Population xorGA : # 1 : Fitness 0.7256857855610973 ( Avg. 0.19541147137174608 ) Population xorGA : # 2 : Fitness 0.7157107232169576 ( Avg. 0.20124688284306777 ) Population xorGA : # 3 : Fitness 0.7157107232169576 ( Avg. 0.18698254369094805 ) Population xorGA : # 4 : Fitness 0.7157107232169576 ( Avg. 0.1902743142645141 ) Population xorGA : # 5 : Fitness 0.7157107232169576 ( Avg. 0.1670822943143894 ) Population xorGA : # 6 : Fitness 0.7157107232169576 ( Avg. 0.16174563596027472 ) Population xorGA : # 7 : Fitness 0.7157107232169576 ( Avg. 0.16728179556127223 ) Population xorGA : # 8 : Fitness 0.7206982543890275 ( Avg. 0.17326683296775602 ) Population xorGA : # 9 : Fitness 0.7206982543890275 ( Avg. 0.18109725690790568 ) Population xorGA : # 10 : Fitness 0.7182044888029926 ( Avg. 0.17052369082311764 ) Population xorGA : # 11 : Fitness 0.7182044888029926 ( Avg. 0.1749127182545391 ) Population xorGA : # 12 : Fitness 0.7157107232169576 ( Avg. 0.198403990074988 ) Population xorGA : # 13 : Fitness 0.7157107232169576 ( Avg. 0.17341645890291815 ) Population xorGA : # 14 : Fitness 0.7157107232169576 ( Avg. 0.17251870329194557 ) Population xorGA : # 15 : Fitness 0.7182044888029926 ( Avg. 0.18144638408995054 ) Population xorGA : # 16 : Fitness 0.7231920199750623 ( Avg. 0.1745635910724942 ) Population xorGA : # 17 : Fitness 0.7231920199750623 ( Avg. 0.17341645890291815 ) Population xorGA : # 18 : Fitness 0.7231920199750623 ( Avg. 0.175261845436584 ) Population xorGA : # 19 : Fitness 0.7231920199750623 ( Avg. 0.17356608483808025 ) Population xorGA : # 20 : Fitness 0.7231920199750623 ( Avg. 0.18009975067349168 ) Population xorGA : # 21 : Fitness 0.7231920199750623 ( Avg. 0.17940149630940191 ) Population xorGA : # 22 : Fitness 0.7231920199750623 ( Avg. 0.16743142149643436 ) Population xorGA : # 23 : Fitness 0.7231920199750623 ( Avg. 0.16693266837922738 ) Population xorGA : # 24 : Fitness 0.7231920199750623 ( Avg. 0.1602992519203745 ) Population xorGA : # 25 : Fitness 0.7231920199750623 ( Avg. 0.15556109730690815 ) Population xorGA : # 26 : Fitness 0.7231920199750623 ( Avg. 0.1456359102744892 ) Population xorGA : # 27 : Fitness 0.7231920199750623 ( Avg. 0.13411471326700788 ) Population xorGA : # 28 : Fitness 0.7231920199750623 ( Avg. 0.1343142145138907 ) Population xorGA : # 29 : Fitness 0.7231920199750623 ( Avg. 0.15027431426451412 ) Population xorGA : # 30 : Fitness 0.7231920199750623 ( Avg. 0.13291770578571113 ) Population xorGA : # 31 : Fitness 0.7157107232169576 ( Avg. 0.1313216958106488 ) Population xorGA : # 32 : Fitness 0.7157107232169576 ( Avg. 0.11690773072336698 ) Population xorGA : # 33 : Fitness 0.7182044888029926 ( Avg. 0.12658354119718243 ) Population xorGA : # 34 : Fitness 0.7182044888029926 ( Avg. 0.13236907735678344 ) Population xorGA : # 35 : Fitness 0.7182044888029926 ( Avg. 0.12738154618471362 ) Population xorGA : # 36 : Fitness 0.7182044888029926 ( Avg. 0.11396508733184581 ) Population xorGA : # 37 : Fitness 0.7182044888029926 ( Avg. 0.10349127187049918 ) Population xorGA : # 38 : Fitness 0.7182044888029926 ( Avg. 0.11416458857872859 ) Population xorGA : # 39 : Fitness 0.7182044888029926 ( Avg. 0.12024937660865379 ) Population xorGA : # 40 : Fitness 0.7182044888029926 ( Avg. 0.1045386534166338 ) Population xorGA : # 41 : Fitness 0.7182044888029926 ( Avg. 0.09695760603508768 ) Population xorGA : # 42 : Fitness 0.7182044888029926 ( Avg. 0.09970074817972607 ) Population xorGA : # 43 : Fitness 0.7182044888029926 ( Avg. 0.1020947631423196 ) Population xorGA : # 44 : Fitness 0.7182044888029926 ( Avg. 0.09376558608496299 ) Population xorGA : # 45 : Fitness 0.7182044888029926 ( Avg. 0.08369077311738198 ) Population xorGA : # 46 : Fitness 0.7182044888029926 ( Avg. 0.08399002498770615 ) Population xorGA : # 47 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Population xorGA : # 48 : Fitness 0.7281795511471322 ( Avg. 0.09770573571089815 ) Population xorGA : # 49 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Population xorGA : # 50 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Population xorGA : # 51 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 52 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Population xorGA : # 53 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 54 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 55 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Population xorGA : # 56 : Fitness 0.7182044888029926 ( Avg. 0.09735660852885326 ) Population xorGA : # 57 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 58 : Fitness 0.7182044888029926 ( Avg. 0.08314214468845428 ) Population xorGA : # 59 : Fitness 0.7182044888029926 ( Avg. 0.0935660848380802 ) Population xorGA : # 60 : Fitness 0.7182044888029926 ( Avg. 0.09705735665852908 ) Population xorGA : # 61 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 62 : Fitness 0.7182044888029926 ( Avg. 0.09516209481314254 ) Population xorGA : # 63 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Population xorGA : # 64 : Fitness 0.7182044888029926 ( Avg. 0.09321695765603531 ) Population xorGA : # 65 : Fitness 0.7182044888029926 ( Avg. 0.09506234418970115 ) Population xorGA : # 66 : Fitness 0.7182044888029926 ( Avg. 0.09705735665852908 ) Population xorGA : # 67 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Population xorGA : # 68 : Fitness 0.7182044888029926 ( Avg. 0.08912718209493806 ) Population xorGA : # 69 : Fitness 0.7182044888029926 ( Avg. 0.09376558608496299 ) Population xorGA : # 70 : Fitness 0.7182044888029926 ( Avg. 0.09376558608496299 ) Population xorGA : # 71 : Fitness 0.7182044888029926 ( Avg. 0.09745635915229466 ) Population xorGA : # 72 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 73 : Fitness 0.7182044888029926 ( Avg. 0.09745635915229466 ) Population xorGA : # 74 : Fitness 0.7182044888029926 ( Avg. 0.09670822947648418 ) Population xorGA : # 75 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Population xorGA : # 76 : Fitness 0.7182044888029926 ( Avg. 0.09690773072336699 ) Population xorGA : # 77 : Fitness 0.7182044888029926 ( Avg. 0.08882793022461387 ) Population xorGA : # 78 : Fitness 0.7182044888029926 ( Avg. 0.08593516214481339 ) Population xorGA : # 79 : Fitness 0.7182044888029926 ( Avg. 0.08394014967598545 ) Population xorGA : # 80 : Fitness 0.7182044888029926 ( Avg. 0.08369077311738198 ) Population xorGA : # 81 : Fitness 0.7182044888029926 ( Avg. 0.09032418957623482 ) Population xorGA : # 82 : Fitness 0.7182044888029926 ( Avg. 0.09032418957623482 ) Population xorGA : # 83 : Fitness 0.7182044888029926 ( Avg. 0.09556109730690812 ) Population xorGA : # 84 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Population xorGA : # 85 : Fitness 0.7182044888029926 ( Avg. 0.09745635915229466 ) Population xorGA : # 86 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 87 : Fitness 0.7182044888029926 ( Avg. 0.09600997511239441 ) Population xorGA : # 88 : Fitness 0.7182044888029926 ( Avg. 0.09745635915229466 ) Population xorGA : # 89 : Fitness 0.7182044888029926 ( Avg. 0.09725685790541187 ) Population xorGA : # 90 : Fitness 0.7182044888029926 ( Avg. 0.09725685790541187 ) Population xorGA : # 91 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 92 : Fitness 0.7182044888029926 ( Avg. 0.08738154618471362 ) Population xorGA : # 93 : Fitness 0.7182044888029926 ( Avg. 0.08633416463857896 ) Population xorGA : # 94 : Fitness 0.7182044888029926 ( Avg. 0.09745635915229466 ) Population xorGA : # 95 : Fitness 0.7182044888029926 ( Avg. 0.08897755615977596 ) Population xorGA : # 96 : Fitness 0.7182044888029926 ( Avg. 0.08912718209493806 ) Population xorGA : # 97 : Fitness 0.7182044888029926 ( Avg. 0.08922693271837946 ) Population xorGA : # 98 : Fitness 0.7182044888029926 ( Avg. 0.09745635915229466 ) Population xorGA : # 99 : Fitness 0.7182044888029926 ( Avg. 0.08932668334182087 ) Population xorGA : # 100 : Fitness 0.7182044888029926 ( Avg. 0.08598503745653409 ) Population xorGA : # 101 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 102 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 103 : Fitness 0.7182044888029926 ( Avg. 0.09745635915229466 ) Population xorGA : # 104 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Population xorGA : # 105 : Fitness 0.7256857855610973 ( Avg. 0.09765586039917745 ) Population xorGA : # 106 : Fitness 0.7281795511471322 ( Avg. 0.09770573571089815 ) Population xorGA : # 107 : Fitness 0.7182044888029926 ( Avg. 0.0907730673817211 ) Population xorGA : # 108 : Fitness 0.7182044888029926 ( Avg. 0.09406483795528718 ) Population xorGA : # 109 : Fitness 0.7182044888029926 ( Avg. 0.09316708234431462 ) Population xorGA : # 110 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 111 : Fitness 0.7182044888029926 ( Avg. 0.08319202000017498 ) Population xorGA : # 112 : Fitness 0.7182044888029926 ( Avg. 0.09296758109743182 ) Population xorGA : # 113 : Fitness 0.7182044888029926 ( Avg. 0.08723192024955154 ) Population xorGA : # 114 : Fitness 0.7182044888029926 ( Avg. 0.08314214468845428 ) Population xorGA : # 115 : Fitness 0.7182044888029926 ( Avg. 0.09581047386551163 ) Population xorGA : # 116 : Fitness 0.7182044888029926 ( Avg. 0.08718204493783084 ) Population xorGA : # 117 : Fitness 0.7182044888029926 ( Avg. 0.08718204493783084 ) Population xorGA : # 118 : Fitness 0.7182044888029926 ( Avg. 0.08912718209493806 ) Population xorGA : # 119 : Fitness 0.7182044888029926 ( Avg. 0.09571072324207021 ) Population xorGA : # 120 : Fitness 0.7182044888029926 ( Avg. 0.08718204493783084 ) Population xorGA : # 121 : Fitness 0.7182044888029926 ( Avg. 0.08718204493783084 ) Population xorGA : # 122 : Fitness 0.7182044888029926 ( Avg. 0.09511221950142185 ) Population xorGA : # 123 : Fitness 0.7182044888029926 ( Avg. 0.08912718209493806 ) Population xorGA : # 124 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 125 : Fitness 0.7182044888029926 ( Avg. 0.09366583546152159 ) Population xorGA : # 126 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 127 : Fitness 0.7182044888029926 ( Avg. 0.08718204493783084 ) Population xorGA : # 128 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 129 : Fitness 0.7182044888029926 ( Avg. 0.08992518708246923 ) Population xorGA : # 130 : Fitness 0.7182044888029926 ( Avg. 0.08723192024955154 ) Population xorGA : # 131 : Fitness 0.7182044888029926 ( Avg. 0.08897755615977596 ) Population xorGA : # 132 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 133 : Fitness 0.7182044888029926 ( Avg. 0.09022443895279343 ) Population xorGA : # 134 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 135 : Fitness 0.7182044888029926 ( Avg. 0.08718204493783084 ) Population xorGA : # 136 : Fitness 0.7182044888029926 ( Avg. 0.0882294264839655 ) Population xorGA : # 137 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 138 : Fitness 0.7182044888029926 ( Avg. 0.08458852872835453 ) Population xorGA : # 139 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 140 : Fitness 0.7306733167331672 ( Avg. 0.09775561102261886 ) Population xorGA : # 141 : Fitness 0.7182044888029926 ( Avg. 0.08912718209493806 ) Population xorGA : # 142 : Fitness 0.7182044888029926 ( Avg. 0.08718204493783084 ) Population xorGA : # 143 : Fitness 0.7182044888029926 ( Avg. 0.08493765591039942 ) Population xorGA : # 144 : Fitness 0.7182044888029926 ( Avg. 0.09251870329194553 ) Population xorGA : # 145 : Fitness 0.7182044888029926 ( Avg. 0.09710723197024977 ) Population xorGA : # 146 : Fitness 0.7182044888029926 ( Avg. 0.08713216962611015 ) Population xorGA : # 147 : Fitness 0.7182044888029926 ( Avg. 0.08763092274331712 ) Population xorGA : # 148 : Fitness 0.7182044888029926 ( Avg. 0.0883291771074069 ) Population xorGA : # 149 : Fitness 0.7182044888029926 ( Avg. 0.08314214468845428 ) Population xorGA : # 150 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 151 : Fitness 0.7182044888029926 ( Avg. 0.09152119705753156 ) Population xorGA : # 152 : Fitness 0.7182044888029926 ( Avg. 0.0857356608979306 ) Population xorGA : # 153 : Fitness 0.7182044888029926 ( Avg. 0.08897755615977596 ) Population xorGA : # 154 : Fitness 0.7182044888029926 ( Avg. 0.0933665835911974 ) Population xorGA : # 155 : Fitness 0.7182044888029926 ( Avg. 0.08867830428945178 ) Population xorGA : # 156 : Fitness 0.7182044888029926 ( Avg. 0.08314214468845428 ) Population xorGA : # 157 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 158 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 159 : Fitness 0.7182044888029926 ( Avg. 0.09745635915229466 ) Population xorGA : # 160 : Fitness 0.7182044888029926 ( Avg. 0.08912718209493806 ) Population xorGA : # 161 : Fitness 0.7182044888029926 ( Avg. 0.09745635915229466 ) Population xorGA : # 162 : Fitness 0.7182044888029926 ( Avg. 0.08882793022461387 ) Population xorGA : # 163 : Fitness 0.7182044888029926 ( Avg. 0.09531172074830463 ) Population xorGA : # 164 : Fitness 0.7182044888029926 ( Avg. 0.08992518708246923 ) Population xorGA : # 165 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 166 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 167 : Fitness 0.7182044888029926 ( Avg. 0.09745635915229466 ) Population xorGA : # 168 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 169 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Population xorGA : # 170 : Fitness 0.7182044888029926 ( Avg. 0.08344139655877847 ) Population xorGA : # 171 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Population xorGA : # 172 : Fitness 0.7182044888029926 ( Avg. 0.09675810478820489 ) Population xorGA : # 173 : Fitness 0.7182044888029926 ( Avg. 0.08897755615977596 ) Population xorGA : # 174 : Fitness 0.7182044888029926 ( Avg. 0.08603491276825478 ) Population xorGA : # 175 : Fitness 0.7182044888029926 ( Avg. 0.08458852872835453 ) Population xorGA : # 176 : Fitness 0.7182044888029926 ( Avg. 0.09596009980067371 ) Population xorGA : # 177 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 178 : Fitness 0.7182044888029926 ( Avg. 0.09745635915229466 ) Population xorGA : # 179 : Fitness 0.7182044888029926 ( Avg. 0.08912718209493806 ) Population xorGA : # 180 : Fitness 0.7182044888029926 ( Avg. 0.08718204493783084 ) Population xorGA : # 181 : Fitness 0.7182044888029926 ( Avg. 0.0856857855862099 ) Population xorGA : # 182 : Fitness 0.7356608479052369 ( Avg. 0.09785536164606025 ) Population xorGA : # 183 : Fitness 0.7182044888029926 ( Avg. 0.09132169581064878 ) Population xorGA : # 184 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 185 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 186 : Fitness 0.7182044888029926 ( Avg. 0.0853865337158857 ) Population xorGA : # 187 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Population xorGA : # 188 : Fitness 0.7182044888029926 ( Avg. 0.09566084793034951 ) Population xorGA : # 189 : Fitness 0.7256857855610973 ( Avg. 0.09765586039917745 ) Population xorGA : # 190 : Fitness 0.7182044888029926 ( Avg. 0.09745635915229466 ) Population xorGA : # 191 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 192 : Fitness 0.7182044888029926 ( Avg. 0.09730673321713257 ) Population xorGA : # 193 : Fitness 0.7182044888029926 ( Avg. 0.08683291775578596 ) Population xorGA : # 194 : Fitness 0.7182044888029926 ( Avg. 0.08578553620965129 ) Population xorGA : # 195 : Fitness 0.7182044888029926 ( Avg. 0.0907231920700004 ) Population xorGA : # 196 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Population xorGA : # 197 : Fitness 0.7182044888029926 ( Avg. 0.08897755615977596 ) Population xorGA : # 198 : Fitness 0.7182044888029926 ( Avg. 0.09546134668346673 ) Population xorGA : # 199 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 200 : Fitness 0.7182044888029926 ( Avg. 0.08718204493783084 ) Population xorGA : # 201 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 202 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 203 : Fitness 0.7182044888029926 ( Avg. 0.09710723197024977 ) Population xorGA : # 204 : Fitness 0.7182044888029926 ( Avg. 0.09157107236925226 ) Population xorGA : # 205 : Fitness 0.7182044888029926 ( Avg. 0.09157107236925226 ) Population xorGA : # 206 : Fitness 0.7182044888029926 ( Avg. 0.09276807985054904 ) Population xorGA : # 207 : Fitness 0.7182044888029926 ( Avg. 0.08718204493783084 ) Population xorGA : # 208 : Fitness 0.7182044888029926 ( Avg. 0.08992518708246923 ) Population xorGA : # 209 : Fitness 0.7182044888029926 ( Avg. 0.09426433920216998 ) Population xorGA : # 210 : Fitness 0.7182044888029926 ( Avg. 0.09426433920216998 ) Population xorGA : # 211 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 212 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 213 : Fitness 0.7182044888029926 ( Avg. 0.09162094768097295 ) Population xorGA : # 214 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 215 : Fitness 0.7182044888029926 ( Avg. 0.08678304244406526 ) Population xorGA : # 216 : Fitness 0.7182044888029926 ( Avg. 0.09581047386551163 ) Population xorGA : # 217 : Fitness 0.7182044888029926 ( Avg. 0.09730673321713257 ) Population xorGA : # 218 : Fitness 0.7182044888029926 ( Avg. 0.09566084793034951 ) Population xorGA : # 219 : Fitness 0.7182044888029926 ( Avg. 0.08399002498770615 ) Population xorGA : # 220 : Fitness 0.7182044888029926 ( Avg. 0.09226932673334204 ) Population xorGA : # 221 : Fitness 0.7182044888029926 ( Avg. 0.08897755615977596 ) Population xorGA : # 222 : Fitness 0.7182044888029926 ( Avg. 0.09730673321713257 ) Population xorGA : # 223 : Fitness 0.7182044888029926 ( Avg. 0.09496259356625975 ) Population xorGA : # 224 : Fitness 0.7182044888029926 ( Avg. 0.08977556114730714 ) Population xorGA : # 225 : Fitness 0.7182044888029926 ( Avg. 0.09680798009992558 ) Population xorGA : # 226 : Fitness 0.7182044888029926 ( Avg. 0.09526184543658393 ) Population xorGA : # 227 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Population xorGA : # 228 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 229 : Fitness 0.7182044888029926 ( Avg. 0.09645885291788069 ) Population xorGA : # 230 : Fitness 0.7182044888029926 ( Avg. 0.09745635915229466 ) Population xorGA : # 231 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 232 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Population xorGA : # 233 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Population xorGA : # 234 : Fitness 0.7182044888029926 ( Avg. 0.08598503745653409 ) Population xorGA : # 235 : Fitness 0.7182044888029926 ( Avg. 0.09740648384057396 ) Population xorGA : # 236 : Fitness 0.7182044888029926 ( Avg. 0.08384039905254406 ) Population xorGA : # 237 : Fitness 0.7182044888029926 ( Avg. 0.08897755615977596 ) Population xorGA : # 238 : Fitness 0.7182044888029926 ( Avg. 0.09281795516226973 ) Population xorGA : # 239 : Fitness 0.7182044888029926 ( Avg. 0.090623441446559 ) Population xorGA : # 240 : Fitness 0.7182044888029926 ( Avg. 0.09665835416476348 ) Population xorGA : # 241 : Fitness 0.7182044888029926 ( Avg. 0.08314214468845428 ) Population xorGA : # 242 : Fitness 0.7182044888029926 ( Avg. 0.09675810478820489 ) Population xorGA : # 243 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 244 : Fitness 0.7182044888029926 ( Avg. 0.09745635915229466 ) Population xorGA : # 245 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Population xorGA : # 246 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 247 : Fitness 0.7182044888029926 ( Avg. 0.09531172074830463 ) Population xorGA : # 248 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 249 : Fitness 0.7182044888029926 ( Avg. 0.08453865341663384 ) Population xorGA : # 250 : Fitness 0.7182044888029926 ( Avg. 0.09516209481314254 ) Population xorGA : # 251 : Fitness 0.7182044888029926 ( Avg. 0.08603491276825478 ) Population xorGA : # 252 : Fitness 0.7182044888029926 ( Avg. 0.08603491276825478 ) Population xorGA : # 253 : Fitness 0.7182044888029926 ( Avg. 0.08399002498770615 ) Population xorGA : # 254 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 255 : Fitness 0.7182044888029926 ( Avg. 0.08718204493783084 ) Population xorGA : # 256 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 257 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Population xorGA : # 258 : Fitness 0.7182044888029926 ( Avg. 0.08374064842910267 ) Population xorGA : # 259 : Fitness 0.7182044888029926 ( Avg. 0.09246882798022484 ) Population xorGA : # 260 : Fitness 0.7182044888029926 ( Avg. 0.09745635915229466 ) Population xorGA : # 261 : Fitness 0.7182044888029926 ( Avg. 0.08992518708246923 ) Population xorGA : # 262 : Fitness 0.7256857855610973 ( Avg. 0.09765586039917745 ) Population xorGA : # 263 : Fitness 0.7256857855610973 ( Avg. 0.09765586039917745 ) Population xorGA : # 264 : Fitness 0.7182044888029926 ( Avg. 0.08912718209493806 ) Population xorGA : # 265 : Fitness 0.7182044888029926 ( Avg. 0.08897755615977596 ) Population xorGA : # 266 : Fitness 0.7182044888029926 ( Avg. 0.08992518708246923 ) Population xorGA : # 267 : Fitness 0.7182044888029926 ( Avg. 0.09655860354132209 ) Population xorGA : # 268 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 269 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 270 : Fitness 0.7182044888029926 ( Avg. 0.08897755615977596 ) Population xorGA : # 271 : Fitness 0.7182044888029926 ( Avg. 0.08603491276825478 ) Population xorGA : # 272 : Fitness 0.7182044888029926 ( Avg. 0.09745635915229466 ) Population xorGA : # 273 : Fitness 0.7182044888029926 ( Avg. 0.08912718209493806 ) Population xorGA : # 274 : Fitness 0.7182044888029926 ( Avg. 0.09650872822960138 ) Population xorGA : # 275 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 276 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 277 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 278 : Fitness 0.7206982543890275 ( Avg. 0.09755610977573605 ) Population xorGA : # 279 : Fitness 0.7206982543890275 ( Avg. 0.09755610977573605 ) Population xorGA : # 280 : Fitness 0.7182044888029926 ( Avg. 0.08842892773084829 ) Population xorGA : # 281 : Fitness 0.7182044888029926 ( Avg. 0.08842892773084829 ) Population xorGA : # 282 : Fitness 0.7356608479052369 ( Avg. 0.09785536164606025 ) Population xorGA : # 283 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Population xorGA : # 284 : Fitness 0.7182044888029926 ( Avg. 0.09516209481314254 ) Population xorGA : # 285 : Fitness 0.7182044888029926 ( Avg. 0.09690773072336699 ) Population xorGA : # 286 : Fitness 0.7182044888029926 ( Avg. 0.09406483795528718 ) Population xorGA : # 287 : Fitness 0.7182044888029926 ( Avg. 0.08992518708246923 ) Population xorGA : # 288 : Fitness 0.7182044888029926 ( Avg. 0.0968578554116463 ) Population xorGA : # 289 : Fitness 0.7182044888029926 ( Avg. 0.0968578554116463 ) Population xorGA : # 290 : Fitness 0.7182044888029926 ( Avg. 0.08678304244406526 ) Population xorGA : # 291 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Population xorGA : # 292 : Fitness 0.7182044888029926 ( Avg. 0.09660847885304279 ) Population xorGA : # 293 : Fitness 0.7182044888029926 ( Avg. 0.09745635915229466 ) Population xorGA : # 294 : Fitness 0.7182044888029926 ( Avg. 0.09745635915229466 ) Population xorGA : # 295 : Fitness 0.7182044888029926 ( Avg. 0.09705735665852908 ) Population xorGA : # 296 : Fitness 0.7182044888029926 ( Avg. 0.0909226933168832 ) Population xorGA : # 297 : Fitness 0.7182044888029926 ( Avg. 0.09276807985054904 ) Population xorGA : # 298 : Fitness 0.7182044888029926 ( Avg. 0.09745635915229466 ) Population xorGA : # 299 : Fitness 0.7182044888029926 ( Avg. 0.08753117211987572 ) Population xorGA : # 300 : Fitness 0.7182044888029926 ( Avg. 0.09750623446401535 ) Options: -P 50 -I 300 -L 4 Genetic Algorithm Learner Classifier: -F 0.85 -P 50 -R 0.6 -M 0.3 -S 590152839 -I 300 -L 4 4 = XOR === Error on training data === Correctly Classified Instances 252 48.932 % Incorrectly Classified Instances 263 51.068 % Mean absolute error 0.366 Root mean squared error 0.4627 Relative absolute error 105.9945 % Root relative squared error 111.4466 % Total Number of Instances 515 === Confusion Matrix === a b <-- classified as 82 32 | a = >50K 231 170 | b = <=50K === Error on test data === Correctly Classified Instances 268 52.0388 % Incorrectly Classified Instances 247 47.9612 % Mean absolute error 0.3553 Root mean squared error 0.445 Relative absolute error 101.3204 % Root relative squared error 105.5581 % Total Number of Instances 515 === Confusion Matrix === a b <-- classified as 98 21 | a = >50K 226 170 | b = <=50K