000000 fi:0.121885. Ave ac:0.003083,0.004137 Cov: 0.001188. It 17,Best ac:0.000950 1.000000 fi:0.129764. Ave ac:0.002899,0.004229 Cov: 0.000950. It 18,Best ac:0.001188 1.000000 fi:0.128136. Ave ac:0.002848,0.004211 Cov: 0.001188. It 19,Best ac:0.002138 1.000000 fi:0.132024. Ave ac:0.003499,0.006541 Cov: 0.002138. It 20,Best ac:0.000950 1.000000 fi:0.124336. Ave ac:0.003256,0.005341 Cov: 0.000950. It 21,Best ac:0.000951 1.000000 fi:0.122068. Ave ac:0.003297,0.006726 Cov: 0.000951. It 22,Best ac:0.000950 1.000000 fi:0.131656. Ave ac:0.003712,0.006064 Cov: 0.000950. It 23,Best ac:0.000950 1.000000 fi:0.122167. Ave ac:0.003250,0.004301 Cov: 0.000950. It 24,Best ac:0.001188 1.000000 fi:0.125397. Ave ac:0.002245,0.003530 Cov: 0.001188. It 25,Best ac:0.001188 1.000000 fi:0.124237. Ave ac:0.001939,0.002995 Cov: 0.001188. MDL Theory Length Weight: 0.9219436746 (10) It 26,Best ac:0.000950 1.000000 fi:0.128484. Ave ac:0.002432,0.004047 Cov: 0.000950. It 27,Best ac:0.001663 1.000000 fi:0.124949. Ave ac:0.002684,0.004333 Cov: 0.001663. It 28,Best ac:0.001188 1.000000 fi:0.123862. Ave ac:0.003238,0.005328 Cov: 0.001188. It 29,Best ac:0.001663 1.000000 fi:0.122627. Ave ac:0.003550,0.006263 Cov: 0.001663. It 30,Best ac:0.002138 1.000000 fi:0.122552. Ave ac:0.003321,0.005566 Cov: 0.002138. It 31,Best ac:0.001663 1.000000 fi:0.130238. Ave ac:0.003703,0.006922 Cov: 0.001663. It 32,Best ac:0.001663 1.000000 fi:0.128269. Ave ac:0.003806,0.006784 Cov: 0.001663. It 33,Best ac:0.001426 1.000000 fi:0.119071. Ave ac:0.003527,0.006139 Cov: 0.001426. It 34,Best ac:0.000889 0.727626 fi:0.401663. Ave ac:0.003859,0.006275 Cov: 0.001221. Best acc 0.000889 0.727626 Initial population average accuracy1:0.005297 accuracy2:0.228599 It 0,Best ac:0.002376 0.833333 fi:0.266005. Ave ac:0.006066,0.011784 Cov: 0.002851. It 1,Best ac:0.000950 1.000000 fi:0.099936. Ave ac:0.005239,0.007886 Cov: 0.000950. It 2,Best ac:0.000950 1.000000 fi:0.099936. Ave ac:0.004926,0.008270 Cov: 0.000950. It 3,Best ac:0.001426 1.000000 fi:0.099736. Ave ac:0.006293,0.010374 Cov: 0.001426. It 4,Best ac:0.000951 1.000000 fi:0.099936. Ave ac:0.005176,0.008243 Cov: 0.000951. It 5,Best ac:0.000950 1.000000 fi:0.099936. Ave ac:0.005577,0.011835 Cov: 0.000950. It 6,Best ac:0.000713 1.000000 fi:0.194527. Ave ac:0.005398,0.008925 Cov: 0.000713. It 7,Best ac:0.000950 1.000000 fi:0.099936. Ave ac:0.005117,0.008204 Cov: 0.000950. It 8,Best ac:0.001188 1.000000 fi:0.099836. Ave ac:0.005044,0.009199 Cov: 0.001188. It 9,Best ac:0.001426 1.000000 fi:0.099736. Ave ac:0.005228,0.010468 Cov: 0.001426. Iteration 10:MDL fitness activated Error 0.099736 TL 0.049463 MDL Theory Length Weight: 0.6721258203 (7) It 10,Best ac:0.000950 1.000000 fi:0.122405. Ave ac:0.004453,0.008040 Cov: 0.000950. It 11,Best ac:0.001188 1.000000 fi:0.133268. Ave ac:0.005527,0.009545 Cov: 0.001188. It 12,Best ac:0.000950 1.000000 fi:0.128925. Ave ac:0.004974,0.010801 Cov: 0.000950. It 13,Best ac:0.001426 1.000000 fi:0.117412. Ave ac:0.005202,0.009100 Cov: 0.001426. It 14,Best ac:0.001426 1.000000 fi:0.118228. Ave ac:0.003860,0.006731 Cov: 0.001426. It 15,Best ac:0.000713 1.000000 fi:0.212750. Ave ac:0.004179,0.007923 Cov: 0.000713. It 16,Best ac:0.000950 1.000000 fi:0.121208. Ave ac:0.004403,0.006513 Cov: 0.000950. It 17,Best ac:0.001188 1.000000 fi:0.116855. Ave ac:0.004245,0.006877 Cov: 0.001188. It 18,Best ac:0.001188 1.000000 fi:0.119426. Ave ac:0.004729,0.008109 Cov: 0.001188. It 19,Best ac:0.000950 1.000000 fi:0.124289. Ave ac:0.003546,0.004975 Cov: 0.000950. It 20,Best ac:0.001663 1.000000 fi:0.114522. Ave ac:0.003659,0.005826 Cov: 0.001663. It 21,Best ac:0.000713 1.000000 fi:0.212530. Ave ac:0.003046,0.004275 Cov: 0.000713. It 22,Best ac:0.001188 1.000000 fi:0.117737. Ave ac:0.002849,0.004678 Cov: 0.001188. It 23,Best ac:0.001425 1.000000 fi:0.118564. Ave ac:0.003344,0.005083 Cov: 0.001425. It 24,Best ac:0.000950 1.000000 fi:0.116274. Ave ac:0.003242,0.005052 Cov: 0.000950. It 25,Best ac:0.001188 1.000000 fi:0.114708. Ave ac:0.002662,0.003873 Cov: 0.001188. It 26,Best ac:0.001426 1.000000 fi:0.117621. Ave ac:0.002385,0.004335 Cov: 0.001426. It 27,Best ac:0.001426 1.000000 fi:0.117409. Ave ac:0.002150,0.003555 Cov: 0.001426. It 28,Best ac:0.001901 1.000000 fi:0.113750. Ave ac:0.001985,0.002855 Cov: 0.001901. It 29,Best ac:0.001663 1.000000 fi:0.113038. Ave ac:0.001884,0.003852 Cov: 0.001663. It 30,Best ac:0.000950 1.000000 fi:0.131869. Ave ac:0.002418,0.004473 Cov: 0.000950. It 31,Best ac:0.000950 1.000000 fi:0.120751. Ave ac:0.002252,0.003951 Cov: 0.000950. It 32,Best ac:0.001188 1.000000 fi:0.113105. Ave ac:0.003102,0.004653 Cov: 0.001188. It 33,Best ac:0.002138 1.000000 fi:0.111834. Ave ac:0.003064,0.004528 Cov: 0.002138. It 34,Best ac:0.001093 0.734824 fi:0.381289. Ave ac:0.002819,0.007980 Cov: 0.001487. Best acc 0.001093 0.734824 Rule:Att PSSM_-4_11 is [-5.755074,4.137730]|Att PSSM_-1_14 is [-3.417644,5.310643]|Att PSSM_0_1 is [-0.186126,5.467666]|Att PSSM_0_4 is [<-3.019005]|Att PSSM_0_10 is [>0.270037]|Att PSSM_0_12 is [-6.930113,-3.069887]|Att PSSM_3_19 is [-1.352264,7.925312]|Att PSSM_4_2 is [-5.511260,-0.488740]|1 Accuracy : 0.768580 0 1 159961 4119 50181 20377 Removed 313 instances. 210142 Instances left. Acc of rule 0.001093-0.734824 Initial population average accuracy1:0.005414 accuracy2:0.211378 It 0,Best ac:0.000952 1.000000 fi:0.099934. Ave ac:0.006732,0.013142 Cov: 0.000952. It 1,Best ac:0.000952 1.000000 fi:0.099934. Ave ac:0.006427,0.012900 Cov: 0.000952. It 2,Best ac:0.002141 0.900000 fi:0.199434. Ave ac:0.005932,0.011707 Cov: 0.002379. It 3,Best ac:0.002855 0.705882 fi:0.393252. Ave ac:0.006755,0.012751 Cov: 0.004045. It 4,Best ac:0.000714 1.000000 fi:0.191318. Ave ac:0.005546,0.011172 Cov: 0.000714. It 5,Best ac:0.001190 1.000000 fi:0.099833. Ave ac:0.004653,0.008715 Cov: 0.001190. It 6,Best ac:0.001665 1.000000 fi:0.099634. Ave ac:0.003956,0.008412 Cov: 0.001665. It 7,Best ac:0.001190 1.000000 fi:0.099834. Ave ac:0.003927,0.008475 Cov: 0.001190. It 8,Best ac:0.001665 1.000000 fi:0.099634. Ave ac:0.003915,0.008205 Cov: 0.001665. It 9,Best ac:0.001190 1.000000 fi:0.099834. Ave ac:0.003985,0.007630 Cov: 0.001190. Iteration 10:MDL fitness activated Error 0.099834 TL 0.038568 MDL Theory Length Weight: 0.8628395186 (4) It 10,Best ac:0.001190 1.000000 fi:0.140475. Ave ac:0.003094,0.006324 Cov: 0.001190. It 11,Best ac:0.000952 1.000000 fi:0.128231. Ave ac:0.002649,0.003976 Cov: 0.000952. It 12,Best ac:0.000714 1.000000 fi:0.216493. Ave ac:0.002527,0.003970 Cov: 0.000714. It 13,Best ac:0.000952 1.000000 fi:0.125109. Ave ac:0.002678,0.004757 Cov: 0.000952. It 14,Best ac:0.000952 1.000000 fi:0.137646. Ave ac:0.003370,0.005018 Cov: 0.000952. It 15,Best ac:0.000952 1.000000 fi:0.144755. Ave ac:0.003110,0.004599 Cov: 0.000952. It 16,Best ac:0.000952 1.000000 fi:0.148478. Ave ac:0.003071,0.006339 Cov: 0.000952. It 17,Best ac:0.000952 1.000000 fi:0.131918. Ave ac:0.002773,0.005442 Cov: 0.000952. It 18,Best ac:0.001428 1.000000 fi:0.127751. Ave ac:0.002962,0.003962 Cov: 0.001428. It 19,Best ac:0.000951 1.000000 fi:0.120886. Ave ac:0.003008,0.004008 Cov: 0.000951. It 20,Best ac:0.001190 1.000000 fi:0.128533. Ave ac:0.002552,0.003812 Cov: 0.001190. It 21,Best ac:0.001190 1.000000 fi:0.119593. Ave ac:0.002728,0.003941 Cov: 0.001190. It 22,Best ac:0.001190 1.000000 fi:0.124318. Ave ac:0.002255,0.004329 Cov: 0.001190. It 23,Best ac:0.000952 1.000000 fi:0.127622. Ave ac:0.002207,0.003479 Cov: 0.000952. It 24,Best ac:0.001190 1.000000 fi:0.124318. Ave ac:0.002013,0.003072 Cov: 0.001190. It 25,Best ac:0.000952 1.000000 fi:0.128068. Ave ac:0.001578,0.002822 Cov: 0.000952. It 26,Best ac:0.001190 1.000000 fi:0.131314. Ave ac:0.002093,0.003317 Cov: 0.001190. It 27,Best ac:0.000952 1.000000 fi:0.125372. Ave ac:0.002167,0.004291 Cov: 0.000952. It 28,Best ac:0.000952 1.000000 fi:0.126740. Ave ac:0.001432,0.003028 Cov: 0.000952. It 29,Best ac:0.001428 1.000000 fi:0.125566. Ave ac:0.002058,0.004257 Cov: 0.001428. It 30,Best ac:0.001190 1.000000 fi:0.120384. Ave ac:0.001929,0.003253 Cov: 0.001190. MDL Theory Length Weight: 0.7765555668 (10) It 31,Best ac:0.000952 1.000000 fi:0.118791. Ave ac:0.002127,0.003624 Cov: 0.000952. It 32,Best ac:0.001189 1.000000 fi:0.116040. Ave ac:0.003450,0.006170 Cov: 0.001189. It 33,Best ac:0.001190 1.000000 fi:0.121870. Ave ac:0.002313,0.003916 Cov: 0.001190. It 34,Best ac:0.000809 0.732759 fi:0.396153. Ave ac:0.002689,0.004492 Cov: 0.001104. Best acc 0.000809 0.732759 Initial population average accuracy1:0.005829 accuracy2:0.221168 It 0,Best ac:0.001666 0.636364 fi:0.463270. Ave ac:0.006273,0.011241 Cov: 0.002618. It 1,Best ac:0.000952 1.000000 fi:0.099934. Ave ac:0.005211,0.008597 Cov: 0.000952. It 2,Best ac:0.000951 1.000000 fi:0.099934. Ave ac:0.004746,0.007760 Cov: 0.000951. It 3,Best ac:0.002141 1.000000 fi:0.099434. Ave ac:0.003600,0.006291 Cov: 0.002141. It 4,Best ac:0.001428 1.000000 fi:0.099733. Ave ac:0.004509,0.007383 Cov: 0.001428. It 5,Best ac:0.001428 1.000000 fi:0.099733. Ave ac:0.004275,0.006579 Cov: 0.001428. It 6,Best ac:0.002141 1.000000 fi:0.099434. Ave ac:0.004896,0.007127 Cov: 0.002141. It 7,Best ac:0.001190 1.000000 fi:0.099834. Ave ac:0.004440,0.008562 Cov: 0.001190. It 8,Best ac:0.001427 1.000000 fi:0.099734. Ave ac:0.003295,0.005376 Cov: 0.001427. It 9,Best ac:0.003093 1.000000 fi:0.099035. Ave ac:0.003922,0.006288 Cov: 0.003093. Iteration 10:MDL fitness activated Error 0.099035 TL 0.037529 MDL Theory Length Weight: 0.8796298353 (1) It 10,Best ac:0.001428 1.000000 fi:0.128537. Ave ac:0.003498,0.006792 Cov: 0.001428. It 11,Best ac:0.001428 1.000000 fi:0.124298. Ave ac:0.003070,0.007405 Cov: 0.001428. It 12,Best ac:0.000952 1.000000 fi:0.128538. Ave ac:0.002781,0.006779 Cov: 0.000952. It 13,Best ac:0.001190 1.000000 fi:0.131214. Ave ac:0.002572,0.005528 Cov: 0.001190. It 14,Best ac:0.001190 1.000000 fi:0.118318. Ave ac:0.002893,0.005439 Cov: 0.001190. It 15,Best ac:0.000952 1.000000 fi:0.123392. Ave ac:0.002924,0.004400 Cov: 0.000952. It 16,Best ac:0.000952 1.000000 fi:0.127242. Ave ac:0.002979,0.004394 Cov: 0.000952. It 17,Best ac:0.000952 1.000000 fi:0.125131. Ave ac:0.002546,0.004232 Cov: 0.000952. It 18,Best ac:0.000952 1.000000 fi:0.124962. Ave ac:0.002957,0.005001 Cov: 0.000952. It 19,Best ac:0.000952 1.000000 fi:0.119535. Ave ac:0.002819,0.004541 Cov: 0.000952. It 20,Best ac:0.002379 1.000000 fi:0.122456. Ave ac:0.003102,0.005182 Cov: 0.002379. It 21,Best ac:0.001190 1.000000 fi:0.119214. Ave ac:0.002750,0.004464 Cov: 0.001190. It 22,Best ac:0.000952 1.000000 fi:0.128808. Ave ac:0.003604,0.007174 Cov: 0.000952. It 23,Best ac:0.000952 1.000000 fi:0.120601. Ave ac:0.003007,0.004551 Cov: 0.000952. MDL Theory Length Weight: 0.7916668517 (10) It 24,Best ac:0.001190 1.000000 fi:0.118029. Ave ac:0.002930,0.004721 Cov: 0.001190. It 25,Best ac:0.000952 1.000000 fi:0.122295. Ave ac:0.002757,0.003802 Cov: 0.000952. It 26,Best ac:0.000952 1.000000 fi:0.121124. Ave ac:0.003274,0.004645 Cov: 0.000952. It 27,Best ac:0.003808 1.000000 fi:0.116175. Ave ac:0.002688,0.003813 Cov: 0.003808. It 28,Best ac:0.000952 1.000000 fi:0.119509. Ave ac:0.003053,0.005916 Cov: 0.000952. It 29,Best ac:0.001903 1.000000 fi:0.115308. Ave ac:0.002546,0.003851 Cov: 0.001903. It 30,Best ac:0.002379 1.000000 fi:0.117061. Ave ac:0.001968,0.002962 Cov: 0.002379. It 31,Best ac:0.000951 1.000000 fi:0.117057. Ave ac:0.002717,0.004142 Cov: 0.000951. It 32,Best ac:0.002142 1.000000 fi:0.118802. Ave ac:0.003377,0.004721 Cov: 0.002142. It 33,Best ac:0.001427 1.000000 fi:0.115508. Ave ac:0.003212,0.005147 Cov: 0.001427. It 34,Best ac:0.001075 0.740984 fi:0.377017. Ave ac:0.002894,0.004651 Cov: 0.001451. Best acc 0.001075 0.740984 Rule:Att PSSM_-4_7 is [-6.237194,4.237194]|Att PSSM_-3_7 is [-5.554101,3.933003]|Att PSSM_0_7 is [<-3.050531]|Att PSSM_0_20 is [>-3.694554]|Att PSSM_1_12 is [<-3.967939]|Att PSSM_2_12 is [-6.249856,-1.644533]|Att PSSM_3_7 is [-3.118878,-2.919354]|1 Accuracy : 0.769206 0 1 159882 4198 49955 20603 Removed 305 instances. 209837 Instances left. Acc of rule 0.001075-0.740984 Initial population average accuracy1:0.005703 accuracy2:0.221671 It 0,Best ac:0.001192 0.833333 fi:0.266498. Ave ac:0.008476,0.013798 Cov: 0.001430. It 1,Best ac:0.000953 1.000000 fi:0.099932. Ave ac:0.006684,0.011044 Cov: 0.000953. It 2,Best ac:0.000953 0.800000 fi:0.299932. Ave ac:0.006426,0.011203 Cov: 0.001191. It 3,Best ac:0.000953 1.000000 fi:0.099932. Ave ac:0.007069,0.010917 Cov: 0.000953. It 4,Best ac:0.000953 1.000000 fi:0.099932. Ave ac:0.006152,0.010041 Cov: 0.000953. It 5,Best ac:0.000953 1.000000 fi:0.099932. Ave ac:0.006419,0.009646 Cov: 0.000953. It 6,Best ac:0.000953 1.000000 fi:0.099932. Ave ac:0.005937,0.011096 Cov: 0.000953. It 7,Best ac:0.002383 1.000000 fi:0.099329. Ave ac:0.005624,0.009695 Cov: 0.002383. It 8,Best ac:0.001191 1.000000 fi:0.099832. Ave ac:0.005142,0.011004 Cov: 0.001191. It 9,Best ac:0.001906 1.000000 fi:0.099530. Ave ac:0.003549,0.004868 Cov: 0.001906. Iteration 10:MDL fitness activated Error 0.099530 TL 0.051601 MDL Theory Length Weight: 0.6429419301 (3) It 10,Best ac:0.001191 1.000000 fi:0.125850. Ave ac:0.003309,0.004189 Cov: 0.001191. It 11,Best ac:0.001191 1.000000 fi:0.124404. Ave ac:0.003062,0.005710 Cov: 0.001191. It 12,Best ac:0.001430 1.000000 fi:0.126285. Ave ac:0.002487,0.003908 Cov: 0.001430. It 13,Best ac:0.000953 1.000000 fi:0.131634. Ave ac:0.003035,0.005222 Cov: 0.000953. It 14,Best ac:0.000953 1.000000 fi:0.124992. Ave ac:0.002449,0.003381 Cov: 0.000953. It 15,Best ac:0.001667 1.000000 fi:0.121671. Ave ac:0.002648,0.003214 Cov: 0.001667. It 16,Best ac:0.000953 1.000000 fi:0.120240. Ave ac:0.003269,0.004290 Cov: 0.000953. It 17,Best ac:0.002621 1.000000 fi:0.121838. Ave ac:0.002873,0.003657 Cov: 0.002621. It 18,Best ac:0.000953 1.000000 fi:0.124336. Ave ac:0.002547,0.003608 Cov: 0.000953. It 19,Best ac:0.000953 1.000000 fi:0.116437. Ave ac:0.001960,0.002741 Cov: 0.000953. It 20,Best ac:0.001906 1.000000 fi:0.120491. Ave ac:0.002680,0.003755 Cov: 0.001906. It 21,Best ac:0.000953 1.000000 fi:0.125000. Ave ac:0.002477,0.003627 Cov: 0.000953. It 22,Best ac:0.001191 1.000000 fi:0.119061. Ave ac:0.002641,0.003248 Cov: 0.001191. It 23,Best ac:0.000953 1.000000 fi:0.117194. Ave ac:0.002454,0.003617 Cov: 0.000953. It 24,Best ac:0.000953 1.000000 fi:0.119381. Ave ac:0.002671,0.003195 Cov: 0.000953. It 25,Best ac:0.002145 1.000000 fi:0.122353. Ave ac:0.002362,0.002390 Cov: 0.002145. It 26,Best ac:0.001430 1.000000 fi:0.116235. Ave ac:0.001961,0.002846 Cov: 0.001430. It 27,Best ac:0.000953 1.000000 fi:0.123109. Ave ac:0.002576,0.004285 Cov: 0.000953. It 28,Best ac:0.001191 1.000000 fi:0.119045. Ave ac:0.002361,0.003231 Cov: 0.001191. It 29,Best ac:0.002622 1.000000 fi:0.116588. Ave ac:0.003149,0.006049 Cov: 0.002622. It 30,Best ac:0.001430 1.000000 fi:0.119484. Ave ac:0.002359,0.002828 Cov: 0.001430. It 31,Best ac:0.000953 1.000000 fi:0.118281. Ave ac:0.002482,0.002524 Cov: 0.000953. It 32,Best ac:0.001191 1.000000 fi:0.114322. Ave ac:0.001967,0.002325 Cov: 0.001191. It 33,Best ac:0.001430 1.000000 fi:0.115826. Ave ac:0.001904,0.002879 Cov: 0.001430. It 34,Best ac:0.000867 0.733871 fi:0.386236. Ave ac:0.002168,0.002553 Cov: 0.001182. Best acc 0.000867 0.733871 Initial population average accuracy1:0.005177 accuracy2:0.225634 It 0,Best ac:0.001191 0.833333 fi:0.266498. Ave ac:0.006489,0.012004 Cov: 0.001430. It 1,Best ac:0.001430 0.666667 fi:0.433064. Ave ac:0.005560,0.009328 Cov: 0.002144. It 2,Best ac:0.000715 1.000000 fi:0.187270. Ave ac:0.006367,0.013699 Cov: 0.000715. It 3,Best ac:0.000953 1.000000 fi:0.099932. Ave ac:0.005109,0.009943 Cov: 0.000953. It 4,Best ac:0.001906 0.888889 fi:0.210641. Ave ac:0.005851,0.012438 Cov: 0.002144. It 5,Best ac:0.001191 1.000000 fi:0.099831. Ave ac:0.004923,0.009517 Cov: 0.001191. It 6,Best ac:0.000953 1.000000 fi:0.099932. Ave ac:0.004418,0.006990 Cov: 0.000953. It 7,Best ac:0.000715 1.000000 fi:0.187270. Ave ac:0.003823,0.005943 Cov: 0.000715. It 8,Best ac:0.001668 1.000000 fi:0.099631. Ave ac:0.003452,0.007052 Cov: 0.001668. It 9,Best ac:0.001191 1.000000 fi:0.099831. Ave ac:0.003744,0.008143 Cov: 0.001191. Iteration 10:MDL fitness activated Error 0.099831 TL 0.029045 MDL Theory Length Weight: 1.1456980627 (2) It 10,Best ac:0.001430 0.857143 fi:0.283139. Ave ac:0.003144,0.004524 Cov: 0.001668. It 11,Best ac:0.000953 1.000000 fi:0.141075. Ave ac:0.003644,0.004996 Cov: 0.000953. It 12,Best ac:0.000953 1.000000 fi:0.130631. Ave ac:0.003997,0.005916 Cov: 0.000953. It 13,Best ac:0.000715 1.000000 fi:0.225360. Ave ac:0.004295,0.009371 Cov: 0.000715. It 14,Best ac:0.000953 1.000000 fi:0.128497. Ave ac:0.003366,0.004433 Cov: 0.000953. It 15,Best ac:0.000953 1.000000 fi:0.129420. Ave ac:0.002919,0.005345 Cov: 0.000953. It 16,Best ac:0.001429 1.000000 fi:0.128296. Ave ac:0.003230,0.004919 Cov: 0.001429. It 17,Best ac:0.000953 1.000000 fi:0.126800. Ave ac:0.002924,0.005554 Cov: 0.000953. It 18,Best ac:0.000953 1.000000 fi:0.121514. Ave ac:0.003050,0.007354 Cov: 0.000953. It 19,Best ac:0.001668 1.000000 fi:0.127162. Ave ac:0.003000,0.005994 Cov: 0.001668. It 20,Best ac:0.002860 0.923077 fi:0.208828. Ave ac:0.003211,0.007072 Cov: 0.003098. It 21,Best ac:0.001668 1.000000 fi:0.123161. Ave ac:0.003618,0.007742 Cov: 0.001668. It 22,Best ac:0.000953 1.000000 fi:0.139336. Ave ac:0.002644,0.005495 Cov: 0.000953. It 23,Best ac:0.000953 1.000000 fi:0.128360. Ave ac:0.002732,0.005066 Cov: 0.000953. It 24,Best ac:0.000953 1.000000 fi:0.124071. Ave ac:0.002555,0.006450 Cov: 0.000953. It 25,Best ac:0.001668 1.000000 fi:0.127587. Ave ac:0.002575,0.005760 Cov: 0.001668. It 26,Best ac:0.001430 1.000000 fi:0.126493. Ave ac:0.004583,0.010086 Cov: 0.001430. It 27,Best ac:0.001430 1.000000 fi:0.125917. Ave ac:0.002756,0.003819 Cov: 0.001430. MDL Theory Length Weight: 1.0311282564 (10) It 28,Best ac:0.001907 1.000000 fi:0.123388. Ave ac:0.001895,0.002237 Cov: 0.001907. It 29,Best ac:0.000953 1.000000 fi:0.131810. Ave ac:0.002055,0.003164 Cov: 0.000953. It 30,Best ac:0.001430 1.000000 fi:0.119430. Ave ac:0.002117,0.003278 Cov: 0.001430. It 31,Best ac:0.001430 1.000000 fi:0.119610. Ave ac:0.002173,0.004977 Cov: 0.001430. It 32,Best ac:0.001907 1.000000 fi:0.121165. Ave ac:0.002603,0.004181 Cov: 0.001907. It 33,Best ac:0.001192 1.000000 fi:0.119530. Ave ac:0.002313,0.003471 Cov: 0.001192. It 34,Best ac:0.000901 0.732558 fi:0.394371. Ave ac:0.002809,0.004741 Cov: 0.001230. Best acc 0.000901 0.732558 Rule:Att PSSM_-3_11 is [>-4.869218]|Att PSSM_-2_2 is [-6.496058,2.877643]|Att PSSM_-2_4 is [<0.867470]|Att PSSM_-1_12 is [<-1.574012]|Att PSSM_0_7 is [<-2.960990]|Att PSSM_0_12 is [<-3.581920]|Att PSSM_1_4 is [-7.761535,0.134096]|Att PSSM_1_14 is [-2.690203,8.757203]|Att PSSM_2_12 is [-6.278207,-1.870468]|Att PSSM_3_10 is [>-3.518189]|Att PSSM_4_9 is [-5.077476,-1.378450]|1 Accuracy : 0.769701 0 1 159816 4264 49773 20785 Removed 248 instances. 209589 Instances left. Acc of rule 0.000867-0.733871 Initial population average accuracy1:0.005457 accuracy2:0.214389 It 0,Best ac:0.000954 1.000000 fi:0.099930. Ave ac:0.005942,0.009220 Cov: 0.000954. It 1,Best ac:0.000716 1.000000 fi:0.184003. Ave ac:0.005398,0.008945 Cov: 0.000716. It 2,Best ac:0.002147 0.750000 fi:0.349427. Ave ac:0.004685,0.008936 Cov: 0.002863. It 3,Best ac:0.000716 1.000000 fi:0.184822. Ave ac:0.004768,0.009263 Cov: 0.000716. It 4,Best ac:0.000954 1.000000 fi:0.099930. Ave ac:0.005047,0.009324 Cov: 0.000954. It 5,Best ac:0.001431 0.857143 fi:0.242586. Ave ac:0.004543,0.007068 Cov: 0.001670. It 6,Best ac:0.001193 1.000000 fi:0.099829. Ave ac:0.004827,0.007150 Cov: 0.001193. It 7,Best ac:0.001193 1.000000 fi:0.099829. Ave ac:0.004443,0.006792 Cov: 0.001193. It 8,Best ac:0.000716 1.000000 fi:0.184822. Ave ac:0.003622,0.005525 Cov: 0.000716. It 9,Best ac:0.000715 1.000000 fi:0.184822. Ave ac:0.004143,0.005627 Cov: 0.000715. Iteration 10:MDL fitness activated Error 0.184822 TL 0.049364 MDL Theory Length Weight: 1.2480137448 (4) It 10,Best ac:0.001193 1.000000 fi:0.138600. Ave ac:0.004454,0.006420 Cov: 0.001193. It 11,Best ac:0.002386 1.000000 fi:0.147355. Ave ac:0.004137,0.005610 Cov: 0.002386. It 12,Best ac:0.001431 1.000000 fi:0.137386. Ave ac:0.004374,0.006356 Cov: 0.001431. It 13,Best ac:0.002623 1.000000 fi:0.134772. Ave ac:0.003448,0.005879 Cov: 0.002623. It 14,Best ac:0.000954 1.000000 fi:0.137654. Ave ac:0.004074,0.008123 Cov: 0.000954. It 15,Best ac:0.001431 1.000000 fi:0.138892. Ave ac:0.002728,0.004490 Cov: 0.001431. It 16,Best ac:0.002863 1.000000 fi:0.129031. Ave ac:0.002871,0.003701 Cov: 0.002863. It 17,Best ac:0.002147 1.000000 fi:0.130030. Ave ac:0.002812,0.003482 Cov: 0.002147. It 18,Best ac:0.000954 1.000000 fi:0.142972. Ave ac:0.002779,0.003751 Cov: 0.000954. It 19,Best ac:0.002386 1.000000 fi:0.131872. Ave ac:0.002283,0.003160 Cov: 0.002386. It 20,Best ac:0.001432 1.000000 fi:0.136877. Ave ac:0.003269,0.005157 Cov: 0.001432. It 21,Best ac:0.002147 1.000000 fi:0.137477. Ave ac:0.003350,0.005591 Cov: 0.002147. It 22,Best ac:0.000954 1.000000 fi:0.124331. Ave ac:0.002767,0.004369 Cov: 0.000954. It 23,Best ac:0.002147 1.000000 fi:0.145288. Ave ac:0.002501,0.003616 Cov: 0.002147. It 24,Best ac:0.000954 1.000000 fi:0.124331. Ave ac:0.002687,0.003998 Cov: 0.000954. It 25,Best ac:0.001670 1.000000 fi:0.128293. Ave ac:0.002630,0.003474 Cov: 0.001670. It 26,Best ac:0.001670 1.000000 fi:0.143532. Ave ac:0.002427,0.003358 Cov: 0.001670. It 27,Best ac:0.001670 1.000000 fi:0.128861. Ave ac:0.003185,0.005286 Cov: 0.001670. It 28,Best ac:0.001193 1.000000 fi:0.134411. Ave ac:0.002450,0.003679 Cov: 0.001193. It 29,Best ac:0.000954 1.000000 fi:0.131931. Ave ac:0.003331,0.004738 Cov: 0.000954. It 30,Best ac:0.001193 1.000000 fi:0.129950. Ave ac:0.002076,0.002810 Cov: 0.001193. It 31,Best ac:0.001193 1.000000 fi:0.128288. Ave ac:0.001635,0.002560 Cov: 0.001193. It 32,Best ac:0.001431 1.000000 fi:0.132276. Ave ac:0.002383,0.003119 Cov: 0.001431. It 33,Best ac:0.001193 1.000000 fi:0.123508. Ave ac:0.002436,0.003489 Cov: 0.001193. It 34,Best ac:0.000806 0.734783 fi:0.403543. Ave ac:0.002847,0.004932 Cov: 0.001097. Best acc 0.000806 0.734783 Initial population average accuracy1:0.005252 accuracy2:0.236445 It 0,Best ac:0.000954 0.800000 fi:0.299930. Ave ac:0.006642,0.011087 Cov: 0.001193. It 1,Best ac:0.001193 1.000000 fi:0.099829. Ave ac:0.005916,0.009567 Cov: 0.001193. It 2,Best ac:0.001909 0.800000 fi:0.299527. Ave ac:0.005623,0.009486 Cov: 0.002386. It 3,Best ac:0.002625 1.000000 fi:0.099224. Ave ac:0.006590,0.009855 Cov: 0.002625. It 4,Best ac:0.000954 1.000000 fi:0.099931. Ave ac:0.005602,0.008423 Cov: 0.000954. It 5,Best ac:0.000954 1.000000 fi:0.099931. Ave ac:0.005968,0.008073 Cov: 0.000954. It 6,Best ac:0.000715 1.000000 fi:0.184822. Ave ac:0.005105,0.007483 Cov: 0.000715. It 7,Best ac:0.000954 1.000000 fi:0.099930. Ave ac:0.005431,0.009391 Cov: 0.000954. It 8,Best ac:0.003340 1.000000 fi:0.098922. Ave ac:0.005267,0.007937 Cov: 0.003340. It 9,Best ac:0.001193 1.000000 fi:0.099830. Ave ac:0.004097,0.006963 Cov: 0.001193. Iteration 10:MDL fitness activated Error 0.099830 TL 0.032649 MDL Theory Length Weight: 1.0192102334 (2) It 10,Best ac:0.001193 1.000000 fi:0.128540. Ave ac:0.003912,0.007458 Cov: 0.001193. It 11,Best ac:0.000716 1.000000 fi:0.206734. Ave ac:0.004803,0.010000 Cov: 0.000716. It 12,Best ac:0.000954 1.000000 fi:0.135034. Ave ac:0.004338,0.008110 Cov: 0.000954. It 13,Best ac:0.000954 1.000000 fi:0.122083. Ave ac:0.003875,0.006610 Cov: 0.000954. It 14,Best ac:0.001670 1.000000 fi:0.137903. Ave ac:0.003825,0.009037 Cov: 0.001670. It 15,Best ac:0.001192 1.000000 fi:0.137842. Ave ac:0.003826,0.007129 Cov: 0.001192. It 16,Best ac:0.001432 1.000000 fi:0.121881. Ave ac:0.004153,0.007676 Cov: 0.001432. It 17,Best ac:0.001432 1.000000 fi:0.127525. Ave ac:0.004118,0.007716 Cov: 0.001432. It 18,Best ac:0.001431 1.000000 fi:0.121882. Ave ac:0.004193,0.009824 Cov: 0.001431. It 19,Best ac:0.000954 1.000000 fi:0.121691. Ave ac:0.004376,0.008359 Cov: 0.000954. It 20,Best ac:0.001193 1.000000 fi:0.121726. Ave ac:0.004123,0.008356 Cov: 0.001193. It 21,Best ac:0.001431 1.000000 fi:0.114852. Ave ac:0.003660,0.006738 Cov: 0.001431. It 22,Best ac:0.000954 1.000000 fi:0.129772. Ave ac:0.003288,0.006521 Cov: 0.000954. It 23,Best ac:0.000954 1.000000 fi:0.114031. Ave ac:0.003961,0.007761 Cov: 0.000954. It 24,Best ac:0.001432 1.000000 fi:0.121881. Ave ac:0.004496,0.013727 Cov: 0.001432. It 25,Best ac:0.001193 1.000000 fi:0.117116. Ave ac:0.004448,0.011180 Cov: 0.001193. It 26,Best ac:0.000954 1.000000 fi:0.114031. Ave ac:0.003061,0.006395 Cov: 0.000954. It 27,Best ac:0.000954 1.000000 fi:0.122384. Ave ac:0.004825,0.014068 Cov: 0.000954. It 28,Best ac:0.001908 1.000000 fi:0.112692. Ave ac:0.004535,0.009939 Cov: 0.001908. It 29,Best ac:0.002863 1.000000 fi:0.119814. Ave ac:0.003551,0.008883 Cov: 0.002863. It 30,Best ac:0.000954 1.000000 fi:0.125146. Ave ac:0.003830,0.012330 Cov: 0.000954. It 31,Best ac:0.000954 1.000000 fi:0.115054. Ave ac:0.004060,0.013390 Cov: 0.000954. It 32,Best ac:0.000954 1.000000 fi:0.118197. Ave ac:0.004544,0.012560 Cov: 0.000954. It 33,Best ac:0.001193 1.000000 fi:0.122284. Ave ac:0.004357,0.012198 Cov: 0.001193. It 34,Best ac:0.000825 0.662835 fi:0.452273. Ave ac:0.005990,0.013234 Cov: 0.001245. Best acc 0.000825 0.662835 Rule:Att PSSM_-4_7 is [<-2.451914]|Att PSSM_-3_6 is [<2.430039]|Att PSSM_-3_7 is [-6.395749,-2.038502]|Att PSSM_-2_12 is [<-1.138384]|Att PSSM_-1_7 is [<-1.224946]|Att PSSM_-1_10 is [-2.980281,4.122560]|Att PSSM_-1_11 is [<3.371497]|Att PSSM_0_12 is [-5.173702,-3.631262]|Att PSSM_1_7 is [<-2.070425]|Att PSSM_4_17 is [<6.134171]|1 Accuracy : 0.770161 0 1 159755 4325 49604 20954 Removed 230 instances. 209359 Instances left. Acc of rule 0.000806-0.734783 Initial population average accuracy1:0.006354 accuracy2:0.231868 It 0,Best ac:0.000955 1.000000 fi:0.099929. Ave ac:0.006764,0.011844 Cov: 0.000955. It 1,Best ac:0.000717 1.000000 fi:0.181535. Ave ac:0.006253,0.010026 Cov: 0.000717. It 2,Best ac:0.000717 1.000000 fi:0.181535. Ave ac:0.006448,0.011635 Cov: 0.000717. It 3,Best ac:0.002388 1.000000 fi:0.099322. Ave ac:0.006369,0.009839 Cov: 0.002388. It 4,Best ac:0.001671 1.000000 fi:0.099626. Ave ac:0.005177,0.007901 Cov: 0.001671. It 5,Best ac:0.001194 1.000000 fi:0.099828. Ave ac:0.004456,0.007022 Cov: 0.001194. It 6,Best ac:0.000955 1.000000 fi:0.099929. Ave ac:0.003587,0.005249 Cov: 0.000955. It 7,Best ac:0.001911 1.000000 fi:0.099525. Ave ac:0.003355,0.005699 Cov: 0.001911. It 8,Best ac:0.001671 1.000000 fi:0.099626. Ave ac:0.003588,0.006185 Cov: 0.001671. It 9,Best ac:0.000955 1.000000 fi:0.099929. Ave ac:0.003908,0.007624 Cov: 0.000955. Iteration 10:MDL fitness activated Error 0.099929 TL 0.048787 MDL Theory Length Weight: 0.6827507160 (7) It 10,Best ac:0.001671 1.000000 fi:0.124434. Ave ac:0.003407,0.006641 Cov: 0.001671. It 11,Best ac:0.001672 1.000000 fi:0.127201. Ave ac:0.002940,0.005420 Cov: 0.001672. It 12,Best ac:0.000955 1.000000 fi:0.126370. Ave ac:0.003229,0.006653 Cov: 0.000955. It 13,Best ac:0.000955 1.000000 fi:0.119493. Ave ac:0.002716,0.004549 Cov: 0.000955. It 14,Best ac:0.001194 1.000000 fi:0.127528. Ave ac:0.002362,0.004237 Cov: 0.001194. It 15,Best ac:0.001194 1.000000 fi:0.131272. Ave ac:0.003615,0.007227 Cov: 0.001194. It 16,Best ac:0.000955 1.000000 fi:0.123463. Ave ac:0.003487,0.007616 Cov: 0.000955. It 17,Best ac:0.000955 1.000000 fi:0.120326. Ave ac:0.003048,0.005134 Cov: 0.000955. It 18,Best ac:0.001433 1.000000 fi:0.117344. Ave ac:0.002712,0.006626 Cov: 0.001433. It 19,Best ac:0.001433 1.000000 fi:0.119118. Ave ac:0.002364,0.006404 Cov: 0.001433. It 20,Best ac:0.000955 1.000000 fi:0.128402. Ave ac:0.002004,0.004388 Cov: 0.000955. It 21,Best ac:0.001194 1.000000 fi:0.116649. Ave ac:0.002285,0.004688 Cov: 0.001194. It 22,Best ac:0.001194 1.000000 fi:0.118620. Ave ac:0.002157,0.003267 Cov: 0.001194. It 23,Best ac:0.000955 1.000000 fi:0.119793. Ave ac:0.001793,0.002388 Cov: 0.000955. It 24,Best ac:0.002150 1.000000 fi:0.122619. Ave ac:0.002167,0.002652 Cov: 0.002150. It 25,Best ac:0.000955 1.000000 fi:0.123013. Ave ac:0.001987,0.003006 Cov: 0.000955. It 26,Best ac:0.001194 1.000000 fi:0.119953. Ave ac:0.002054,0.002968 Cov: 0.001194. It 27,Best ac:0.001194 1.000000 fi:0.124080. Ave ac:0.002069,0.003249 Cov: 0.001194. It 28,Best ac:0.002150 1.000000 fi:0.121895. Ave ac:0.002349,0.003459 Cov: 0.002150. It 29,Best ac:0.001433 1.000000 fi:0.130317. Ave ac:0.002042,0.003188 Cov: 0.001433. It 30,Best ac:0.000955 1.000000 fi:0.120200. Ave ac:0.002353,0.002851 Cov: 0.000955. MDL Theory Length Weight: 0.6144756444 (10) It 31,Best ac:0.000955 1.000000 fi:0.118443. Ave ac:0.002113,0.002941 Cov: 0.000955. It 32,Best ac:0.001194 1.000000 fi:0.116092. Ave ac:0.002337,0.003148 Cov: 0.001194. It 33,Best ac:0.000955 1.000000 fi:0.117345. Ave ac:0.001794,0.002103 Cov: 0.000955. It 34,Best ac:0.000865 0.786957 fi:0.343848. Ave ac:0.002075,0.002599 Cov: 0.001099. Best acc 0.000865 0.786957 Initial population average accuracy1:0.005601 accuracy2:0.228808 It 0,Best ac:0.000716 1.000000 fi:0.182359. Ave ac:0.006009,0.008641 Cov: 0.000716. It 1,Best ac:0.000717 1.000000 fi:0.181535. Ave ac:0.005721,0.009162 Cov: 0.000717. It 2,Best ac:0.000955 1.000000 fi:0.099929. Ave ac:0.006407,0.010932 Cov: 0.000955. It 3,Best ac:0.000717 1.000000 fi:0.181535. Ave ac:0.005824,0.009140 Cov: 0.000717. It 4,Best ac:0.001194 1.000000 fi:0.099828. Ave ac:0.005866,0.009851 Cov: 0.001194. It 5,Best ac:0.000955 1.000000 fi:0.099929. Ave ac:0.005269,0.010453 Cov: 0.000955. It 6,Best ac:0.000955 1.000000 fi:0.099929. Ave ac:0.004404,0.008009 Cov: 0.000955. It 7,Best ac:0.000717 1.000000 fi:0.181535. Ave ac:0.004182,0.008387 Cov: 0.000717. It 8,Best ac:0.000955 1.000000 fi:0.099929. Ave ac:0.003873,0.007658 Cov: 0.000955. It 9,Best ac:0.002388 1.000000 fi:0.099322. Ave ac:0.003116,0.005187 Cov: 0.002388. Iteration 10:MDL fitness activated Error 0.099322 TL 0.040163 MDL Theory Length Weight: 0.8243207118 (1) It 10,Best ac:0.000955 1.000000 fi:0.125202. Ave ac:0.003478,0.006169 Cov: 0.000955. It 11,Best ac:0.001194 1.000000 fi:0.120058. Ave ac:0.003011,0.005153 Cov: 0.001194. It 12,Best ac:0.001433 1.000000 fi:0.134292. Ave ac:0.002833,0.005154 Cov: 0.001433. It 13,Best ac:0.000955 1.000000 fi:0.126393. Ave ac:0.003594,0.006527 Cov: 0.000955. It 14,Best ac:0.001194 1.000000 fi:0.135705. Ave ac:0.003754,0.006235 Cov: 0.001194. It 15,Best ac:0.000955 1.000000 fi:0.123747. Ave ac:0.004764,0.009236 Cov: 0.000955. It 16,Best ac:0.000716 1.000000 fi:0.207457. Ave ac:0.003767,0.005339 Cov: 0.000716. It 17,Best ac:0.001194 1.000000 fi:0.123646. Ave ac:0.004008,0.007290 Cov: 0.001194. It 18,Best ac:0.001671 1.000000 fi:0.123052. Ave ac:0.003824,0.006913 Cov: 0.001671. It 19,Best ac:0.002150 1.000000 fi:0.120589. Ave ac:0.002985,0.004651 Cov: 0.002150. It 20,Best ac:0.000955 1.000000 fi:0.133313. Ave ac:0.003290,0.004949 Cov: 0.000955. MDL Theory Length Weight: 0.7418886406 (10) It 21,Best ac:0.000955 1.000000 fi:0.122675. Ave ac:0.002425,0.005494 Cov: 0.000955. It 22,Best ac:0.001911 1.000000 fi:0.118150. Ave ac:0.002881,0.004210 Cov: 0.001911. It 23,Best ac:0.000955 1.000000 fi:0.117308. Ave ac:0.002150,0.003263 Cov: 0.000955. It 24,Best ac:0.000717 1.000000 fi:0.197483. Ave ac:0.002586,0.003628 Cov: 0.000717. It 25,Best ac:0.001194 1.000000 fi:0.121793. Ave ac:0.002901,0.004776 Cov: 0.001194. It 26,Best ac:0.000955 1.000000 fi:0.121365. Ave ac:0.002940,0.004354 Cov: 0.000955. It 27,Best ac:0.002627 1.000000 fi:0.122279. Ave ac:0.002756,0.004159 Cov: 0.002627. It 28,Best ac:0.000955 1.000000 fi:0.121702. Ave ac:0.002764,0.004437 Cov: 0.000955. It 29,Best ac:0.001194 1.000000 fi:0.122197. Ave ac:0.003423,0.006212 Cov: 0.001194. It 30,Best ac:0.000955 1.000000 fi:0.120594. Ave ac:0.003185,0.004398 Cov: 0.000955. It 31,Best ac:0.000955 1.000000 fi:0.123800. Ave ac:0.002406,0.002763 Cov: 0.000955. It 32,Best ac:0.002150 1.000000 fi:0.119694. Ave ac:0.002038,0.002501 Cov: 0.002150. MDL Theory Length Weight: 0.6676997765 (10) It 33,Best ac:0.000955 1.000000 fi:0.115664. Ave ac:0.001699,0.002099 Cov: 0.000955. It 34,Best ac:0.000974 0.731183 fi:0.392992. Ave ac:0.001780,0.002432 Cov: 0.001333. Best acc 0.000974 0.731183 Rule:Att PSSM_-4_1 is [<1.455740]|Att PSSM_-4_5 is [<5.099289]|Att PSSM_-4_6 is [<-1.683349]|Att PSSM_-4_12 is [<1.884597]|Att PSSM_-4_14 is [<2.339284]|Att PSSM_-3_7 is [<2.955008]|Att PSSM_-3_18 is [<7.149385]|Att PSSM_-2_17 is [<7.388264]|Att PSSM_-1_7 is [<-0.927561]|Att PSSM_-1_11 is [-5.970958,1.970958]|Att PSSM_0_1 is [0.186276,5.813724]|Att PSSM_0_2 is [-6.029248,2.006618]|Att PSSM_0_7 is [-5.971002,-2.028998]|Att PSSM_0_12 is [<-2.325353]|Att PSSM_0_13 is [-6.282032,-0.292939]|Att PSSM_1_7 is [<-0.498152]|Att PSSM_1_8 is [>-5.688663]|Att PSSM_1_15 is [<0.480643]|Att PSSM_2_9 is [<5.718789]|Att PSSM_4_7 is [-5.491277,2.590827]|1 Accuracy : 0.770723 0 1 159706 4374 49423 21135 Removed 230 instances. 209129 Instances left. Acc of rule 0.000865-0.786957 Initial population average accuracy1:0.006070 accuracy2:0.232843 It 0,Best ac:0.000956 0.800000 fi:0.299927. Ave ac:0.006749,0.012302 Cov: 0.001196. It 1,Best ac:0.000717 1.000000 fi:0.179052. Ave ac:0.005424,0.009510 Cov: 0.000717. It 2,Best ac:0.001435 1.000000 fi:0.099724. Ave ac:0.004779,0.009115 Cov: 0.001435. It 3,Best ac:0.000956 1.000000 fi:0.099927. Ave ac:0.005323,0.009169 Cov: 0.000956. It 4,Best ac:0.001674 1.000000 fi:0.099623. Ave ac:0.004657,0.008822 Cov: 0.001674. It 5,Best ac:0.001195 1.000000 fi:0.099826. Ave ac:0.003667,0.008981 Cov: 0.001195. It 6,Best ac:0.000717 1.000000 fi:0.178222. Ave ac:0.004141,0.006696 Cov: 0.000717. It 7,Best ac:0.001435 1.000000 fi:0.099724. Ave ac:0.003131,0.006722 Cov: 0.001435. It 8,Best ac:0.000956 1.000000 fi:0.099927. Ave ac:0.003467,0.005442 Cov: 0.000956. It 9,Best ac:0.001913 1.000000 fi:0.099522. Ave ac:0.002601,0.004123 Cov: 0.001913. Iteration 10:MDL fitness activated Error 0.099522 TL 0.047390 MDL Theory Length Weight: 0.7000266498 (1) It 10,Best ac:0.000956 1.000000 fi:0.115510. Ave ac:0.002144,0.003135 Cov: 0.000956. It 11,Best ac:0.002630 1.000000 fi:0.123935. Ave ac:0.002776,0.003464 Cov: 0.002630. It 12,Best ac:0.000956 1.000000 fi:0.118162. Ave ac:0.002538,0.003325 Cov: 0.000956. It 13,Best ac:0.000956 1.000000 fi:0.124722. Ave ac:0.002026,0.002944 Cov: 0.000956. It 14,Best ac:0.000956 1.000000 fi:0.120667. Ave ac:0.003000,0.008802 Cov: 0.000956. It 15,Best ac:0.002391 1.000000 fi:0.125044. Ave ac:0.002671,0.008447 Cov: 0.002391. It 16,Best ac:0.002869 1.000000 fi:0.114697. Ave ac:0.002011,0.002672 Cov: 0.002869. It 17,Best ac:0.001195 1.000000 fi:0.123260. Ave ac:0.002165,0.004536 Cov: 0.001195. It 18,Best ac:0.001196 1.000000 fi:0.117991. Ave ac:0.002931,0.005086 Cov: 0.001196. It 19,Best ac:0.000956 1.000000 fi:0.119272. Ave ac:0.003310,0.005428 Cov: 0.000956. It 20,Best ac:0.001435 1.000000 fi:0.115155. Ave ac:0.004118,0.010219 Cov: 0.001435. It 21,Best ac:0.001196 1.000000 fi:0.115408. Ave ac:0.003824,0.008055 Cov: 0.001196. It 22,Best ac:0.000956 1.000000 fi:0.116163. Ave ac:0.002963,0.005204 Cov: 0.000956. It 23,Best ac:0.001195 1.000000 fi:0.116798. Ave ac:0.003372,0.005218 Cov: 0.001195. It 24,Best ac:0.001196 1.000000 fi:0.116062. Ave ac:0.003381,0.007487 Cov: 0.001196. It 25,Best ac:0.001195 1.000000 fi:0.116896. Ave ac:0.003749,0.007749 Cov: 0.001195. MDL Theory Length Weight: 0.6300239848 (10) It 26,Best ac:0.000956 1.000000 fi:0.111771. Ave ac:0.003631,0.010316 Cov: 0.000956. It 27,Best ac:0.001196 1.000000 fi:0.114222. Ave ac:0.002478,0.005364 Cov: 0.001196. It 28,Best ac:0.000956 1.000000 fi:0.113977. Ave ac:0.002924,0.004581 Cov: 0.000956. It 29,Best ac:0.000956 1.000000 fi:0.112746. Ave ac:0.002369,0.003655 Cov: 0.000956. It 30,Best ac:0.000956 1.000000 fi:0.115297. Ave ac:0.002597,0.004751 Cov: 0.000956. It 31,Best ac:0.001196 1.000000 fi:0.114544. Ave ac:0.001910,0.003236 Cov: 0.001196. It 32,Best ac:0.001195 1.000000 fi:0.114647. Ave ac:0.001858,0.004348 Cov: 0.001195. It 33,Best ac:0.000956 1.000000 fi:0.110308. Ave ac:0.002409,0.005454 Cov: 0.000956. It 34,Best ac:0.000870 0.713725 fi:0.402629. Ave ac:0.004054,0.007889 Cov: 0.001219. Best acc 0.000870 0.713725 Initial population average accuracy1:0.005078 accuracy2:0.228815 It 0,Best ac:0.000717 1.000000 fi:0.179052. Ave ac:0.006276,0.012412 Cov: 0.000717. It 1,Best ac:0.001196 0.833333 fi:0.266493. Ave ac:0.005977,0.010784 Cov: 0.001435. It 2,Best ac:0.001196 1.000000 fi:0.099826. Ave ac:0.007138,0.013791 Cov: 0.001196. It 3,Best ac:0.000717 1.000000 fi:0.179052. Ave ac:0.006936,0.012375 Cov: 0.000717. It 4,Best ac:0.001913 1.000000 fi:0.099521. Ave ac:0.007685,0.013989 Cov: 0.001913. It 5,Best ac:0.000956 1.000000 fi:0.099927. Ave ac:0.007564,0.014009 Cov: 0.000956. It 6,Best ac:0.001195 1.000000 fi:0.099826. Ave ac:0.006302,0.013372 Cov: 0.001195. It 7,Best ac:0.000956 1.000000 fi:0.099927. Ave ac:0.004926,0.008438 Cov: 0.000956. It 8,Best ac:0.000717 1.000000 fi:0.178222. Ave ac:0.004895,0.008779 Cov: 0.000717. It 9,Best ac:0.001913 1.000000 fi:0.099521. Ave ac:0.005540,0.010576 Cov: 0.001913. Iteration 10:MDL fitness activated Error 0.099521 TL 0.047452 MDL Theory Length Weight: 0.6990969197 (6) It 10,Best ac:0.000956 1.000000 fi:0.121159. Ave ac:0.003036,0.005192 Cov: 0.000956. It 11,Best ac:0.000717 1.000000 fi:0.201883. Ave ac:0.003063,0.005212 Cov: 0.000717. It 12,Best ac:0.002391 1.000000 fi:0.119092. Ave ac:0.003784,0.006902 Cov: 0.002391. It 13,Best ac:0.001196 1.000000 fi:0.122877. Ave ac:0.003469,0.006296 Cov: 0.001196. It 14,Best ac:0.000956 1.000000 fi:0.117511. Ave ac:0.003777,0.006319 Cov: 0.000956. It 15,Best ac:0.000956 1.000000 fi:0.133667. Ave ac:0.003415,0.006195 Cov: 0.000956. It 16,Best ac:0.000956 1.000000 fi:0.120549. Ave ac:0.002801,0.004572 Cov: 0.000956. It 17,Best ac:0.000956 1.000000 fi:0.134104. Ave ac:0.002536,0.004635 Cov: 0.000956. It 18,Best ac:0.000956 1.000000 fi:0.123101. Ave ac:0.002587,0.004309 Cov: 0.000956. It 19,Best ac:0.001913 1.000000 fi:0.115816. Ave ac:0.002510,0.004076 Cov: 0.001913. It 20,Best ac:0.001435 1.000000 fi:0.117484. Ave ac:0.003189,0.006199 Cov: 0.001435. It 21,Best ac:0.000956 1.000000 fi:0.128573. Ave ac:0.002663,0.004167 Cov: 0.000956. It 22,Best ac:0.000956 1.000000 fi:0.122981. Ave ac:0.002462,0.003908 Cov: 0.000956. It 23,Best ac:0.000956 1.000000 fi:0.119289. Ave ac:0.002240,0.002899 Cov: 0.000956. It 24,Best ac:0.000956 1.000000 fi:0.125050. Ave ac:0.002511,0.003242 Cov: 0.000956. It 25,Best ac:0.001196 1.000000 fi:0.121885. Ave ac:0.002203,0.002757 Cov: 0.001196. It 26,Best ac:0.000956 1.000000 fi:0.121532. Ave ac:0.002579,0.004564 Cov: 0.000956. It 27,Best ac:0.000956 1.000000 fi:0.118478. Ave ac:0.002203,0.004321 Cov: 0.000956. It 28,Best ac:0.001673 1.000000 fi:0.120625. Ave ac:0.002259,0.003251 Cov: 0.001673. MDL Theory Length Weight: 0.6291872278 (10) It 29,Best ac:0.001195 1.000000 fi:0.117251. Ave ac:0.002630,0.003124 Cov: 0.001195. It 30,Best ac:0.000956 1.000000 fi:0.117723. Ave ac:0.001579,0.002461 Cov: 0.000956. It 31,Best ac:0.000956 1.000000 fi:0.118427. Ave ac:0.002303,0.002689 Cov: 0.000956. It 32,Best ac:0.000956 1.000000 fi:0.112863. Ave ac:0.001775,0.003076 Cov: 0.000956. It 33,Best ac:0.001673 1.000000 fi:0.127199. Ave ac:0.001981,0.003031 Cov: 0.001673. It 34,Best ac:0.001109 0.670520 fi:0.454779. Ave ac:0.002410,0.004221 Cov: 0.001654. Best acc 0.001109 0.670520 Rule:Att PSSM_-3_4 is [-7.442801,-0.557199]|Att PSSM_-3_6 is [<-0.997662]|Att PSSM_0_5 is [1.431748,6.331791]|Att PSSM_0_12 is [-5.983572,-2.016428]|Att PSSM_1_19 is [>-1.761890]|Att PSSM_2_1 is [<3.528816]|Att PSSM_2_17 is [-3.510846,5.291966]|Att PSSM_3_7 is [<1.826549]|Att PSSM_3_10 is [-3.302567,5.914006]|Att PSSM_4_10 is [>-2.991803]|1 Accuracy : 0.771188 0 1 159633 4447 49241 21317 Removed 255 instances. 208874 Instances left. Acc of rule 0.000870-0.713725 Initial population average accuracy1:0.005939 accuracy2:0.235513 It 0,Best ac:0.000718 0.750000 fi:0.425719. Ave ac:0.006891,0.013057 Cov: 0.000957. It 1,Best ac:0.000718 1.000000 fi:0.175719. Ave ac:0.005621,0.009899 Cov: 0.000718. It 2,Best ac:0.000957 1.000000 fi:0.099926. Ave ac:0.004829,0.007304 Cov: 0.000957. It 3,Best ac:0.000957 1.000000 fi:0.099926. Ave ac:0.004935,0.007084 Cov: 0.000957. It 4,Best ac:0.000718 1.000000 fi:0.174881. Ave ac:0.004404,0.007073 Cov: 0.000718. It 5,Best ac:0.000958 1.000000 fi:0.099926. Ave ac:0.005251,0.007539 Cov: 0.000958. It 6,Best ac:0.000958 1.000000 fi:0.099926. Ave ac:0.005207,0.008135 Cov: 0.000958. It 7,Best ac:0.002393 1.000000 fi:0.099315. Ave ac:0.004192,0.006420 Cov: 0.002393. It 8,Best ac:0.002154 1.000000 fi:0.099417. Ave ac:0.004113,0.005849 Cov: 0.002154. It 9,Best ac:0.000957 1.000000 fi:0.099926. Ave ac:0.003999,0.005807 Cov: 0.000957. Iteration 10:MDL fitness activated Error 0.099926 TL 0.029629 MDL Theory Length Weight: 1.1241849786 (3) It 10,Best ac:0.001197 1.000000 fi:0.140983. Ave ac:0.004429,0.008087 Cov: 0.001197. It 11,Best ac:0.000957 1.000000 fi:0.138938. Ave ac:0.004636,0.008325 Cov: 0.000957. It 12,Best ac:0.000957 1.000000 fi:0.137346. Ave ac:0.003448,0.004991 Cov: 0.000957. It 13,Best ac:0.001197 1.000000 fi:0.140092. Ave ac:0.003367,0.004667 Cov: 0.001197. It 14,Best ac:0.000957 1.000000 fi:0.144523. Ave ac:0.002730,0.003702 Cov: 0.000957. It 15,Best ac:0.001675 1.000000 fi:0.142074. Ave ac:0.002960,0.004172 Cov: 0.001675. It 16,Best ac:0.002872 1.000000 fi:0.135466. Ave ac:0.002561,0.004634 Cov: 0.002872. It 17,Best ac:0.001197 1.000000 fi:0.147073. Ave ac:0.001893,0.003555 Cov: 0.001197. It 18,Best ac:0.001436 1.000000 fi:0.130582. Ave ac:0.002851,0.004800 Cov: 0.001436. It 19,Best ac:0.001915 1.000000 fi:0.125177. Ave ac:0.002970,0.004831 Cov: 0.001915. It 20,Best ac:0.000957 1.000000 fi:0.125445. Ave ac:0.002080,0.003078 Cov: 0.000957. It 21,Best ac:0.001436 1.000000 fi:0.123860. Ave ac:0.002179,0.003090 Cov: 0.001436. It 22,Best ac:0.001197 1.000000 fi:0.140091. Ave ac:0.002328,0.002698 Cov: 0.001197. It 23,Best ac:0.000958 1.000000 fi:0.135016. Ave ac:0.002223,0.002651 Cov: 0.000958. It 24,Best ac:0.000718 1.000000 fi:0.199111. Ave ac:0.001830,0.005338 Cov: 0.000718. It 25,Best ac:0.000957 1.000000 fi:0.135732. Ave ac:0.002574,0.004697 Cov: 0.000957. It 26,Best ac:0.000958 1.000000 fi:0.143415. Ave ac:0.002246,0.003309 Cov: 0.000958. It 27,Best ac:0.000958 1.000000 fi:0.128239. Ave ac:0.002587,0.004436 Cov: 0.000958. It 28,Best ac:0.000957 1.000000 fi:0.130148. Ave ac:0.002674,0.004613 Cov: 0.000957. It 29,Best ac:0.001436 1.000000 fi:0.114681. Ave ac:0.002533,0.003969 Cov: 0.001436. It 30,Best ac:0.001436 1.000000 fi:0.131452. Ave ac:0.003032,0.005989 Cov: 0.001436. It 31,Best ac:0.000958 1.000000 fi:0.127876. Ave ac:0.003379,0.007395 Cov: 0.000958. It 32,Best ac:0.002394 1.000000 fi:0.127877. Ave ac:0.002657,0.006590 Cov: 0.002394. It 33,Best ac:0.001436 1.000000 fi:0.129232. Ave ac:0.002826,0.004353 Cov: 0.001436. It 34,Best ac:0.001082 0.697531 fi:0.440504. Ave ac:0.002056,0.003262 Cov: 0.001551. Best acc 0.001082 0.697531 Initial population average accuracy1:0.004889 accuracy2:0.220636 It 0,Best ac:0.001436 0.750000 fi:0.349722. Ave ac:0.005357,0.008631 Cov: 0.001915. It 1,Best ac:0.000958 0.800000 fi:0.299926. Ave ac:0.005062,0.007922 Cov: 0.001197. It 2,Best ac:0.001915 0.888889 fi:0.210630. Ave ac:0.004970,0.008061 Cov: 0.002154. It 3,Best ac:0.000718 1.000000 fi:0.175719. Ave ac:0.005613,0.008503 Cov: 0.000718. It 4,Best ac:0.001436 1.000000 fi:0.099722. Ave ac:0.005269,0.008426 Cov: 0.001436. It 5,Best ac:0.001436 1.000000 fi:0.099722. Ave ac:0.005084,0.009140 Cov: 0.001436. It 6,Best ac:0.000718 1.000000 fi:0.175719. Ave ac:0.004415,0.008179 Cov: 0.000718. It 7,Best ac:0.003112 1.000000 fi:0.099008. Ave ac:0.004188,0.006097 Cov: 0.003112. It 8,Best ac:0.000958 1.000000 fi:0.099926. Ave ac:0.004211,0.007275 Cov: 0.000958. It 9,Best ac:0.001676 1.000000 fi:0.099621. Ave ac:0.004483,0.007330 Cov: 0.001676. Iteration 10:MDL fitness activated Error 0.099621 TL 0.036432 MDL Theory Length Weight: 0.9114714022 (3) It 10,Best ac:0.000958 1.000000 fi:0.128781. Ave ac:0.003887,0.006657 Cov: 0.000958. It 11,Best ac:0.000958 1.000000 fi:0.128074. Ave ac:0.004408,0.010554 Cov: 0.000958. It 12,Best ac:0.001436 1.000000 fi:0.132077. Ave ac:0.003999,0.008526 Cov: 0.001436. It 13,Best ac:0.001197 1.000000 fi:0.134129. Ave ac:0.004183,0.010179 Cov: 0.001197. It 14,Best ac:0.000718 1.000000 fi:0.192357. Ave ac:0.003192,0.005442 Cov: 0.000718. It 15,Best ac:0.001915 1.000000 fi:0.129860. Ave ac:0.003800,0.006563 Cov: 0.001915. It 16,Best ac:0.001197 1.000000 fi:0.116462. Ave ac:0.003231,0.005252 Cov: 0.001197. It 17,Best ac:0.001197 1.000000 fi:0.127973. Ave ac:0.003819,0.006228 Cov: 0.001197. It 18,Best ac:0.000957 1.000000 fi:0.129779. Ave ac:0.003485,0.006287 Cov: 0.000957. It 19,Best ac:0.000957 1.000000 fi:0.126038. Ave ac:0.003547,0.007300 Cov: 0.000957. It 20,Best ac:0.001197 1.000000 fi:0.131453. Ave ac:0.003034,0.004606 Cov: 0.001197. It 21,Best ac:0.001197 1.000000 fi:0.120581. Ave ac:0.003509,0.007266 Cov: 0.001197. It 22,Best ac:0.000718 1.000000 fi:0.214907. Ave ac:0.003433,0.006609 Cov: 0.000718. It 23,Best ac:0.001436 1.000000 fi:0.116385. Ave ac:0.004305,0.009417 Cov: 0.001436. It 24,Best ac:0.001675 1.000000 fi:0.117087. Ave ac:0.003226,0.007636 Cov: 0.001675. It 25,Best ac:0.001197 1.000000 fi:0.129676. Ave ac:0.003167,0.006094 Cov: 0.001197. It 26,Best ac:0.001197 1.000000 fi:0.116146. Ave ac:0.003352,0.008808 Cov: 0.001197. It 27,Best ac:0.002155 1.000000 fi:0.115739. Ave ac:0.002293,0.003800 Cov: 0.002155. It 28,Best ac:0.000957 1.000000 fi:0.120116. Ave ac:0.003390,0.010258 Cov: 0.000957. It 29,Best ac:0.001915 1.000000 fi:0.109301. Ave ac:0.003646,0.010853 Cov: 0.001915. It 30,Best ac:0.002394 1.000000 fi:0.122125. Ave ac:0.003353,0.006586 Cov: 0.002394. It 31,Best ac:0.000958 1.000000 fi:0.120110. Ave ac:0.002955,0.007364 Cov: 0.000958. It 32,Best ac:0.001675 1.000000 fi:0.123125. Ave ac:0.002866,0.006996 Cov: 0.001675. It 33,Best ac:0.001197 1.000000 fi:0.109607. Ave ac:0.002933,0.008006 Cov: 0.001197. It 34,Best ac:0.000890 0.699248 fi:0.425515. Ave ac:0.002945,0.008600 Cov: 0.001273. Best acc 0.000890 0.699248 Rule:Att PSSM_-2_15 is [-2.923654,8.209420]|Att PSSM_-1_7 is [<1.213589]|Att PSSM_-1_20 is [-3.508693,6.796378]|Att PSSM_0_1 is [-2.372114,5.438823]|Att PSSM_0_11 is [-2.223706,3.257394]|Att PSSM_0_12 is [<-4.473299]|Att PSSM_1_8 is [<3.378079]|Att PSSM_1_15 is [<-0.675841]|Att PSSM_2_12 is [<4.240537]|Att PSSM_3_14 is [<1.633848]|Att PSSM_4_5 is [-5.264228,5.837498]|1 Accuracy : 0.771640 0 1 159553 4527 49055 21503 Removed 266 instances. 208608 Instances left. Acc of rule 0.000890-0.699248 Initial population average accuracy1:0.004686 accuracy2:0.228249 It 0,Best ac:0.000719 1.000000 fi:0.172358. Ave ac:0.004876,0.008359 Cov: 0.000719. It 1,Best ac:0.000719 1.000000 fi:0.172358. Ave ac:0.004653,0.007325 Cov: 0.000719. It 2,Best ac:0.001678 1.000000 fi:0.099618. Ave ac:0.004753,0.007197 Cov: 0.001678. It 3,Best ac:0.001438 0.857143 fi:0.242577. Ave ac:0.004551,0.006928 Cov: 0.001677. It 4,Best ac:0.000959 0.800000 fi:0.299925. Ave ac:0.004375,0.006385 Cov: 0.001198. It 5,Best ac:0.001438 0.857143 fi:0.242578. Ave ac:0.004479,0.006523 Cov: 0.001677. It 6,Best ac:0.001678 1.000000 fi:0.099618. Ave ac:0.004276,0.006217 Cov: 0.001678. It 7,Best ac:0.001198 1.000000 fi:0.099822. Ave ac:0.004146,0.006305 Cov: 0.001198. It 8,Best ac:0.001198 1.000000 fi:0.099823. Ave ac:0.003851,0.006082 Cov: 0.001198. It 9,Best ac:0.001678 1.000000 fi:0.099618. Ave ac:0.003793,0.006068 Cov: 0.001678. Iteration 10:MDL fitness activated Error 0.099618 TL 0.039742 MDL Theory Length Weight: 0.8355372915 (8) It 10,Best ac:0.000958 1.000000 fi:0.132658. Ave ac:0.004502,0.007181 Cov: 0.000958. It 11,Best ac:0.001198 1.000000 fi:0.125314. Ave ac:0.003283,0.005216 Cov: 0.001198. It 12,Best ac:0.000959 1.000000 fi:0.133233. Ave ac:0.003912,0.007308 Cov: 0.000959. It 13,Best ac:0.001198 1.000000 fi:0.139996. Ave ac:0.004032,0.007603 Cov: 0.001198. It 14,Best ac:0.001198 1.000000 fi:0.134313. Ave ac:0.003349,0.006499 Cov: 0.001198. It 15,Best ac:0.001438 1.000000 fi:0.128447. Ave ac:0.003103,0.005157 Cov: 0.001438. It 16,Best ac:0.000959 1.000000 fi:0.127127. Ave ac:0.004154,0.007889 Cov: 0.000959. It 17,Best ac:0.000959 1.000000 fi:0.130889. Ave ac:0.002211,0.003886 Cov: 0.000959. It 18,Best ac:0.001438 1.000000 fi:0.130417. Ave ac:0.002591,0.004235 Cov: 0.001438. It 19,Best ac:0.000959 1.000000 fi:0.120794. Ave ac:0.003539,0.006691 Cov: 0.000959. It 20,Best ac:0.000959 1.000000 fi:0.129893. Ave ac:0.003558,0.006345 Cov: 0.000959. It 21,Best ac:0.001918 1.000000 fi:0.125534. Ave ac:0.003268,0.005434 Cov: 0.001918. It 22,Best ac:0.001438 1.000000 fi:0.118210. Ave ac:0.003093,0.004505 Cov: 0.001438. It 23,Best ac:0.000959 1.000000 fi:0.127490. Ave ac:0.002989,0.003439 Cov: 0.000959. It 24,Best ac:0.000959 1.000000 fi:0.127274. Ave ac:0.002211,0.003645 Cov: 0.000959. It 25,Best ac:0.000959 1.000000 fi:0.124554. Ave ac:0.002711,0.005666 Cov: 0.000959. It 26,Best ac:0.000959 1.000000 fi:0.123746. Ave ac:0.001889,0.003924 Cov: 0.000959. It 27,Best ac:0.001198 1.000000 fi:0.125788. Ave ac:0.002324,0.004395 Cov: 0.001198. It 28,Best ac:0.001438 1.000000 fi:0.124436. Ave ac:0.002624,0.005028 Cov: 0.001438. It 29,Best ac:0.001198 1.000000 fi:0.131246. Ave ac:0.002784,0.004174 Cov: 0.001198. It 30,Best ac:0.001198 1.000000 fi:0.127205. Ave ac:0.003048,0.004238 Cov: 0.001198. It 31,Best ac:0.001678 1.000000 fi:0.127919. Ave ac:0.002405,0.002963 Cov: 0.001678. MDL Theory Length Weight: 0.7519835623 (10) It 32,Best ac:0.001678 1.000000 fi:0.123280. Ave ac:0.002914,0.004536 Cov: 0.001678. It 33,Best ac:0.002876 1.000000 fi:0.122034. Ave ac:0.002166,0.003387 Cov: 0.002876. It 34,Best ac:0.001045 0.726667 fi:0.397980. Ave ac:0.002304,0.003486 Cov: 0.001438. Best acc 0.001045 0.726667 Initial population average accuracy1:0.005604 accuracy2:0.235621 It 0,Best ac:0.003116 0.684211 fi:0.414794. Ave ac:0.007444,0.016065 Cov: 0.004554. It 1,Best ac:0.001918 0.800000 fi:0.299515. Ave ac:0.006762,0.011920 Cov: 0.002397. It 2,Best ac:0.000719 1.000000 fi:0.172358. Ave ac:0.006288,0.013084 Cov: 0.000719. It 3,Best ac:0.001198 1.000000 fi:0.099822. Ave ac:0.005703,0.009172 Cov: 0.001198. It 4,Best ac:0.001198 1.000000 fi:0.099822. Ave ac:0.005410,0.008526 Cov: 0.001198. It 5,Best ac:0.001438 1.000000 fi:0.099721. Ave ac:0.004798,0.008640 Cov: 0.001438. It 6,Best ac:0.000959 1.000000 fi:0.099925. Ave ac:0.005249,0.007742 Cov: 0.000959. It 7,Best ac:0.001678 1.000000 fi:0.099618. Ave ac:0.004623,0.008274 Cov: 0.001678. It 8,Best ac:0.002157 1.000000 fi:0.099413. Ave ac:0.004038,0.007043 Cov: 0.002157. It 9,Best ac:0.001198 1.000000 fi:0.099822. Ave ac:0.003431,0.005959 Cov: 0.001198. Iteration 10:MDL fitness activated Error 0.099822 TL 0.055555 MDL Theory Length Weight: 0.5989343772 (2) It 10,Best ac:0.001198 1.000000 fi:0.117710. Ave ac:0.003826,0.006973 Cov: 0.001198. It 11,Best ac:0.001438 1.000000 fi:0.116240. Ave ac:0.003227,0.004851 Cov: 0.001438. It 12,Best ac:0.000959 1.000000 fi:0.113317. Ave ac:0.002960,0.005747 Cov: 0.000959. It 13,Best ac:0.001198 1.000000 fi:0.112434. Ave ac:0.002934,0.005358 Cov: 0.001198. It 14,Best ac:0.000959 1.000000 fi:0.113317. Ave ac:0.002347,0.003840 Cov: 0.000959. It 15,Best ac:0.000959 1.000000 fi:0.123188. Ave ac:0.002213,0.003895 Cov: 0.000959. It 16,Best ac:0.000959 1.000000 fi:0.113343. Ave ac:0.001843,0.002158 Cov: 0.000959. It 17,Best ac:0.000959 1.000000 fi:0.113534. Ave ac:0.001761,0.002676 Cov: 0.000959. It 18,Best ac:0.001198 1.000000 fi:0.112623. Ave ac:0.002086,0.003376 Cov: 0.001198. It 19,Best ac:0.001438 1.000000 fi:0.111126. Ave ac:0.001877,0.003631 Cov: 0.001438. It 20,Best ac:0.001198 1.000000 fi:0.114896. Ave ac:0.002264,0.004398 Cov: 0.001198. It 21,Best ac:0.001198 1.000000 fi:0.114540. Ave ac:0.002565,0.003805 Cov: 0.001198. It 22,Best ac:0.000959 1.000000 fi:0.113467. Ave ac:0.002288,0.003947 Cov: 0.000959. It 23,Best ac:0.000959 1.000000 fi:0.112719. Ave ac:0.002046,0.003464 Cov: 0.000959. It 24,Best ac:0.001198 1.000000 fi:0.111228. Ave ac:0.002264,0.005388 Cov: 0.001198. It 25,Best ac:0.001438 1.000000 fi:0.113330. Ave ac:0.002479,0.003502 Cov: 0.001438. It 26,Best ac:0.000959 1.000000 fi:0.112046. Ave ac:0.002375,0.002871 Cov: 0.000959. It 27,Best ac:0.000959 1.000000 fi:0.116314. Ave ac:0.002315,0.003108 Cov: 0.000959. It 28,Best ac:0.000959 1.000000 fi:0.112125. Ave ac:0.002063,0.003664 Cov: 0.000959. MDL Theory Length Weight: 0.5390409395 (10) It 29,Best ac:0.000959 1.000000 fi:0.112683. Ave ac:0.002150,0.003868 Cov: 0.000959. It 30,Best ac:0.001678 1.000000 fi:0.111139. Ave ac:0.002469,0.003810 Cov: 0.001678. It 31,Best ac:0.002397 1.000000 fi:0.111058. Ave ac:0.002425,0.004838 Cov: 0.002397. It 32,Best ac:0.001198 1.000000 fi:0.112071. Ave ac:0.002390,0.003812 Cov: 0.001198. It 33,Best ac:0.001198 1.000000 fi:0.111647. Ave ac:0.002436,0.003365 Cov: 0.001198. It 34,Best ac:0.001544 0.721973 fi:0.393461. Ave ac:0.002342,0.003775 Cov: 0.002138. Best acc 0.001544 0.721973 Rule:Att PSSM_-3_6 is [-6.068264,-1.931736]|Att PSSM_-2_15 is [-6.135438,4.001171]|Att PSSM_-2_17 is [-3.462921,1.462921]|Att PSSM_-1_19 is [<7.989200]|Att PSSM_-1_20 is [>-2.708444]|Att PSSM_0_7 is [<-3.272114]|Att PSSM_0_15 is [<-1.683466]|Att PSSM_0_20 is [-2.473144,2.994073]|Att PSSM_3_4 is [<-3.003847]|Att PSSM_3_11 is [>-1.092392]|Att PSSM_4_12 is [-5.905193,-0.014021]|1 Accuracy : 0.772219 0 1 159471 4609 48837 21721 Removed 300 instances. 208308 Instances left. Acc of rule 0.001045-0.726667 Initial population average accuracy1:0.005506 accuracy2:0.227927 It 0,Best ac:0.000960 1.000000 fi:0.099922. Ave ac:0.006624,0.013286 Cov: 0.000960. It 1,Best ac:0.001680 1.000000 fi:0.099614. Ave ac:0.006425,0.012253 Cov: 0.001680. It 2,Best ac:0.001200 0.714286 fi:0.385534. Ave ac:0.005337,0.009205 Cov: 0.001680. It 3,Best ac:0.001680 1.000000 fi:0.099615. Ave ac:0.005306,0.008691 Cov: 0.001680. It 4,Best ac:0.001200 1.000000 fi:0.099820. Ave ac:0.005924,0.008859 Cov: 0.001200. It 5,Best ac:0.000720 1.000000 fi:0.168969. Ave ac:0.006162,0.010121 Cov: 0.000720. It 6,Best ac:0.001680 1.000000 fi:0.099615. Ave ac:0.005585,0.009158 Cov: 0.001680. It 7,Best ac:0.000720 1.000000 fi:0.168118. Ave ac:0.005339,0.008658 Cov: 0.000720. It 8,Best ac:0.001440 1.000000 fi:0.099717. Ave ac:0.005642,0.009653 Cov: 0.001440. It 9,Best ac:0.001200 1.000000 fi:0.099820. Ave ac:0.006147,0.011912 Cov: 0.001200. Iteration 10:MDL fitness activated Error 0.099820 TL 0.050208 MDL Theory Length Weight: 0.6627053835 (9) It 10,Best ac:0.001200 1.000000 fi:0.112483. Ave ac:0.006123,0.010781 Cov: 0.001200. It 11,Best ac:0.001440 1.000000 fi:0.119205. Ave ac:0.004362,0.008020 Cov: 0.001440. It 12,Best ac:0.000960 1.000000 fi:0.119190. Ave ac:0.003600,0.006830 Cov: 0.000960. It 13,Best ac:0.000960 1.000000 fi:0.115238. Ave ac:0.003802,0.007845 Cov: 0.000960. It 14,Best ac:0.001680 1.000000 fi:0.119057. Ave ac:0.003361,0.007005 Cov: 0.001680. It 15,Best ac:0.000960 1.000000 fi:0.118642. Ave ac:0.004007,0.007419 Cov: 0.000960. It 16,Best ac:0.001681 1.000000 fi:0.112277. Ave ac:0.003844,0.007660 Cov: 0.001681. It 17,Best ac:0.000960 1.000000 fi:0.112505. Ave ac:0.003989,0.008850 Cov: 0.000960. It 18,Best ac:0.000960 1.000000 fi:0.119793. Ave ac:0.003217,0.006090 Cov: 0.000960. It 19,Best ac:0.000960 1.000000 fi:0.128339. Ave ac:0.002564,0.004327 Cov: 0.000960. It 20,Best ac:0.000960 1.000000 fi:0.113129. Ave ac:0.004377,0.011766 Cov: 0.000960. It 21,Best ac:0.000960 1.000000 fi:0.131721. Ave ac:0.004502,0.008704 Cov: 0.000960. It 22,Best ac:0.000960 1.000000 fi:0.118758. Ave ac:0.004349,0.011020 Cov: 0.000960. It 23,Best ac:0.001200 1.000000 fi:0.118110. Ave ac:0.003580,0.006666 Cov: 0.001200. It 24,Best ac:0.001681 1.000000 fi:0.116243. Ave ac:0.003186,0.006080 Cov: 0.001681. It 25,Best ac:0.002400 1.000000 fi:0.115604. Ave ac:0.003121,0.006728 Cov: 0.002400. MDL Theory Length Weight: 0.5964348451 (10) It 26,Best ac:0.001440 1.000000 fi:0.114607. Ave ac:0.002819,0.006136 Cov: 0.001440. It 27,Best ac:0.001440 1.000000 fi:0.117058. Ave ac:0.003085,0.006383 Cov: 0.001440. It 28,Best ac:0.000960 1.000000 fi:0.111904. Ave ac:0.003026,0.005479 Cov: 0.000960. It 29,Best ac:0.001440 1.000000 fi:0.109821. Ave ac:0.002735,0.004608 Cov: 0.001440. It 30,Best ac:0.001440 1.000000 fi:0.111386. Ave ac:0.003631,0.007784 Cov: 0.001440. It 31,Best ac:0.002160 1.000000 fi:0.116257. Ave ac:0.003133,0.005047 Cov: 0.002160. It 32,Best ac:0.001680 1.000000 fi:0.114581. Ave ac:0.002613,0.003783 Cov: 0.001680. It 33,Best ac:0.000960 1.000000 fi:0.112143. Ave ac:0.002565,0.004886 Cov: 0.000960. It 34,Best ac:0.001018 0.677316 fi:0.435657. Ave ac:0.002582,0.004012 Cov: 0.001503. Best acc 0.001018 0.677316 Initial population average accuracy1:0.005334 accuracy2:0.220555 It 0,Best ac:0.001681 0.777778 fi:0.321836. Ave ac:0.005718,0.009601 Cov: 0.002161. It 1,Best ac:0.001440 1.000000 fi:0.099717. Ave ac:0.004938,0.008358 Cov: 0.001440. It 2,Best ac:0.001681 0.875000 fi:0.224614. Ave ac:0.004281,0.007727 Cov: 0.001921. It 3,Best ac:0.000720 1.000000 fi:0.168969. Ave ac:0.003786,0.005789 Cov: 0.000720. It 4,Best ac:0.001440 1.000000 fi:0.099717. Ave ac:0.003752,0.005473 Cov: 0.001440. It 5,Best ac:0.001440 1.000000 fi:0.099717. Ave ac:0.004105,0.006480 Cov: 0.001440. It 6,Best ac:0.000960 1.000000 fi:0.099922. Ave ac:0.004187,0.006787 Cov: 0.000960. It 7,Best ac:0.001920 1.000000 fi:0.099512. Ave ac:0.003498,0.005530 Cov: 0.001920. It 8,Best ac:0.000960 1.000000 fi:0.099922. Ave ac:0.003405,0.006192 Cov: 0.000960. It 9,Best ac:0.001200 1.000000 fi:0.099820. Ave ac:0.003089,0.004972 Cov: 0.001200. Iteration 10:MDL fitness activated Error 0.099820 TL 0.041434 MDL Theory Length Weight: 0.8030425319 (3) It 10,Best ac:0.001200 1.000000 fi:0.135430. Ave ac:0.003154,0.004266 Cov: 0.001200. It 11,Best ac:0.001200 1.000000 fi:0.124318. Ave ac:0.002673,0.003656 Cov: 0.001200. It 12,Best ac:0.000960 1.000000 fi:0.122154. Ave ac:0.002246,0.002707 Cov: 0.000960. It 13,Best ac:0.000960 1.000000 fi:0.122884. Ave ac:0.002410,0.002775 Cov: 0.000960. It 14,Best ac:0.001440 1.000000 fi:0.120061. Ave ac:0.002146,0.002603 Cov: 0.001440. It 15,Best ac:0.001440 1.000000 fi:0.127756. Ave ac:0.002503,0.003456 Cov: 0.001440. It 16,Best ac:0.000720 1.000000 fi:0.194275. Ave ac:0.001850,0.002855 Cov: 0.000720. It 17,Best ac:0.001920 1.000000 fi:0.129479. Ave ac:0.002096,0.002815 Cov: 0.001920. It 18,Best ac:0.001440 1.000000 fi:0.128387. Ave ac:0.002502,0.003004 Cov: 0.001440. It 19,Best ac:0.001440 1.000000 fi:0.127551. Ave ac:0.001676,0.002776 Cov: 0.001440. It 20,Best ac:0.000960 1.000000 fi:0.125389. Ave ac:0.002111,0.002623 Cov: 0.000960. It 21,Best ac:0.001200 1.000000 fi:0.128068. Ave ac:0.001692,0.001704 Cov: 0.001200. It 22,Best ac:0.002160 1.000000 fi:0.124077. Ave ac:0.001486,0.001514 Cov: 0.002160. It 23,Best ac:0.000960 1.000000 fi:0.122884. Ave ac:0.001338,0.001481 Cov: 0.000960. MDL Theory Length Weight: 0.7227382788 (10) It 24,Best ac:0.001200 1.000000 fi:0.130697. Ave ac:0.001403,0.001562 Cov: 0.001200. It 25,Best ac:0.001440 1.000000 fi:0.123807. Ave ac:0.001790,0.002404 Cov: 0.001440. It 26,Best ac:0.001440 1.000000 fi:0.125267. Ave ac:0.001537,0.001803 Cov: 0.001440. It 27,Best ac:0.001920 1.000000 fi:0.116404. Ave ac:0.002164,0.002742 Cov: 0.001920. It 28,Best ac:0.000960 1.000000 fi:0.123820. Ave ac:0.001751,0.001998 Cov: 0.000960. It 29,Best ac:0.001440 1.000000 fi:0.122310. Ave ac:0.001826,0.001986 Cov: 0.001440. It 30,Best ac:0.001680 1.000000 fi:0.116506. Ave ac:0.001551,0.001551 Cov: 0.001680. It 31,Best ac:0.001200 1.000000 fi:0.121642. Ave ac:0.001877,0.002038 Cov: 0.001200. It 32,Best ac:0.001200 1.000000 fi:0.121093. Ave ac:0.001666,0.001883 Cov: 0.001200. It 33,Best ac:0.001920 1.000000 fi:0.122096. Ave ac:0.002375,0.002508 Cov: 0.001920. It 34,Best ac:0.001090 0.737013 fi:0.389463. Ave ac:0.002399,0.002803 Cov: 0.001479. Best acc 0.001090 0.737013 Rule:Att PSSM_-2_4 is [<-0.457494]|Att PSSM_-1_4 is [-6.627872,-2.527824]|Att PSSM_0_9 is [-6.334137,1.589548]|Att PSSM_0_10 is [-5.170415,5.170415]|Att PSSM_0_12 is [<-2.002087]|Att PSSM_0_19 is [<5.457790]|Att PSSM_1_3 is [<3.759819]|Att PSSM_1_20 is [-0.493974,4.493974]|Att PSSM_2_2 is [<-0.221063]|Att PSSM_2_4 is [<2.821117]|Att PSSM_2_5 is [-1.386116,9.240928]|Att PSSM_3_1 is [<4.504515]|Att PSSM_3_7 is [-6.059447,1.995117]|Att PSSM_3_10 is [>-6.014880]|Att PSSM_4_7 is [-5.104599,1.707596]|1 Accuracy : 0.772842 0 1 159390 4690 48610 21948 Removed 308 instances. 208000 Instances left. Acc of rule 0.001090-0.737013 Initial population average accuracy1:0.005531 accuracy2:0.234980 It 0,Best ac:0.000721 1.000000 fi:0.164694. Ave ac:0.006308,0.009533 Cov: 0.000721. It 1,Best ac:0.000962 1.000000 fi:0.099921. Ave ac:0.006773,0.010310 Cov: 0.000962. It 2,Best ac:0.000721 1.000000 fi:0.165553. Ave ac:0.005684,0.008463 Cov: 0.000721. It 3,Best ac:0.000721 1.000000 fi:0.164694. Ave ac:0.004627,0.007246 Cov: 0.000721. It 4,Best ac:0.000962 1.000000 fi:0.099921. Ave ac:0.003870,0.006260 Cov: 0.000962. It 5,Best ac:0.001202 1.000000 fi:0.099818. Ave ac:0.004528,0.010545 Cov: 0.001202. It 6,Best ac:0.000962 1.000000 fi:0.099921. Ave ac:0.003613,0.005524 Cov: 0.000962. It 7,Best ac:0.001923 1.000000 fi:0.099509. Ave ac:0.003879,0.006584 Cov: 0.001923. It 8,Best ac:0.001202 1.000000 fi:0.099818. Ave ac:0.003914,0.007159 Cov: 0.001202. It 9,Best ac:0.001202 1.000000 fi:0.099818. Ave ac:0.003030,0.005037 Cov: 0.001202. Iteration 10:MDL fitness activated Error 0.099818 TL 0.027624 MDL Theory Length Weight: 1.2044845224 (3) It 10,Best ac:0.001202 1.000000 fi:0.144963. Ave ac:0.003002,0.005175 Cov: 0.001202. It 11,Best ac:0.000962 1.000000 fi:0.148821. Ave ac:0.003064,0.004784 Cov: 0.000962. It 12,Best ac:0.001202 1.000000 fi:0.139429. Ave ac:0.003298,0.004548 Cov: 0.001202. It 13,Best ac:0.002644 1.000000 fi:0.136517. Ave ac:0.002814,0.004455 Cov: 0.002644. It 14,Best ac:0.001442 1.000000 fi:0.135207. Ave ac:0.002307,0.003352 Cov: 0.001442. It 15,Best ac:0.001923 1.000000 fi:0.146379. Ave ac:0.002024,0.002935 Cov: 0.001923. It 16,Best ac:0.001442 1.000000 fi:0.142118. Ave ac:0.002366,0.003142 Cov: 0.001442. It 17,Best ac:0.000962 1.000000 fi:0.142816. Ave ac:0.002159,0.002823 Cov: 0.000962. It 18,Best ac:0.002644 1.000000 fi:0.137806. Ave ac:0.001984,0.002858 Cov: 0.002644. It 19,Best ac:0.000961 1.000000 fi:0.143026. Ave ac:0.002348,0.003828 Cov: 0.000961. It 20,Best ac:0.000962 1.000000 fi:0.137043. Ave ac:0.002686,0.003373 Cov: 0.000962. It 21,Best ac:0.001442 1.000000 fi:0.130003. Ave ac:0.002389,0.002993 Cov: 0.001442. It 22,Best ac:0.001202 1.000000 fi:0.134786. Ave ac:0.001999,0.002929 Cov: 0.001202. It 23,Best ac:0.002403 1.000000 fi:0.126296. Ave ac:0.002117,0.002705 Cov: 0.002403. It 24,Best ac:0.000962 1.000000 fi:0.140137. Ave ac:0.002103,0.002863 Cov: 0.000962. It 25,Best ac:0.000962 1.000000 fi:0.142003. Ave ac:0.001707,0.002198 Cov: 0.000962. It 26,Best ac:0.000962 1.000000 fi:0.134308. Ave ac:0.002280,0.004228 Cov: 0.000962. It 27,Best ac:0.000962 1.000000 fi:0.135918. Ave ac:0.002544,0.003536 Cov: 0.000962. It 28,Best ac:0.001923 1.000000 fi:0.130299. Ave ac:0.002321,0.002669 Cov: 0.001923. It 29,Best ac:0.000962 1.000000 fi:0.132815. Ave ac:0.001890,0.002352 Cov: 0.000962. It 30,Best ac:0.000962 1.000000 fi:0.137323. Ave ac:0.002593,0.004559 Cov: 0.000962. It 31,Best ac:0.000962 1.000000 fi:0.135016. Ave ac:0.001772,0.002180 Cov: 0.000962. It 32,Best ac:0.001202 1.000000 fi:0.130106. Ave ac:0.002021,0.003343 Cov: 0.001202. MDL Theory Length Weight: 1.0840360702 (10) It 33,Best ac:0.000962 1.000000 fi:0.130939. Ave ac:0.002085,0.003303 Cov: 0.000962. It 34,Best ac:0.000812 0.764706 fi:0.380246. Ave ac:0.001561,0.001512 Cov: 0.001063. Best acc 0.000812 0.764706 Initial population average accuracy1:0.006299 accuracy2:0.235237 It 0,Best ac:0.001683 0.777778 fi:0.321833. Ave ac:0.006818,0.013663 Cov: 0.002163. It 1,Best ac:0.001683 1.000000 fi:0.099611. Ave ac:0.005248,0.007737 Cov: 0.001683. It 2,Best ac:0.000721 1.000000 fi:0.164694. Ave ac:0.004695,0.008073 Cov: 0.000721. It 3,Best ac:0.001202 1.000000 fi:0.099818. Ave ac:0.004726,0.008024 Cov: 0.001202. It 4,Best ac:0.001683 1.000000 fi:0.099611. Ave ac:0.004360,0.008569 Cov: 0.001683. It 5,Best ac:0.001442 1.000000 fi:0.099714. Ave ac:0.004225,0.006526 Cov: 0.001442. It 6,Best ac:0.000962 1.000000 fi:0.099921. Ave ac:0.004309,0.006000 Cov: 0.000962. It 7,Best ac:0.000962 1.000000 fi:0.099921. Ave ac:0.003811,0.005774 Cov: 0.000962. It 8,Best ac:0.002644 1.000000 fi:0.099198. Ave ac:0.003298,0.006195 Cov: 0.002644. It 9,Best ac:0.001202 1.000000 fi:0.099818. Ave ac:0.003358,0.004790 Cov: 0.001202. Iteration 10:MDL fitness activated Error 0.099818 TL 0.047204 MDL Theory Length Weight: 0.7048728598 (2) It 10,Best ac:0.000962 1.000000 fi:0.127421. Ave ac:0.003533,0.005358 Cov: 0.000962. It 11,Best ac:0.000962 1.000000 fi:0.122961. Ave ac:0.003042,0.004055 Cov: 0.000962. It 12,Best ac:0.000962 1.000000 fi:0.118282. Ave ac:0.001941,0.003256 Cov: 0.000962. It 13,Best ac:0.000962 1.000000 fi:0.115912. Ave ac:0.003062,0.004112 Cov: 0.000962. It 14,Best ac:0.000961 1.000000 fi:0.126171. Ave ac:0.002190,0.003752 Cov: 0.000961. It 15,Best ac:0.001442 1.000000 fi:0.115705. Ave ac:0.002759,0.004445 Cov: 0.001442. It 16,Best ac:0.000962 1.000000 fi:0.112728. Ave ac:0.002215,0.003576 Cov: 0.000962. It 17,Best ac:0.001442 1.000000 fi:0.114189. Ave ac:0.002600,0.004038 Cov: 0.001442. It 18,Best ac:0.002163 1.000000 fi:0.119859. Ave ac:0.002002,0.002935 Cov: 0.002163. It 19,Best ac:0.001202 1.000000 fi:0.127508. Ave ac:0.002701,0.004400 Cov: 0.001202. It 20,Best ac:0.000962 1.000000 fi:0.114568. Ave ac:0.002989,0.005428 Cov: 0.000962. It 21,Best ac:0.000962 1.000000 fi:0.126171. Ave ac:0.002807,0.004961 Cov: 0.000962. It 22,Best ac:0.001202 1.000000 fi:0.112625. Ave ac:0.002452,0.003754 Cov: 0.001202. It 23,Best ac:0.001682 1.000000 fi:0.116838. Ave ac:0.003071,0.003970 Cov: 0.001682. It 24,Best ac:0.000962 1.000000 fi:0.114062. Ave ac:0.002957,0.004773 Cov: 0.000962. It 25,Best ac:0.001442 1.000000 fi:0.113231. Ave ac:0.002089,0.003325 Cov: 0.001442. It 26,Best ac:0.001202 1.000000 fi:0.116866. Ave ac:0.002293,0.003650 Cov: 0.001202. It 27,Best ac:0.000961 1.000000 fi:0.117045. Ave ac:0.002381,0.003610 Cov: 0.000961. It 28,Best ac:0.001924 1.000000 fi:0.117797. Ave ac:0.001801,0.003106 Cov: 0.001924. It 29,Best ac:0.001442 1.000000 fi:0.119430. Ave ac:0.002800,0.004092 Cov: 0.001442. It 30,Best ac:0.001202 1.000000 fi:0.117054. Ave ac:0.002798,0.005900 Cov: 0.001202. It 31,Best ac:0.001683 1.000000 fi:0.114086. Ave ac:0.002031,0.002977 Cov: 0.001683. MDL Theory Length Weight: 0.6343855738 (10) It 32,Best ac:0.000962 1.000000 fi:0.117695. Ave ac:0.002382,0.005842 Cov: 0.000962. It 33,Best ac:0.000962 1.000000 fi:0.113791. Ave ac:0.002390,0.004180 Cov: 0.000962. It 34,Best ac:0.001077 0.722581 fi:0.393208. Ave ac:0.002259,0.004061 Cov: 0.001490. Best acc 0.001077 0.722581 Rule:Att PSSM_-3_6 is [-6.643345,0.926764]|Att PSSM_-2_14 is [-6.582594,3.836973]|Att PSSM_-1_7 is [<0.993279]|Att PSSM_-1_12 is [-4.911142,-1.088858]|Att PSSM_0_2 is [<-3.973269]|Att PSSM_0_8 is [>-5.328396]|Att PSSM_0_10 is [>2.117199]|Att PSSM_1_13 is [>-2.405825]|Att PSSM_1_18 is [-6.653140,2.497978]|Att PSSM_2_14 is [-5.609066,-0.390934]|Att PSSM_2_15 is [<-0.041802]|Att PSSM_2_19 is [<7.259207]|Att PSSM_3_18 is [<6.524595]|Att PSSM_4_2 is [<4.038898]|Att PSSM_4_4 is [-6.360275,-1.639724]|Att PSSM_4_7 is [<2.538950]|1 Accuracy : 0.773340 0 1 159338 4742 48441 22117 Removed 221 instances. 207779 Instances left. Acc of rule 0.000812-0.764706 Initial population average accuracy1:0.004980 accuracy2:0.216854 It 0,Best ac:0.001203 0.714286 fi:0.385530. Ave ac:0.006645,0.012728 Cov: 0.001684. It 1,Best ac:0.002166 0.750000 fi:0.349402. Ave ac:0.006232,0.011967 Cov: 0.002888. It 2,Best ac:0.003129 0.866667 fi:0.232320. Ave ac:0.006077,0.011611 Cov: 0.003610. It 3,Best ac:0.000963 1.000000 fi:0.099919. Ave ac:0.005141,0.008414 Cov: 0.000963. It 4,Best ac:0.000962 1.000000 fi:0.099919. Ave ac:0.004594,0.008231 Cov: 0.000962. It 5,Best ac:0.000962 1.000000 fi:0.099919. Ave ac:0.003215,0.005613 Cov: 0.000962. It 6,Best ac:0.001444 1.000000 fi:0.099712. Ave ac:0.003470,0.006320 Cov: 0.001444. It 7,Best ac:0.000722 1.000000 fi:0.162108. Ave ac:0.003242,0.007058 Cov: 0.000722. It 8,Best ac:0.002407 1.000000 fi:0.099297. Ave ac:0.003162,0.005293 Cov: 0.002407. It 9,Best ac:0.001203 1.000000 fi:0.099816. Ave ac:0.002331,0.003909 Cov: 0.001203. Iteration 10:MDL fitness activated Error 0.099816 TL 0.041091 MDL Theory Length Weight: 0.8097242866 (2) It 10,Best ac:0.000963 1.000000 fi:0.136695. Ave ac:0.002588,0.004463 Cov: 0.000963. It 11,Best ac:0.001203 1.000000 fi:0.138393. Ave ac:0.003560,0.005225 Cov: 0.001203. It 12,Best ac:0.001203 1.000000 fi:0.139227. Ave ac:0.003172,0.005673 Cov: 0.001203. It 13,Best ac:0.001203 1.000000 fi:0.132249. Ave ac:0.002762,0.004032 Cov: 0.001203. It 14,Best ac:0.000962 1.000000 fi:0.121325. Ave ac:0.003026,0.004914 Cov: 0.000962. It 15,Best ac:0.001203 1.000000 fi:0.126151. Ave ac:0.003200,0.004991 Cov: 0.001203. It 16,Best ac:0.001203 1.000000 fi:0.126821. Ave ac:0.003099,0.005919 Cov: 0.001203. It 17,Best ac:0.000963 1.000000 fi:0.122048. Ave ac:0.003069,0.005173 Cov: 0.000963. It 18,Best ac:0.000962 1.000000 fi:0.121708. Ave ac:0.002873,0.004634 Cov: 0.000962. It 19,Best ac:0.001925 1.000000 fi:0.124810. Ave ac:0.002784,0.005780 Cov: 0.001925. It 20,Best ac:0.000962 1.000000 fi:0.133113. Ave ac:0.002343,0.003481 Cov: 0.000962. It 21,Best ac:0.000962 1.000000 fi:0.124925. Ave ac:0.002187,0.003384 Cov: 0.000962. It 22,Best ac:0.000962 1.000000 fi:0.123221. Ave ac:0.003120,0.006243 Cov: 0.000962. It 23,Best ac:0.001203 1.000000 fi:0.118677. Ave ac:0.002763,0.006347 Cov: 0.001203. It 24,Best ac:0.000962 1.000000 fi:0.123539. Ave ac:0.003149,0.006470 Cov: 0.000962. It 25,Best ac:0.000962 1.000000 fi:0.126206. Ave ac:0.003205,0.007119 Cov: 0.000962. It 26,Best ac:0.000962 1.000000 fi:0.125863. Ave ac:0.002422,0.003383 Cov: 0.000962. It 27,Best ac:0.001444 1.000000 fi:0.119742. Ave ac:0.002064,0.002680 Cov: 0.001444. It 28,Best ac:0.001203 1.000000 fi:0.128701. Ave ac:0.002042,0.003241 Cov: 0.001203. It 29,Best ac:0.001444 1.000000 fi:0.130716. Ave ac:0.002242,0.003807 Cov: 0.001444. It 30,Best ac:0.000962 1.000000 fi:0.123221. Ave ac:0.003058,0.003915 Cov: 0.000962. It 31,Best ac:0.001684 1.000000 fi:0.123255. Ave ac:0.002282,0.002806 Cov: 0.001684. It 32,Best ac:0.001684 1.000000 fi:0.124625. Ave ac:0.002273,0.004663 Cov: 0.001684. MDL Theory Length Weight: 0.7287518579 (10) It 33,Best ac:0.001685 1.000000 fi:0.125483. Ave ac:0.003011,0.004989 Cov: 0.001685. It 34,Best ac:0.000833 0.694779 fi:0.433123. Ave ac:0.002319,0.003479 Cov: 0.001198. Best acc 0.000833 0.694779 Initial population average accuracy1:0.005307 accuracy2:0.230125 It 0,Best ac:0.000722 0.750000 fi:0.412108. Ave ac:0.005526,0.012803 Cov: 0.000963. It 1,Best ac:0.001684 0.875000 fi:0.224609. Ave ac:0.004880,0.009215 Cov: 0.001925. It 2,Best ac:0.000722 1.000000 fi:0.162108. Ave ac:0.004953,0.008405 Cov: 0.000722. It 3,Best ac:0.000722 1.000000 fi:0.161243. Ave ac:0.004013,0.008224 Cov: 0.000722. It 4,Best ac:0.001203 1.000000 fi:0.099816. Ave ac:0.003810,0.007332 Cov: 0.001203. It 5,Best ac:0.000722 1.000000 fi:0.162108. Ave ac:0.004567,0.008619 Cov: 0.000722. It 6,Best ac:0.001925 1.000000 fi:0.099505. Ave ac:0.004425,0.007473 Cov: 0.001925. It 7,Best ac:0.001684 1.000000 fi:0.099609. Ave ac:0.003651,0.006462 Cov: 0.001684. It 8,Best ac:0.001203 1.000000 fi:0.099816. Ave ac:0.003349,0.006002 Cov: 0.001203. It 9,Best ac:0.000722 1.000000 fi:0.162108. Ave ac:0.003904,0.009904 Cov: 0.000722. Iteration 10:MDL fitness activated Error 0.162108 TL 0.040136 MDL Theory Length Weight: 1.3463373311 (4) It 10,Best ac:0.000962 1.000000 fi:0.155882. Ave ac:0.003690,0.007284 Cov: 0.000962. It 11,Best ac:0.000963 1.000000 fi:0.166118. Ave ac:0.002411,0.004874 Cov: 0.000963. It 12,Best ac:0.000962 1.000000 fi:0.148713. Ave ac:0.003264,0.006825 Cov: 0.000962. It 13,Best ac:0.000963 1.000000 fi:0.143527. Ave ac:0.003170,0.004403 Cov: 0.000963. It 14,Best ac:0.000962 1.000000 fi:0.131449. Ave ac:0.003146,0.006797 Cov: 0.000962. It 15,Best ac:0.001684 1.000000 fi:0.141863. Ave ac:0.003514,0.006968 Cov: 0.001684. It 16,Best ac:0.001444 1.000000 fi:0.132761. Ave ac:0.003653,0.008317 Cov: 0.001444. It 17,Best ac:0.000963 1.000000 fi:0.130800. Ave ac:0.002553,0.004549 Cov: 0.000963. It 18,Best ac:0.001925 1.000000 fi:0.132007. Ave ac:0.002844,0.006188 Cov: 0.001925. It 19,Best ac:0.000963 1.000000 fi:0.151426. Ave ac:0.002863,0.004620 Cov: 0.000963. It 20,Best ac:0.000962 1.000000 fi:0.151201. Ave ac:0.002938,0.005675 Cov: 0.000962. It 21,Best ac:0.000963 1.000000 fi:0.146448. Ave ac:0.002930,0.006939 Cov: 0.000963. It 22,Best ac:0.000962 1.000000 fi:0.141221. Ave ac:0.002470,0.003376 Cov: 0.000962. It 23,Best ac:0.000963 1.000000 fi:0.144712. Ave ac:0.002407,0.003490 Cov: 0.000963. It 24,Best ac:0.001203 1.000000 fi:0.145711. Ave ac:0.002945,0.006166 Cov: 0.001203. It 25,Best ac:0.001685 1.000000 fi:0.140173. Ave ac:0.002647,0.004971 Cov: 0.001685. It 26,Best ac:0.000962 1.000000 fi:0.138509. Ave ac:0.003652,0.009120 Cov: 0.000962. MDL Theory Length Weight: 1.2117035980 (10) It 27,Best ac:0.001444 1.000000 fi:0.125093. Ave ac:0.003216,0.005999 Cov: 0.001444. It 28,Best ac:0.000962 1.000000 fi:0.127704. Ave ac:0.003313,0.006183 Cov: 0.000962. It 29,Best ac:0.001444 1.000000 fi:0.128964. Ave ac:0.002723,0.004639 Cov: 0.001444. It 30,Best ac:0.001203 1.000000 fi:0.137171. Ave ac:0.002487,0.004851 Cov: 0.001203. It 31,Best ac:0.000962 1.000000 fi:0.125300. Ave ac:0.003302,0.006316 Cov: 0.000962. It 32,Best ac:0.001203 1.000000 fi:0.127995. Ave ac:0.002587,0.004088 Cov: 0.001203. It 33,Best ac:0.000722 1.000000 fi:0.193993. Ave ac:0.002575,0.003975 Cov: 0.000722. It 34,Best ac:0.000934 0.640264 fi:0.490230. Ave ac:0.003207,0.007537 Cov: 0.001458. Best acc 0.000934 0.640264 Rule:Att PSSM_-4_15 is [<2.672111]|Att PSSM_-3_15 is [<0.600166]|Att PSSM_-2_2 is [<-2.888548]|Att PSSM_-2_17 is [<1.553580]|Att PSSM_-1_19 is [0.905312,8.817656]|Att PSSM_-1_20 is [>-4.914214]|Att PSSM_0_2 is [-5.415049,-2.789357]|Att PSSM_0_6 is [<5.547930]|Att PSSM_0_7 is [<-1.219791]|Att PSSM_0_9 is [<0.480983]|Att PSSM_0_20 is [>0.822520]|Att PSSM_1_7 is [<1.898017]|Att PSSM_2_7 is [<-0.016096]|Att PSSM_4_20 is [-3.895986,4.954984]|1 Accuracy : 0.773754 0 1 159262 4818 48268 22290 Removed 249 instances. 207530 Instances left. Acc of rule 0.000833-0.694779 Initial population average accuracy1:0.004973 accuracy2:0.219243 It 0,Best ac:0.000723 1.000000 fi:0.158635. Ave ac:0.006269,0.009947 Cov: 0.000723. It 1,Best ac:0.001927 0.800000 fi:0.299503. Ave ac:0.005865,0.009533 Cov: 0.002409. It 2,Best ac:0.001445 0.857143 fi:0.242568. Ave ac:0.005748,0.009703 Cov: 0.001686. It 3,Best ac:0.000723 1.000000 fi:0.158635. Ave ac:0.004411,0.007124 Cov: 0.000723. It 4,Best ac:0.000723 1.000000 fi:0.159506. Ave ac:0.004088,0.007081 Cov: 0.000723. It 5,Best ac:0.000964 1.000000 fi:0.099918. Ave ac:0.003722,0.005519 Cov: 0.000964. It 6,Best ac:0.002410 1.000000 fi:0.099294. Ave ac:0.003604,0.006449 Cov: 0.002410. It 7,Best ac:0.001205 1.000000 fi:0.099814. Ave ac:0.004136,0.007401 Cov: 0.001205. It 8,Best ac:0.000964 1.000000 fi:0.099918. Ave ac:0.003115,0.006698 Cov: 0.000964. It 9,Best ac:0.001205 1.000000 fi:0.099814. Ave ac:0.003234,0.005895 Cov: 0.001205. Iteration 10:MDL fitness activated Error 0.099814 TL 0.036943 MDL Theory Length Weight: 0.9006121816 (4) It 10,Best ac:0.001928 1.000000 fi:0.129787. Ave ac:0.003040,0.004889 Cov: 0.001928. It 11,Best ac:0.001205 1.000000 fi:0.146988. Ave ac:0.002992,0.005863 Cov: 0.001205. It 12,Best ac:0.000964 1.000000 fi:0.135406. Ave ac:0.002758,0.005783 Cov: 0.000964. It 13,Best ac:0.000723 1.000000 fi:0.180911. Ave ac:0.001942,0.002734 Cov: 0.000723. It 14,Best ac:0.001205 1.000000 fi:0.135614. Ave ac:0.001929,0.003034 Cov: 0.001205. It 15,Best ac:0.000964 1.000000 fi:0.126279. Ave ac:0.002887,0.003118 Cov: 0.000964. It 16,Best ac:0.000964 1.000000 fi:0.125967. Ave ac:0.002410,0.003226 Cov: 0.000964. It 17,Best ac:0.000964 1.000000 fi:0.128835. Ave ac:0.002222,0.002988 Cov: 0.000964. It 18,Best ac:0.000964 1.000000 fi:0.122558. Ave ac:0.001855,0.002604 Cov: 0.000964. It 19,Best ac:0.000964 1.000000 fi:0.132034. Ave ac:0.002280,0.004282 Cov: 0.000964. It 20,Best ac:0.000963 1.000000 fi:0.132035. Ave ac:0.002484,0.003378 Cov: 0.000963. It 21,Best ac:0.001205 1.000000 fi:0.133191. Ave ac:0.002069,0.002899 Cov: 0.001205. It 22,Best ac:0.001205 1.000000 fi:0.132396. Ave ac:0.002838,0.004482 Cov: 0.001205. It 23,Best ac:0.000964 1.000000 fi:0.134267. Ave ac:0.002475,0.003178 Cov: 0.000964. It 24,Best ac:0.000964 1.000000 fi:0.135592. Ave ac:0.002436,0.003262 Cov: 0.000964. It 25,Best ac:0.002169 1.000000 fi:0.133939. Ave ac:0.001842,0.002914 Cov: 0.002169. It 26,Best ac:0.001446 1.000000 fi:0.132808. Ave ac:0.001639,0.002144 Cov: 0.001446. It 27,Best ac:0.002409 1.000000 fi:0.127198. Ave ac:0.002250,0.004300 Cov: 0.002409. MDL Theory Length Weight: 0.8105509634 (10) It 28,Best ac:0.001446 1.000000 fi:0.132053. Ave ac:0.002169,0.002933 Cov: 0.001446. It 29,Best ac:0.001205 1.000000 fi:0.129733. Ave ac:0.002372,0.003356 Cov: 0.001205. It 30,Best ac:0.001446 1.000000 fi:0.122080. Ave ac:0.001950,0.003194 Cov: 0.001446. It 31,Best ac:0.000964 1.000000 fi:0.125160. Ave ac:0.001877,0.003051 Cov: 0.000964. It 32,Best ac:0.000963 1.000000 fi:0.125907. Ave ac:0.001900,0.002509 Cov: 0.000963. It 33,Best ac:0.000964 1.000000 fi:0.123668. Ave ac:0.001667,0.002165 Cov: 0.000964. It 34,Best ac:0.000882 0.687970 fi:0.451323. Ave ac:0.002358,0.003836 Cov: 0.001282. Best acc 0.000882 0.687970 Initial population average accuracy1:0.005216 accuracy2:0.202663 It 0,Best ac:0.000723 1.000000 fi:0.158635. Ave ac:0.007622,0.014270 Cov: 0.000723. It 1,Best ac:0.004337 0.857143 fi:0.241523. Ave ac:0.006249,0.012462 Cov: 0.005060. It 2,Best ac:0.000723 1.000000 fi:0.158635. Ave ac:0.005119,0.009455 Cov: 0.000723. It 3,Best ac:0.001205 0.833333 fi:0.266480. Ave ac:0.004307,0.008263 Cov: 0.001446. It 4,Best ac:0.000723 1.000000 fi:0.158635. Ave ac:0.003965,0.006893 Cov: 0.000723. It 5,Best ac:0.001205 1.000000 fi:0.099814. Ave ac:0.003437,0.006152 Cov: 0.001205. It 6,Best ac:0.001205 1.000000 fi:0.099814. Ave ac:0.003597,0.006137 Cov: 0.001205. It 7,Best ac:0.001445 1.000000 fi:0.099710. Ave ac:0.002961,0.005188 Cov: 0.001445. It 8,Best ac:0.001205 1.000000 fi:0.099814. Ave ac:0.003361,0.006537 Cov: 0.001205. It 9,Best ac:0.001446 1.000000 fi:0.099710. Ave ac:0.002892,0.004832 Cov: 0.001446. Iteration 10:MDL fitness activated Error 0.099710 TL 0.060245 MDL Theory Length Weight: 0.5516895509 (3) It 10,Best ac:0.000964 1.000000 fi:0.114957. Ave ac:0.003558,0.005991 Cov: 0.000964. It 11,Best ac:0.001205 1.000000 fi:0.128068. Ave ac:0.003307,0.006229 Cov: 0.001205. It 12,Best ac:0.000964 1.000000 fi:0.117159. Ave ac:0.003250,0.004893 Cov: 0.000964. It 13,Best ac:0.000964 1.000000 fi:0.114771. Ave ac:0.003275,0.005617 Cov: 0.000964. It 14,Best ac:0.000964 1.000000 fi:0.114771. Ave ac:0.002933,0.004394 Cov: 0.000964. It 15,Best ac:0.001205 1.000000 fi:0.112897. Ave ac:0.002872,0.005412 Cov: 0.001205. It 16,Best ac:0.000963 1.000000 fi:0.120864. Ave ac:0.002811,0.007295 Cov: 0.000963. It 17,Best ac:0.000964 1.000000 fi:0.113015. Ave ac:0.003030,0.006084 Cov: 0.000964. It 18,Best ac:0.000964 1.000000 fi:0.115377. Ave ac:0.002439,0.004274 Cov: 0.000964. It 19,Best ac:0.001205 1.000000 fi:0.113443. Ave ac:0.002815,0.006317 Cov: 0.001205. It 20,Best ac:0.000964 1.000000 fi:0.114865. Ave ac:0.002337,0.004551 Cov: 0.000964. It 21,Best ac:0.000964 1.000000 fi:0.109526. Ave ac:0.002474,0.003920 Cov: 0.000964. It 22,Best ac:0.001205 1.000000 fi:0.113266. Ave ac:0.002424,0.004511 Cov: 0.001205. It 23,Best ac:0.000964 1.000000 fi:0.113548. Ave ac:0.002093,0.005967 Cov: 0.000964. It 24,Best ac:0.000964 1.000000 fi:0.123968. Ave ac:0.002100,0.003833 Cov: 0.000964. It 25,Best ac:0.001204 1.000000 fi:0.116416. Ave ac:0.002039,0.003377 Cov: 0.001204. Phenotype: 0:Att PSSM_-1_2 is [<-5.884993]|Att PSSM_0_4 is [<1.100120]|Att PSSM_0_12 is [<-4.235684]|Att PSSM_1_2 is [<-2.497244]|Att PSSM_2_2 is [<-3.996841]|1 1:Att PSSM_-1_10 is [0.844589,6.600446]|Att PSSM_-1_12 is [<-0.439262]|Att PSSM_0_7 is [<-4.094471]|Att PSSM_0_19 is [-6.847153,4.847153]|Att PSSM_0_20 is [0.652883,5.347117]|Att PSSM_1_15 is [<-4.740729]|Att PSSM_2_2 is [<0.845650]|Att PSSM_2_7 is [-5.838432,-0.761225]|Att PSSM_4_2 is [-4.896184,-1.103816]|1 2:Att PSSM_-3_14 is [>-6.898426]|Att PSSM_-1_2 is [<2.048136]|Att PSSM_-1_3 is [-6.502235,3.209589]|Att PSSM_-1_7 is [<-1.304207]|Att PSSM_0_2 is [<-4.543972]|Att PSSM_0_4 is [<-4.824392]|Att PSSM_1_10 is [0.918452,5.081548]|Att PSSM_1_15 is [<6.281999]|Att PSSM_2_5 is [-1.636823,3.636823]|Att PSSM_3_12 is [<-1.916570]|1 3:Att PSSM_-3_17 is [<1.778641]|Att PSSM_0_1 is [>3.721713]|Att PSSM_0_9 is [<-4.332223]|Att PSSM_0_18 is [<10.553454]|Att PSSM_1_10 is [>-1.862303]|Att PSSM_4_5 is [-3.980870,2.708363]|Att PSSM_4_9 is [<9.144543]|1 4:Att PSSM_-4_7 is [-6.397168,2.859094]|Att PSSM_-2_4 is [-7.793266,-4.239656]|Att PSSM_-1_12 is [<-3.026945]|Att PSSM_0_7 is [<-3.645617]|Att PSSM_0_9 is [<-4.983093]|Att PSSM_1_2 is [<-3.448022]|Att PSSM_1_19 is [<2.127663]|Att PSSM_3_13 is [-6.206103,9.705843]|Att PSSM_4_12 is [-6.781378,-1.218622]|1 5:Att PSSM_-4_7 is [-4.931133,4.186485]|Att PSSM_-3_7 is [<0.718666]|Att PSSM_-2_12 is [<-2.297563]|Att PSSM_-1_2 is [-6.845981,-4.495284]|Att PSSM_0_2 is [-6.935885,-3.064115]|Att PSSM_0_4 is [-6.987864,-5.663593]|Att PSSM_0_10 is [>0.120640]|Att PSSM_1_8 is [<5.952869]|Att PSSM_2_2 is [<-1.102435]|Att PSSM_3_20 is [<4.724324]|1 6:Att PSSM_-2_1 is [-0.237353,5.672588]|Att PSSM_-2_2 is [-4.241021,3.974237]|Att PSSM_-2_7 is [<-1.867379]|Att PSSM_-1_10 is [>-1.938263]|Att PSSM_-1_13 is [>-0.969198]|Att PSSM_0_12 is [-6.935720,-3.893117]|Att PSSM_1_12 is [-6.509104,-3.747057]|Att PSSM_2_12 is [<-2.257580]|Att PSSM_3_15 is [-6.154928,-1.845072]|1 7:Att PSSM_-4_12 is [-5.244184,3.244184]|Att PSSM_-4_18 is [-7.781600,7.781600]|Att PSSM_-3_6 is [<3.600486]|Att PSSM_-2_6 is [-5.955320,-2.268254]|Att PSSM_-1_4 is [-6.223727,2.326992]|Att PSSM_-1_12 is [<-2.188913]|Att PSSM_0_5 is [-2.247022,9.225956]|Att PSSM_0_7 is [<-4.698780]|Att PSSM_1_13 is [>-1.180900]|Att PSSM_1_15 is [<4.065364]|Att PSSM_2_7 is [<-1.919185]|Att PSSM_4_5 is [<4.902165]|1 8:Att PSSM_0_2 is [<-4.382332]|Att PSSM_0_13 is [-4.866951,4.866951]|Att PSSM_1_1 is [>3.393184]|Att PSSM_3_13 is [-4.779763,5.328904]|Att PSSM_3_14 is [-3.852971,7.852971]|Att PSSM_4_12 is [-6.006251,-3.200472]|1 9:Att PSSM_-3_17 is [-5.763508,6.012270]|Att PSSM_-2_2 is [<3.720765]|Att PSSM_-2_7 is [<-0.207031]|Att PSSM_-1_4 is [-7.569850,-2.698037]|Att PSSM_0_6 is [<-3.451722]|Att PSSM_0_20 is [>-1.969566]|Att PSSM_1_4 is [-7.916642,0.300900]|Att PSSM_2_2 is [<-3.512961]|Att PSSM_2_7 is [<-0.548488]|Att PSSM_3_6 is [-6.029358,-3.126388]|Att PSSM_4_6 is [-5.870061,-2.047385]|Att PSSM_4_12 is [-6.009967,4.612099]|1 10:Att PSSM_-3_5 is [<10.411113]|Att PSSM_-2_7 is [-5.073116,-2.243007]|Att PSSM_-2_12 is [<1.077127]|Att PSSM_-1_7 is [<-1.076141]|Att PSSM_0_2 is [<-3.573612]|Att PSSM_0_4 is [<-4.715315]|Att PSSM_1_5 is [-0.344759,6.793915]|Att PSSM_1_7 is [-6.372127,-0.556311]|Att PSSM_2_6 is [-3.075433,-1.759197]|1 11:Att PSSM_-2_9 is [-6.186430,9.506226]|Att PSSM_-1_3 is [-6.281946,5.633281]|Att PSSM_-1_7 is [-6.018407,-1.981593]|Att PSSM_0_10 is [>-0.506627]|Att PSSM_0_12 is [<-4.781510]|Att PSSM_0_15 is [<-1.859712]|Att PSSM_0_16 is [-5.801938,-1.654387]|Att PSSM_1_2 is [-6.452166,-4.815093]|Att PSSM_1_7 is [-5.183463,4.997298]|Att PSSM_1_20 is [>-0.480159]|Att PSSM_3_5 is [<7.654283]|Att PSSM_4_2 is [<5.201688]|Att PSSM_4_12 is [<-1.743427]|1 12:Att PSSM_-3_6 is [<-2.034327]|Att PSSM_-2_7 is [<-4.973979]|Att PSSM_-2_12 is [<3.407359]|Att PSSM_-2_20 is [>-5.583024]|Att PSSM_-1_12 is [<-1.021152]|Att PSSM_0_2 is [<-4.424003]|Att PSSM_0_15 is [<-0.724081]|Att PSSM_1_3 is [-5.645967,2.768150]|Att PSSM_2_5 is [-6.242027,7.401986]|Att PSSM_2_15 is [<2.796208]|Att PSSM_4_2 is [<-0.294661]|1 13:Att PSSM_-4_14 is [-5.685514,6.841821]|Att PSSM_-2_2 is [<-3.166854]|Att PSSM_-2_10 is [0.838672,5.259480]|Att PSSM_0_5 is [-0.537810,5.031624]|Att PSSM_0_12 is [-6.015508,-3.678797]|Att PSSM_1_12 is [-6.470513,-3.250135]|Att PSSM_2_7 is [-5.486186,-0.513814]|Att PSSM_4_6 is [<4.326333]|1 14:Att PSSM_-3_7 is [<-1.296946]|Att PSSM_-2_5 is [-6.090763,4.616516]|Att PSSM_0_12 is [-6.690107,-4.674245]|Att PSSM_2_4 is [-6.577929,2.708571]|Att PSSM_2_15 is [-6.710949,-1.289051]|Att PSSM_3_12 is [<-2.740369]|Att PSSM_4_1 is [>0.215797]|Att PSSM_4_7 is [-5.912382,-2.087618]|1 15:Att PSSM_-4_7 is [<3.405356]|Att PSSM_-4_15 is [<0.183838]|Att PSSM_-2_15 is [-6.350169,-0.496368]|Att PSSM_-2_16 is [-4.298895,5.009746]|Att PSSM_-2_20 is [-3.927435,3.839976]|Att PSSM_0_1 is [>0.941633]|Att PSSM_0_12 is [-6.588568,-3.417390]|Att PSSM_0_18 is [<9.121066]|Att PSSM_1_20 is [>-2.082232]|Att PSSM_3_11 is [>-0.169681]|Att PSSM_3_18 is [-6.584765,10.747902]|Att PSSM_3_19 is [-1.859215,9.249700]|Att PSSM_4_3 is [<-1.568554]|1 16:Att PSSM_-2_3 is [<-2.628523]|Att PSSM_-1_2 is [<-2.045702]|Att PSSM_-1_15 is [<0.501824]|Att PSSM_0_7 is [<-3.849718]|Att PSSM_1_2 is [<3.104339]|Att PSSM_1_4 is [<1.024193]|Att PSSM_1_6 is [<4.558238]|Att PSSM_1_7 is [-6.155298,-2.701495]|Att PSSM_1_12 is [-6.632462,-1.367538]|Att PSSM_2_1 is [-2.978014,3.810720]|Att PSSM_2_12 is [<-2.073260]|Att PSSM_4_9 is [-6.735868,2.863718]|Att PSSM_4_12 is [-6.740574,-1.259426]|Att PSSM_4_18 is [<7.584828]|1 17:Att PSSM_-1_4 is [-7.743435,-0.256565]|Att PSSM_-1_12 is [<1.679963]|Att PSSM_0_2 is [<-3.402318]|Att PSSM_0_4 is [-7.361867,-3.258291]|Att PSSM_0_12 is [-6.513700,4.542015]|Att PSSM_1_7 is [<-0.797403]|Att PSSM_1_15 is [-6.482290,-2.176219]|Att PSSM_2_7 is [-6.040522,-2.706176]|Att PSSM_2_11 is [-3.848900,4.908572]|Att PSSM_3_3 is [-6.443552,4.443552]|Att PSSM_3_4 is [>-7.256234]|Att PSSM_3_12 is [-5.275158,-3.908505]|Att PSSM_4_5 is [-3.011659,6.398251]|Att PSSM_4_12 is [<-1.454706]|1 18:Att PSSM_-4_8 is [>-2.143184]|Att PSSM_-2_11 is [>-4.501307]|Att PSSM_-2_13 is [-6.626031,7.136373]|Att PSSM_-1_16 is [-4.724926,4.464472]|Att PSSM_0_2 is [<-3.421648]|Att PSSM_0_4 is [<-1.145597]|Att PSSM_0_7 is [<-4.727874]|Att PSSM_1_5 is [-2.993897,10.993897]|Att PSSM_1_12 is [-6.970762,-2.125001]|Att PSSM_1_14 is [-4.817755,4.740159]|Att PSSM_2_2 is [-6.938246,-3.061754]|1 19:Att PSSM_-2_2 is [-6.918876,-3.081124]|Att PSSM_-2_5 is [-2.390514,10.390514]|Att PSSM_-1_12 is [<-0.253222]|Att PSSM_0_9 is [-6.810487,-0.673262]|Att PSSM_0_12 is [<-3.012829]|Att PSSM_0_16 is [<5.593823]|Att PSSM_0_20 is [-0.615104,6.204459]|Att PSSM_2_14 is [<3.328048]|Att PSSM_3_1 is [0.928048,6.083166]|Att PSSM_3_4 is [<-0.409923]|Att PSSM_3_14 is [<7.493488]|1 20:Att PSSM_-2_7 is [<6.835689]|Att PSSM_-1_12 is [-6.448949,-3.489485]|Att PSSM_0_4 is [<-3.961696]|Att PSSM_0_7 is [<-3.985413]|Att PSSM_0_8 is [-2.204872,2.200079]|Att PSSM_0_12 is [<-1.240629]|Att PSSM_0_16 is [-5.561277,2.848120]|Att PSSM_1_3 is [<-1.173523]|Att PSSM_1_5 is [>-2.886619]|1 21:Att PSSM_-3_16 is [-5.698795,-0.488837]|Att PSSM_0_1 is [>5.486795]|Att PSSM_0_13 is [-4.950040,5.776255]|Att PSSM_3_9 is [<-3.777654]|Att PSSM_4_2 is [<-0.842693]|1 22:Att PSSM_-4_7 is [<-0.320086]|Att PSSM_-4_15 is [<4.314135]|Att PSSM_0_6 is [<-4.311666]|Att PSSM_0_10 is [-1.972836,7.972836]|Att PSSM_1_4 is [<-3.764793]|Att PSSM_1_9 is [-5.646173,6.056098]|Att PSSM_1_17 is [<2.281002]|Att PSSM_2_2 is [<7.134391]|Att PSSM_3_11 is [>-2.140576]|Att PSSM_3_19 is [<2.470503]|Att PSSM_4_12 is [<-2.394946]|Att PSSM_4_15 is [<1.050103]|Att PSSM_4_17 is [-5.163591,0.354160]|1 23:Att PSSM_-4_5 is [-5.184003,6.011846]|Att PSSM_-4_6 is [<0.647201]|Att PSSM_-4_18 is [<-1.081823]|Att PSSM_-3_10 is [1.581751,7.457090]|Att PSSM_-2_12 is [<-1.157651]|Att PSSM_-2_14 is [-2.771115,1.169131]|Att PSSM_-1_2 is [-6.354170,-3.315331]|Att PSSM_-1_7 is [<3.864902]|Att PSSM_0_12 is [-4.595359,-2.018771]|Att PSSM_1_5 is [<3.142197]|Att PSSM_1_12 is [<-2.496370]|1 24:Att PSSM_-4_10 is [<-1.709152]|Att PSSM_-2_12 is [<-0.010988]|Att PSSM_-2_17 is [-3.070559,7.451204]|Att PSSM_-1_2 is [-6.165465,-3.980475]|Att PSSM_0_2 is [-6.823567,-3.086010]|Att PSSM_0_5 is [-0.330761,6.330761]|Att PSSM_0_6 is [<-2.140845]|Att PSSM_3_6 is [<0.972176]|Att PSSM_4_4 is [<0.722879]|Att PSSM_4_15 is [<1.338236]|1 25:Att PSSM_-3_5 is [-1.888330,7.341281]|Att PSSM_-3_7 is [<-1.740643]|Att PSSM_-3_20 is [>0.344425]|Att PSSM_-1_4 is [<2.533788]|Att PSSM_-1_7 is [<-0.239685]|Att PSSM_0_12 is [<-4.071732]|Att PSSM_1_2 is [-6.269305,6.930583]|Att PSSM_2_18 is [<3.165074]|Att PSSM_4_2 is [<4.003340]|Att PSSM_4_6 is [-6.139074,-1.860925]|1 26:Att PSSM_-4_13 is [-3.924178,5.554826]|Att PSSM_-3_5 is [-3.352790,5.762465]|Att PSSM_-3_7 is [-5.738733,-1.027988]|Att PSSM_-1_12 is [<-1.625818]|Att PSSM_0_2 is [<-3.045576]|Att PSSM_0_4 is [-5.920827,-4.436834]|Att PSSM_0_12 is [-6.461675,5.000754]|Att PSSM_1_7 is [-6.058390,-2.852860]|Att PSSM_2_5 is [-6.921342,9.896694]|Att PSSM_3_10 is [-5.755580,5.944310]|Att PSSM_3_12 is [-5.421350,-0.026864]|Att PSSM_3_17 is [<0.046981]|Att PSSM_4_12 is [-6.330682,2.198881]|1 27:Att PSSM_-4_10 is [-6.262856,-1.737143]|Att PSSM_-2_15 is [<1.356339]|Att PSSM_0_5 is [>0.273664]|Att PSSM_0_12 is [<-3.147878]|Att PSSM_1_6 is [-5.994820,-0.005180]|Att PSSM_1_13 is [-2.466969,5.461622]|Att PSSM_4_4 is [<7.737476]|Att PSSM_4_6 is [-6.862778,-1.673496]|Att PSSM_4_7 is [<-0.840515]|Att PSSM_4_12 is [-5.897552,-2.773124]|1 28:Att PSSM_-4_8 is [-4.966043,7.074718]|Att PSSM_-3_4 is [<3.589460]|Att PSSM_0_6 is [<-2.119241]|Att PSSM_0_7 is [<-3.016407]|Att PSSM_0_20 is [>3.017351]|Att PSSM_1_7 is [<-3.029512]|Att PSSM_2_2 is [<-3.927978]|Att PSSM_3_2 is [<-2.081478]|Att PSSM_3_6 is [>-6.879287]|Att PSSM_3_17 is [<3.704632]|1 29:Att PSSM_-4_7 is [-5.236255,3.236255]|Att PSSM_-4_11 is [-6.606390,3.488661]|Att PSSM_-3_7 is [<1.532806]|Att PSSM_-3_13 is [-3.244379,3.244379]|Att PSSM_-1_7 is [<-1.088423]|Att PSSM_0_1 is [>2.000620]|Att PSSM_0_7 is [<-2.059654]|Att PSSM_1_2 is [-6.277725,0.277725]|Att PSSM_1_7 is [-5.439274,-0.560726]|Att PSSM_1_17 is [-3.775072,-0.224928]|Att PSSM_3_12 is [-6.017015,-1.713837]|Att PSSM_4_12 is [<-0.966026]|1 30:Att PSSM_-2_6 is [<-0.524941]|Att PSSM_-1_12 is [<0.254489]|Att PSSM_0_7 is [<-4.905376]|Att PSSM_1_15 is [<-2.649560]|Att PSSM_2_5 is [>-0.267516]|Att PSSM_2_9 is [<-2.091002]|1 31:Att PSSM_-4_8 is [>-2.660958]|Att PSSM_-4_18 is [<12.761565]|Att PSSM_-2_7 is [-5.462812,-2.663555]|Att PSSM_-1_12 is [<-1.732235]|Att PSSM_0_5 is [-1.174970,9.174971]|Att PSSM_0_12 is [<-3.975547]|Att PSSM_0_19 is [<2.389434]|Att PSSM_1_4 is [<-0.417532]|Att PSSM_2_15 is [<-2.023891]|Att PSSM_3_3 is [<3.161654]|Att PSSM_4_10 is [<2.343822]|Att PSSM_4_12 is [<0.771850]|1 32:Att PSSM_-2_3 is [<-1.597294]|Att PSSM_-2_4 is [<-4.039563]|Att PSSM_-1_15 is [<2.980273]|Att PSSM_-1_20 is [2.707681,5.589058]|Att PSSM_0_5 is [-3.260721,4.675825]|Att PSSM_0_12 is [<-2.389816]|Att PSSM_0_13 is [-4.466035,4.466035]|Att PSSM_1_12 is [<-2.200687]|1 33:Att PSSM_-4_7 is [<-0.031869]|Att PSSM_-2_5 is [-1.440499,10.906442]|Att PSSM_-1_14 is [-3.838359,4.144387]|Att PSSM_0_4 is [<-3.053717]|Att PSSM_0_7 is [<-3.753017]|Att PSSM_0_12 is [<-1.562042]|Att PSSM_0_16 is [>-3.766040]|Att PSSM_0_20 is [0.164117,4.454291]|Att PSSM_1_12 is [<-2.546854]|Att PSSM_1_14 is [>-6.261506]|Att PSSM_4_12 is [-6.014060,7.927489]|1 34:Att PSSM_-1_15 is [<8.293150]|Att PSSM_0_1 is [4.827167,6.350427]|Att PSSM_0_7 is [<-3.415939]|Att PSSM_1_2 is [<-1.223215]|Att PSSM_3_12 is [<-0.740242]|Att PSSM_4_2 is [<3.259208]|1 35:Att PSSM_-2_17 is [-3.773776,2.145170]|Att PSSM_0_9 is [-5.979935,-4.638119]|Att PSSM_0_12 is [-5.924868,2.224643]|Att PSSM_0_14 is [>-1.636849]|Att PSSM_0_19 is [<5.637902]|Att PSSM_1_2 is [<4.375757]|Att PSSM_1_13 is [>-1.429946]|Att PSSM_1_17 is [>-3.346445]|Att PSSM_2_12 is [-5.639659,-1.240994]|Att PSSM_3_7 is [<2.205539]|Att PSSM_4_12 is [-3.891321,-1.445840]|1 36:Att PSSM_-4_1 is [<5.438670]|Att PSSM_-4_3 is [-6.266003,3.455554]|Att PSSM_-3_7 is [-5.330245,-0.669755]|Att PSSM_-1_4 is [<-0.805784]|Att PSSM_0_5 is [<5.865305]|Att PSSM_0_10 is [1.574507,7.899063]|Att PSSM_0_12 is [<-3.410964]|Att PSSM_0_20 is [>2.999775]|Att PSSM_1_7 is [-6.332913,-2.727144]|Att PSSM_2_2 is [<-0.485516]|Att PSSM_2_4 is [<-1.632353]|Att PSSM_3_3 is [-4.962179,4.406295]|Att PSSM_3_7 is [<0.419132]|1 37:Att PSSM_-4_11 is [-5.382495,4.702285]|Att PSSM_-3_7 is [-6.057661,-3.697773]|Att PSSM_-3_20 is [>-2.706805]|Att PSSM_-1_2 is [-5.167612,-1.865671]|Att PSSM_-1_12 is [<-1.256786]|Att PSSM_-1_17 is [-5.353185,2.307122]|Att PSSM_0_7 is [-6.858088,6.259124]|Att PSSM_0_12 is [-6.247894,-3.025595]|Att PSSM_0_14 is [-5.753034,3.143281]|Att PSSM_1_19 is [>-2.578513]|Att PSSM_4_12 is [<-2.328483]|1 38:Att PSSM_-4_20 is [<6.519614]|Att PSSM_-3_12 is [-4.548777,-1.469969]|Att PSSM_-3_15 is [-6.880822,4.880822]|Att PSSM_-2_2 is [-5.064699,7.237532]|Att PSSM_-2_4 is [-7.688188,-4.353257]|Att PSSM_-2_5 is [<4.048187]|Att PSSM_-2_9 is [-5.111494,3.175049]|Att PSSM_-1_12 is [<-1.211640]|Att PSSM_0_2 is [-5.803767,-1.796000]|Att PSSM_0_7 is [<-3.064145]|Att PSSM_0_19 is [>-4.726441]|Att PSSM_1_2 is [<0.207668]|Att PSSM_1_4 is [<-2.725839]|Att PSSM_3_2 is [-6.580760,4.167948]|Att PSSM_3_20 is [<5.068012]|Att PSSM_4_6 is [<0.405389]|1 39:Att PSSM_-4_2 is [-6.254892,-1.745108]|Att PSSM_-2_20 is [>-3.487230]|Att PSSM_-1_18 is [-0.839638,8.839638]|Att PSSM_0_3 is [<-3.545235]|Att PSSM_0_7 is [<-4.710593]|Att PSSM_0_16 is [<4.253241]|Att PSSM_1_3 is [<-1.672137]|Att PSSM_1_15 is [<2.841579]|Att PSSM_2_5 is [-5.695561,2.811480]|Att PSSM_3_15 is [<0.008446]|1 40:Att PSSM_-4_6 is [-4.824805,-0.104846]|Att PSSM_-3_7 is [-6.015072,2.311814]|Att PSSM_-3_8 is [<2.050319]|Att PSSM_-2_4 is [-5.852369,-2.091568]|Att PSSM_-2_6 is [<2.965505]|Att PSSM_-1_2 is [<0.244492]|Att PSSM_0_5 is [-0.597078,4.597078]|Att PSSM_0_7 is [<-2.286693]|Att PSSM_0_12 is [-6.218950,-1.401443]|Att PSSM_1_7 is [-5.697141,-2.478803]|Att PSSM_2_1 is [-2.371311,5.213871]|Att PSSM_2_17 is [-5.384438,-0.782141]|1 41:Att PSSM_-3_2 is [-5.879375,1.879376]|Att PSSM_-3_7 is [-6.124632,-0.848291]|Att PSSM_-3_16 is [<0.625865]|Att PSSM_-2_12 is [-5.980931,-3.086923]|Att PSSM_-1_3 is [<1.993128]|Att PSSM_-1_20 is [-0.385510,4.385510]|Att PSSM_0_12 is [<-2.034351]|Att PSSM_0_20 is [-2.094329,6.094329]|Att PSSM_2_12 is [-4.619679,-1.196484]|Att PSSM_2_19 is [-3.347532,5.630799]|1 42:Att PSSM_-3_12 is [-5.912865,1.912865]|Att PSSM_-2_9 is [<1.934141]|Att PSSM_-2_13 is [<7.211511]|Att PSSM_0_2 is [<-3.947496]|Att PSSM_0_4 is [<-3.384121]|Att PSSM_1_5 is [>-2.343974]|Att PSSM_2_3 is [-4.133347,1.071086]|Att PSSM_3_6 is [<-0.611150]|Att PSSM_4_4 is [<7.172274]|Att PSSM_4_5 is [0.776755,8.368345]|Att PSSM_4_16 is [<1.085573]|1 43:Att PSSM_-4_3 is [-4.252949,4.914243]|Att PSSM_-3_12 is [<-0.475139]|Att PSSM_-3_13 is [-6.296416,5.009395]|Att PSSM_-1_7 is [-6.884200,-0.110996]|Att PSSM_-1_19 is [-0.399894,9.352086]|Att PSSM_0_6 is [-5.437403,-3.657758]|Att PSSM_0_12 is [-6.538426,1.397546]|Att PSSM_1_3 is [<-0.200524]|Att PSSM_1_15 is [<-0.460950]|Att PSSM_2_7 is [<-2.673137]|Att PSSM_4_8 is [<4.899928]|Att PSSM_4_11 is [<-1.423685]|1 44:Att PSSM_-4_7 is [<-0.240993]|Att PSSM_-2_13 is [<3.204030]|Att PSSM_-2_16 is [<0.661547]|Att PSSM_-1_1 is [-3.550102,3.023369]|Att PSSM_0_2 is [<-3.512857]|Att PSSM_0_5 is [-3.325171,9.438015]|Att PSSM_0_7 is [<-4.555252]|Att PSSM_0_20 is [>2.002630]|Att PSSM_1_4 is [-6.799429,-0.621721]|Att PSSM_2_15 is [-6.784735,-2.410374]|Att PSSM_4_7 is [<-0.861314]|Att PSSM_4_9 is [<-1.885151]|Att PSSM_4_12 is [<3.015820]|1 45:Att PSSM_-2_3 is [>-2.752436]|Att PSSM_-2_17 is [<3.077735]|Att PSSM_-1_3 is [-5.543878,-0.456123]|Att PSSM_-1_16 is [-5.026560,6.251032]|Att PSSM_-1_18 is [<4.465080]|Att PSSM_0_6 is [-6.702055,5.417879]|Att PSSM_0_7 is [<-3.483823]|Att PSSM_0_15 is [<-2.653074]|Att PSSM_1_10 is [1.489193,5.694741]|Att PSSM_1_11 is [>-4.176062]|Att PSSM_2_1 is [>-1.900913]|Att PSSM_2_15 is [<-1.763096]|Att PSSM_2_16 is [<0.060596]|Att PSSM_3_7 is [<1.674121]|Att PSSM_4_12 is [<-2.167898]|1 46:Att PSSM_-4_12 is [<-1.965410]|Att PSSM_-3_15 is [<-1.170197]|Att PSSM_-2_8 is [<3.689026]|Att PSSM_0_5 is [1.222708,6.879521]|Att PSSM_0_12 is [<-2.720186]|Att PSSM_1_4 is [-6.308328,-2.076943]|Att PSSM_2_3 is [<8.081793]|Att PSSM_3_2 is [-5.158539,-0.146502]|Att PSSM_4_3 is [<-2.793825]|Att PSSM_4_9 is [<2.341740]|1 47:Att PSSM_-4_6 is [-3.708564,-1.088935]|Att PSSM_-4_9 is [-4.345601,8.826374]|Att PSSM_-4_17 is [<1.980074]|Att PSSM_-3_7 is [<-1.848043]|Att PSSM_-3_20 is [>-5.711040]|Att PSSM_-1_10 is [<1.793286]|Att PSSM_-1_16 is [-3.177954,1.177954]|Att PSSM_0_2 is [-5.112889,-4.808275]|Att PSSM_0_3 is [<2.471911]|Att PSSM_0_4 is [-7.122842,-2.877158]|Att PSSM_0_11 is [-3.969422,5.632470]|Att PSSM_0_14 is [<6.871964]|Att PSSM_3_4 is [<6.240073]|Att PSSM_4_4 is [<-2.275265]|1 48:Att PSSM_-4_7 is [<1.336165]|Att PSSM_-3_1 is [>-2.517463]|Att PSSM_-3_5 is [<5.410334]|Att PSSM_0_2 is [<-3.852484]|Att PSSM_0_8 is [<5.871342]|Att PSSM_0_12 is [-5.894714,-2.105286]|Att PSSM_1_5 is [-1.787774,7.787774]|Att PSSM_1_8 is [-6.274920,7.686693]|Att PSSM_1_20 is [>-1.400096]|Att PSSM_3_2 is [-4.950964,0.950964]|Att PSSM_3_11 is [-1.879390,2.859718]|Att PSSM_4_12 is [<-1.103286]|Att PSSM_4_14 is [<4.518981]|1 49:Att PSSM_-4_2 is [<0.087383]|Att PSSM_-3_14 is [>-1.194356]|Att PSSM_-2_7 is [<-2.797351]|Att PSSM_-2_12 is [-5.268296,-2.622545]|Att PSSM_-1_12 is [<-2.812096]|Att PSSM_-1_17 is [-5.438000,4.492205]|Att PSSM_0_6 is [-6.203101,-3.342243]|Att PSSM_0_12 is [<-2.300171]|Att PSSM_1_12 is [-4.905844,-2.346472]|1 50:Att PSSM_-4_15 is [-6.175147,0.175147]|Att PSSM_-3_2 is [<2.587280]|Att PSSM_-3_7 is [<0.506593]|Att PSSM_-3_17 is [>-4.022735]|Att PSSM_-1_3 is [-5.803755,-0.196245]|Att PSSM_0_4 is [<-5.710824]|Att PSSM_1_7 is [-5.134708,1.865934]|Att PSSM_1_10 is [-1.654861,3.067368]|Att PSSM_2_20 is [-3.659229,0.916850]|Att PSSM_3_14 is [<-0.567526]|1 51:Att PSSM_-1_4 is [<-2.810699]|Att PSSM_-1_15 is [<-4.867293]|Att PSSM_0_1 is [>-0.463274]|Att PSSM_0_12 is [<-3.870824]|Att PSSM_0_17 is [<4.100029]|Att PSSM_1_6 is [-4.104472,-0.614149]|Att PSSM_2_10 is [>-5.485340]|Att PSSM_3_13 is [<10.191229]|Att PSSM_4_6 is [<-0.923828]|1 52:Att PSSM_-3_1 is [-3.181728,1.207681]|Att PSSM_-3_4 is [-7.692452,7.112364]|Att PSSM_-2_10 is [-3.543559,6.866178]|Att PSSM_0_2 is [-6.027726,-3.755753]|Att PSSM_0_7 is [<2.495181]|Att PSSM_0_13 is [-2.704950,4.311705]|Att PSSM_1_4 is [-7.836993,-1.696825]|Att PSSM_1_5 is [-1.549757,1.673143]|Att PSSM_1_12 is [-5.901819,-0.098181]|Att PSSM_2_12 is [-5.929374,-2.070626]|Att PSSM_2_15 is [-6.304076,3.397759]|Att PSSM_4_7 is [<3.427774]|1 53:Att PSSM_-4_5 is [-6.255829,6.255829]|Att PSSM_-3_2 is [-5.945732,-0.054268]|Att PSSM_-3_7 is [-6.171375,-1.663396]|Att PSSM_-2_7 is [<-3.758084]|Att PSSM_-1_12 is [-5.371646,-3.336114]|Att PSSM_-1_13 is [-3.304842,6.953528]|Att PSSM_-1_20 is [>-2.220975]|Att PSSM_0_7 is [<-2.935058]|Att PSSM_0_12 is [<-1.092180]|Att PSSM_2_1 is [-4.875986,4.796206]|Att PSSM_2_12 is [-6.360745,-1.589495]|Att PSSM_3_2 is [-5.557780,4.743361]|Att PSSM_3_20 is [-2.261530,4.261530]|Att PSSM_4_7 is [-6.808784,2.808784]|1 54:Att PSSM_-4_12 is [<-1.101316]|Att PSSM_-3_12 is [<0.414206]|Att PSSM_-1_4 is [-6.564348,-1.331885]|Att PSSM_-1_6 is [-6.398503,0.219615]|Att PSSM_0_3 is [<-2.564045]|Att PSSM_0_7 is [<-3.967180]|Att PSSM_0_13 is [-0.326206,5.487710]|Att PSSM_1_20 is [0.915713,2.063432]|1 55:Att PSSM_-4_11 is [>-3.064906]|Att PSSM_-3_2 is [-5.588271,3.134218]|Att PSSM_-3_6 is [<-0.668345]|Att PSSM_-2_2 is [<-2.715675]|Att PSSM_-2_14 is [-3.066827,8.444394]|Att PSSM_-2_15 is [<-0.681294]|Att PSSM_-1_2 is [-6.972785,-1.944792]|Att PSSM_0_5 is [-1.354865,5.354865]|Att PSSM_0_12 is [<-2.657255]|Att PSSM_2_12 is [-6.861431,-1.138569]|Att PSSM_4_4 is [<4.188398]|Att PSSM_4_7 is [<0.026500]|Att PSSM_4_14 is [<2.553557]|1 56:Att PSSM_-4_6 is [-5.788773,-0.356019]|Att PSSM_-3_1 is [>1.924185]|Att PSSM_-2_2 is [-4.045196,4.045196]|Att PSSM_0_2 is [<-1.327896]|Att PSSM_0_6 is [-6.004222,-3.240765]|Att PSSM_0_8 is [<-1.907482]|Att PSSM_1_9 is [-5.687886,5.279532]|Att PSSM_2_8 is [-5.643867,1.247222]|Att PSSM_3_4 is [<-0.899534]|Att PSSM_4_7 is [-6.647051,-1.352949]|Att PSSM_4_10 is [-0.139221,7.180633]|1 57:Att PSSM_-4_2 is [<-0.169535]|Att PSSM_-2_16 is [>-2.749488]|Att PSSM_-1_9 is [<-0.704037]|Att PSSM_-1_12 is [<2.628153]|Att PSSM_0_1 is [>0.266912]|Att PSSM_0_12 is [<-3.506391]|Att PSSM_3_1 is [>0.515308]|Att PSSM_4_10 is [-1.112378,5.276901]|1 58:Att PSSM_-4_19 is [-3.668293,6.006439]|Att PSSM_-2_1 is [<6.020880]|Att PSSM_-2_7 is [-6.027868,-2.921709]|Att PSSM_-2_13 is [-1.496387,2.200662]|Att PSSM_-1_12 is [<-2.980232]|Att PSSM_0_6 is [-6.367576,3.419374]|Att PSSM_0_12 is [<-3.946479]|Att PSSM_1_12 is [-6.130447,-0.976535]|Att PSSM_1_15 is [<3.595450]|Att PSSM_2_11 is [-4.020350,5.753572]|Att PSSM_3_2 is [-4.592853,4.592853]|Att PSSM_3_6 is [<0.501950]|1 59:Att PSSM_-4_7 is [-5.019032,-0.980968]|Att PSSM_-3_6 is [<7.870298]|Att PSSM_-1_2 is [<7.790764]|Att PSSM_0_1 is [>4.689604]|Att PSSM_0_6 is [<-2.338866]|Att PSSM_0_17 is [-5.658099,-1.958285]|Att PSSM_1_4 is [<-1.648907]|Att PSSM_2_5 is [<6.295631]|Att PSSM_4_2 is [-6.284662,2.835353]|1 60:Att PSSM_-4_13 is [<10.719238]|Att PSSM_-3_6 is [<-0.332519]|Att PSSM_-3_14 is [<-0.057439]|Att PSSM_-2_12 is [<-0.537818]|Att PSSM_-1_3 is [<1.093636]|Att PSSM_-1_5 is [>-4.992989]|Att PSSM_-1_6 is [<-0.075849]|Att PSSM_0_12 is [-5.084008,-2.289320]|Att PSSM_1_20 is [-1.418511,4.191087]|Att PSSM_2_13 is [-1.459446,10.122400]|Att PSSM_2_15 is [<5.762659]|Att PSSM_3_2 is [-6.058433,1.932427]|Att PSSM_3_14 is [-4.450281,4.450281]|Att PSSM_4_6 is [<-0.010250]|Att PSSM_4_8 is [-2.532519,7.805045]|Att PSSM_4_12 is [<-0.741222]|1 61:Att PSSM_-2_19 is [>0.103017]|Att PSSM_-1_12 is [<-0.615579]|Att PSSM_-1_15 is [-5.755857,4.293965]|Att PSSM_0_2 is [-6.319293,-4.167879]|Att PSSM_0_4 is [-7.996865,-0.757284]|Att PSSM_0_7 is [<2.051826]|Att PSSM_0_9 is [<7.718897]|Att PSSM_1_12 is [<0.923730]|Att PSSM_2_4 is [-6.434948,-0.142128]|Att PSSM_3_11 is [>-6.652191]|Att PSSM_4_7 is [-6.711651,0.711651]|Att PSSM_4_12 is [-6.634254,4.573743]|1 62:Att PSSM_-3_12 is [-5.783654,1.141381]|Att PSSM_-1_6 is [-5.471830,6.236665]|Att PSSM_-1_8 is [<-0.793812]|Att PSSM_0_1 is [>4.858303]|Att PSSM_0_7 is [-6.296214,-2.122195]|Att PSSM_0_16 is [-4.472081,4.472081]|Att PSSM_2_9 is [>-5.762776]|Att PSSM_4_3 is [<-2.207442]|Att PSSM_4_13 is [-3.770988,3.770988]|Att PSSM_4_17 is [<6.870314]|1 63:Att PSSM_-3_4 is [-6.906556,-1.093444]|Att PSSM_-3_19 is [>-5.935620]|Att PSSM_0_2 is [<-2.471365]|Att PSSM_0_4 is [<-2.353154]|Att PSSM_0_12 is [<-1.091394]|Att PSSM_1_5 is [1.115786,10.526573]|Att PSSM_1_16 is [-4.212707,5.007449]|Att PSSM_1_18 is [-4.220585,10.230606]|Att PSSM_2_7 is [-5.897262,-0.102738]|Att PSSM_3_12 is [<-1.894336]|Att PSSM_3_20 is [<2.430289]|Att PSSM_4_4 is [-7.215601,4.298782]|1 64:Att PSSM_-4_2 is [<1.522606]|Att PSSM_-4_6 is [-6.206076,-2.119547]|Att PSSM_-3_5 is [-4.432015,11.650326]|Att PSSM_-3_12 is [-4.064834,-0.209027]|Att PSSM_-3_17 is [-5.907213,2.438805]|Att PSSM_-2_17 is [-4.915704,0.915704]|Att PSSM_-1_4 is [<4.957108]|Att PSSM_0_6 is [<0.869796]|Att PSSM_0_7 is [<-2.512546]|Att PSSM_0_13 is [1.448998,10.207230]|Att PSSM_0_20 is [>-4.531529]|Att PSSM_1_10 is [-0.271047,4.977061]|Att PSSM_1_15 is [<-1.473530]|Att PSSM_1_20 is [-6.003751,4.745388]|1 65:Att PSSM_-4_13 is [-4.470969,8.361581]|Att PSSM_-3_9 is [-3.610600,9.062610]|Att PSSM_0_6 is [-6.761148,-4.662992]|Att PSSM_1_10 is [-3.945169,2.968097]|Att PSSM_1_16 is [-2.843426,2.843426]|Att PSSM_3_1 is [>1.640070]|Att PSSM_4_7 is [<-0.158703]|1 66:Att PSSM_-4_7 is [-5.215538,0.736228]|Att PSSM_-3_6 is [-5.792453,-0.820385]|Att PSSM_-2_7 is [<-2.878317]|Att PSSM_-2_19 is [-6.108767,4.312078]|Att PSSM_0_12 is [-6.344105,-2.159709]|Att PSSM_0_15 is [-6.239930,-1.760070]|Att PSSM_1_6 is [-4.483757,-0.066217]|Att PSSM_1_15 is [<-1.102103]|Att PSSM_2_2 is [-6.828479,-2.156147]|Att PSSM_2_15 is [<7.202930]|Att PSSM_3_12 is [<-0.290605]|Att PSSM_3_18 is [<2.548710]|Att PSSM_4_5 is [<4.742493]|Att PSSM_4_12 is [-6.554307,-2.289644]|1 67:Att PSSM_-4_12 is [<-1.714115]|Att PSSM_0_5 is [-0.846334,9.627819]|Att PSSM_0_6 is [-6.720905,-2.508459]|Att PSSM_1_5 is [-0.608084,5.953703]|Att PSSM_1_12 is [<-2.253183]|Att PSSM_2_16 is [-5.721868,1.506773]|1 68:Att PSSM_-4_9 is [<3.477849]|Att PSSM_-4_12 is [<1.487815]|Att PSSM_-2_2 is [-6.399817,0.071836]|Att PSSM_-2_7 is [-4.208795,-0.736497]|Att PSSM_-2_14 is [0.295685,5.646751]|Att PSSM_-1_5 is [-0.404584,6.404584]|Att PSSM_-1_12 is [<1.481298]|Att PSSM_0_7 is [<-2.585211]|Att PSSM_0_12 is [-6.480557,-2.304572]|Att PSSM_2_1 is [>-5.826384]|Att PSSM_2_12 is [<-1.063093]|Att PSSM_3_6 is [-5.315236,8.475751]|Att PSSM_4_14 is [<7.909213]|1 69:Att PSSM_-4_11 is [-6.786922,5.792452]|Att PSSM_-3_4 is [<-0.249487]|Att PSSM_-3_6 is [-5.749504,0.712740]|Att PSSM_-3_19 is [<0.171986]|Att PSSM_0_2 is [-6.121689,-1.878311]|Att PSSM_0_5 is [-0.073680,8.242196]|Att PSSM_0_7 is [<-1.116044]|Att PSSM_0_10 is [-3.901289,5.313021]|Att PSSM_0_20 is [>-2.832592]|Att PSSM_1_7 is [<2.536030]|Att PSSM_1_15 is [-6.222355,5.910505]|Att PSSM_2_9 is [<3.109716]|Att PSSM_3_4 is [-7.669475,-2.330525]|Att PSSM_3_7 is [<-0.666897]|Att PSSM_3_15 is [<0.789955]|Att PSSM_4_2 is [-5.914595,-1.785805]|Att PSSM_4_4 is [-5.469535,-0.530465]|1 70:Att PSSM_-4_9 is [<7.152093]|Att PSSM_-2_1 is [-2.283253,5.808227]|Att PSSM_-1_13 is [>-0.403662]|Att PSSM_0_2 is [-6.084537,-3.793920]|Att PSSM_0_5 is [>-1.968559]|Att PSSM_1_14 is [-4.970101,5.843658]|Att PSSM_1_18 is [-4.409009,6.329028]|Att PSSM_2_7 is [-5.904469,-2.104842]|Att PSSM_2_15 is [<0.983543]|Att PSSM_2_19 is [<5.010429]|Att PSSM_4_6 is [<1.763372]|1 71:Att PSSM_-3_16 is [-4.772779,5.211746]|Att PSSM_-1_18 is [-3.133832,4.295253]|Att PSSM_0_5 is [-2.171622,9.122595]|Att PSSM_0_12 is [<-4.165881]|Att PSSM_1_14 is [<2.985720]|Att PSSM_2_14 is [>-2.013428]|Att PSSM_3_12 is [-5.295887,1.222603]|Att PSSM_3_17 is [-3.019224,1.019224]|Att PSSM_4_7 is [<2.752312]|1 72:Att PSSM_-4_10 is [<4.261332]|Att PSSM_-4_12 is [-5.248293,3.248293]|Att PSSM_-3_4 is [-5.988474,-0.011526]|Att PSSM_0_3 is [<-4.648111]|Att PSSM_0_11 is [>-0.742336]|Att PSSM_2_4 is [-5.131612,6.829362]|Att PSSM_3_2 is [<2.856314]|Att PSSM_3_4 is [<-0.094049]|Att PSSM_3_6 is [-6.619936,2.379459]|Att PSSM_3_12 is [<2.234574]|Att PSSM_3_20 is [-6.082824,4.082824]|Att PSSM_4_7 is [<-3.314958]|Att PSSM_4_16 is [-2.857247,5.289444]|1 73:Att PSSM_-4_11 is [-3.457791,3.287232]|Att PSSM_-3_12 is [<-0.530667]|Att PSSM_-1_3 is [<-0.711723]|Att PSSM_0_3 is [<-1.115258]|Att PSSM_0_4 is [<0.085038]|Att PSSM_0_7 is [-5.942679,-2.057321]|Att PSSM_0_10 is [>-2.276974]|Att PSSM_0_12 is [<-3.026226]|Att PSSM_1_15 is [<0.253925]|Att PSSM_2_9 is [-3.090529,3.983371]|Att PSSM_2_14 is [<5.419229]|Att PSSM_3_4 is [-7.431995,2.644952]|Att PSSM_3_6 is [-5.510903,4.253873]|Att PSSM_3_12 is [-5.093342,-0.906658]|Att PSSM_4_5 is [>-1.709574]|Att PSSM_4_15 is [-6.402450,2.508602]|1 74:Att PSSM_-2_14 is [>-1.941695]|Att PSSM_-1_7 is [-4.895594,-3.041538]|Att PSSM_0_12 is [-5.658315,-3.166470]|Att PSSM_1_4 is [-6.391440,3.936274]|Att PSSM_2_4 is [<-2.513460]|Att PSSM_4_12 is [<-0.860607]|1 75:Att PSSM_-4_7 is [-3.305672,4.996264]|Att PSSM_0_7 is [<-3.841322]|Att PSSM_0_12 is [-4.915871,-3.094386]|Att PSSM_1_2 is [-6.011299,-3.934815]|Att PSSM_1_20 is [>1.312145]|Att PSSM_2_4 is [-7.765496,-0.228127]|Att PSSM_2_12 is [<7.080904]|Att PSSM_2_15 is [-6.852798,3.429495]|Att PSSM_3_17 is [-2.095868,7.169597]|Att PSSM_4_20 is [<6.442686]|1 76:Att PSSM_-4_6 is [-5.660168,0.145946]|Att PSSM_0_1 is [>2.687466]|Att PSSM_0_12 is [<-2.075998]|Att PSSM_2_19 is [-4.701217,7.799499]|Att PSSM_3_18 is [1.395494,9.228915]|Att PSSM_4_15 is [<2.201805]|1 77:Att PSSM_-3_3 is [-5.748165,-0.251835]|Att PSSM_-3_7 is [<0.150738]|Att PSSM_-3_19 is [-4.771413,4.549654]|Att PSSM_-2_13 is [-6.667398,5.239191]|Att PSSM_-1_16 is [-4.170984,-1.633619]|Att PSSM_0_1 is [-0.688441,6.682953]|Att PSSM_0_2 is [<-1.845917]|Att PSSM_0_4 is [-6.828332,-1.171668]|Att PSSM_0_12 is [<-2.112808]|Att PSSM_0_15 is [<1.802391]|Att PSSM_1_7 is [<-1.189136]|Att PSSM_3_18 is [>-3.294473]|Att PSSM_4_4 is [-6.701602,3.570296]|1 78:Att PSSM_-4_1 is [<3.494506]|Att PSSM_-3_4 is [-6.773545,2.773545]|Att PSSM_-3_15 is [-5.281985,1.281985]|Att PSSM_-3_19 is [<5.687723]|Att PSSM_-1_4 is [-6.844573,3.484995]|Att PSSM_0_1 is [>0.743611]|Att PSSM_0_7 is [-6.237706,-3.986171]|Att PSSM_1_19 is [>-1.520157]|Att PSSM_2_17 is [-4.882577,0.919547]|Att PSSM_4_7 is [-4.937054,-1.062947]|1 79:Att PSSM_-4_11 is [-5.755074,4.137730]|Att PSSM_-1_14 is [-3.417644,5.310643]|Att PSSM_0_1 is [-0.186126,5.467666]|Att PSSM_0_4 is [<-3.019005]|Att PSSM_0_10 is [>0.270037]|Att PSSM_0_12 is [-6.930113,-3.069887]|Att PSSM_3_19 is [-1.352264,7.925312]|Att PSSM_4_2 is [-5.511260,-0.488740]|1 80:Att PSSM_-4_7 is [-6.237194,4.237194]|Att PSSM_-3_7 is [-5.554101,3.933003]|Att PSSM_0_7 is [<-3.050531]|Att PSSM_0_20 is [>-3.694554]|Att PSSM_1_12 is [<-3.967939]|Att PSSM_2_12 is [-6.249856,-1.644533]|Att PSSM_3_7 is [-3.118878,-2.919354]|1 81:Att PSSM_-3_11 is [>-4.869218]|Att PSSM_-2_2 is [-6.496058,2.877643]|Att PSSM_-2_4 is [<0.867470]|Att PSSM_-1_12 is [<-1.574012]|Att PSSM_0_7 is [<-2.960990]|Att PSSM_0_12 is [<-3.581920]|Att PSSM_1_4 is [-7.761535,0.134096]|Att PSSM_1_14 is [-2.690203,8.757203]|Att PSSM_2_12 is [-6.278207,-1.870468]|Att PSSM_3_10 is [>-3.518189]|Att PSSM_4_9 is [-5.077476,-1.378450]|1 82:Att PSSM_-4_7 is [<-2.451914]|Att PSSM_-3_6 is [<2.430039]|Att PSSM_-3_7 is [-6.395749,-2.038502]|Att PSSM_-2_12 is [<-1.138384]|Att PSSM_-1_7 is [<-1.224946]|Att PSSM_-1_10 is [-2.980281,4.122560]|Att PSSM_-1_11 is [<3.371497]|Att PSSM_0_12 is [-5.173702,-3.631262]|Att PSSM_1_7 is [<-2.070425]|Att PSSM_4_17 is [<6.134171]|1 83:Att PSSM_-4_1 is [<1.455740]|Att PSSM_-4_5 is [<5.099289]|Att PSSM_-4_6 is [<-1.683349]|Att PSSM_-4_12 is [<1.884597]|Att PSSM_-4_14 is [<2.339284]|Att PSSM_-3_7 is [<2.955008]|Att PSSM_-3_18 is [<7.149385]|Att PSSM_-2_17 is [<7.388264]|Att PSSM_-1_7 is [<-0.927561]|Att PSSM_-1_11 is [-5.970958,1.970958]|Att PSSM_0_1 is [0.186276,5.813724]|Att PSSM_0_2 is [-6.029248,2.006618]|Att PSSM_0_7 is [-5.971002,-2.028998]|Att PSSM_0_12 is [<-2.325353]|Att PSSM_0_13 is [-6.282032,-0.292939]|Att PSSM_1_7 is [<-0.498152]|Att PSSM_1_8 is [>-5.688663]|Att PSSM_1_15 is [<0.480643]|Att PSSM_2_9 is [<5.718789]|Att PSSM_4_7 is [-5.491277,2.590827]|1 84:Att PSSM_-3_4 is [-7.442801,-0.557199]|Att PSSM_-3_6 is [<-0.997662]|Att PSSM_0_5 is [1.431748,6.331791]|Att PSSM_0_12 is [-5.983572,-2.016428]|Att PSSM_1_19 is [>-1.761890]|Att PSSM_2_1 is [<3.528816]|Att PSSM_2_17 is [-3.510846,5.291966]|Att PSSM_3_7 is [<1.826549]|Att PSSM_3_10 is [-3.302567,5.914006]|Att PSSM_4_10 is [>-2.991803]|1 85:Att PSSM_-2_15 is [-2.923654,8.209420]|Att PSSM_-1_7 is [<1.213589]|Att PSSM_-1_20 is [-3.508693,6.796378]|Att PSSM_0_1 is [-2.372114,5.438823]|Att PSSM_0_11 is [-2.223706,3.257394]|Att PSSM_0_12 is [<-4.473299]|Att PSSM_1_8 is [<3.378079]|Att PSSM_1_15 is [<-0.675841]|Att PSSM_2_12 is [<4.240537]|Att PSSM_3_14 is [<1.633848]|Att PSSM_4_5 is [-5.264228,5.837498]|1 86:Att PSSM_-3_6 is [-6.068264,-1.931736]|Att PSSM_-2_15 is [-6.135438,4.001171]|Att PSSM_-2_17 is [-3.462921,1.462921]|Att PSSM_-1_19 is [<7.989200]|Att PSSM_-1_20 is [>-2.708444]|Att PSSM_0_7 is [<-3.272114]|Att PSSM_0_15 is [<-1.683466]|Att PSSM_0_20 is [-2.473144,2.994073]|Att PSSM_3_4 is [<-3.003847]|Att PSSM_3_11 is [>-1.092392]|Att PSSM_4_12 is [-5.905193,-0.014021]|1 87:Att PSSM_-2_4 is [<-0.457494]|Att PSSM_-1_4 is [-6.627872,-2.527824]|Att PSSM_0_9 is [-6.334137,1.589548]|Att PSSM_0_10 is [-5.170415,5.170415]|Att PSSM_0_12 is [<-2.002087]|Att PSSM_0_19 is [<5.457790]|Att PSSM_1_3 is [<3.759819]|Att PSSM_1_20 is [-0.493974,4.493974]|Att PSSM_2_2 is [<-0.221063]|Att PSSM_2_4 is [<2.821117]|Att PSSM_2_5 is [-1.386116,9.240928]|Att PSSM_3_1 is [<4.504515]|Att PSSM_3_7 is [-6.059447,1.995117]|Att PSSM_3_10 is [>-6.014880]|Att PSSM_4_7 is [-5.104599,1.707596]|1 88:Att PSSM_-3_6 is [-6.643345,0.926764]|Att PSSM_-2_14 is [-6.582594,3.836973]|Att PSSM_-1_7 is [<0.993279]|Att PSSM_-1_12 is [-4.911142,-1.088858]|Att PSSM_0_2 is [<-3.973269]|Att PSSM_0_8 is [>-5.328396]|Att PSSM_0_10 is [>2.117199]|Att PSSM_1_13 is [>-2.405825]|Att PSSM_1_18 is [-6.653140,2.497978]|Att PSSM_2_14 is [-5.609066,-0.390934]|Att PSSM_2_15 is [<-0.041802]|Att PSSM_2_19 is [<7.259207]|Att PSSM_3_18 is [<6.524595]|Att PSSM_4_2 is [<4.038898]|Att PSSM_4_4 is [-6.360275,-1.639724]|Att PSSM_4_7 is [<2.538950]|1 89:Att PSSM_-4_15 is [<2.672111]|Att PSSM_-3_15 is [<0.600166]|Att PSSM_-2_2 is [<-2.888548]|Att PSSM_-2_17 is [<1.553580]|Att PSSM_-1_19 is [0.905312,8.817656]|Att PSSM_-1_20 is [>-4.914214]|Att PSSM_0_2 is [-5.415049,-2.789357]|Att PSSM_0_6 is [<5.547930]|Att PSSM_0_7 is [<-1.219791]|Att PSSM_0_9 is [<0.480983]|Att PSSM_0_20 is [>0.822520]|Att PSSM_1_7 is [<1.898017]|Att PSSM_2_7 is [<-0.016096]|Att PSSM_4_20 is [-3.895986,4.954984]|1 90:Default rule -> 0 Train accuracy : 0.773754 Train error : 0.226246 Train not classified : 0.000000 Train For each class: 0: accuracy : 159262 0: error : 4818 0: not classified : 0 1: accuracy : 22290 1: error : 48268 1: not classified : 0 Train Confusion Matrix. Row real class, Column predicted class 0 1 159262 4818 48268 22290 Performance of each classifier: Classifier 0: 303/310=97.741935% Classifier 1: 289/299=96.655518% Classifier 2: 391/415=94.216867% Classifier 3: 352/391=90.025575% Classifier 4: 534/566=94.346290% Classifier 5: 259/282=91.843972% Classifier 6: 231/252=91.666667% Classifier 7: 275/300=91.666667% Classifier 8: 252/276=91.304348% Classifier 9: 268/293=91.467577% Classifier 10: 239/266=89.849624% Classifier 11: 238/255=93.333333% Classifier 12: 372/409=90.953545% Classifier 13: 255/287=88.850174% Classifier 14: 294/328=89.634146% Classifier 15: 249/283=87.985866% Classifier 16: 496/560=88.571429% Classifier 17: 333/377=88.328912% Classifier 18: 257/285=90.175439% Classifier 19: 253/288=87.847222% Classifier 20: 241/274=87.956204% Classifier 21: 238/273=87.179487% Classifier 22: 219/256=85.546875% Classifier 23: 231/254=90.944882% Classifier 24: 333/383=86.945170% Classifier 25: 259/302=85.761589% Classifier 26: 244/290=84.137931% Classifier 27: 283/347=81.556196% Classifier 28: 234/278=84.172662% Classifier 29: 246/286=86.013986% Classifier 30: 404/495=81.616162% Classifier 31: 238/281=84.697509% Classifier 32: 246/287=85.714286% Classifier 33: 204/247=82.591093% Classifier 34: 211/248=85.080645% Classifier 35: 226/270=83.703704% Classifier 36: 247/292=84.589041% Classifier 37: 272/336=80.952381% Classifier 38: 205/251=81.673307% Classifier 39: 219/268=81.716418% Classifier 40: 234/270=86.666667% Classifier 41: 319/384=83.072917% Classifier 42: 304/382=79.581152% Classifier 43: 222/277=80.144404% Classifier 44: 193/240=80.416667% Classifier 45: 194/237=81.856540% Classifier 46: 209/266=78.571429% Classifier 47: 195/250=78.000000% Classifier 48: 281/344=81.686047% Classifier 49: 223/273=81.684982% Classifier 50: 210/275=76.363636% Classifier 51: 251/321=78.193146% Classifier 52: 209/256=81.640625% Classifier 53: 202/244=82.786885% Classifier 54: 237/312=75.961538% Classifier 55: 274/328=83.536585% Classifier 56: 215/261=82.375479% Classifier 57: 183/233=78.540773% Classifier 58: 285/364=78.296703% Classifier 59: 265/323=82.043344% Classifier 60: 207/263=78.707224% Classifier 61: 263/346=76.011561% Classifier 62: 243/315=77.142857% Classifier 63: 215/292=73.630137% Classifier 64: 197/257=76.653696% Classifier 65: 179/237=75.527426% Classifier 66: 332/442=75.113122% Classifier 67: 274/355=77.183099% Classifier 68: 175/225=77.777778% Classifier 69: 331/428=77.336449% Classifier 70: 175/234=74.786325% Classifier 71: 207/276=75.000000% Classifier 72: 192/270=71.111111% Classifier 73: 203/263=77.186312% Classifier 74: 183/242=75.619835% Classifier 75: 227/312=72.756410% Classifier 76: 225/317=70.977918% Classifier 77: 215/276=77.898551% Classifier 78: 259/353=73.371105% Classifier 79: 230/313=73.482428% Classifier 80: 226/305=74.098361% Classifier 81: 182/248=73.387097% Classifier 82: 169/230=73.478261% Classifier 83: 181/230=78.695652% Classifier 84: 182/255=71.372549% Classifier 85: 186/266=69.924812% Classifier 86: 218/300=72.666667% Classifier 87: 227/308=73.701299% Classifier 88: 169/221=76.470588% Classifier 89: 173/249=69.477912% Classifier 90: 159262/207530=76.741676% Test accuracy : 0.779775 Test error : 0.220225 Test not classified : 0.000000 Test For each class: 0: accuracy : 15796 0: error : 583 0: not classified : 0 1: accuracy : 2078 1: error : 4465 1: not classified : 0 Test Confusion Matrix. Row real class, Column predicted class 0 1 15796 583 4465 2078 Performance of each classifier: Classifier 0: 59/59=100.000000% Classifier 1: 27/28=96.428571% Classifier 2: 30/34=88.235294% Classifier 3: 44/55=80.000000% Classifier 4: 92/103=89.320388% Classifier 5: 27/31=87.096774% Classifier 6: 18/24=75.000000% Classifier 7: 27/30=90.000000% Classifier 8: 24/30=80.000000% Classifier 9: 31/35=88.571429% Classifier 10: 25/28=89.285714% Classifier 11: 14/17=82.352941% Classifier 12: 59/66=89.393939% Classifier 13: 28/32=87.500000% Classifier 14: 27/35=77.142857% Classifier 15: 25/26=96.153846% Classifier 16: 34/46=73.913043% Classifier 17: 28/34=82.352941% Classifier 18: 32/35=91.428571% Classifier 19: 27/30=90.000000% Classifier 20: 18/20=90.000000% Classifier 21: 12/16=75.000000% Classifier 22: 22/27=81.481481% Classifier 23: 15/20=75.000000% Classifier 24: 24/30=80.000000% Classifier 25: 29/37=78.378378% Classifier 26: 22/28=78.571429% Classifier 27: 28/32=87.500000% Classifier 28: 30/33=90.909091% Classifier 29: 23/26=88.461538% Classifier 30: 37/48=77.083333% Classifier 31: 22/28=78.571429% Classifier 32: 24/26=92.307692% Classifier 33: 22/35=62.857143% Classifier 34: 17/22=77.272727% Classifier 35: 16/20=80.000000% Classifier 36: 20/24=83.333333% Classifier 37: 23/31=74.193548% Classifier 38: 15/19=78.947368% Classifier 39: 24/30=80.000000% Classifier 40: 12/14=85.714286% Classifier 41: 22/27=81.481481% Classifier 42: 34/42=80.952381% Classifier 43: 18/21=85.714286% Classifier 44: 11/14=78.571429% Classifier 45: 24/29=82.758621% Classifier 46: 15/20=75.000000% Classifier 47: 19/28=67.857143% Classifier 48: 18/25=72.000000% Classifier 49: 22/26=84.615385% Classifier 50: 17/31=54.838710% Classifier 51: 27/39=69.230769% Classifier 52: 18/23=78.260870% Classifier 53: 16/19=84.210526% Classifier 54: 18/20=90.000000% Classifier 55: 20/30=66.666667% Classifier 56: 21/27=77.777778% Classifier 57: 17/23=73.913043% Classifier 58: 33/48=68.750000% Classifier 59: 22/33=66.666667% Classifier 60: 18/25=72.000000% Classifier 61: 23/31=74.193548% Classifier 62: 22/36=61.111111% Classifier 63: 11/19=57.894737% Classifier 64: 15/25=60.000000% Classifier 65: 15/21=71.428571% Classifier 66: 19/32=59.375000% Classifier 67: 25/34=73.529412% Classifier 68: 10/15=66.666667% Classifier 69: 35/43=81.395349% Classifier 70: 12/16=75.000000% Classifier 71: 19/22=86.363636% Classifier 72: 28/36=77.777778% Classifier 73: 18/29=62.068966% Classifier 74: 23/31=74.193548% Classifier 75: 15/26=57.692308% Classifier 76: 23/39=58.974359% Classifier 77: 13/18=72.222222% Classifier 78: 12/19=63.157895% Classifier 79: 21/31=67.741935% Classifier 80: 23/31=74.193548% Classifier 81: 24/30=80.000000% Classifier 82: 16/20=80.000000% Classifier 83: 11/16=68.750000% Classifier 84: 17/22=77.272727% Classifier 85: 25/33=75.757576% Classifier 86: 19/34=55.882353% Classifier 87: 16/24=66.666667% Classifier 88: 11/13=84.615385% Classifier 89: 14/21=66.666667% Classifier 90: 15796/20261=77.962588% Total time: 4196.59 4327