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2018-04-15 13:46:17.012535: W tensorflow/core/platform/cpu_feature_guard.cc:45] The TensorFlow library wasn't compiled to use SSE4.1 instructions, but these are available on your machine and could speed up CPU computations.
2018-04-15 13:46:17.012594: W tensorflow/core/platform/cpu_feature_guard.cc:45] The TensorFlow library wasn't compiled to use SSE4.2 instructions, but these are available on your machine and could speed up CPU computations.
2018-04-15 13:46:17.012614: W tensorflow/core/platform/cpu_feature_guard.cc:45] The TensorFlow library wasn't compiled to use AVX instructions, but these are available on your machine and could speed up CPU computations.
[[0.39650172 0.38445205 0.40034681 0.36197932 0.35428894 0.33694149
0.29570552 0.27781813 0.55058428 0.27828561 0.32576182 0.28272613
0.28575879 0.2921238 0.3017004 0.4187367 0.37480631 0.23610242
0.24793891 0.26541247 0.40274956 0.45561994 0.33872192 0.43281298
0.45215642 0.42109012 0.31339371 0.26216693 0.27023901 0.36473853
0.33993003 0.36010188 0. ]
[0.55598907 0.26021088 0.20670497 0.46747613 0.27929191 0.1788004
0.21516142 0.45347049 0.42166303 0.1779069 0.17464274 0.28987003
0.2605385 0.27352301 0.45502627 0.57120646 0.39290892 0.27104378
0.28598231 0.40669798 0.31221305 0.31833593 0.4121974 0.39527924
0.34655817 0.21585364 0.30359331 0.5992325 0.35357221 0.28721208
0.25086479 0.33409136 0. ]
[0.45206109 0.44436269 0.31258711 0.37395564 0.35047642 0.22556598
0.2456123 0.35579267 0.4477927 0.2534324 0.27404207 0.30557358
0.32255916 0.31591578 0.36215427 0.48143036 0.38119135 0.25737886
0.24387517 0.20805389 0.42268755 0.36850189 0.39941869 0.46010055
0.460571 0.30963877 0.28916561 0.34653197 0.32255916 0.23992721
0.30790985 0.48153649 0. ]]
here network object created
After population initialisation 0.056511878967285156
<class 'list'>
After feedforward 24.650088787078857
gen evals std min avg max
0 100 160 160
here in gen no. 1
1st gen after newpool 1.1686909198760986
1 100 160 162
generation done
here in gen no. 2
2 100 160 164
generation done
here in gen no. 3
3 100 160 164
generation done
here in gen no. 4
4 100 160 164
generation done
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generation done
here in gen no. 6
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generation done
here in gen no. 7
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generation done
here in gen no. 8
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generation done
here in gen no. 9
9 100 160 166
generation done
here in gen no. 10
gen: 10 doing clustering
doing bp
validation 0.8785714285714287
78.59651
validation 0.8833333333333334
78.846115
time 4.70168399810791
now ending
validation 0.7333333333333333
78.15109
validation 0.7357142857142858
78.4029
time 5.8025431632995605
now ending
validation 0.7404761904761904
77.305664
validation 0.7452380952380951
77.58865
time 7.249316215515137
now ending
10 100 160 166
generation done
here in gen no. 11
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
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generation done
here in gen no. 57
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generation done
here in gen no. 58
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generation done
here in gen no. 59
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generation done
here in gen no. 60
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generation done
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generation done
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generation done
here in gen no. 63
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generation done
here in gen no. 64
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generation done
here in gen no. 65
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generation done
here in gen no. 66
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generation done
here in gen no. 67
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generation done
here in gen no. 68
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generation done
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generation done
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generation done
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generation done
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generation done
here in gen no. 74
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generation done
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generation done
here in gen no. 77
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generation done
here in gen no. 78
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here in gen no. 79
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generation done
here in gen no. 80
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generation done
here in gen no. 81
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here in gen no. 83
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generation done
here in gen no. 84
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generation done
here in gen no. 85
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generation done
here in gen no. 86
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generation done
here in gen no. 87
87 100 160 175
generation done
here in gen no. 88
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generation done
here in gen no. 89
89 100 160 176
generation done
here in gen no. 90
90 100 160 176
generation done
here in gen no. 91
91 100 160 176
generation done
here in gen no. 92
92 100 160 176
generation done
here in gen no. 93
93 100 160 176
generation done
here in gen no. 94
94 100 160 176
generation done
here in gen no. 95
95 100 160 177
generation done
here in gen no. 96
96 100 160 177
generation done
here in gen no. 97
97 100 160 177
generation done
here in gen no. 98
98 100 160 177
generation done
here in gen no. 99
last gen after newpool 0.9996743202209473
99 100 160 176
generation done
Overall time 2782.9969680309296
------------------------------------src done-------------------------------------------
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Pareto Front:
(7.664997730082072, 170.0, 1725.0244816309314, 474.8784710521059)
(2.9905531892237947, 162.0, 1736.047482001674, 478.03914931719396)
(1.6040161780008118, 165.0, 1747.6398298737115, 482.4960158519952)
(1.8082932161656002, 162.0, 1744.0041991954108, 481.1374861064019)
(1.5751048895516016, 164.0, 1770.3736116166633, 492.91726033948134)
(1.6667834266750239, 160.0, 1750.8673367798795, 483.3786149665058)
(2.5724281821122617, 165.0, 1736.8835228687092, 478.1291379637295)
(4.013117833099698, 163.0, 1731.5979293260225, 476.65979518429026)
(1.6637920614065067, 162.0, 1749.5246581011331, 483.1979900725747)
(1.575394493467566, 163.0, 1751.4520874713735, 483.3658014407124)
(1.5807271730979773, 160.0, 1755.628234805562, 485.88894372723945)
(3.385014835151701, 163.0, 1732.743939007054, 476.81709139687064)
(1.750082465062324, 163.0, 1744.4405526017645, 481.7004218275937)
(2.691511014382941, 165.0, 1736.9130443051379, 477.9274534181416)
(1.5671719810224658, 162.0, 1771.783804673844, 493.0100693470771)
(2.928760544945113, 169.0, 1727.7573722656546, 475.6231129942319)
(2.4895764267483065, 165.0, 1739.0918542733705, 479.1272203399368)
(3.877662371345227, 176.0, 1725.9240056308856, 475.0802720289203)
(1.7747224391774237, 167.0, 1744.8330776625899, 480.8884786962429)
(2.607553852230568, 160.0, 1737.566679490469, 478.27963044674914)
(1.5810594455601548, 162.0, 1756.2117992359936, 485.8839056232295)
(4.492104427233167, 163.0, 1731.1693485197281, 476.2579827927722)
(1.66575069110814, 160.0, 1754.9672033799702, 485.75127201610127)
(2.3752149077346267, 160.0, 1741.540056757731, 479.2455667132156)
(3.8145686430889123, 173.0, 1725.5131930743075, 475.09717877136626)
(1.9334654101823496, 163.0, 1743.657477787998, 480.6216040216388)
(2.4941981224772927, 162.0, 1738.8919882176235, 478.80138067791626)
(4.952027548632878, 164.0, 1728.9345371820345, 475.6841655812679)
(3.1635650804265087, 166.0, 1728.4598613646833, 475.78547288418144)
(2.012869485058264, 163.0, 1741.4522129973288, 480.0210417513324)
(2.1167006165077074, 162.0, 1742.419049950126, 480.579030894469)
(2.023643434393076, 171.0, 1734.536665568449, 477.19975817027057)
(2.2742985441599632, 169.0, 1734.9870778483155, 477.28539164763924)
(3.7292468814826076, 165.0, 1730.4845426114823, 476.1792063865515)
(1.9187839295068239, 164.0, 1739.9945858318483, 479.1561799047883)
(4.1050202300431815, 171.0, 1725.0244816309314, 474.8784710521059)
(2.234831364016702, 160.0, 1741.4977261026072, 479.25419855438383)
(1.5665786372757498, 162.0, 1772.406772729935, 493.19322902469094)
(1.640197414639485, 162.0, 1749.6695779569845, 482.96211694290173)
(2.0081931597583322, 162.0, 1746.56889688558, 481.10932965489604)
(2.4963890824438466, 164.0, 1738.537372963787, 478.4866466021648)
(5.4090744705908, 163.0, 1730.0320432019935, 476.06121033140096)
(2.7701802658318795, 163.0, 1738.1451566359622, 477.9526239970048)
(4.698826015673701, 164.0, 1728.4558374262062, 475.7961819610274)
(1.6399307905601221, 164.0, 1746.6587718212197, 482.0319577822776)
(1.5659884298510658, 166.0, 1771.6663581339758, 493.10251830305435)
(2.3913365924778893, 160.0, 1741.1469246790332, 479.66555745124276)
(2.833649732500154, 170.0, 1725.7190909838887, 475.18212998155866)
(3.879172410783091, 176.0, 1725.6064068364572, 474.9943680784404)
(2.125483590154983, 160.0, 1741.7915956006875, 480.6231472807535)
(4.108714185596103, 162.0, 1731.1468062608506, 476.56019847297546)
(4.522051921263605, 169.0, 1724.816527797324, 474.92043153287)
(1.5690259171432874, 166.0, 1769.953452639117, 492.81236590097063)
(3.469185494926947, 160.0, 1736.2220315353397, 477.6601489978974)
(2.506858250299042, 168.0, 1729.9521148333122, 476.12248173568435)
(2.119370257985066, 160.0, 1741.8843848224117, 480.4220553957674)
(2.4026026029281953, 166.0, 1736.657932002385, 478.0946840470449)
(1.5705720633515592, 164.0, 1771.2091166560083, 493.02707151959953)
(2.9985065826110366, 162.0, 1737.9367399965822, 477.99143782153135)
(3.280732927319266, 162.0, 1734.6264239034813, 477.5610016285242)
(3.114574800211852, 160.0, 1737.395451552464, 478.0224089086936)
(1.7254153656489664, 160.0, 1749.9704845789936, 483.12111409667966)
(4.362861256856462, 163.0, 1730.733041830773, 476.2903928475971)
(1.7245334868405828, 160.0, 1750.5098238268042, 483.24263624449117)
(4.688165777310539, 164.0, 1728.4598613646833, 475.78547288418144)
(2.6976473594335784, 165.0, 1736.657932002385, 478.0946840470449)
(2.2796206603009024, 171.0, 1733.8014643904833, 476.97836990252137)
(2.826597746318217, 163.0, 1737.514526538638, 478.4596297270664)
(3.0121093909710184, 164.0, 1730.8288339020414, 476.53996372471283)
(3.0362101112826614, 163.0, 1737.7505151297737, 477.86659073053755)
(3.2473448712456037, 162.0, 1734.8929746308083, 477.63454474665184)
(1.5627699745248749, 164.0, 1771.3537554700877, 493.2228998256771)
(2.1664967679391536, 163.0, 1740.204185509393, 479.3278827132093)
(1.9918239463059941, 163.0, 1743.855798552786, 480.5119749444237)
(4.273348525719819, 164.0, 1729.0910507117703, 475.9551215046697)
(2.7048695681178483, 164.0, 1731.7098897429596, 476.5671844256768)
(1.9304949826136584, 163.0, 1744.9678203518426, 480.91787160510853)
(1.5627583772463332, 164.0, 1771.9129677676756, 493.37548245058844)
(2.5601897980979853, 163.0, 1738.7677679096887, 478.4134486915844)
(1.6043741241400664, 165.0, 1747.2838552336887, 482.37109599773856)
(3.483404750211099, 163.0, 1731.7098897429596, 476.5671844256768)
(2.9007333072938173, 163.0, 1737.1351011211066, 478.2201468170402)
(5.351218805397396, 164.0, 1727.560452514579, 475.42207971617916)
(3.1630387348888447, 164.0, 1731.1591641622185, 476.4376370047099)
(1.9316814156711808, 163.0, 1743.1901207689125, 480.73439540685933)
(3.8847203688594054, 162.0, 1734.9752565882593, 477.21051222400024)
(1.607040685011009, 160.0, 1754.5070955449278, 485.7641599556229)
(1.5916275554236765, 163.0, 1751.0924590853335, 483.56294669301826)
(2.1711435251818645, 162.0, 1742.5587673988057, 480.0635918068457)
(2.4967090852690763, 164.0, 1738.0956852383417, 478.598849515819)
(1.5684267564038585, 168.0, 1770.012491846858, 492.81459411996855)
(2.1676278607251698, 162.0, 1742.6009848927458, 480.02848861296184)
(4.005378670801404, 166.0, 1727.6945608844067, 475.6680014972983)
(2.957883540574079, 168.0, 1729.8865184915921, 476.10549526005343)
(1.8092848700306428, 160.0, 1744.1029910183402, 481.14034988743447)
(5.085096878964317, 164.0, 1727.6203436652538, 475.62541408716106)
(2.6654949155383005, 163.0, 1738.1122899836892, 478.1995619251827)
(2.4652286320235812, 169.0, 1730.8241421119171, 476.3573819482298)
(3.7959408451461134, 164.0, 1731.1427467233405, 476.45247576440266)
(3.194592210620904, 176.0, 1725.9790006715073, 475.1032441604178)
Pareto Front:
(7.664997730082072, 170.0, 1725.0244816309314, 474.8784710521059)
(2.9905531892237947, 162.0, 1736.047482001674, 478.03914931719396)
(2.4967090852690763, 164.0, 1738.0956852383417, 478.598849515819)
(1.8082932161656002, 162.0, 1744.0041991954108, 481.1374861064019)
(1.5751048895516016, 164.0, 1770.3736116166633, 492.91726033948134)
(2.012869485058264, 163.0, 1741.4522129973288, 480.0210417513324)
(2.5724281821122617, 165.0, 1736.8835228687092, 478.1291379637295)
(4.013117833099698, 163.0, 1731.5979293260225, 476.65979518429026)
(1.6637920614065067, 162.0, 1749.5246581011331, 483.1979900725747)
(1.5807271730979773, 160.0, 1755.628234805562, 485.88894372723945)
(3.385014835151701, 163.0, 1732.743939007054, 476.81709139687064)
(1.750082465062324, 163.0, 1744.4405526017645, 481.7004218275937)
(2.691511014382941, 165.0, 1736.9130443051379, 477.9274534181416)
(1.5671719810224658, 162.0, 1771.783804673844, 493.0100693470771)
(2.928760544945113, 169.0, 1727.7573722656546, 475.6231129942319)
(2.4895764267483065, 165.0, 1739.0918542733705, 479.1272203399368)
(3.877662371345227, 176.0, 1725.9240056308856, 475.0802720289203)
(1.7747224391774237, 167.0, 1744.8330776625899, 480.8884786962429)
(2.607553852230568, 160.0, 1737.566679490469, 478.27963044674914)
(1.5810594455601548, 162.0, 1756.2117992359936, 485.8839056232295)
(4.492104427233167, 163.0, 1731.1693485197281, 476.2579827927722)
(2.2742985441599632, 169.0, 1734.9870778483155, 477.28539164763924)
(2.3913365924778893, 160.0, 1741.1469246790332, 479.66555745124276)
(3.8145686430889123, 173.0, 1725.5131930743075, 475.09717877136626)
(2.4941981224772927, 162.0, 1738.8919882176235, 478.80138067791626)
(4.952027548632878, 164.0, 1728.9345371820345, 475.6841655812679)
(3.194592210620904, 176.0, 1725.9790006715073, 475.1032441604178)
(3.1635650804265087, 166.0, 1728.4598613646833, 475.78547288418144)
(1.5690259171432874, 166.0, 1769.953452639117, 492.81236590097063)
(2.1167006165077074, 162.0, 1742.419049950126, 480.579030894469)
(2.023643434393076, 171.0, 1734.536665568449, 477.19975817027057)
(3.7292468814826076, 165.0, 1730.4845426114823, 476.1792063865515)
(1.9187839295068239, 164.0, 1739.9945858318483, 479.1561799047883)
(4.1050202300431815, 171.0, 1725.0244816309314, 474.8784710521059)
(2.234831364016702, 160.0, 1741.4977261026072, 479.25419855438383)
(1.5665786372757498, 162.0, 1772.406772729935, 493.19322902469094)
(1.640197414639485, 162.0, 1749.6695779569845, 482.96211694290173)
(2.0081931597583322, 162.0, 1746.56889688558, 481.10932965489604)
(2.1664967679391536, 163.0, 1740.204185509393, 479.3278827132093)
(3.114574800211852, 160.0, 1737.395451552464, 478.0224089086936)
(2.6976473594335784, 165.0, 1736.657932002385, 478.0946840470449)
(4.273348525719819, 164.0, 1729.0910507117703, 475.9551215046697)
(4.698826015673701, 164.0, 1728.4558374262062, 475.7961819610274)
(1.6399307905601221, 164.0, 1746.6587718212197, 482.0319577822776)
(2.3752149077346267, 160.0, 1741.540056757731, 479.2455667132156)
(2.5601897980979853, 163.0, 1738.7677679096887, 478.4134486915844)
(2.833649732500154, 170.0, 1725.7190909838887, 475.18212998155866)
(3.879172410783091, 176.0, 1725.6064068364572, 474.9943680784404)
(2.119370257985066, 160.0, 1741.8843848224117, 480.4220553957674)
(4.108714185596103, 162.0, 1731.1468062608506, 476.56019847297546)
(4.522051921263605, 169.0, 1724.816527797324, 474.92043153287)
(4.688165777310539, 164.0, 1728.4598613646833, 475.78547288418144)
(1.9304949826136584, 163.0, 1744.9678203518426, 480.91787160510853)
(2.957883540574079, 168.0, 1729.8865184915921, 476.10549526005343)
(2.125483590154983, 160.0, 1741.7915956006875, 480.6231472807535)
(2.4026026029281953, 166.0, 1736.657932002385, 478.0946840470449)
(3.280732927319266, 162.0, 1734.6264239034813, 477.5610016285242)
(2.1711435251818645, 162.0, 1742.5587673988057, 480.0635918068457)
(2.7701802658318795, 163.0, 1738.1451566359622, 477.9526239970048)
(2.4963890824438466, 164.0, 1738.537372963787, 478.4866466021648)
(1.7254153656489664, 160.0, 1749.9704845789936, 483.12111409667966)
(4.362861256856462, 163.0, 1730.733041830773, 476.2903928475971)
(1.6667834266750239, 160.0, 1750.8673367798795, 483.3786149665058)
(2.2796206603009024, 171.0, 1733.8014643904833, 476.97836990252137)
(1.607040685011009, 160.0, 1754.5070955449278, 485.7641599556229)
(3.0121093909710184, 164.0, 1730.8288339020414, 476.53996372471283)
(3.0362101112826614, 163.0, 1737.7505151297737, 477.86659073053755)
(1.5916275554236765, 163.0, 1751.0924590853335, 483.56294669301826)
(3.2473448712456037, 162.0, 1734.8929746308083, 477.63454474665184)
(1.5627699745248749, 164.0, 1771.3537554700877, 493.2228998256771)
(1.6043741241400664, 165.0, 1747.2838552336887, 482.37109599773856)
(1.9918239463059941, 163.0, 1743.855798552786, 480.5119749444237)
(1.9334654101823496, 163.0, 1743.657477787998, 480.6216040216388)
(2.7048695681178483, 164.0, 1731.7098897429596, 476.5671844256768)
(3.469185494926947, 160.0, 1736.2220315353397, 477.6601489978974)
(1.5705720633515592, 164.0, 1771.2091166560083, 493.02707151959953)
(3.483404750211099, 163.0, 1731.7098897429596, 476.5671844256768)
(1.6040161780008118, 165.0, 1747.6398298737115, 482.4960158519952)
(1.5627583772463332, 164.0, 1771.9129677676756, 493.37548245058844)
(2.826597746318217, 163.0, 1737.514526538638, 478.4596297270664)
(5.351218805397396, 164.0, 1727.560452514579, 475.42207971617916)
(3.7959408451461134, 164.0, 1731.1427467233405, 476.45247576440266)
(1.9316814156711808, 163.0, 1743.1901207689125, 480.73439540685933)
(3.8847203688594054, 162.0, 1734.9752565882593, 477.21051222400024)
(1.66575069110814, 160.0, 1754.9672033799702, 485.75127201610127)
(1.575394493467566, 163.0, 1751.4520874713735, 483.3658014407124)
(5.4090744705908, 163.0, 1730.0320432019935, 476.06121033140096)
(2.9007333072938173, 163.0, 1737.1351011211066, 478.2201468170402)
(1.5684267564038585, 168.0, 1770.012491846858, 492.81459411996855)
(2.1676278607251698, 162.0, 1742.6009848927458, 480.02848861296184)
(1.5659884298510658, 166.0, 1771.6663581339758, 493.10251830305435)
(2.506858250299042, 168.0, 1729.9521148333122, 476.12248173568435)
(2.9985065826110366, 162.0, 1737.9367399965822, 477.99143782153135)
(5.085096878964317, 164.0, 1727.6203436652538, 475.62541408716106)
(1.7245334868405828, 160.0, 1750.5098238268042, 483.24263624449117)
(2.6654949155383005, 163.0, 1738.1122899836892, 478.1995619251827)
(2.4652286320235812, 169.0, 1730.8241421119171, 476.3573819482298)
(3.1630387348888447, 164.0, 1731.1591641622185, 476.4376370047099)
(4.005378670801404, 166.0, 1727.6945608844067, 475.6680014972983)
(1.8092848700306428, 160.0, 1744.1029910183402, 481.14034988743447)
test: test on one with min validation error 0.9545454545454546
test: avg on sampled pareto set 0.9090909090909091
0
63
gen evals std min avg max
1 200 [1757.00989364 488.23870788] [1853.94740049 515.59803201]
2 200 [1743.62647785 488.23870788] [1827.16092072 509.43385076]
3 200 [1734.14763463 485.51243024] [1799.34138641 505.11805639]
4 200 [1719.8474686 484.36280612] [1788.72971252 503.72610949]
5 200 [1711.72175911 477.26628554] [1782.44138196 500.9701514 ]
6 200 [1687.89350902 469.65952056] [1771.59444785 495.56056088]
7 200 [1675.5565297 467.4153518] [1758.59662452 492.38140636]
8 200 [1670.01838564 467.4153518 ] [1743.1040979 491.77535236]
9 200 [1647.62128732 465.63196749] [1743.1040979 488.71410456]
10 200 [1647.62128732 465.63196749] [1716.173359 485.94292352]
11 200 [1630.31498465 464.5556956 ] [1694.73459295 483.69236834]
12 200 [1626.89422632 464.40218579] [1689.46828137 483.69236834]
13 200 [1625.05407025 462.47568736] [1677.65151952 478.98530696]
14 200 [1603.3726017 457.55269855] [1669.34634159 476.42207618]
15 200 [1592.20702807 457.55269855] [1667.59885137 472.73624807]
16 200 [1592.20702807 456.6542744 ] [1662.62107389 472.23305795]
17 200 [1590.53490795 454.98737036] [1651.2885791 469.81488666]
18 200 [1582.99310213 453.36847313] [1636.93235436 466.09737943]
19 200 [1580.95481208 451.45197948] [1617.52847816 463.62012677]
20 200 [1562.63369864 449.29579534] [1615.64098652 464.0743453 ]
21 200 [1560.64020839 446.98304429] [1610.54933205 459.24343787]
22 200 [1548.87741357 446.08628923] [1594.36242267 457.40175562]
23 200 [1546.1022534 443.42618017] [1593.96398408 455.61858754]
24 200 [1541.0834137 442.27060568] [1585.06848342 453.11129107]
25 200 [1530.46744148 441.77664773] [1580.83108113 451.76775655]
26 200 [1515.55283301 437.50386503] [1577.92880545 451.76775655]
27 200 [1504.26813619 436.22793686] [1565.44267707 449.45131821]
28 200 [1504.26813619 434.29260213] [1547.95544822 448.48587049]
29 200 [1500.71213715 434.29260213] [1547.95544822 447.49881083]
30 200 [1498.53281001 430.7007184 ] [1537.11011986 443.2027662 ]
31 200 [1487.59502369 429.49738011] [1531.87971106 440.80852785]
32 200 [1481.02049193 427.38525621] [1529.49623594 438.04211894]
33 200 [1474.62612834 425.88507112] [1519.90856214 437.80868945]
34 200 [1458.00082118 425.23424152] [1513.37982615 435.80669858]
35 200 [1458.00082118 423.58952772] [1504.15727232 433.08526205]
36 200 [1450.52271341 421.63419722] [1494.7949971 432.33993207]
37 200 [1439.15996125 417.40232355] [1486.59430161 430.00246222]
38 200 [1438.16726759 416.57607936] [1479.98576178 430.00246222]
39 200 [1425.7304807 413.97693449] [1480.96652378 427.15984832]
40 200 [1421.34898536 412.96311256] [1469.83559765 425.72418094]
41 200 [1405.7848347 410.68508904] [1471.03853168 425.72418094]
42 200 [1396.31122525 409.14884378] [1451.48895314 422.95170624]
43 200 [1381.24959454 406.87474532] [1446.38703053 419.6726329 ]
44 200 [1379.20690268 404.62361212] [1434.32708647 420.70263188]
45 200 [1377.876964 403.30209313] [1422.04785836 414.61327667]
46 200 [1369.54952424 403.14165335] [1412.26180993 413.93716593]
47 200 [1365.61423524 401.28639913] [1412.63251756 413.76563292]
48 200 [1359.79804526 399.77438149] [1402.59821689 413.76563292]
49 200 [1341.61978608 397.48540937] [1402.39034169 408.98494575]
50 200 [1341.61978608 396.49003071] [1391.10418472 408.87306082]
51 200 [1332.9480723 394.45355309] [1389.76633627 404.38518245]
52 200 [1332.9480723 391.2139525] [1375.9446932 404.20119243]
53 200 [1325.2575324 391.2139525] [1367.4947184 402.68695031]
54 200 [1313.27136202 389.63224859] [1356.19647151 402.68695031]
55 200 [1308.96179719 387.02626538] [1353.50876425 401.81080246]
56 200 [1296.34866713 385.06146553] [1344.3634648 397.74972835]
57 200 [1296.34866713 383.24740079] [1344.17101744 395.93561345]
58 200 [1286.38724639 381.99984656] [1340.15568894 393.97043361]
59 200 [1282.18772817 379.94777612] [1326.97995107 394.86145143]
60 200 [1271.84426284 378.10359462] [1326.97995107 393.97043361]
61 200 [1258.42138262 376.43735957] [1322.15416845 393.81003999]
62 200 [1251.33047511 374.48544386] [1308.43334191 389.73117779]
63 200 [1250.75147586 372.06510439] [1305.46179824 386.53952136]
64 200 [1242.0690036 371.13583563] [1299.38971374 384.78448751]
65 200 [1233.24463923 370.29907137] [1285.4386315 383.43698005]
66 200 [1229.59656189 368.02690164] [1280.38754203 381.66394681]
67 200 [1220.3045801 366.54573073] [1272.05772785 381.66394681]
68 200 [1211.09665738 365.39482458] [1266.16085826 380.792952 ]
69 200 [1205.29388069 364.09100718] [1260.32269906 379.43903765]
70 200 [1202.02013991 362.39992055] [1252.71435863 378.33467982]
71 200 [1192.97419104 361.48188308] [1241.22923476 373.92038085]
72 200 [1188.03807154 360.89395653] [1239.56257573 373.08905499]
73 200 [1178.27393108 357.76510888] [1230.06352762 371.40740948]
74 200 [1167.67481192 356.03412816] [1224.55306169 368.72802834]
75 200 [1164.2579457 353.26085538] [1222.57726852 367.0684977 ]
76 200 [1160.8164874 351.77471516] [1214.45777543 364.28401422]
77 200 [1145.04155115 350.4403468 ] [1206.48269782 361.74298584]
78 200 [1145.04155115 349.98443784] [1197.58298399 361.74298584]
79 200 [1134.99314184 346.75499619] [1197.58298399 358.67489872]
80 200 [1129.76952039 345.61302292] [1192.2334145 358.08962016]
81 200 [1122.65042359 341.84976176] [1182.21924249 354.74419969]
82 200 [1111.8843736 339.94490419] [1162.78749237 353.14122157]
83 200 [1111.61730438 339.74149498] [1158.33049303 353.02666862]
84 200 [1108.6382102 338.20011795] [1164.28454115 352.67899331]
85 200 [1100.64264279 337.32036825] [1149.23515509 352.70933857]
86 200 [1097.15605472 334.70001735] [1144.07625019 350.68494567]
87 200 [1090.8282475 333.15130022] [1137.8051432 347.7942091]
88 200 [1081.94942551 330.53416554] [1134.77233709 347.7942091 ]
89 200 [1059.471791 330.53416554] [1128.45532516 343.5165291 ]
90 200 [1059.471791 330.09686062] [1128.45532516 341.87568694]
91 200 [1059.471791 327.3220073] [1120.98109706 339.56075389]
92 200 [1054.46349529 325.14422601] [1109.49782912 341.35825118]
93 200 [1051.622722 323.89607027] [1100.52797272 341.35825118]
94 200 [1050.60132644 322.96850643] [1089.90541023 337.77000467]
95 200 [1037.25999019 322.25457968] [1089.2711352 336.76226749]
96 200 [1030.12544573 321.64850027] [1082.07341351 334.33890144]
97 200 [1023.28079323 319.03142653] [1075.43742335 335.53824976]
98 200 [1018.38124116 316.59392646] [1073.71282413 332.5378753 ]
99 200 [1014.28129178 316.59392646] [1060.669221 331.83899211]
100 200 [1003.5746951 316.4886739] [1058.98728518 331.83899211]
101 200 [999.07765652 314.40122336] [1061.55581475 327.24028509]
102 200 [994.2863165 312.57770824] [1053.81429929 326.47073167]
103 200 [983.08863827 312.57770824] [1048.28302174 326.13954882]
104 200 [979.48101472 311.22072368] [1035.5321016 325.81193671]
105 200 [967.10956448 310.30581163] [1036.8738687 325.35060198]
106 200 [965.70237756 308.61479329] [1034.89046983 325.35060198]
107 200 [961.06986419 305.75892311] [1029.70393303 325.35060198]
108 200 [959.14494513 304.85452417] [1020.27280299 323.90659634]
109 200 [947.17471861 304.02508006] [1007.81540631 323.90659634]
110 200 [945.45421482 301.72561627] [1007.81540631 323.90659634]
111 200 [939.87684031 300.12247717] [992.67608477 322.87203298]
112 200 [926.26574567 300.12247717] [986.05221414 319.04836002]
113 200 [924.97239852 299.44541342] [985.68231681 316.57071959]
114 200 [911.30921493 298.43366165] [985.68231681 316.10054741]
115 200 [907.99358571 295.3889762 ] [974.21848169 316.10054741]
116 200 [898.50104428 294.62118397] [965.49560006 310.14565446]
117 200 [898.50104428 293.18679927] [964.4287114 308.77967258]
118 200 [891.85730146 291.44351569] [964.4287114 308.77967258]
119 200 [883.5806787 290.60898091] [948.2207333 308.77967258]
120 200 [879.13742324 288.22155427] [935.95618693 308.77967258]
121 200 [852.90190651 285.65780479] [927.10527666 306.85340094]
122 200 [852.90190651 285.3815414 ] [926.35435983 306.85340094]
123 200 [851.22364339 284.22627829] [919.15309708 304.56484046]
124 200 [851.22364339 282.29342632] [911.7359028 302.55506322]
125 200 [846.23573352 281.34718671] [909.2333019 303.03329715]
126 200 [836.94189684 281.34718671] [909.2333019 302.55506322]
127 200 [831.50033867 280.07946239] [900.5435217 299.99380731]
128 200 [823.50701912 277.72781268] [884.24033889 299.99380731]
129 200 [822.83860332 276.69083375] [881.49571014 299.99380731]
130 200 [816.44364772 275.9343033 ] [876.84187691 294.5914771 ]
131 200 [808.83692293 274.35702001] [868.26864976 291.44808525]
132 200 [806.8298155 273.05437057] [865.53112011 287.88184436]
133 200 [795.93267592 272.32225701] [864.46345846 286.613238 ]
134 200 [786.80224069 270.9510822 ] [846.62491114 286.613238 ]
135 200 [783.99057625 269.39616314] [841.94943142 286.613238 ]
136 200 [783.99057625 268.00417926] [841.94943142 283.43581754]
137 200 [778.31184041 266.31979713] [832.90186021 282.98441372]
138 200 [772.31909145 265.85655389] [828.58497707 279.33163182]
139 200 [763.88734291 263.7716482 ] [821.64697988 279.1052277 ]
140 200 [759.83228808 263.7716482 ] [821.64697988 276.3490386 ]
141 200 [750.33744293 262.56233217] [808.7556649 276.3490386]
142 200 [747.58866038 260.78301724] [805.76026634 277.83517592]
143 200 [740.87602986 258.00300832] [802.0048682 277.83517592]
144 200 [734.94339701 258.00300832] [791.67252125 277.83517592]
145 200 [726.999395 257.43954283] [791.67252125 272.57877203]
146 200 [720.68303942 255.38877053] [782.03420845 270.50063165]
147 200 [707.84031179 255.38877053] [781.25537476 269.42752455]
148 200 [701.95967059 254.0448845 ] [765.37848831 269.59618983]
149 200 [701.95967059 252.43575776] [762.37218665 266.44866229]
150 200 [694.47418293 252.10597573] [749.33822301 266.86863546]
151 200 [687.73566929 249.59767296] [747.87552116 266.44866229]
152 200 [687.56083667 249.12919206] [744.02759823 263.69207702]
153 200 [681.81956258 248.72117865] [744.02759823 263.41409403]
154 200 [678.75480361 246.43314047] [739.39690803 260.29635481]
155 200 [671.89776453 245.49980931] [728.41106736 260.29635481]
156 200 [669.72638217 244.74258244] [724.03874962 259.66059516]
157 200 [655.61886771 244.23715175] [722.87131552 257.12789058]
158 200 [649.02000279 243.08486199] [710.96822959 254.8388238 ]
159 200 [631.84637471 241.1511931 ] [709.7376596 254.8388238]
160 200 [631.84637471 239.76205437] [709.7376596 254.09490559]
161 200 [631.84637471 239.43778613] [699.25352756 254.09490559]
162 200 [628.60764619 237.60831718] [688.88891184 252.93958776]
163 200 [623.29729562 235.93920454] [681.86994853 252.91680718]
164 200 [611.69506344 235.07173479] [671.44712454 252.91680718]
165 200 [596.64062163 234.35195305] [663.5432331 252.91680718]
166 200 [596.64062163 232.38308889] [663.5432331 250.05469788]
167 200 [596.64062163 232.25635695] [661.00388142 247.22309657]
168 200 [588.73133372 230.64225031] [650.21605245 243.93055258]
169 200 [583.9313508 229.74559685] [640.21729833 243.79094961]
170 200 [582.17818778 229.38096176] [640.21729833 243.58260895]
171 200 [577.47745624 229.00349767] [640.21729833 246.09284643]
172 200 [570.99039689 227.54227643] [629.87678728 241.66568995]
173 200 [561.33892494 226.77410017] [626.25495032 241.66568995]
174 200 [551.1880412 224.74847538] [622.39193008 242.61130435]
175 200 [548.98305016 223.82421307] [618.55131929 243.11230297]
176 200 [544.62545033 223.82421307] [614.63231154 243.11230297]
177 200 [544.26819816 223.33195987] [614.63231154 243.11230297]
178 200 [530.57751162 221.23502294] [604.65712224 243.11230297]
179 200 [524.30525497 218.96687794] [593.27274086 242.1079499 ]
180 200 [515.24127771 217.48048174] [592.30750705 236.25302762]
181 200 [504.90538299 215.97091552] [586.48472766 235.16551361]
182 200 [504.90538299 215.97091552] [581.6450075 235.16551361]
183 200 [498.78930492 215.12996857] [578.29452637 232.99273243]
184 200 [493.33395999 215.12996857] [578.29452637 232.58927755]
185 200 [489.05379453 213.09808633] [560.54261593 232.58927755]
186 200 [484.8504818 210.09636166] [556.82181823 232.58927755]
187 200 [480.0525532 210.09636166] [554.97404604 230.19864726]
188 200 [476.06338658 210.09636166] [545.54819731 226.77174418]
189 200 [471.5483231 209.2519479] [545.54819731 226.89169847]
190 200 [467.06649406 209.2519479 ] [538.12338916 226.77174418]
191 200 [463.2106108 208.27744331] [538.12338916 226.77174418]
192 200 [455.72729017 208.14515718] [530.10053311 225.78831512]
193 200 [442.36869263 207.65693514] [529.20861035 225.78831512]
194 200 [440.63207645 206.92128309] [529.20861035 225.78831512]
195 200 [438.72210329 205.47489878] [527.16091855 226.58716551]
196 200 [436.23474312 204.96053384] [527.16091855 226.58716551]
197 200 [431.33840112 203.45480014] [511.52473074 225.94242696]
198 200 [426.41239609 203.26356311] [498.2164328 224.23615183]
199 200 [422.44960337 201.53892193] [498.98634846 221.49522929]
200 200 [418.8279588 201.53892193] [498.2164328 220.67526895]
[[ 0.68814362 0.12339953 0.12725046 ... 0.0451274 0.04650171
0.22230822]
[ 0.04743993 0.40219606 0.23493969 ... 0.28394057 -0.04613025
-0.09449621]
[ 0.33927734 0.54308418 0.41450831 ... 0.39462482 0.07423465
0.03651304]
...
[ 0.15732163 0.32352588 0.07536255 ... 0.52302674 0.11831152
0.150452 ]
[ 0.14889865 0.03456906 0.1854119 ... 0.26521004 0.5916068
0.1938022 ]
[-0.01342277 0.06969625 0.17702375 ... 0.28194012 -0.02388701
0.48775622]]
-- End of (successful) evolution --
Best individual is [[ 0.67456353 0.34911215 0.15264711 ... 0.05156 0.02661716
0.22829625]
[ 0.03745379 0.40015412 0.22942889 ... 0.27794233 -0.03331059
-0.24556874]
[ 0.34330474 0.54056329 0.42753974 ... 0.37561309 -0.21001336
0.22599282]
...
[ 0.16014125 0.26075386 0.12112378 ... 0.51587327 0.12781298
0.16958614]
[ 0.13625 0.02329073 0.4869796 ... 0.32562358 0.58600665
-0.31465205]
[ 0.03508456 0.17698885 0.21511021 ... 0.24033635 -0.0212877
0.52203488]], (418.82795880081187, 214.32300958949608)
63
gen evals std min avg max
1 200 [1734.43123386 486.2687755 ] [1845.87182449 513.36269872]
2 200 [1728.42708898 481.32058275] [1813.56040645 509.73203427]
3 200 [1697.62018088 481.32058275] [1799.86472729 507.845268 ]
4 200 [1684.12078375 478.11306782] [1774.45382641 498.94334461]
5 200 [1677.53150937 476.77137328] [1763.59957737 496.64705398]
6 200 [1671.46577454 472.80873872] [1747.29949621 489.25588803]
7 200 [1664.93615045 471.18913487] [1730.97834679 487.97794764]
8 200 [1654.76298928 468.56115155] [1721.07943785 488.06064102]
9 200 [1641.67950127 466.32309272] [1708.29891666 482.18723764]
10 200 [1632.50652336 464.77512216] [1698.82710694 478.4738715 ]
11 200 [1617.74788513 460.47423187] [1679.5363669 478.4738715]
12 200 [1609.87102508 458.06908846] [1667.38999618 478.4738715 ]
13 200 [1600.59962545 458.06908846] [1654.79646858 474.4322086 ]
14 200 [1595.98769135 454.69739982] [1650.18976309 470.03713585]
15 200 [1584.90666225 454.69739982] [1633.79569551 469.3721189 ]
16 200 [1578.16077384 452.76760276] [1629.3536857 464.26772508]
17 200 [1571.11016841 450.21913201] [1625.1847727 462.90853964]
18 200 [1558.25054465 447.39206703] [1610.54352772 462.78083365]
19 200 [1558.25054465 444.13575376] [1602.00542834 458.41084147]
20 200 [1540.04894728 444.13575376] [1589.69211656 456.7472412 ]
21 200 [1539.44032314 442.14055794] [1581.48558225 454.77561211]
22 200 [1534.1726034 441.16375191] [1579.2256289 454.77561211]
23 200 [1520.59373658 438.26307772] [1566.78657562 450.80337676]
24 200 [1518.22037407 436.39600721] [1560.3800879 449.47339558]
25 200 [1503.01884766 435.30227901] [1553.74928891 448.6873547 ]
26 200 [1496.82360579 432.07822198] [1545.45166374 446.50424975]
27 200 [1491.12337674 430.79477969] [1538.26329062 442.69451204]
28 200 [1488.12633002 430.03952519] [1529.96330669 442.43783102]
29 200 [1471.69996573 427.59476856] [1529.04387072 440.86748933]
30 200 [1460.17476774 424.49924438] [1522.35331803 436.98485613]
31 200 [1451.08669605 422.22624717] [1505.52292735 434.48837222]
32 200 [1451.08669605 422.06519453] [1494.20793324 435.29183659]
33 200 [1447.37763238 416.91305047] [1490.55509723 431.714675 ]
34 200 [1443.12755563 415.16618438] [1483.20774578 429.83424734]
35 200 [1418.18854585 414.44524156] [1478.70701707 427.02001965]
36 200 [1418.18854585 413.08362342] [1469.0888406 425.56371866]
37 200 [1418.18854585 412.04650253] [1461.80989061 422.66385932]
38 200 [1405.29555938 410.75599138] [1457.57512657 422.66385932]
39 200 [1399.342795 409.04280948] [1443.5435946 422.79600155]
40 200 [1382.64732888 406.8836225 ] [1435.83891731 419.06407168]
41 200 [1378.04577751 404.86984997] [1426.81725682 417.55835143]
42 200 [1365.93253573 400.98905624] [1427.14969004 418.34002071]
43 200 [1365.93253573 400.98905624] [1418.87773385 411.78727672]
44 200 [1362.57780264 400.48921461] [1405.73494766 410.08313634]
45 200 [1353.25847569 398.82906118] [1405.70373564 409.01477192]
46 200 [1346.36358608 394.87870682] [1405.70373564 408.97996108]
47 200 [1346.36358608 394.73600025] [1399.01246251 408.97996108]
48 200 [1327.3864023 392.98854038] [1380.06220188 404.42135329]
49 200 [1327.3864023 392.04566637] [1376.14121604 404.37043907]
50 200 [1320.19089536 390.03862973] [1368.27601844 402.77044539]
51 200 [1301.51651578 388.06755511] [1360.28303312 402.38161329]
52 200 [1297.540291 386.31020992] [1360.28303312 397.81989664]
53 200 [1297.540291 384.16614411] [1342.33921069 397.57919751]
54 200 [1287.85026929 382.67845775] [1333.62667382 395.13464404]
55 200 [1286.74842496 381.60366085] [1329.05995291 391.56087293]
56 200 [1275.2874016 379.91416661] [1322.91646443 390.22038798]
57 200 [1273.68443068 376.98563724] [1322.91646443 390.27848054]
58 200 [1262.74743114 374.99125205] [1308.59342371 390.27848054]
59 200 [1256.33259799 374.99125205] [1308.54241813 388.38154118]
60 200 [1251.92522422 373.1988457 ] [1300.17959075 386.98839725]
61 200 [1243.91887342 370.63198532] [1289.26541578 383.6163905 ]
62 200 [1234.75812539 368.76995871] [1280.74447084 382.62084859]
63 200 [1223.3609242 368.03834366] [1283.53383749 380.18962143]
64 200 [1217.91849465 365.03826563] [1274.16094683 379.82215039]
65 200 [1204.49561218 364.69481453] [1262.49546547 376.35259305]
66 200 [1200.10112808 361.14018782] [1254.70504872 373.88196425]
67 200 [1187.80307472 359.31619122] [1250.23190691 372.31995447]
68 200 [1180.33173706 359.31619122] [1236.22078753 371.73962735]
69 200 [1177.98908205 356.48430912] [1235.76853038 369.58746149]
70 200 [1172.72388316 353.66782088] [1233.00972322 369.58746149]
71 200 [1164.22888166 352.81957521] [1219.89045623 367.86121567]
72 200 [1160.76722385 351.12729735] [1207.57251664 365.33286249]
73 200 [1148.58021587 349.29016466] [1202.10380959 364.8315491 ]
74 200 [1140.24329304 348.22196913] [1201.27285069 362.84080186]
75 200 [1130.88228782 346.89712729] [1195.42703847 358.9377323 ]
76 200 [1127.70625233 346.22509725] [1179.03935675 358.9377323 ]
77 200 [1125.24400285 345.24081549] [1173.36922423 357.86440006]
78 200 [1119.11286555 342.29726453] [1172.83255726 357.13618416]
79 200 [1109.50959668 342.02831773] [1165.70446084 354.68598487]
80 200 [1105.30568382 340.47335161] [1158.41166133 351.82581216]
81 200 [1098.92876717 339.25461613] [1154.9186437 351.82581216]
82 200 [1093.48661442 337.12742401] [1150.04201448 350.7378789 ]
83 200 [1082.19758787 335.9529698 ] [1141.47683892 348.59704986]
84 200 [1072.41181625 332.75373112] [1130.75499592 347.10204984]
85 200 [1067.36053915 332.59947662] [1130.75499592 344.75876332]
86 200 [1063.14319423 331.82407792] [1112.38375833 343.09065871]
87 200 [1056.90756638 328.47864604] [1112.56015013 342.47150291]
88 200 [1053.9683972 327.54912564] [1101.43893604 343.28985334]
89 200 [1044.34060349 326.5027258 ] [1101.64196732 340.06818784]
90 200 [1029.79214394 325.31934757] [1095.81945582 339.02213023]
91 200 [1029.79214394 322.95675639] [1085.93345365 336.37293177]
92 200 [1021.79608538 321.08732119] [1085.93345365 336.20408851]
93 200 [1016.98410944 320.35667516] [1072.8332829 332.6055996]
94 200 [1013.28025867 317.87830669] [1072.8332829 332.27655845]
95 200 [1008.4284927 317.73331946] [1059.65174917 329.82044775]
96 200 [998.63320627 316.00131552] [1049.64245942 329.82044775]
97 200 [993.9722291 314.12939753] [1043.24605367 326.12211832]
98 200 [985.18585564 311.49350256] [1031.04196358 326.12211832]
99 200 [984.8209345 310.22991295] [1030.98573908 322.84538919]
100 200 [973.90158354 309.69272427] [1022.28162273 321.11980007]
101 200 [966.19970935 306.95779313] [1017.88982825 320.39600327]
102 200 [960.52350609 306.95779313] [1012.9489356 318.74964452]
103 200 [947.52180725 303.42678289] [1002.60106921 315.62244802]
104 200 [947.52180725 300.89487588] [995.29602174 315.51529063]
105 200 [936.54415825 299.67941801] [984.4261689 313.71526539]
106 200 [918.94475564 298.61121009] [984.03977224 310.73948869]
107 200 [917.20500175 297.39156205] [983.58870905 309.31539607]
108 200 [904.94092802 296.08909466] [964.26834438 310.68662603]
109 200 [895.94229478 295.83514471] [963.51122948 306.89180534]
110 200 [895.94229478 292.50020869] [953.28038988 305.55432599]
111 200 [893.19055393 292.50020869] [942.55933803 306.48132413]
112 200 [879.29990474 290.17663502] [940.63659258 306.48132413]
113 200 [877.17259647 290.17663502] [936.90331896 306.48132413]
114 200 [868.50351224 286.50176475] [936.90331896 308.27835652]