tsplog

A Genetic Algorithms and the Traveling Salesman Problem

12	1-9-5-2-3-7-6-8-0-4-	0.528571763921029	
13	1-9-5-2-3-7-6-8-0-4-	0.528571763921029	
14	1-9-5-2-3-7-6-8-0-4-	0.528571763921029	
15	1-9-5-2-3-7-6-8-0-4-	0.528571763921029	
16	1-9-5-2-3-7-6-8-0-4-	0.528571763921029	
17	1-9-5-2-3-7-6-8-0-4-	0.528571763921029	
18	1-9-5-2-3-8-6-7-4-0-	0.522094740489314	
19	5-2-3-1-9-8-6-4-7-0-	0.518803845738865	
20	1-9-8-6-7-4-0-3-5-2-	0.499637076411345	
21	2-3-1-9-5-4-8-6-0-7-	0.452268361688814	
pop Fitness 	11.8059331628815
--------------------------------------------------
After Ranked
--------------------------------------------------
0	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
1	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
2	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
3	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
4	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
5	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
6	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
7	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
8	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
9	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
10	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
11	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
12	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
13	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
14	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
15	5-2-3-1-9-8-6-7-4-0-	0.556395145892888	
16	5-2-3-1-9-8-6-7-4-0-	0.556395145892888	
17	5-2-3-1-9-8-6-7-4-0-	0.556395145892888	
18	5-2-3-1-9-8-6-7-4-0-	0.556395145892888	
19	5-2-3-1-9-8-6-7-4-0-	0.556395145892888	
20	5-2-3-1-9-8-6-7-4-0-	0.556395145892888	
21	5-2-3-1-9-8-6-7-4-0-	0.556395145892888	
pop Fitness 	12.4400862616212
--------------------------------------------------
After Ranked
--------------------------------------------------
0	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
1	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
2	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
3	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
4	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
5	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
6	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
7	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
8	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
9	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
10	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
11	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
12	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
13	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
14	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
15	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
16	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
17	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
18	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
19	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
20	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
21	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
pop Fitness 	12.5331363525441
--------------------------------------------------
After Ranked
--------------------------------------------------
0	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
1	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
2	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
3	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
4	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
5	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
6	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
7	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
8	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
9	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
10	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
11	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
12	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
13	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
14	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
15	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
16	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
17	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
18	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
19	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
20	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
21	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
pop Fitness 	12.5331363525441
--------------------------------------------------
After Ranked
--------------------------------------------------
0	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
1	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
2	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
3	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
4	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
5	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
6	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
7	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
8	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
9	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
10	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
11	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
12	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
13	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
14	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
15	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
16	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
17	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
18	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
19	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
20	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
21	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
pop Fitness 	12.5331363525441
--------------------------------------------------
After Ranked
--------------------------------------------------
0	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
1	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
2	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
3	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
4	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
5	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
6	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
7	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
8	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
9	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
10	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
11	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
12	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
13	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
14	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
15	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
16	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
17	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
18	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
19	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
20	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
21	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
pop Fitness 	12.5331363525441
--------------------------------------------------
After Ranked
--------------------------------------------------
0	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
1	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
2	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
3	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
4	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
5	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
6	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
7	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
8	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
9	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
10	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
11	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
12	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
13	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
14	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
15	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
16	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
17	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
18	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
19	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
20	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
21	5-2-3-1-9-8-6-7-0-4-	0.569688016024731	
pop Fitness 	12.5331363525441
Index	Chromosome	Fitness
--------------------------------------------------
0	7-5-6-4-1-0-8-9-2-3-	0.364986087094114	
1	6-0-8-4-3-2-9-5-7-1-	0.353052124919263	
2	5-6-1-7-4-2-3-9-0-8-	0.363164468909974	
3	3-8-4-0-6-1-7-9-2-5-	0.364404381091004	
4	4-7-8-3-2-9-0-5-1-6-	0.385474037210087	
5	8-4-2-9-7-6-1-0-5-3-	0.34967071773068	
6	6-8-7-2-9-5-3-0-4-1-	0.441374365372916	
7	5-0-7-8-1-6-4-9-2-3-	0.409737645692443	
8	7-0-2-6-3-9-1-8-5-4-	0.335397402043238	
9	2-5-1-0-3-9-7-4-8-6-	0.405572825108997	
10	4-8-3-0-2-7-1-9-6-5-	0.310248420187081	
11	9-8-3-0-5-6-2-7-4-1-	0.314310926847518	
12	1-2-5-4-6-8-9-0-3-7-	0.397471739117726	
13	6-5-7-0-4-3-8-2-1-9-	0.377420208838616	
14	5-4-2-9-6-7-0-3-1-8-	0.330583701191078	
15	0-5-6-4-3-1-7-8-9-2-	0.293383826921238	
16	9-2-7-4-8-5-1-6-3-0-	0.310701356761744	
17	5-1-0-4-3-7-9-2-8-6-	0.426574984266922	
18	0-8-4-5-1-7-3-9-6-2-	0.320978981484703	
19	0-1-7-4-9-2-5-6-3-8-	0.333853891260881	
20	7-5-8-4-0-9-1-2-6-3-	0.379417019426934	
21	1-3-5-2-7-0-8-4-6-9-	0.343700965127256	
--------------------------------------------------
After Ranked
--------------------------------------------------
0	6-8-7-2-9-5-3-0-4-1-	0.441374365372916	
1	5-1-0-4-3-7-9-2-8-6-	0.426574984266922	
2	5-0-7-8-1-6-4-9-2-3-	0.409737645692443	
3	2-5-1-0-3-9-7-4-8-6-	0.405572825108997	
4	1-2-5-4-6-8-9-0-3-7-	0.397471739117726	
5	4-7-8-3-2-9-0-5-1-6-	0.385474037210087	
6	7-5-8-4-0-9-1-2-6-3-	0.379417019426934	
7	6-5-7-0-4-3-8-2-1-9-	0.377420208838616	
8	7-5-6-4-1-0-8-9-2-3-	0.364986087094114	
9	3-8-4-0-6-1-7-9-2-5-	0.364404381091004	
10	5-6-1-7-4-2-3-9-0-8-	0.363164468909974	
11	6-0-8-4-3-2-9-5-7-1-	0.353052124919263	
12	8-4-2-9-7-6-1-0-5-3-	0.34967071773068	
13	1-3-5-2-7-0-8-4-6-9-	0.343700965127256	
14	7-0-2-6-3-9-1-8-5-4-	0.335397402043238	
15	0-1-7-4-9-2-5-6-3-8-	0.333853891260881	
16	5-4-2-9-6-7-0-3-1-8-	0.330583701191078	
17	0-8-4-5-1-7-3-9-6-2-	0.320978981484703	
18	9-8-3-0-5-6-2-7-4-1-	0.314310926847518	
19	9-2-7-4-8-5-1-6-3-0-	0.310701356761744	
20	4-8-3-0-2-7-1-9-6-5-	0.310248420187081	
21	0-5-6-4-3-1-7-8-9-2-	0.293383826921238	
pop Fitness 	7.91148007660441
--------------------------------------------------
After Ranked
--------------------------------------------------
0	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
1	6-8-1-2-7-9-4-3-5-0-	0.465868837396337	
2	6-8-7-2-9-5-3-0-4-1-	0.441374365372916	
3	6-8-7-2-9-5-3-0-4-1-	0.441374365372916	
4	6-8-7-2-9-5-3-0-4-1-	0.441374365372916	
5	6-8-7-2-9-5-3-0-4-1-	0.441374365372916	
6	6-8-7-2-9-5-3-0-4-1-	0.441374365372916	
7	5-1-0-4-3-7-9-2-8-6-	0.426574984266922	
8	6-8-0-2-4-5-7-3-9-1-	0.415992133811756	
9	0-4-1-5-6-8-2-7-9-3-	0.409689313298712	
10	2-5-1-0-3-9-7-4-8-6-	0.405572825108997	
11	2-8-6-3-0-7-4-5-1-9-	0.396792906781142	
12	4-3-7-9-2-5-1-0-6-8-	0.395206451626839	
13	5-3-0-4-9-2-8-1-6-7-	0.388441161563527	
14	9-7-4-3-5-1-8-6-0-2-	0.388253231011276	
15	5-1-0-3-9-7-4-8-6-2-	0.371335756233061	
16	5-3-0-4-1-7-8-2-9-6-	0.363073612692772	
17	2-8-6-4-9-3-0-5-1-7-	0.361493306039614	
18	1-6-4-9-2-8-7-5-3-0-	0.350956719993961	
19	6-0-9-5-2-3-4-8-7-1-	0.346735398257476	
20	4-8-7-2-9-5-3-0-6-1-	0.323264852796771	
21	5-1-3-0-2-9-6-7-8-4-	0.281993911868911	
pop Fitness 	8.81741661698103
--------------------------------------------------
After Ranked
--------------------------------------------------
0	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
1	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
2	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
3	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
4	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
5	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
6	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
7	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
8	5-3-0-4-1-9-7-2-8-6-	0.510468052149868	
9	0-4-3-5-7-2-9-6-1-8-	0.48283115479195	
10	6-8-1-2-7-9-4-3-5-0-	0.465868837396337	
11	6-8-1-2-7-9-4-3-5-0-	0.465868837396337	
12	6-8-1-2-7-9-4-3-5-0-	0.465868837396337	
13	6-8-7-2-9-5-3-0-4-1-	0.441374365372916	
14	6-8-7-2-9-5-3-0-4-1-	0.441374365372916	
15	6-8-7-2-9-5-3-0-4-1-	0.441374365372916	
16	6-8-7-2-9-5-3-0-4-1-	0.441374365372916	
17	6-8-7-2-9-5-3-0-4-1-	0.441374365372916	
18	6-8-7-2-9-5-3-0-4-1-	0.441374365372916	
19	6-8-7-2-9-5-3-0-4-1-	0.441374365372916	
20	6-8-7-2-9-5-3-0-4-1-	0.441374365372916	
21	1-9-4-3-5-0-6-8-2-7-	0.410633273387543	
pop Fitness 	10.4869290144487
--------------------------------------------------
After Ranked
--------------------------------------------------
0	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
1	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
2	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
3	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
4	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
5	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
6	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
7	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
8	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
9	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
10	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
11	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
12	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
13	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
14	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
15	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
16	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
17	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
18	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
19	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
20	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
21	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
pop Fitness 	11.4245865221042
--------------------------------------------------
After Ranked
--------------------------------------------------
0	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
1	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
2	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
3	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
4	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
5	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
6	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
7	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
8	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
9	5-3-0-4-1-9-7-2-6-8-	0.519299387368374	
10	5-3-0-4-1-9-7-2-6-8-	0.519299387368374